diff --git a/.claude/commands/release.md b/.claude/commands/release.md
index 66015a352..86cdfb623 100644
--- a/.claude/commands/release.md
+++ b/.claude/commands/release.md
@@ -152,18 +152,14 @@ If it fails, show the error and ask whether to investigate or skip.
 
 Power BI packaging reports its own state and saves demo reports with Power BI Desktop, which only runs on Windows.
 
-Demo reports read open data from the `main` branch, so this step must run after the release is merged to main. `/release` doesn't do that merge: the checklist merges to main after the Azure Quickstart Templates review, which can take days. Check whether it has happened:
+Package from the release prep branch. Don't wait for the merge to main: the checklist merges to main after the Azure Quickstart Templates review, which can take days. The prep PR stays open until the release is published, so late changes go there. After packaging, commit and push the generated `docs/deploy` files to the prep branch.
 
-```bash
-git fetch origin main && git merge-base --is-ancestor HEAD origin/main && echo merged
-```
-
-If it prints "merged", continue. If not, skip the rest of this section: tell the user Power BI packaging comes after "Merge to main" in the checklist, leave `release:powerbi` unchecked, add "Package Power BI after the merge to main" to the manual steps below, and offer to run `/release` again once the merge is done.
+Package everything, not only the toolkit zips, and delete `release/` first so no files from an earlier release are left behind. Create the draft GitHub release as soon as `Package-Toolkit` finishes (see "Draft the GitHub release" below) so the files are ready while the rest of the checklist closes.
 
 Before packaging, two things have to be done:
 
-1. The demo hub is on this release and has current data, because the demo reports are saved with its data. Run `pwsh -Command "./src/scripts/Deploy-Demo.ps1"` in the background, because it takes 15 to 45 minutes, which is longer than a foreground command can run. It deploys or updates the hub and waits until data is ingested. It fails if the hub still isn't ready after 30 minutes; run it again to keep waiting. Show its warnings verbatim.
-2. Someone has signed in to Power BI Desktop on the Windows machine and refreshed one demo project from `release/pbix` by hand, once. That stores the data source credentials and makes the Public sensitivity label available, and the packaging command can't answer a credential prompt. Ask the user to confirm with "done".
+1. The demo hub (`ftk-demo` in the FTK Prod subscription, which holds demo resources and isn't real production) is on this release and has current data, because the demo reports are saved with its data. Run `pwsh -Command "./src/scripts/Deploy-Demo.ps1"` in the background, because it takes 15 to 45 minutes, which is longer than a foreground command can run. It deploys or updates the hub and waits until data is ingested. It fails if the hub still isn't ready after 30 minutes; run it again to keep waiting. Show its warnings verbatim.
+2. Someone has signed in to Power BI Desktop on the Windows machine and refreshed one demo project from `release/pbix` by hand, once. That stores the data source credentials and makes the Public sensitivity label available (the label is only needed, and only checked, when sensitivity labels are enabled for the tenant), and the packaging command can't answer a credential prompt. Ask the user to confirm with "done".
 
 On Windows, tell the user not to use the mouse or keyboard until it finishes, then run it in the background, because it takes about an hour:
 
@@ -175,12 +171,33 @@ On other platforms, tell the user to run `Package-PowerBI.ps1 -Unattended` on a
 
 It takes about an hour (roughly 10 minutes per demo report). If it stops because the reports were built from a test open data URL ("isn't permanent"), rerun it once with `-Build` to rebuild against the main branch; don't use `-Build` otherwise, because it discards reports that are already saved.
 
-Relay its status output verbatim — it says exactly which step is next. If a report can't be saved automatically, relay the failed step and screenshot path, tell the user to run `Package-PowerBI.ps1 -Open` and save that project as PBIX (refresh, Save as PBIX in `release/pbix`, sensitivity "Public"), then say "done" so you can rerun the command to validate and package.
+Relay its status output verbatim — it says exactly which step is next. If a report can't be saved automatically, relay the failed step and screenshot path, tell the user to run `Package-PowerBI.ps1 -Open` and save that project as PBIX (refresh, Save as PBIX in `release/pbix`, sensitivity "Public" if sensitivity labels are enabled), then say "done" so you can rerun the command to validate and package.
 
 If validation fails, show the reported issues verbatim. Each one names the file and the fix; don't guess at causes.
 
 If this step ran, do not proceed until all three files are complete: PowerBI-kql.zip, PowerBI-storage.zip, and PowerBI-demo.zip. On Windows, `Package-PowerBI.ps1 -Status` exits 0 only when they are; check the exit code and relay its text. On another platform, the pasted output from the Windows machine has to show the final "Power BI release files" block. File existence alone is not enough, because files from a previous release can still be in `release/`.
 
+### Draft the GitHub release
+
+A draft is only visible to maintainers and doesn't create the tag, so it is safe to create early. Create it after `Package-Toolkit` finishes and update it again after Power BI packaging.
+
+1. Create the draft with the files in `release/` (files only, not folders). Skip the agent plugin zips (`agent-plugin.zip`, `claude-plugin-*.zip`, `agent-skills-*.zip`) unless something in `docs/` or `docs-mslearn/` links to them, because the plugins install from the marketplace JSON.
+
+   ```powershell
+   $files = Get-ChildItem release -File | Where-Object Name -notmatch '^(agent-plugin|claude-plugin|agent-skills)' | ForEach-Object FullName
+   gh release create v{N} --repo microsoft/finops-toolkit --draft --target main --title "{Mmm yyyy} (v{N})" --notes "DRAFT" @files
+   ```
+
+2. Write the body from the previous release's body (`gh release view v{N-1} --json body --jq .body`) and this version's changelog section:
+   - **New in {Month yyyy}**: one line per tool for new features, each with the tool emoji and a link to its page (don't link individual features).
+   - **Updated**: one line per tool for changes and fixes, in the same tool order as the previous release. Keep it to the notable items; don't list every change.
+   - **Contributors**: code contributors come from `gh api --paginate repos/microsoft/finops-toolkit/compare/v{N-1}...dev --jq '.commits[].author.login'` (drop bots; list `@MSBrett` and `@flanakin` last). Supporters are issue reporters from the milestone (`gh issue list --milestone v{N} --state all --json author`) who aren't contributors, sorted alphabetically. Tell the user these lists miss reviewers and discussion participants, so they need a final review.
+   - **Footer**: copy the previous footer with the version updated. Keep the blog and download links commented out until the release is published.
+3. Set the body with `gh api --method PATCH repos/microsoft/finops-toolkit/releases/{id} -F body=@{file}`. Find `{id}` with `gh api repos/microsoft/finops-toolkit/releases --jq '.[] | select(.draft and .tag_name=="v{N}") | .id'`.
+4. After Power BI packaging, upload the remaining files with `gh release upload`. `gh` can't find a draft by its `v{N}` tag, so use the `untagged-…` name from the draft's URL: `gh release upload untagged-{hash} release/PowerBI-demo.zip --repo microsoft/finops-toolkit`.
+
+Don't publish the draft. Publishing creates the tag and is done from the checklist.
+
 ### Manual steps reminder
 
 After packaging succeeds, inform the user of remaining manual steps documented in the release checklist issue (include a link):
diff --git a/.github/ISSUE_TEMPLATE/-internal-only--release-checklist.md b/.github/ISSUE_TEMPLATE/-internal-only--release-checklist.md
index 2bf9236d6..31c2e5e86 100644
--- a/.github/ISSUE_TEMPLATE/-internal-only--release-checklist.md
+++ b/.github/ISSUE_TEMPLATE/-internal-only--release-checklist.md
@@ -109,7 +109,20 @@ Status icons:
   - Build all toolkit templates and resolve any issues: `<root>/src/scripts/Build-Toolkit`
     > _This step is optional, but can catch issues earlier. You can also add the `-Build` parameter to the publish command in the next step._
   - Ensure all tests pass: `<root>/src/scripts/Test-PowerShell -Unit -Integration`
-- [ ] <!-- release:package --> Package all release files (except the Power BI demo reports, which come after the merge to main): `<root>/src/scripts/Package-Toolkit.ps1 -Build -CopyFiles` script
+- [ ] <!-- release:package --> Package all release files: `<root>/src/scripts/Package-Toolkit.ps1 -Build -CopyFiles` script
+  > _Package from the release prep branch; don't wait for the merge to main. Commit and push the generated `docs/deploy` files to the prep branch. To get files ready early, create a draft GitHub release and upload the files from `release/`; add PowerBI-demo.zip when this step finishes._
+- [ ] Confirm the data source saved in the Power BI semantic models points at the current demo hub.
+- [ ] Make sure the demo hub is on this release and has current data: `<root>/src/scripts/Deploy-Demo.ps1`
+  - It deploys or updates the hub and waits until data is ingested, so Power BI can be packaged right after.
+- [ ] <!-- release:powerbi --> Package Power BI files on Windows: `<root>/src/scripts/Package-PowerBI.ps1 -Unattended`
+  > _Builds, saves demo PBIX files with Power BI Desktop, validates, and packages. Takes about an hour. Don't use the mouse or keyboard while it runs. If it stops because the reports were built from a test open data URL, rerun once with `-Build`._
+  >
+  > _First, sign in to Power BI Desktop and refresh one demo project by hand so the data source credentials are stored and, if your tenant uses sensitivity labels, the "Public" label is available. The "Public" label is only needed when sensitivity labels are enabled. The command can't sign in or answer a credential prompt._
+  - If a report can't be saved automatically, the command names the step that failed and saves a screenshot. Save that report by hand, then rerun the command:
+    - Run `Package-PowerBI.ps1 -Open` to open the projects that need to be saved.
+    - Refresh the report, select **File** > **Save as**, keep the `<root>/release/pbix` folder, change the file type to PBIX, and set the sensitivity to "Public" (only if sensitivity labels are enabled).
+    > _Queries are already trimmed and the Get started page is already selected. There is nothing else to change._
+  - [ ] Confirm all 3 files were created: PowerBI-kql.zip, PowerBI-storage.zip, and PowerBI-demo.zip.
 - [ ] Check the docs for broken links:
   - Create a personal fork of the main repo.
   - If you already have one, update it to the latest.
@@ -188,20 +201,6 @@ Status icons:
   - Close the milestone when all issues have been closed or moved.
 - [ ] Verify [documentation](https://aka.ms/finops/toolkit) updated correctly.
   > _The documentation site may take 5 minutes to update after the merge is committed. If not updated, look at [GitHub actions](https://github.com/microsoft/finops-toolkit/actions/workflows/pages/pages-build-deployment) to see if there are any failures._
-
-> _Demo reports read open data from the `main` branch, so package Power BI after the merge to main above._
-- [ ] Confirm the data source saved in the Power BI semantic models points at the current demo hub.
-- [ ] Make sure the demo hub is on this release and has current data: `<root>/src/scripts/Deploy-Demo.ps1`
-  - It deploys or updates the hub and waits until data is ingested, so Power BI can be packaged right after.
-- [ ] <!-- release:powerbi --> Package Power BI files on Windows: `<root>/src/scripts/Package-PowerBI.ps1 -Unattended`
-  > _Builds, saves demo PBIX files with Power BI Desktop, validates, and packages. Takes about an hour. Don't use the mouse or keyboard while it runs. If it stops because the reports were built from a test open data URL, rerun once with `-Build`._
-  >
-  > _First, sign in to Power BI Desktop and refresh one demo project by hand so the data source credentials are stored and the "Public" sensitivity label is available. The command can't sign in or answer a credential prompt._
-  - If a report can't be saved automatically, the command names the step that failed and saves a screenshot. Save that report by hand, then rerun the command:
-    - Run `Package-PowerBI.ps1 -Open` to open the projects that need to be saved.
-    - Refresh the report, select **File** > **Save as**, keep the `<root>/release/pbix` folder, change the file type to PBIX, and set the sensitivity to "Public".
-    > _Queries are already trimmed and the Get started page is already selected. There is nothing else to change._
-  - [ ] Confirm all 3 files were created: PowerBI-kql.zip, PowerBI-storage.zip, and PowerBI-demo.zip.
 - [ ] Tag and publish a [new release](https://github.com/microsoft/finops-toolkit/releases/new):
   - [ ] Create a tag on publish using the "vX.X" format.
   - [ ] Set the **Target** to `main`.
diff --git a/.github/workflows/opendata-ci.yml b/.github/workflows/opendata-ci.yml
index 43b80e6ec..1d9dd3218 100644
--- a/.github/workflows/opendata-ci.yml
+++ b/.github/workflows/opendata-ci.yml
@@ -54,7 +54,9 @@ jobs:
     # Windows runners.
     - name: Install Pester
       shell: pwsh
-      run: Install-Module -Name Pester -MinimumVersion 6.0.0 -Scope CurrentUser -Repository PSGallery -Force
+      run: |
+        if (-not (Get-PSRepository -Name PSGallery -ErrorAction SilentlyContinue)) { Register-PSRepository -Default }
+        Install-Module -Name Pester -MinimumVersion 6.0.0 -Scope CurrentUser -Repository PSGallery -Force
     - name: Test Open Data
       id: test
       shell: pwsh
diff --git a/docs-mslearn/TOC.yml b/docs-mslearn/TOC.yml
index 7eaf13eee..7c7fd5f30 100644
--- a/docs-mslearn/TOC.yml
+++ b/docs-mslearn/TOC.yml
@@ -216,8 +216,8 @@
           href: toolkit/optimization-engine/troubleshooting.md
         - name: Reference
           href: toolkit/optimization-engine/reference.md
-    - name: Open data
-      href: toolkit/open-data.md
+    - name: Agent plugins
+      href: toolkit/agent-plugin/finops-toolkit-agent-plugin-overview.md
     - name: PowerShell
       items:
         - name: All commands
@@ -282,6 +282,8 @@
           href: toolkit/bicep-registry/modules.md
         - name: Scheduled actions
           href: toolkit/bicep-registry/scheduled-actions.md
+    - name: Open data
+      href: toolkit/open-data.md
     - name: Data Lake Storage connectivity
       href: toolkit/data-lake-storage-connectivity.md
     - name: Help + support
diff --git a/docs-mslearn/toolkit/agent-plugin/finops-toolkit-agent-plugin-overview.md b/docs-mslearn/toolkit/agent-plugin/finops-toolkit-agent-plugin-overview.md
new file mode 100644
index 000000000..709ddbc51
--- /dev/null
+++ b/docs-mslearn/toolkit/agent-plugin/finops-toolkit-agent-plugin-overview.md
@@ -0,0 +1,86 @@
+---
+title: FinOps toolkit agent plugin overview
+description: The FinOps toolkit agent plugin brings AI-powered cloud financial management to Claude Code and GitHub Copilot CLI.
+author: MSBrett
+ms.author: brettwil
+ms.date: 10/28/2026
+ms.topic: concept-article
+ms.service: finops
+ms.subservice: finops-toolkit
+ms.reviewer: msbrett
+#customer intent: As a FinOps practitioner, I need to learn about the FinOps toolkit agent plugin.
+---
+
+# FinOps toolkit agent plugin
+
+The FinOps toolkit agent plugin brings AI-powered cloud financial management to your coding agent. It works with both [Claude Code](https://claude.com/claude-code) and [GitHub Copilot CLI](https://docs.github.com/copilot/how-tos/set-up/install-copilot-cli), pairing role-specific agents, ready-to-run commands, and a FinOps hubs query skill with a read-only [Azure MCP server](https://github.com/Azure/azure-mcp) so you can analyze cost data, review recommendations, and manage FinOps hubs without leaving your terminal.
+
+## Installation
+
+Install the plugin from the FinOps toolkit repository:
+
+```bash
+# Claude Code
+claude plugin add microsoft/finops-toolkit
+
+# GitHub Copilot CLI
+copilot plugin install microsoft/finops-toolkit
+```
+
+The plugin registers an Azure MCP server scoped to the Kusto namespace in read-only mode, so it can query FinOps hubs data without being able to modify your environment.
+
+## What's included
+
+### Agents
+
+| Agent                          | Description                                                                                                                                                                                    |
+| ------------------------------ | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
+| **Chief Financial Officer**    | Executive-level guidance across financial strategy, capital allocation, risk management, budgeting, forecasting, and cost optimization.                                                        |
+| **FinOps practitioner**        | Domain expertise on FinOps principles, cost allocation, showback/chargeback models, and the FinOps Framework maturity model.                                                                   |
+| **FinOps hubs database query** | Queries cost data, resource metadata, pricing, regional data, and service mappings from a FinOps hub's Data Explorer database.                                                                 |
+| **FinOps hubs agent**          | Deploys, upgrades, configures, and troubleshoots FinOps hubs, including Cost Management exports and hub architecture questions.                                                                |
+| **Azure capacity manager**     | Azure capacity evidence for FinOps work: quota analysis, capacity reservation groups, SKU availability, region and zone access, and coordinating capacity guarantees with pricing commitments. |
+
+### Commands
+
+| Command                 | Description                                                                                                    |
+| ----------------------- | -------------------------------------------------------------------------------------------------------------- |
+| `/ftk-hubs-connect`     | Discover FinOps hub instances via Azure Resource Graph, connect to a cluster, and save environment settings.   |
+| `/ftk-hubs-healthCheck` | Check a deployed hub's version against the latest stable and dev releases and validate data freshness.         |
+| `/ftk-mom-report`       | Autonomous month-over-month cost analysis with anomaly detection, forecasting, and actionable recommendations. |
+| `/ftk-ytd-report`       | Comprehensive fiscal year-to-date cost analysis with a forecast through your organization's fiscal year end.   |
+
+### Skill and query catalog
+
+The **finops-toolkit** skill triggers on FinOps hubs, KQL, and Azure Data Explorer topics and provides task routing, a query catalog, and schema guidance for working with a FinOps hub's `Costs()`, `Prices()`, `Recommendations()`, and `Transactions()` functions.
+
+## Required permissions
+
+- [Azure CLI](/cli/azure/install-azure-cli) authenticated (`az login`).
+- Azure RBAC permissions for the Cost Management APIs you want to query or manage.
+- For FinOps hubs queries: Database Viewer access to the hub's Azure Data Explorer cluster.
+
+## Give feedback
+
+Let us know how we're doing with a quick review. We use these reviews to improve and expand FinOps tools and resources.
+
+<!-- prettier-ignore-start -->
+> [!div class="nextstepaction"]
+> [Give feedback](https://portal.azure.com/#view/HubsExtension/InProductFeedbackBlade/extensionName/FinOpsToolkit/cesQuestion/How%20easy%20or%20hard%20is%20it%20to%20use%20the%20FinOps%20toolkit%20agent%20plugin%3F/cvaQuestion/How%20valuable%20is%20the%20FinOps%20toolkit%20agent%20plugin%3F/surveyId/FTK/bladeName/AgentPlugin/featureName/Overview)
+<!-- prettier-ignore-end -->
+
+If you're looking for something specific, vote for an existing or create a new idea. Share ideas with others to get more votes. We focus on ideas with the most votes.
+
+<!-- prettier-ignore-start -->
+> [!div class="nextstepaction"]
+> [Vote on or suggest ideas](https://github.com/microsoft/finops-toolkit/issues?q=is%3Aissue%20is%3Aopen%20sort%3Areactions-%2B1-desc)
+<!-- prettier-ignore-end -->
+
+<br>
+
+## Related content
+
+- [FinOps hubs](../hubs/finops-hubs-overview.md)
+- [FinOps hubs data model](../hubs/data-model.md)
+
+<br>
diff --git a/docs-mslearn/toolkit/changelog.md b/docs-mslearn/toolkit/changelog.md
index b8c7df26c..d1f201360 100644
--- a/docs-mslearn/toolkit/changelog.md
+++ b/docs-mslearn/toolkit/changelog.md
@@ -25,162 +25,207 @@ This article summarizes the features and enhancements in each release of the Fin
 
 The following section lists features and enhancements that are currently in development.
 
-### [FinOps hubs](hubs/finops-hubs-overview.md)
-
-- **Added**
-  - Added VNet and private network modes, including opt-in NAT Gateway support for private mode; NAT Gateway incurs additional cost when enabled ([#2163](https://github.com/microsoft/finops-toolkit/pull/2163)).
-- **Changed**
-  - Clarified that the FinOps toolkit exclusively manages the FinOps hub virtual network and documented customer-managed private endpoints as the preferred private-access topology, with virtual network peering as a secondary option ([#2156](https://github.com/microsoft/finops-toolkit/issues/2156)).
-  - Replaced redundant `tolower()` comparisons in hub KQL with case-insensitive operators (`has`, `=~`, `!~`) so the engine can use the term index instead of scanning every row ([#2213](https://github.com/microsoft/finops-toolkit/issues/2213)).
-  - Replaced whole-term `contains` matches with `has` across hub KQL and the query catalog (resource ID paths, licensing phrases, SKU description terms) and added a per-row operator-equivalence regression harness with unit test coverage ([#2220](https://github.com/microsoft/finops-toolkit/pull/2220)).
-  - Documented how the hub schema's columns nest in the hub database guide - the organization chain and the two parallel service chains - and brought the `Costs()` column reference back in line with the deployed schema by adding 27 missing columns, correcting three columns still listed under the names hubs v12 renamed away from, and fixing one column typed as `long` instead of `int` ([#2325](https://github.com/microsoft/finops-toolkit/issues/2325), [#2329](https://github.com/microsoft/finops-toolkit/issues/2329)).
-- **Fixed**
-  - Fixed ADF schedule trigger deployment failures (`InvalidWorkflowTriggerRecurrence`) in regions not covered by the region-to-time-zone map (for example, Sweden Central), where the trigger's `startTime` was missing the required `Z` suffix for the `UTC` fallback time zone ([#2157](https://github.com/microsoft/finops-toolkit/issues/2157), [#2291](https://github.com/microsoft/finops-toolkit/pull/2291)).
-  - Fixed managed exports failing with an `Unauthorized` error because the Role Based Access Control Administrator role was never assigned to the Data Factory identity. Roles requested by a hub app are now assigned on the publisher storage account even when the app doesn't create the storage account itself ([#2253](https://github.com/microsoft/finops-toolkit/issues/2253)).
-  - Fixed private-network deployments that Azure Policy blocked when `defaultOutboundAccess` was omitted. Private mode subnets now set it to `false`, while an Azure Files private endpoint supports deployment-script storage and the NAT Gateway provides required container egress ([#2258](https://github.com/microsoft/finops-toolkit/issues/2258), [#2259](https://github.com/microsoft/finops-toolkit/pull/2259)).
-  - Fixed the `ContractedCost` recompute guard to compare with a null-safe tolerance instead of exact float equality, eliminating millions of no-op rewrites that polluted the `x_SourceValues` audit trail while preserving the null-cost backfill and no longer overwriting an existing cost when the unit price is missing ([#2216](https://github.com/microsoft/finops-toolkit/issues/2216)).
-  - Fixed the SQL VMs without Azure Hybrid Benefit recommendation query to join on the SQL VM `virtualMachineResourceId` instead of a case-sensitive VM name match that skipped VMs with uppercase names and dropped duplicate names, and made all Azure Resource Graph join kinds explicit so no query relies on the `innerunique` default ([#2225](https://github.com/microsoft/finops-toolkit/pull/2225)).
-  - Switched dimension enrichment in the v1_0/v1_2 ingestion transforms (`PricingUnits`, `Regions`, `ResourceTypes`, `Services`) from `join` to the broadcast-optimized `lookup` operator and deduplicated the `Services` mapping per resource type to prevent cost row fan-out ([#2225](https://github.com/microsoft/finops-toolkit/pull/2225)).
-  - Fixed FinOps hub dashboard "Governance, policy, and risk" and "FinOps tools and services" links that landed on a 404 page by linking directly to the Microsoft Learn pages ([#2319](https://github.com/microsoft/finops-toolkit/issues/2319)).
-  - Fixed the v1_0 and v1_2 price transforms setting `x_CommitmentDiscountSpendEligibility` from reservation meters and `x_CommitmentDiscountUsageEligibility` from savings plan meters, the opposite of the FOCUS `CommitmentDiscountCategory` value the same transform assigns. The spend column now reports savings plan pricing and the usage column reports reservation pricing. Prices ingested after upgrading carry the corrected values; rows ingested earlier keep the old values until they are reingested ([#2279](https://github.com/microsoft/finops-toolkit/issues/2279)).
-  - Fixed FinOps hubs labeling FOCUS 1.0 cost data as FOCUS 1.2 in `x_SourceVersion`. The cost transform backfilled `PricingCurrency` from `x_PricingCurrency` before detecting the FOCUS version, so every 1.0 row looked like 1.2 and skipped the 1.0-specific fixes (for example, the savings plan purchase `ChargeFrequency` correction). Version detection now uses the value delivered by the export ([#2333](https://github.com/microsoft/finops-toolkit/pull/2333)).
-
-### [FinOps workbooks](workbooks/finops-workbooks-overview.md)
-
-- **Fixed**
-  - Fixed the savings plan workbook summary and details queries silently dropping all but one recommendation per subscription due to an implicit `innerunique` join ([#2225](https://github.com/microsoft/finops-toolkit/pull/2225)).
-  - Fixed the AHB workbook "VM Latest Change Last 7 days" tile, which joined the `resourcechanges` record id against the resource id and always returned no rows, and the SQL VM queries, which never matched VMs with uppercase names ([#2225](https://github.com/microsoft/finops-toolkit/pull/2225)).
-  - Changed the savings plan workbook subscription name joins to `leftouter` so a recommendation is still shown when its subscription is missing from `resourcecontainers` ([#2225](https://github.com/microsoft/finops-toolkit/pull/2225)).
-
-### [FinOps alerts](alerts/finops-alerts-overview.md)
-
-- **Fixed**
-  - Made the idle application gateway and idle public IP query join kinds explicit so they no longer rely on the `innerunique` default ([#2225](https://github.com/microsoft/finops-toolkit/pull/2225)).
-
-### [Power BI reports](power-bi/reports.md)
-
-- **Changed**
-  - Switched the InstanceSizeFlexibility table in the storage and KQL shared datasets from the retired `ccmstorageprod` AutofitComboMeterData.csv to the FinOps toolkit [Instance size flexibility](open-data.md#instance-size-flexibility) open data file, joined to reservation recommendations on the unique ARM SKU name ([#2090](https://github.com/microsoft/finops-toolkit/issues/2090)).
-- **Fixed**
-  - Fixed the storage reports failing to refresh when the Cost Management export uses the FOCUS 1.2 schema. The FOCUS 1.2 branch searched for a column named `SkuMeterName` instead of `SkuMeter`, and the surrounding block assumed the FOCUS 1.0 columns (`x_InvoiceId`, `x_PricingCurrency`, `x_SkuMeterName`) were always present, which fails for a storage container that holds only FOCUS 1.2 exports. Added a lint rule that fails the build when a Power Query column name doesn't exist ([#2332](https://github.com/microsoft/finops-toolkit/issues/2332)).
-  - Fixed the storage reports showing no data when they connect directly to Cost Management exports that use gzip-compressed CSV (`.csv.gz`).
-
-### [Optimization Engine](optimization-engine/overview.md)
-
-- **Added**
-  - Added a comprehensive [Azure Optimization Engine reference](optimization-engine/reference.md) for runbooks, schedules, variables, Log Analytics tables, and SQL Database tables ([#1271](https://github.com/microsoft/finops-toolkit/issues/1271)).
-- **Changed**
-  - Switched the reservations and benefits workbooks from the retired `ccmstorageprod` isfratioblob.csv to the FinOps toolkit [Instance size flexibility](open-data.md#instance-size-flexibility) open data file ([#2090](https://github.com/microsoft/finops-toolkit/issues/2090)).
-- **Fixed**
-  - Fixed a regression in the `AzureOptimizationConsumptionV1_CL` schema that was breaking the Reservations Usage workbook ([#2301](https://github.com/microsoft/finops-toolkit/issues/2301)).
-  - Fixed reservations disappearing from the reservation workbooks when their SKU is no longer sold. The instance size flexibility joins required a match, so an active reservation on a retired size was dropped from the report entirely rather than shown with its utilization. Unmatched SKUs now fall back to their own name as the flexibility group and a ratio of 1. The fallback applies to the reserved resource types that have instance size flexibility: virtual machines, Redis Cache, and dedicated hosts ([#2300](https://github.com/microsoft/finops-toolkit/issues/2300)).
-
-### [PowerShell module](powershell/powershell-commands.md)
-
-- **Fixed**
-  - Fixed [Start-FinOpsCostExport](powershell/cost/start-finopscostexport.md) exporting the wrong period for anyone running in a positive UTC offset. `-StartDate` and `-EndDate` are now treated as UTC calendar dates instead of being time zone converted, so the days you request are the days that get exported. Previously, local midnight converted to the previous UTC day, which moved the period back a day and made `-Backfill` run one extra month ([#2255](https://github.com/microsoft/finops-toolkit/issues/2255)).
-  - Fixed [Deploy-FinOpsHub](powershell/hubs/deploy-finopshub.md) failing when `-Version` is a single-part release tag like `13` or has a `v` prefix like `v14` ([#2293](https://github.com/microsoft/finops-toolkit/issues/2293)).
-
-### [Open data](open-data.md) updates
-
-**[Instance size flexibility](open-data.md#instance-size-flexibility)**
-
-- **Added**
-  - Added a new [Instance size flexibility](open-data.md#instance-size-flexibility) dataset that maps each ARM SKU to its instance size flexibility group and ratio, sourced from the Azure Reservations Catalogs API. It replaces the deprecated ISF ratio files hosted on `ccmstorageprod.blob.core.windows.net` ([#2090](https://github.com/microsoft/finops-toolkit/issues/2090)).
-    - Ratios use the same scale as the retired isfratioblob.csv: each flexibility group is normalized so its smallest SKU is `1`, matching the retired file for 1,223 of the 1,291 rows the two share. The Catalogs API publishes them unnormalized, and the Optimization Engine converts quantities into units of a group's smallest SKU ([#2309](https://github.com/microsoft/finops-toolkit/issues/2309)).
-    - Covers every physical Azure region instead of a fixed region list, so SKUs that launch in only a handful of regions are included.
-    - Refreshes weekly from the live catalog, so newly released SKUs appear and retired SKUs age out without anyone republishing the file.
-
-**[Commitment discount eligibility](open-data.md#commitment-discount-eligibility)**
-
-- **Fixed**
-  - Fixed the commitment discount eligibility dataset refresh so it is reproducible and complete; retired meters now age out and previously missed meters are included ([#2164](https://github.com/microsoft/finops-toolkit/pull/2164)).
-  - Fixed the weekly commitment discount eligibility refresh timing out before it could publish, which left the dataset unchanged since it first shipped in v14. The refresh now walks each price type directly instead of sharding by service family, and verifies completeness by comparing two independent traversals before writing ([#2251](https://github.com/microsoft/finops-toolkit/pull/2251)).
-  - Fixed `x_CommitmentDiscountSpendEligibility` and `x_CommitmentDiscountUsageEligibility` carrying each other's values. FOCUS classifies a reservation as a usage commitment (committed to a quantity of usage) and a savings plan as a spend commitment (committed to an amount of money), so the spend column now reports savings plan pricing and the usage column reports reservation pricing. The dataset shipped with the two reversed from v14 ([#2279](https://github.com/microsoft/finops-toolkit/issues/2279)).
-
 -->
 
 <br><a name="latest"></a>
 
 ## v15
 
-_Released June 2026_
+_Released October 2026_
 
 ### [Implementing FinOps guide](../implementing-finops-guide.md) v15
 
 - **Added**
   - Added a [FinOps toolkit ecosystem page](https://microsoft.github.io/finops-toolkit/ecosystem) listing independent tools and organizations that build on or support the FinOps toolkit.
-
 - **Changed**
-  - Aligned FinOps Framework capability names and links across guidance to current FinOps Framework terminology, including Usage optimization and Governance, policy, and risk ([#2170](https://github.com/microsoft/finops-toolkit/pull/2170)).
-
+  - Updated guidance to use current FinOps Framework capability names, like Usage optimization and Governance, policy, and risk.
+    - Capability names and links were aligned across the guidance.
 - **Fixed**
-  - Corrected stale and incorrect descriptions for `BilledCost`, `EffectiveCost`, `BillingCurrency`, `BillingProfileId`, `BillingProfileName`, `CommitmentDiscountQuantity`, `ListUnitPrice`, `PricingQuantity`, `PricingUnitDescription`, and `TotalSavingsRunningTotal` in the [data dictionary](help/data-dictionary.md) to align with FOCUS 1.2 ([#2112](https://github.com/microsoft/finops-toolkit/pull/2112)).
+  - Fixed outdated descriptions of several cost and billing columns in the [data dictionary](help/data-dictionary.md) to match FOCUS 1.2.
+    - Affected columns are `BilledCost`, `EffectiveCost`, `BillingCurrency`, `BillingProfileId`, `BillingProfileName`, `CommitmentDiscountQuantity`, `ListUnitPrice`, `PricingQuantity`, `PricingUnitDescription`, and `TotalSavingsRunningTotal`.
 
-### FinOps toolkit agent plugins v15
+### [FinOps toolkit agent plugins](agent-plugin/finops-toolkit-agent-plugin-overview.md) v15
 
 - **Added**
-  - Added a shared FinOps Toolkit plugin for Claude Code and GitHub Copilot CLI with 5 agents (CFO, FinOps practitioner, database query, hubs agent, and Azure capacity manager), 4 commands (`/ftk/hubs-connect`, `/ftk/hubs-health-check`, `/ftk/mom-report`, and `/ftk/ytd-report`), a FinOps hubs KQL skill, and a read-only Azure MCP server.
-  - Published marketplace entries and repository discovery so the plugin installs with `copilot plugin install microsoft/finops-toolkit`.
+  - Added a FinOps Toolkit plugin for Claude Code and GitHub Copilot CLI.
+    - Includes 5 agents: CFO, FinOps practitioner, database query, hubs agent, and Azure capacity manager.
+    - Includes 4 commands: `/ftk/hubs-connect`, `/ftk/hubs-health-check`, `/ftk/mom-report`, and `/ftk/ytd-report`.
+    - Includes a FinOps hubs KQL skill and a read-only Azure MCP server.
+  - Added marketplace entries so the plugin installs with `copilot plugin install microsoft/finops-toolkit`.
 
 ### [FinOps hubs](hubs/finops-hubs-overview.md) v15
 
 - **Added**
-  - Added a [Run hubs locally](hubs/run-hubs-locally.md) guide to stand up a FinOps hub in a local Kusto emulator container and ingest cost data using the same KQL, transforms, and open data as a deployed hub.
-  - Added a build-generated `finops-hub-local-opendata.kql` release artifact that loads the open data reference tables from CSV, so the local hub guide stays in sync with published open data instead of hard-coding schemas.
-- **Changed**
-  - Added a callout to the `config_RunBackfillJob` backfill option clarifying that it isn't supported on Microsoft Customer Agreement (MCA) billing accounts or billing profiles ([#2113](https://github.com/microsoft/finops-toolkit/issues/2113)).
-  - Updated the [backfill instructions](hubs/configure-scopes.md) to use `config_StartBackfillProcess` for the months covered by the ingestion retention setting, and to explain that `config_RunBackfillJob` requires `StartDate` and `EndDate` in the same calendar month.
-- **Fixed**
-  - Fixed Data Factory ingestion memory pressure during emptiness filtering.
-    - Replaced `isnotempty(strcat(x_SkuMeterId, x_SkuOfferId))` with separate `isnotempty()` checks in FinOps hub ingestion scripts to avoid temporary string allocation.
-  - Hardened the reservation price backfill to select the highest on-demand price (`max()` instead of `min()`) when duplicate price rows collapse under a single reservation price lookup key, preventing understated commitment discount savings ([#2189](https://github.com/microsoft/finops-toolkit/pull/2189)).
-  - Fixed inflated savings in the Data Explorer dashboard Summary and Rate optimization pages by excluding commitment discount purchases from list cost, contracted cost, and savings ([#2315](https://github.com/microsoft/finops-toolkit/issues/2315)).
-  - Fixed the Reservations tab in the Rate optimization report showing no data for Microsoft Customer Agreement (MCA) accounts ([#1769](https://github.com/microsoft/finops-toolkit/issues/1769), [#2176](https://github.com/microsoft/finops-toolkit/issues/2176)).
-  - Fixed hub redeploys and upgrades resetting data retention to the defaults and purging historical data ([#2206](https://github.com/microsoft/finops-toolkit/issues/2206), [#2348](https://github.com/microsoft/finops-toolkit/issues/2348)).
-  - Fixed private network deployments with Data Explorer failing with a `ServiceIsInMaintenance` error when the Data Explorer private endpoint connections were approved.
+  - Added a [Run hubs locally](hubs/run-hubs-locally.md) guide for running a FinOps hub in a local Kusto emulator container.
+    - Ingests cost data with the same KQL, transforms, and open data as a deployed hub.
+  - Added a `finops-hub-local-opendata.kql` release artifact that loads open data tables into a local hub.
+    - Generated at build time from the open data CSV files, so the local hub stays in sync with published open data.
+  - Added VNet and private network modes, including opt-in NAT Gateway support for private mode ([#2161](https://github.com/microsoft/finops-toolkit/issues/2161)).
+    - NAT Gateway adds cost when enabled.
+- **Changed**
+  - Updated the hub database guide to explain how columns are organized and corrected the `Costs()` column reference to match the deployed schema ([#2325](https://github.com/microsoft/finops-toolkit/issues/2325), [#2329](https://github.com/microsoft/finops-toolkit/issues/2329)).
+    - Documents the organization chain and the two parallel service chains.
+    - Added 27 missing columns and corrected three columns still listed under names that hubs v12 renamed.
+    - Fixed one column typed as `long` instead of `int`.
+  - Documented that the `config_RunBackfillJob` backfill option isn't supported on Microsoft Customer Agreement (MCA) billing accounts or profiles ([#2113](https://github.com/microsoft/finops-toolkit/issues/2113)).
+  - Updated the [backfill instructions](hubs/configure-scopes.md) to use `config_StartBackfillProcess` for the months covered by the ingestion retention setting.
+    - Clarified that `config_RunBackfillJob` requires `StartDate` and `EndDate` in the same calendar month.
+  - Clarified that the FinOps toolkit manages the hub virtual network, and that customer-managed private endpoints are the preferred private-access option ([#2156](https://github.com/microsoft/finops-toolkit/issues/2156)).
+    - Virtual network peering is documented as a secondary option.
+  - Changed hub queries to use case-insensitive comparisons that run faster on large datasets ([#2213](https://github.com/microsoft/finops-toolkit/issues/2213)).
+    - Replaced redundant `tolower()` comparisons with `has`, `=~`, and `!~` so queries use the term index instead of scanning every row.
+    - Replaced whole-term `contains` matches with `has` in hub queries and the query catalog, including resource ID paths, licensing phrases, and SKU description terms.
+    - Added a regression harness that checks each replaced operator returns the same rows, with unit test coverage.
+  - Changed dimension lookups during ingestion to a faster operator and prevented duplicate cost rows from service mappings.
+    - Applies to the `PricingUnits`, `Regions`, `ResourceTypes`, and `Services` lookups in the FOCUS 1.0 and 1.2 ingestion transforms.
+  - Updated the hubs data model and upgrade documentation for upgrading across multiple FOCUS versions.
+- **Fixed**
+  - Fixed FOCUS 1.0 cost data being labeled as FOCUS 1.2 in `x_SourceVersion`.
+    - The cost transform backfilled `PricingCurrency` from `x_PricingCurrency` before detecting the FOCUS version, so every 1.0 row looked like 1.2.
+    - FOCUS 1.0 rows also skipped 1.0-specific fixes, like the savings plan purchase `ChargeFrequency` correction.
+    - Version detection now runs before provider columns are backfilled, so it only sees the columns the export delivered.
+  - Fixed dashboard links for "Governance, policy, and risk" and "FinOps tools and services" that landed on a 404 page ([#2319](https://github.com/microsoft/finops-toolkit/issues/2319)).
+    - Links now go directly to the Microsoft Learn pages.
+  - Fixed Data Factory trigger deployment failures in regions without a time zone mapping, like Sweden Central ([#2157](https://github.com/microsoft/finops-toolkit/issues/2157)).
+    - Deployments failed with `InvalidWorkflowTriggerRecurrence`.
+    - The trigger `startTime` was missing the required `Z` suffix for the `UTC` fallback time zone.
+  - Fixed Data Factory memory pressure during ingestion.
+    - Affected the step that filters out empty files.
+  - Fixed a `PathNotFound` error on the first ingestion for a scope, dataset, and month, most often hit by reservation recommendation exports ([#2088](https://github.com/microsoft/finops-toolkit/issues/2088)).
+    - Affected the `msexports_ETL_ingestion` and analytics ingestion pipelines.
+  - Fixed managed export trigger validation failing for Japan.
+    - The region now maps to `Tokyo Standard Time` instead of `Japan Standard Time`.
+  - Fixed commitment purchases inflating savings and effective savings rate (ESR) in the dashboard ([#2315](https://github.com/microsoft/finops-toolkit/issues/2315)).
+    - Summary and Rate optimization tiles now exclude purchase rows consistently.
+  - Fixed understated commitment discount savings when duplicate reservation price rows exist ([#2176](https://github.com/microsoft/finops-toolkit/issues/2176)).
+    - The reservation price backfill now uses the highest on-demand price when duplicate price rows exist.
+  - Fixed unnecessary `ContractedCost` rewrites that cluttered the `x_SourceValues` audit trail ([#2216](https://github.com/microsoft/finops-toolkit/issues/2216)).
+    - Removed millions of no-op rewrites caused by exact floating-point comparisons.
+    - Still backfills null costs, and no longer overwrites an existing cost when the unit price is missing.
+  - Fixed the SQL VMs without Azure Hybrid Benefit recommendation skipping VMs with uppercase names.
+    - The query matched on the case-sensitive VM name instead of joining on the SQL VM `virtualMachineResourceId`, which also dropped VMs with duplicate names.
+    - Made all Azure Resource Graph join kinds explicit so no query relies on the `innerunique` default.
+  - Fixed managed exports failing with an `Unauthorized` error because a required role wasn't assigned to Data Factory ([#2253](https://github.com/microsoft/finops-toolkit/issues/2253)).
+    - The Role Based Access Control Administrator role is now assigned to the Data Factory identity.
+    - Roles requested by a hub app are now assigned on the publisher storage account even when the app doesn't create it.
+  - Fixed private-network deployments blocked by Azure Policy when default outbound access wasn't disabled ([#2258](https://github.com/microsoft/finops-toolkit/issues/2258)).
+    - Private mode subnets now set `defaultOutboundAccess` to `false`.
+    - An Azure Files private endpoint now supports deployment script storage, and the NAT Gateway provides the required container egress.
+  - Fixed `x_CommitmentDiscountSpendEligibility` and `x_CommitmentDiscountUsageEligibility` carrying each other's values in price data ([#2279](https://github.com/microsoft/finops-toolkit/issues/2279)).
+    - The spend column now reports savings plan pricing and the usage column reports reservation pricing, matching FOCUS `CommitmentDiscountCategory`.
+    - Applies to the FOCUS 1.0 and 1.2 price transforms.
+    - Prices ingested after upgrading carry the corrected values.
+    - Previously ingested rows keep the old values until they're reingested.
+  - Fixed the Reservations tab in the Rate optimization report showing no data for MCA accounts ([#1769](https://github.com/microsoft/finops-toolkit/issues/1769), [#2176](https://github.com/microsoft/finops-toolkit/issues/2176)).
+  - Fixed hub redeploys and upgrades resetting data retention and purging historical data ([#2206](https://github.com/microsoft/finops-toolkit/issues/2206), [#2348](https://github.com/microsoft/finops-toolkit/issues/2348)).
+    - Retention now stays as configured unless you specify a new value.
+  - Fixed private network deployments with Data Explorer failing with a `ServiceIsInMaintenance` error when approving the Data Explorer private endpoint connections.
 
 ### [Power BI reports](power-bi/reports.md) v15
 
 - **Changed**
-  - Updated report labels and documentation to use current FinOps Framework capability names, including Usage optimization and Governance, policy, and risk ([#2170](https://github.com/microsoft/finops-toolkit/pull/2170)).
-- **Fixed**
-  - Fixed report templates opening with a preconfigured demo data source. Storage and cluster settings are now empty when you open a template.
-  - Fixed storage report refresh errors for exports using earlier FOCUS versions, which don't have the `CapacityReservationId` and `CapacityReservationStatus` columns. They're now added as empty columns, like `AvailabilityZone` already was.
-  - Fixed the managed disks table on the **Virtual machines** page of the [Governance](power-bi/governance.md) report, which showed an error because the report template didn't include the disks data.
-  - Fixed Power BI storage report refresh errors caused by ISO 8601 duration `x_SkuTerm` values (like `P3Y`) and empty strings in cost exports ([#2174](https://github.com/microsoft/finops-toolkit/issues/2174)).
-  - Paginate Azure Resource Graph queries by subscription to mitigate [payload size limit](help/errors.md#response-payload-size-is-and-has-exceeded-the-limit) errors in the [Governance](power-bi/governance.md) and [Workload optimization](power-bi/workload-optimization.md) reports ([#1768](https://github.com/microsoft/finops-toolkit/issues/1768)). Queries still surface a payload size error (rather than silently returning truncated results) if a single batch of subscriptions exceeds the limit; see [Reduce the batch size](help/errors.md#option-1-reduce-the-batch-size) for the mitigation. As part of this change, the `AdvisorRecommendations` and `AdvisorReservationRecommendations` tables now return complete (non-truncated) results per batch, matching every other batched table; previously these two tables silently dropped rows beyond the payload limit instead of erroring.
-  - Fixed duplicate `Region` and `region` columns in the `AdvisorReservationRecommendations` table, which Power BI treats as the same name ([#2347](https://github.com/microsoft/finops-toolkit/issues/2347)).
+  - Updated report labels and documentation to use current FinOps Framework capability names, like Usage optimization and Governance, policy, and risk.
+  - Changed the instance size flexibility data to use the FinOps toolkit [Instance size flexibility](open-data.md#instance-size-flexibility) open data file instead of a retired external file ([#2090](https://github.com/microsoft/finops-toolkit/issues/2090)).
+    - Applies to the `InstanceSizeFlexibility` table in the storage and KQL shared datasets.
+    - Replaces the retired `AutofitComboMeterData.csv` file and joins to reservation recommendations on the unique ARM SKU name.
+  - Changed Azure Resource Graph queries to run per subscription batch to avoid [payload size limit](help/errors.md#response-payload-size-is-and-has-exceeded-the-limit) errors ([#1768](https://github.com/microsoft/finops-toolkit/issues/1768)).
+    - Applies to the [Governance](power-bi/governance.md) and [Workload optimization](power-bi/workload-optimization.md) reports.
+    - A payload size error still appears, instead of silently truncated results, if a single batch of subscriptions exceeds the limit.
+    - If errors persist, [reduce the batch size](help/errors.md#option-1-reduce-the-batch-size).
+  - Changed the default **Number of Months** in storage reports from 1 to 3 to show more cost history.
+- **Fixed**
+  - Fixed report templates opening with a preconfigured demo data source.
+    - Storage and cluster settings are now empty when you open a template.
+  - Fixed storage reports showing no data when they read Cost Management exports that use gzip-compressed CSV (`.csv.gz`).
+  - Fixed storage report refresh errors for exports that use earlier FOCUS versions.
+    - Those exports lack the `CapacityReservationId` and `CapacityReservationStatus` columns, which are now added as empty columns like `AvailabilityZone`.
+  - Fixed the managed disks table on the **Virtual machines** page of the [Governance](power-bi/governance.md) report showing an error.
+    - The report template didn't include the disks data.
+  - Fixed storage report refresh failures for Cost Management exports that use the FOCUS 1.2 schema ([#2332](https://github.com/microsoft/finops-toolkit/issues/2332)).
+    - The refresh looked for a `SkuMeterName` column instead of `SkuMeter`.
+    - It also assumed FOCUS 1.0 columns (`x_InvoiceId`, `x_PricingCurrency`, and `x_SkuMeterName`) were always present, which failed for storage containers that hold only FOCUS 1.2 exports.
+    - Added a lint rule that fails the build when a Power Query column name doesn't exist.
+  - Fixed storage report refresh errors caused by ISO 8601 `x_SkuTerm` values like `P3Y` and empty strings in cost exports ([#2174](https://github.com/microsoft/finops-toolkit/issues/2174)).
+  - Fixed advisor recommendation tables dropping rows beyond the payload limit instead of returning complete results.
+    - Applies to the `AdvisorRecommendations` and `AdvisorReservationRecommendations` tables.
+    - Both tables now return complete results per subscription batch, like every other batched table.
+  - Fixed duplicate `Region` and `region` columns in the `AdvisorReservationRecommendations` table ([#2347](https://github.com/microsoft/finops-toolkit/issues/2347)).
+    - Power BI treats the two names as the same column.
   - Fixed the [Governance](power-bi/governance.md) report template missing the policy definitions query.
-  - Fixed report templates showing tables in the model diagram that the report doesn't use.
+  - Fixed report templates showing unused tables in the model diagram.
+  - Fixed the rate optimization report data quality link landing on a Bing search page ([#2319](https://github.com/microsoft/finops-toolkit/issues/2319)).
 
 ### [FinOps workbooks](workbooks/finops-workbooks-overview.md) v15
 
 - **Changed**
-  - Updated workbook labels and documentation to use current FinOps Framework capability names, including Usage optimization and Governance, policy, and risk ([#2170](https://github.com/microsoft/finops-toolkit/pull/2170)).
+  - Updated workbook labels and documentation to use current FinOps Framework capability names, like Usage optimization and Governance, policy, and risk.
+- **Fixed**
+  - Fixed the savings plan workbook dropping recommendations when a subscription is missing or when several exist per subscription.
+    - Recommendations now show even when the subscription is missing from `resourcecontainers`.
+    - The summary and details queries no longer drop all but one recommendation per subscription, which an implicit `innerunique` join caused.
+  - Fixed the AHB workbook "VM Latest Change Last 7 days" tile always returning no rows, and SQL VM queries missing VMs with uppercase names.
+    - The tile joined the `resourcechanges` record ID against the resource ID.
 
-### [Data dictionary](help/data-dictionary.md) updates
+### [FinOps alerts](alerts/finops-alerts-overview.md) v15
 
 - **Fixed**
-  - Corrected stale and incorrect descriptions for `BilledCost`, `EffectiveCost`, `BillingCurrency`, `BillingProfileId`, `BillingProfileName`, `CommitmentDiscountQuantity`, `ListUnitPrice`, `PricingQuantity`, `PricingUnitDescription`, and `TotalSavingsRunningTotal` to align with FOCUS 1.2 ([#2112](https://github.com/microsoft/finops-toolkit/pull/2112)).
+  - Fixed idle application gateway and idle public IP queries so they no longer silently drop results.
+    - Made the join kinds explicit so the queries no longer rely on the `innerunique` default.
 
 ### [Optimization engine](optimization-engine/overview.md) v15
 
+- **Added**
+  - Added an [Azure Optimization Engine reference](optimization-engine/reference.md) for runbooks, schedules, variables, and tables ([#1271](https://github.com/microsoft/finops-toolkit/issues/1271)).
+    - Covers Log Analytics tables and SQL Database tables.
 - **Changed**
-  - Migrated Log Analytics ingestion from the Data Collection API (to be deprecated in September 2026) to a Data Collection Rule, Ingestion API-based solution.
+  - Changed Log Analytics ingestion from the Data Collection API (deprecated September 2026) to a Data Collection Rule and Ingestion API.
+  - Changed the reservations and benefits workbooks to use the FinOps toolkit [Instance size flexibility](open-data.md#instance-size-flexibility) open data file instead of a retired external file ([#2090](https://github.com/microsoft/finops-toolkit/issues/2090)).
+    - Replaces the retired `isfratioblob.csv` file.
 - **Fixed**
-  - Removed call to Azure Classic administrators endpoint (deprecated on May 1, 2026) from Azure RBAC assignments exports ([#2142](https://github.com/microsoft/finops-toolkit/issues/2142)).
+  - Fixed reservations disappearing from the reservation workbooks when their SKU is no longer sold ([#2300](https://github.com/microsoft/finops-toolkit/issues/2300)).
+    - Unmatched SKUs now use their own name as the flexibility group with a ratio of 1.
+    - Applies to virtual machines, Redis Cache, and dedicated hosts.
+  - Fixed Azure RBAC assignment exports calling the Azure Classic administrators endpoint, which was deprecated May 1, 2026 ([#2142](https://github.com/microsoft/finops-toolkit/issues/2142)).
+  - Fixed a schema regression that broke the Reservations Usage workbook ([#2301](https://github.com/microsoft/finops-toolkit/issues/2301)).
+    - The regression affected the `AzureOptimizationConsumptionV1_CL` table.
 
 ### [PowerShell module](powershell/powershell-commands.md) v15
 
 - **Added**
   - Added [Initialize-FinOpsHubLocal](powershell/hubs/initialize-finopshublocal.md) to set up a local FinOps hub in a running Kusto emulator with one command.
-- **Changed**
-  - Updated PowerShell test compatibility with Pester 6 ([#2204](https://github.com/microsoft/finops-toolkit/pull/2204)).
-- **Fixed**
-  - Fixed [Deploy-FinOpsHub](powershell/hubs/deploy-finopshub.md) failing when deploying FinOps hubs 12 or later with `-Version`, and when more than one hub is deployed at the same time ([#2322](https://github.com/microsoft/finops-toolkit/pull/2322)).
-  - Fixed [Get-FinOpsCostExport](powershell/cost/get-finopscostexport.md) `-RunHistory` to return the complete run history ([#2063](https://github.com/microsoft/finops-toolkit/issues/2063)).
-  - Bumped the `Az.Accounts` required-module minimum to 2.17.0 so dependency resolution can't land on a version missing the `Get-AzAccessToken -AsSecureString` parameter that `Invoke-Rest` relies on ([#2185](https://github.com/microsoft/finops-toolkit/issues/2185)).
+  - Added [Get-FinOpsCommitmentDiscountEligibility](powershell/data/get-finopscommitmentdiscounteligibility.md) and [Get-FinOpsInstanceSizeFlexibility](powershell/data/get-finopsinstancesizeflexibility.md) to generate open data files.
+    - Generates the commitment discount eligibility and instance size flexibility datasets.
+- **Changed**
+  - Updated tests for Pester 6 compatibility.
+- **Fixed**
+  - Fixed [Deploy-FinOpsHub](powershell/hubs/deploy-finopshub.md) failing with certain `-Version` values and concurrent deployments ([#2293](https://github.com/microsoft/finops-toolkit/issues/2293)).
+    - Failed when deploying hubs 12 or later with `-Version`, and when more than one hub was deployed at the same time.
+    - Failed for single-part tags like `13` and `v`-prefixed tags like `v14`.
+  - Fixed [Get-FinOpsCostExport](powershell/cost/get-finopscostexport.md) `-RunHistory` not returning the complete run history ([#2063](https://github.com/microsoft/finops-toolkit/issues/2063)).
+  - Fixed a missing `Get-AzAccessToken` parameter error by raising the minimum `Az.Accounts` version to 2.17.0 ([#2185](https://github.com/microsoft/finops-toolkit/issues/2185)).
+    - Dependency resolution could previously land on a version missing the `-AsSecureString` parameter.
+  - Fixed [Start-FinOpsCostExport](powershell/cost/start-finopscostexport.md) exporting the wrong period in positive UTC offsets ([#2255](https://github.com/microsoft/finops-toolkit/issues/2255)).
+    - `-StartDate` and `-EndDate` are now treated as UTC calendar dates instead of being converted to local time.
+    - Local midnight used to convert to the previous UTC day, which moved the period back a day and made `-Backfill` run one extra month.
+
+### [Open data](open-data.md) v15
+
+- **Added**
+  - Added an [Instance size flexibility](open-data.md#instance-size-flexibility) dataset mapping each ARM SKU to its flexibility group and ratio, replacing the deprecated external ISF files ([#2090](https://github.com/microsoft/finops-toolkit/issues/2090)).
+    - Sourced from the Azure Reservations Catalogs API, covers every physical Azure region instead of a fixed region list, and refreshes weekly.
+    - Newly released SKUs appear and retired SKUs age out without republishing the file.
+    - Uses the same ratio scale as the retired external files, matching the retired file for 1,223 of the 1,291 rows the two share.
+- **Fixed**
+  - Fixed the [commitment discount eligibility](open-data.md#commitment-discount-eligibility) refresh so retired meters age out and previously missed meters are included.
+    - The refresh is now reproducible and complete.
+  - Fixed the weekly commitment discount eligibility refresh timing out, which left the dataset unchanged since v14.
+    - The refresh now walks each price type directly instead of sharding by service family.
+    - It verifies completeness by comparing two independent traversals before publishing.
+  - Fixed [instance size flexibility](open-data.md#instance-size-flexibility) ratio scale and region coverage; the dataset grew from 1,353 to 1,363 SKUs ([#2309](https://github.com/microsoft/finops-toolkit/issues/2309)).
+    - Regenerating the dataset now produces the same output on any host.
+  - Fixed `x_CommitmentDiscountSpendEligibility` and `x_CommitmentDiscountUsageEligibility` carrying each other's values since v14 ([#2279](https://github.com/microsoft/finops-toolkit/issues/2279)).
+    - FOCUS classifies reservations as usage commitments and savings plans as spend commitments.
+    - The spend column now reports savings plan pricing and the usage column reports reservation pricing.
 
 <!-- prettier-ignore-start -->
 > [!div class="nextstepaction"]
diff --git a/docs-mslearn/toolkit/finops-toolkit-overview.md b/docs-mslearn/toolkit/finops-toolkit-overview.md
index 22f68c7fb..96f91e917 100644
--- a/docs-mslearn/toolkit/finops-toolkit-overview.md
+++ b/docs-mslearn/toolkit/finops-toolkit-overview.md
@@ -3,7 +3,7 @@ title: FinOps toolkit overview
 description: Learn how the FinOps toolkit helps you automate and extend the Microsoft Cloud with starter kits, scripts, and advanced solutions to improve FinOps practices.
 author: flanakin
 ms.author: micflan
-ms.date: 08/05/2026
+ms.date: 10/28/2026
 ms.topic: concept-article
 ms.service: finops
 ms.subservice: finops-toolkit
@@ -31,7 +31,9 @@ The FinOps toolkit is an ever-evolving collection of tools and resources. The fo
 - [FinOps workbooks](./workbooks/finops-workbooks-overview.md) – Central hub for cost optimization.
   - [Cost optimization workbook](./workbooks/optimization.md) – Central hub for cost optimization.
   - [Governance workbook](./workbooks/governance.md) – Central hub for governance.
+- [FinOps alerts](./alerts/finops-alerts-overview.md) – Automate cost optimization by managing idle resources.
 - [Azure Optimization Engine](./optimization-engine/overview.md) – Extensible solution for custom optimization recommendations.
+- [Agent plugin](./agent-plugin/finops-toolkit-agent-plugin-overview.md) – AI-powered cloud financial management for Claude Code and GitHub Copilot CLI.
 - [PowerShell module](./powershell/powershell-commands.md) – Automate and manage FinOps solutions and capabilities.
 - [Bicep Registry modules](./bicep-registry/modules.md) – Official repository for Bicep modules.
 - [Open data](open-data.md) – Data available for anyone to access, use, and share without restriction.
diff --git a/docs-mslearn/toolkit/help/errors.md b/docs-mslearn/toolkit/help/errors.md
index f9adc25eb..1111b1820 100644
--- a/docs-mslearn/toolkit/help/errors.md
+++ b/docs-mslearn/toolkit/help/errors.md
@@ -3,7 +3,7 @@ title: Troubleshoot common FinOps toolkit errors
 description: This article describes common FinOps toolkit errors and provides solutions to help you resolve issues you might encounter.
 author: flanakin
 ms.author: micflan
-ms.date: 08/13/2026
+ms.date: 10/28/2026
 ms.topic: troubleshooting
 ms.service: finops
 ms.subservice: finops-toolkit
@@ -376,6 +376,26 @@ We are following up with the Azure Data Explorer team to identify the correct re
 
 <br>
 
+## DeploymentScriptACIProvisioningTimeout
+
+<sup>Severity: Major</sup>
+
+FinOps hub deployments use `Microsoft.Resources/deploymentScripts` resources to run PowerShell setup scripts. Each deployment script provisions a temporary Azure Container Instance (ACI) to execute its script. If that container instance doesn't start in time, the deployment script — and the overall deployment — fails with `DeploymentScriptACIProvisioningTimeout`.
+
+This error isn't caused by the script itself; it means the underlying ACI never finished provisioning. We've seen two causes:
+
+- **Transient ACI capacity or scheduling delay.** The container instance service is momentarily unable to place the container. This usually resolves on its own.
+- **Restrictive tenant security policies (for example, Microsoft SFI) blocking the deployment script's use of a storage account key.** The container gets stuck in a `Waiting to run` or `Creating` state and never progresses.
+
+**Mitigation**:
+
+1. **Retry the deployment.** Most instances of this error are transient — simply redeploying resolves it.
+2. **If it keeps failing, set the `SecurityControl` tag to `Ignore` on the target resource group before deploying.** Some tenant security policies disable the shared storage account key that deployment scripts rely on; this tag bypasses that restriction for the deployment.
+
+Report unresolved issues at <https://aka.ms/ftk/ideas>.
+
+<br>
+
 ## ExportDataNotFound
 
 <sup>Severity: Critical</sup>
diff --git a/docs-mslearn/toolkit/hubs/data-model.md b/docs-mslearn/toolkit/hubs/data-model.md
index e06a19519..004f5e11b 100644
--- a/docs-mslearn/toolkit/hubs/data-model.md
+++ b/docs-mslearn/toolkit/hubs/data-model.md
@@ -3,7 +3,7 @@ title: FinOps hubs data model
 description: Learn about the tables and functions available in FinOps hubs to build your own queries, reports, and dashboards.
 author: flanakin
 ms.author: micflan
-ms.date: 04/01/2026
+ms.date: 10/28/2026
 ms.topic: reference
 ms.service: finops
 ms.subservice: finops-toolkit
@@ -473,6 +473,12 @@ Examples:
 
 <br>
 
+## InstanceSizeFlexibility table
+
+The **InstanceSizeFlexibility** table in Power BI and Data Explorer is populated from the [Instance size flexibility open data file](../open-data.md#instance-size-flexibility). This table is used to identify reservation-eligible SKUs that share instance size flexibility with a purchased reservation.
+
+<br>
+
 ## ManagementGroups table
 
 The **ManagementGroups** table in Power BI reports that queries Azure management groups from Azure Resource Graph.
@@ -533,12 +539,12 @@ parse_resourceid('/subscriptions/###/resourceGroups/foo/providers/Microsoft.Comp
 
 ```json
 {
-    "ResourceId": "/subscriptions/###/resourceGroups/foo/providers/Microsoft.Compute/virtualMachines/bar",
-    "ResourceName": "bar",
-    "SubAccountId": "###",
-    "x_ResourceGroupName": "foo",
-    "x_ResourceProvider": "Microsoft.Compute",
-    "x_ResourceType": "microsoft.compute/virtualmachines"
+  "ResourceId": "/subscriptions/###/resourceGroups/foo/providers/Microsoft.Compute/virtualMachines/bar",
+  "ResourceName": "bar",
+  "SubAccountId": "###",
+  "x_ResourceGroupName": "foo",
+  "x_ResourceProvider": "Microsoft.Compute",
+  "x_ResourceType": "microsoft.compute/virtualmachines"
 }
 ```
 
@@ -548,11 +554,6 @@ parse_resourceid('/subscriptions/###/resourceGroups/foo/providers/Microsoft.Comp
 
 The **percent(table: (Count: long))** function in Data Explorer calculates the percentage of each record based on a required Count column.
 
-{
-    let total = todouble(toscalar(t | summarize sum(Count)));
-    percentOfTotal(t, total)
-}
-
 <br>
 
 ## percentOfTotal() KQL function
@@ -575,12 +576,12 @@ Examples:
 
 ## plusminus() KQL function
 
-The ****plusminus KQL function in Data Explorer a +/- sign based on the direction of the number.
-plusminus(val: string)
-{
-    let neg = substring(val, 0, 1) == '-';
-    iff(neg, val, strcat('+', val))
-}
+The **plusminus()** KQL function in Data Explorer returns a +/- sign based on the direction of the number.
+
+Examples:
+
+- `plusminus(0.5)` = "+0.5"
+- `plusminus(-0.5)` = "-0.5"
 
 <br>
 
diff --git a/docs-mslearn/toolkit/hubs/data-processing.md b/docs-mslearn/toolkit/hubs/data-processing.md
index 3528bbf0d..f08ce55ec 100644
--- a/docs-mslearn/toolkit/hubs/data-processing.md
+++ b/docs-mslearn/toolkit/hubs/data-processing.md
@@ -3,7 +3,7 @@ title: FinOps hubs data processing
 description: Learn how FinOps hubs process data, including scope setup, data normalization, and optimization, to enhance cost management and analysis.
 author: flanakin
 ms.author: micflan
-ms.date: 10/26/2026
+ms.date: 10/28/2026
 ms.topic: concept-article
 ms.service: finops
 ms.subservice: finops-toolkit
@@ -184,6 +184,11 @@ Transforms:
     - `x_CommitmentDiscountPercent`
     - `x_TotalDiscountPercent`
   - Added `x_SourceValues` to track data changes during ingestion.
+- v15+:
+  - Select the highest on-demand price when duplicate price rows collapse under a single reservation price lookup key, so commitment discount savings aren't understated.
+  - Only recompute `ContractedCost` when it differs beyond a null-safe tolerance, avoiding no-op rewrites that polluted the `x_SourceValues` audit trail.
+  - Enrich dimensions (`PricingUnits`, `Regions`, `ResourceTypes`, `Services`) with `lookup` instead of `join`.
+  - Deduplicate the `Services` mapping per resource type to prevent cost row fan-out.
 
 ### Price data transforms
 
@@ -218,6 +223,8 @@ Transforms:
     - Renamed `x_SkuMeterName` to `SkuMeter`.
   - Implemented the following columns when not set by Cost Management:
     - `CommitmentDiscountUnit`
+- v15+:
+  - Fix `x_CommitmentDiscountSpendEligibility` and `x_CommitmentDiscountUsageEligibility` values. Prices ingested before upgrading keep the old values until they're re-ingested.
 
 ### Recommendation data transforms
 
diff --git a/docs-mslearn/toolkit/hubs/upgrade.md b/docs-mslearn/toolkit/hubs/upgrade.md
index eb7b112d6..2ea9a777e 100644
--- a/docs-mslearn/toolkit/hubs/upgrade.md
+++ b/docs-mslearn/toolkit/hubs/upgrade.md
@@ -3,7 +3,7 @@ title: Upgrade your FinOps hubs
 description: Learn how to upgrade your existing FinOps hub instance to the latest version, including necessary steps and considerations.
 author: flanakin
 ms.author: micflan
-ms.date: 04/01/2026
+ms.date: 10/28/2026
 ms.topic: how-to
 ms.service: finops
 ms.subservice: finops-toolkit
@@ -162,6 +162,8 @@ Replace the use of deprecated columns and functions:
 | 0.7        | N/A     | `daterange()`                               | `datestring(datetime, [datetime])`                  |
 | 0.7        | N/A     | `monthsago()`                               | `startofmonth(datetime, [offset])`                  |
 
+As of FinOps hubs v15, `x_CommitmentDiscountSpendEligibility` and `x_CommitmentDiscountUsageEligibility` were fixed to use the correct values. In previous releases, they were accurate, but swapped. `x_CommitmentDiscountSpendEligibility` now represents savings plan eligibility correctly and `x_CommitmentDiscountUsageEligibility` represents reservation eligibility. Before v15, the values were saved to the wrong columns. Prices ingested before upgrading keep the old values. You will need to re-ingest older months to fix these rows.
+
 If using unversioned functions or updating from the `v1_0` schema version, review your code for any explicit use of the `decimal` data type and replace it with `real`. As of FinOps hubs v12 (schema version `v1_2`), all `decimal` data types changed to `real` to improve performance. To learn more about schema versions, see [About schema versions](data-model.md#schema-version).
 
 If updating queries to use a newer schema version, use the following table to understand the changes introduced in each schema version for each managed dataset.
diff --git a/docs-mslearn/toolkit/roadmap.md b/docs-mslearn/toolkit/roadmap.md
index c96671f65..a871f5329 100644
--- a/docs-mslearn/toolkit/roadmap.md
+++ b/docs-mslearn/toolkit/roadmap.md
@@ -3,7 +3,7 @@ title: FinOps toolkit roadmap
 description: Explore the FinOps toolkit roadmap to learn about upcoming features, key themes, and initiatives planned for the future.
 author: flanakin
 ms.author: micflan
-ms.date: 10/27/2026
+ms.date: 10/28/2026
 ms.topic: reference
 ms.service: finops
 ms.subservice: finops-toolkit
@@ -27,139 +27,97 @@ While our community is growing, we don't have a dedicated staff and can't commit
 
 ## Key themes for 2026
 
-With release **v15** establishing the foundation for agentic FinOps, Azure capacity management, AI tokenomics queries, local development, private networking, and automated open data, the [Governing board](https://github.com/microsoft/finops-toolkit/wiki/Governing-board) identified the following high-level themes for **v16** and the remainder of 2026:
+With the October 2026 release establishing the foundation for agentic FinOps, Azure capacity management, AI tokenomics queries, local development, private networking, and automated open data, the [Governing board](https://github.com/microsoft/finops-toolkit/wiki/Governing-board) identified the following high-level themes for the remainder of 2026:
 
 - **AI-powered FinOps and FinOps for AI (tokenomics)**<br>
   Enable interactive and autonomous FinOps and capacity operations through AI agents, skills, and Model Context Protocol (MCP) tools while expanding AI billing, tokenomics (token-to-dollar attribution, provisioned throughput utilization, and unit economics), and telemetry visibility across Microsoft Foundry, Azure OpenAI, Azure API Management, OpenTelemetry, and GitHub Copilot.<br>&nbsp;
 - **End-to-end FinOps and cloud capacity management**<br>
   Expand the FinOps toolkit to connect cost reporting, rate and usage optimization, recommendations, and cloud capacity management—including quota headroom, SKU and zone restrictions, capacity reservation groups, and commitment discount coordination—across the Microsoft Cloud and cross-cloud environments.<br>&nbsp;
 - **Solidify the foundation and data quality**<br>
-  Strengthen FinOps hubs security, private networking, multi-version FinOps Open Cost and Usage Specification (FOCUS) 1.3 and 1.4 conformance, and automated data-quality and release guardrails.<br>&nbsp;
+  Strengthen FinOps hubs security, private networking, multi-version FinOps Open Cost and Usage Specification (FOCUS) 1.5 conformance, and automated data-quality and release guardrails.<br>&nbsp;
 - **Enable the community and ecosystem**<br>
-  Expand support resources, clarify tool ownership and support models, streamline contributor and triage workflows with agentic automation, and highlight partner and community solutions across the [FinOps toolkit ecosystem](https://microsoft.github.io/finops-toolkit/ecosystem).
+  Expand support resources, streamline contributor and triage workflows with agentic automation, and highlight partner and community solutions across the [FinOps toolkit ecosystem](https://microsoft.github.io/finops-toolkit/ecosystem).
 
 <br>
 
 ## General
 
-- Completed - FOCUS 1.0 and 1.2 ([Issue #778](https://github.com/microsoft/finops-toolkit/issues/778)) – Support for FOCUS 1.0 and 1.2 across FinOps hubs, Power BI reports, and the data dictionary.<br>
-- Completed - Office hours – Recurring community call to get real-time help and support for FinOps toolkit solutions.<br>
-- Completed (v15) - FinOps toolkit ecosystem ([PR #2239](https://github.com/microsoft/finops-toolkit/pull/2239)) – Curated directory of partner and community FinOps solutions built for the Microsoft Cloud.<br>
-- In development (v16) - FinOps hub upgrade guidance ([PR #2123](https://github.com/microsoft/finops-toolkit/pull/2123)) – Document schema upgrades and preview conventions for multi-version FOCUS adoption.<br>
-- In development (v16) - FOCUS 1.3 and 1.4 ([Issue #2120](https://github.com/microsoft/finops-toolkit/issues/2120), [PR #2207](https://github.com/microsoft/finops-toolkit/pull/2207)) – Add support for FOCUS 1.3 and 1.4 across FinOps hubs, Power BI reports, agent plugins, and documentation.<br>
-- In development (v16) - AI-assisted triage and repository automation ([Issue #2357](https://github.com/microsoft/finops-toolkit/issues/2357), [PR #2358](https://github.com/microsoft/finops-toolkit/pull/2358)) – Automate issue triage, link checking, moderation, and repository maintenance with GitHub Agentic Workflows.<br>
-- In development (v16) - Release automation ([Issue #888](https://github.com/microsoft/finops-toolkit/issues/888), [PR #2322](https://github.com/microsoft/finops-toolkit/pull/2322)) – Automate the end-to-end CI/CD release and Power BI template packaging process.<br>
-- In development (v16) - Official toolkit support and ownership model – Define ownership, lifecycle hygiene, and support boundaries across core, community-supported, and ecosystem tools.<br>
-- Not started - Demo environment – Publicly available demo environment.<br>
+- Completed - FinOps toolkit ecosystem – Curated directory of partner and community FinOps solutions built for the Microsoft Cloud.
+- Completed - Office hours – Recurring community call to get real-time help and support for FinOps toolkit solutions.
+- Completed - FinOps hub upgrade guidance – Document schema upgrades and preview conventions for multi-version FOCUS adoption.
+- In development - FOCUS 1.5 ([Issue #2120](https://github.com/microsoft/finops-toolkit/issues/2120)) – Add support for FOCUS 1.5 across FinOps hubs, Power BI reports, agent plugins, and documentation.
+- In development - AI-assisted triage and repository automation ([Issue #2357](https://github.com/microsoft/finops-toolkit/issues/2357)) – Automate issue triage, link checking, moderation, and repository maintenance with GitHub Agentic Workflows.
+- In development - Release automation ([Issue #888](https://github.com/microsoft/finops-toolkit/issues/888)) – Automate the end-to-end CI/CD release and Power BI template packaging process.
+- Not started - Demo environment – Publicly available demo environment.
 
 <br>
 
 ## Learning resources
 
-- Completed - Learning resources – Add learning resources to documentation.<br>
-- Completed - FinOps documentation – Add documentation for how to implement FinOps.<br>
-- Completed - Microsoft Learn training modules – Self-paced FinOps training on Microsoft Learn.<br>
-- Completed - FinOps toolkit on Microsoft Learn – Publish toolkit documentation on Microsoft Learn.<br>
-- Completed (v15) - FinOps Framework updates ([Milestone #21](https://github.com/microsoft/finops-toolkit/milestone/21), [PR #2170](https://github.com/microsoft/finops-toolkit/pull/2170)) – Align capability guides, reports, and workbooks with current FinOps Framework terminology.<br>
-- Completed (v15) - FOCUS 1.2 data dictionary and hub schema reference ([PR #2112](https://github.com/microsoft/finops-toolkit/pull/2112), [Issue #2325](https://github.com/microsoft/finops-toolkit/issues/2325), [Issue #2329](https://github.com/microsoft/finops-toolkit/issues/2329)) – Align data dictionary definitions with FOCUS 1.2 and document nested FinOps hub `Costs()` columns.<br>
-- In development (v16) - FOCUS 1.4 documentation and query library ([PR #2211](https://github.com/microsoft/finops-toolkit/pull/2211), [PR #2208](https://github.com/microsoft/finops-toolkit/pull/2208), [PR #1401](https://github.com/microsoft/finops-toolkit/pull/1401)) – Schema upgrade, compatibility, and conformance documentation plus a reusable FOCUS query library.<br>
-- In development - Well-Architected Cost Optimization Assessment ([Milestone #45](https://github.com/microsoft/finops-toolkit/milestone/45)) – Guidance and assessment alignment for Well-Architected cost optimization.<br>
-- Not started - FinOps toolkit overview deck ([Issue #663](https://github.com/microsoft/finops-toolkit/issues/663)) – Slide deck to summarize FinOps toolkit solutions.<br>
+- Completed - FinOps Framework updates – Align capability guides, reports, and workbooks with current FinOps Framework terminology.
+- Completed - FOCUS 1.2 data dictionary and hub schema reference – Align data dictionary definitions with FOCUS 1.2 and document the nested FinOps hub `Costs()` columns.
+- In development - FOCUS 1.5 documentation and query library – Schema upgrade, compatibility, and conformance documentation plus a reusable FOCUS query library.
+- In development - FinOps toolkit overview deck ([Issue #663](https://github.com/microsoft/finops-toolkit/issues/663)) – Slide deck to summarize FinOps toolkit solutions.
+- In development - Well-Architected Cost Optimization Assessment – Guidance and assessment alignment for Well-Architected cost optimization.
 
 <br>
 
 ## FinOps hubs
 
-- Completed - Remote hubs ([Milestone #19](https://github.com/microsoft/finops-toolkit/milestone/19)) – Ingest cost data from other tenants.<br>
-- Completed - Managed exports ([Milestone #19](https://github.com/microsoft/finops-toolkit/milestone/19)) – Let FinOps hubs manage exports for you.<br>
-- Completed - More export types – Add support for Cost Management price sheets, reservation details, reservation transactions, and recommendations exports.<br>
-- Completed - Analytics engine ([Issue #57](https://github.com/microsoft/finops-toolkit/issues/57)) – Ingest cost data into Azure Data Explorer and Microsoft Fabric Real-Time Intelligence.<br>
-- Completed - Sovereign cloud support ([Issue #2081](https://github.com/microsoft/finops-toolkit/issues/2081)) – Support deployments in Azure Government and Azure operated by 21Vianet.<br>
-- Completed - Recommendations ingestion ([Issue #2011](https://github.com/microsoft/finops-toolkit/issues/2011), [Issue #2077](https://github.com/microsoft/finops-toolkit/issues/2077)) – Ingest Azure Advisor and custom Azure Resource Graph recommendations.<br>
-- Completed - Extensibility – Modular Bicep app architecture to support optional hub components.<br>
-- Completed - Troubleshooting guide ([Issue #734](https://github.com/microsoft/finops-toolkit/issues/734)) – Detailed walkthrough of how to resolve and get support for common issues.<br>
-- Completed (v15) - Private endpoints and virtual network modes ([Milestone #22](https://github.com/microsoft/finops-toolkit/milestone/22), [PR #2163](https://github.com/microsoft/finops-toolkit/pull/2163), [Issue #2258](https://github.com/microsoft/finops-toolkit/issues/2258), [PR #2270](https://github.com/microsoft/finops-toolkit/pull/2270)) – Virtual network and private network modes with opt-in NAT Gateway, Azure Files private endpoint for deployment scripts, and customer-managed private endpoint guidance.<br>
-- Completed (v15) - Retention configuration and preservation ([Issue #2348](https://github.com/microsoft/finops-toolkit/issues/2348), [PR #2288](https://github.com/microsoft/finops-toolkit/pull/2288)) – Configure storage and Data Explorer retention and preserve custom retention settings across redeployments and upgrades.<br>
-- Completed (v15) - Run hubs locally ([PR #2187](https://github.com/microsoft/finops-toolkit/pull/2187)) – Run FinOps hubs KQL databases, transforms, and open data locally in a Kusto emulator container.<br>
-- Completed (v15) - KQL query catalog and AI tokenomics queries ([PR #2167](https://github.com/microsoft/finops-toolkit/pull/2167)) – Shipped 37 scenario-specific KQL queries (`src/queries/`), including Azure OpenAI token usage breakdown, model cost comparison, daily AI spend trends, application cost allocation, and FinOps Foundation KPIs.<br>
-- Completed (v15) - KQL performance and commitment savings accuracy ([Issue #2213](https://github.com/microsoft/finops-toolkit/issues/2213), [PR #2220](https://github.com/microsoft/finops-toolkit/pull/2220), [PR #2225](https://github.com/microsoft/finops-toolkit/pull/2225), [Issue #2279](https://github.com/microsoft/finops-toolkit/issues/2279), [Issue #2315](https://github.com/microsoft/finops-toolkit/issues/2315), [PR #2352](https://github.com/microsoft/finops-toolkit/pull/2352)) – Term-indexed KQL operators, broadcast `lookup` dimension enrichment, corrected commitment discount eligibility and reservation price backfills, and consistent dashboard savings calculations.<br>
-- In development (v16) - FOCUS 1.4 ingestion and hub functions ([PR #2207](https://github.com/microsoft/finops-toolkit/pull/2207), [PR #2126](https://github.com/microsoft/finops-toolkit/pull/2126), [PR #2128](https://github.com/microsoft/finops-toolkit/pull/2128)) – Add the `v1_4` ingestion schema and hub functions, with `ContractCommitments` tables and functions remaining empty until Cost Management supports exporting the dataset.<br>
-- In development (v16) - Quota, capacity, and savings plan recommendation ingestion ([Issue #1721](https://github.com/microsoft/finops-toolkit/issues/1721), [PR #2277](https://github.com/microsoft/finops-toolkit/pull/2277)) – Ingest compute, Azure AI, App Service, SQL, Storage, and capacity reservation quota usage and headroom into a normalized `Quota()` hub function alongside 1-year and 3-year Azure savings plan recommendations.<br>
-- In development (v16) - FinOps for AI, tokenomics, and capacity dashboards ([PR #2282](https://github.com/microsoft/finops-toolkit/pull/2282)) – Add AI billing, tokenomics, and capacity Data Explorer and Azure Monitor with Grafana dashboard views joining operational token and quota telemetry across Microsoft Foundry, Azure API Management, GitHub Copilot, and OpenTelemetry with FinOps hub `Costs()` and `Prices()`.<br>
-- In development (v16) - Key Vault RBAC and existing Key Vault support ([Issue #1067](https://github.com/microsoft/finops-toolkit/issues/1067), [PR #2249](https://github.com/microsoft/finops-toolkit/pull/2249), [PR #573](https://github.com/microsoft/finops-toolkit/pull/573)) – Add opt-in Key Vault role-based access control (RBAC) authorization for landing zone compliance and support referencing an existing Key Vault instance.<br>
-- In development (v16) - Disable storage Shared Key access ([Issue #2312](https://github.com/microsoft/finops-toolkit/issues/2312), [PR #2316](https://github.com/microsoft/finops-toolkit/pull/2316)) – Add an opt-in parameter to disable storage account Shared Key authorization.<br>
-- In development (v16) - MCA price sheet `2024-08-01` and invoice PDF ingestion ([Issue #2311](https://github.com/microsoft/finops-toolkit/issues/2311), [PR #2318](https://github.com/microsoft/finops-toolkit/pull/2318), [Issue #2273](https://github.com/microsoft/finops-toolkit/issues/2273)) – Support the `2024-08-01` Microsoft Customer Agreement price sheet schema and automatically download Microsoft invoice PDFs into the hub data lake.<br>
-- In development (v16) - Data Factory Resource Graph pagination and custom naming ([Issue #2320](https://github.com/microsoft/finops-toolkit/issues/2320), [PR #2330](https://github.com/microsoft/finops-toolkit/pull/2330), [Issue #1105](https://github.com/microsoft/finops-toolkit/issues/1105), [Issue #2059](https://github.com/microsoft/finops-toolkit/issues/2059)) – Paginate Azure Resource Graph ingestion queries past 1,000 rows, support custom resource naming, and add cost center aggregation.<br>
-- In development (v16) - Cross-cloud cost ingestion and Terraform module ([Milestone #39](https://github.com/microsoft/finops-toolkit/milestone/39), [Issue #910](https://github.com/microsoft/finops-toolkit/issues/910), [PR #2006](https://github.com/microsoft/finops-toolkit/pull/2006), [Issue #743](https://github.com/microsoft/finops-toolkit/issues/743)) – Support non-Azure (AWS and GCP) FOCUS cost ingestion, multi-cloud test data generation, and a Terraform module for FinOps hubs.<br>
-- Not started - Autobackfill – Backfill historical data from Microsoft Cost Management.<br>
-- Not started - Management UX ([Milestone #33](https://github.com/microsoft/finops-toolkit/milestone/33)) – Website to create and manage resources.<br>
+- Completed - Sovereign cloud support ([Issue #2081](https://github.com/microsoft/finops-toolkit/issues/2081)) – Support deployments in Azure Government and Azure operated by 21Vianet.
+- Completed - Recommendations ingestion ([Issue #2011](https://github.com/microsoft/finops-toolkit/issues/2011)) – Ingest Azure Advisor and custom Azure Resource Graph recommendations.
+- Completed - Private networking – Virtual network and private network modes with opt-in NAT Gateway and customer-managed private endpoint guidance.
+- Completed - Run hubs locally – Run FinOps hubs KQL databases, transforms, and open data locally in a Kusto emulator container.
+- Completed - KQL query catalog and AI tokenomics queries – Scenario-specific KQL queries for Azure OpenAI token usage, model cost comparison, AI spend trends, and application cost allocation.
+- In development - Extensibility – Expand the modular Bicep app architecture toward fully extensible hub components.
+- In development - FOCUS 1.5 ingestion and hub functions – Add the `v1_5` ingestion schema and hub functions.
+- In development - Quota, capacity, and savings plan recommendations – Ingest quota usage and headroom into a normalized `Quota()` hub function alongside Azure savings plan recommendations.
+- In development - FinOps for AI, tokenomics, and capacity dashboards – Add AI billing, tokenomics, and capacity dashboards that join operational token and quota telemetry with FinOps hub cost and price data.
+- In development - Security hardening – Add opt-in Key Vault role-based access control (RBAC), existing Key Vault support, and the option to disable storage Shared Key access.
+- In development - Cross-cloud cost ingestion and Terraform module ([Issue #910](https://github.com/microsoft/finops-toolkit/issues/910)) – Support non-Azure (AWS and GCP) FOCUS cost ingestion and a Terraform module for FinOps hubs.
+- Not started - Autobackfill – Backfill historical data from Microsoft Cost Management.
 
 <br>
 
 ## AI agents and plugins
 
-- Completed - **New tool**: FinOps Hub Copilot Studio template – Copilot Studio agent template for conversational FinOps hubs analysis.<br>
-- Completed (v15) - **New tool**: Claude Code and GitHub Copilot CLI plugin ([Issue #2013](https://github.com/microsoft/finops-toolkit/issues/2013), [PR #2167](https://github.com/microsoft/finops-toolkit/pull/2167), [PR #2272](https://github.com/microsoft/finops-toolkit/pull/2272)) – Shared AI plugin with 5 specialist agents (CFO, FinOps practitioner, database query, hubs agent, and Azure capacity manager for quota, capacity reservation groups, and SKU/zone readiness), 4 commands, a FinOps hubs KQL skill, and a read-only Azure MCP server.<br>
-- Completed (v15) - Project coordination agents ([PR #2340](https://github.com/microsoft/finops-toolkit/pull/2340), [PR #2276](https://github.com/microsoft/finops-toolkit/pull/2276)) – Chief of staff (`ftk-cos`), release manager (`ftk-release-manager`), and support (`ftk-support`) agents plus the Microsoft Writing Style Guide skill.<br>
-- In development (v16) - **New tool**: FinOps and capacity SRE Agent template ([Issue #1555](https://github.com/microsoft/finops-toolkit/issues/1555), [Issue #1567](https://github.com/microsoft/finops-toolkit/issues/1567), [PR #2168](https://github.com/microsoft/finops-toolkit/pull/2168), [PR #2169](https://github.com/microsoft/finops-toolkit/pull/2169)) – Installable Azure SRE Agent template for autonomous scheduled FinOps reporting, AI workload and tokenomics analysis, commitment reviews, and end-to-end capacity management (`Forecast → Procure → Allocate → Monitor`), plus Cost Management skills integration.<br>
-- In development (v16) - FOCUS 1.3 and 1.4 agent and Copilot Studio updates ([Issue #2119](https://github.com/microsoft/finops-toolkit/issues/2119), [PR #2135](https://github.com/microsoft/finops-toolkit/pull/2135), [PR #2210](https://github.com/microsoft/finops-toolkit/pull/2210), [Issue #2274](https://github.com/microsoft/finops-toolkit/issues/2274)) – Refresh agent skills, Copilot Studio knowledge, and query catalog for FOCUS 1.3 and 1.4, and add a code-review skill.<br>
+- Completed - **New tool**: FinOps Hub Copilot Studio template – Copilot Studio agent template for conversational FinOps hubs analysis.
+- Completed - **New tool**: Claude Code and GitHub Copilot CLI plugin ([Issue #2013](https://github.com/microsoft/finops-toolkit/issues/2013)) – Shared AI plugin with specialist agents, commands, a FinOps hubs KQL skill, and a read-only Azure MCP server.
+- Completed - Project coordination agents – Chief of staff, release manager, and support agents plus the Microsoft Writing Style Guide skill to help run the project.
+- In development - **New tool**: FinOps and capacity SRE Agent template ([Issue #1555](https://github.com/microsoft/finops-toolkit/issues/1555)) – Installable Azure SRE Agent template for scheduled FinOps reporting, AI workload and tokenomics analysis, commitment reviews, and end-to-end capacity management.
+- In development - FOCUS 1.5 agent and Copilot Studio updates ([Issue #2119](https://github.com/microsoft/finops-toolkit/issues/2119)) – Refresh agent skills, Copilot Studio knowledge, and the query catalog for FOCUS 1.5.
 
 <br>
 
 ## Power BI reports
 
-- Completed - Data ingestion report – Report to monitor FinOps hubs data ingestion and data quality warnings.<br>
-- Completed - Raw exports – Support for raw exports without FinOps hubs.<br>
-- Completed - Tags demo – Example of how to use tags.<br>
-- Completed - KQL and Microsoft Fabric reports – DirectQuery reports for Azure Data Explorer and Microsoft Fabric Real-Time Intelligence.<br>
-- Completed - Expanded report suite – Governance, Workload optimization, Rate optimization, and Invoicing and chargeback reports.<br>
-- Completed (v15) - Azure Resource Graph pagination and FOCUS 1.2 storage compatibility ([Issue #1768](https://github.com/microsoft/finops-toolkit/issues/1768), [Issue #2174](https://github.com/microsoft/finops-toolkit/issues/2174), [Issue #2332](https://github.com/microsoft/finops-toolkit/issues/2332), [Issue #2347](https://github.com/microsoft/finops-toolkit/issues/2347)) – Subscription-batched Resource Graph pagination in Governance and Workload optimization reports, FOCUS 1.2 `SkuMeter` and ISO 8601 `x_SkuTerm` compatibility, and instance size flexibility open data integration.<br>
-- In development (v16) - FOCUS 1.4 schema update ([PR #2209](https://github.com/microsoft/finops-toolkit/pull/2209)) – Update Power BI reports to the FOCUS 1.4 (`v1_4`) schema.<br>
-- In development (v16) - Incremental refresh and query performance ([PR #2353](https://github.com/microsoft/finops-toolkit/pull/2353), [Issue #2336](https://github.com/microsoft/finops-toolkit/issues/2336), [PR #2337](https://github.com/microsoft/finops-toolkit/pull/2337)) – Support partitioned incremental refresh on the storage `Costs` table, optimize tag promotion CPU performance, and expand unattached disks reporting.<br>
-- In development (v16) - Community reports and data-only template ([PR #1843](https://github.com/microsoft/finops-toolkit/pull/1843), [PR #1708](https://github.com/microsoft/finops-toolkit/pull/1708)) – Community Power BI reports repository and a data-only Power BI report template.<br>
-- Not started - Update notification – Show an update notification when new releases are available.<br>
-
-<br>
-
-## Cost optimization workbook
-
-- Completed (v15) - General updates and KQL join accuracy ([PR #2170](https://github.com/microsoft/finops-toolkit/pull/2170), [PR #2225](https://github.com/microsoft/finops-toolkit/pull/2225)) – FinOps Framework terminology alignment and explicit KQL join fixes across savings plan and Azure Hybrid Benefit queries.<br>
-- Not started - FinOps hubs support – Merge cost from FinOps hubs with recommendations.<br>
+- In development - FOCUS 1.5 schema update – Update Power BI reports to the FOCUS 1.5 (`v1_5`) schema.
+- In development - Incremental refresh and query performance ([Issue #2336](https://github.com/microsoft/finops-toolkit/issues/2336)) – Support partitioned incremental refresh on the storage `Costs` table and faster report refresh.
+- In development - Community reports and data-only template – Community Power BI reports repository and a data-only Power BI report template.
+- Not started - Update notification – Show an update notification when new releases are available.
 
 <br>
 
 ## Optimization engine
 
-- Completed - **New tool**: Azure Optimization Engine – Custom recommendation engine.<br>
-- Completed - SQL database Microsoft Entra ID authentication – Replace SQL Server authentication with Microsoft Entra ID-only authentication.<br>
-- Completed - FinOps hubs recommendations export – Export recommendations to FinOps hubs storage.<br>
-- Completed (v15) - Reference documentation, DCR ingestion, and ISF open data ([Issue #1271](https://github.com/microsoft/finops-toolkit/issues/1271), [PR #2193](https://github.com/microsoft/finops-toolkit/pull/2193), [Issue #2090](https://github.com/microsoft/finops-toolkit/issues/2090), [Issue #2300](https://github.com/microsoft/finops-toolkit/issues/2300)) – Comprehensive architecture reference, Log Analytics Data Collection Rule (DCR) ingestion migration, and instance size flexibility open data integration with retired-SKU reservation visibility.<br>
-- In development (v16) - Reservation workbook ratio scale and KQL join refinements ([Issue #2309](https://github.com/microsoft/finops-toolkit/issues/2309), [Issue #2226](https://github.com/microsoft/finops-toolkit/issues/2226)) – Align reservation workbook quantity scales and KQL join patterns.<br>
+- Completed - Reference documentation and Data Collection Rule ingestion ([Issue #1271](https://github.com/microsoft/finops-toolkit/issues/1271)) – Comprehensive architecture reference and Log Analytics Data Collection Rule (DCR) ingestion migration.
 
 <br>
 
 ## PowerShell
 
-- In development - FinOps Explorer (was "FinOps Multitool") – Interactive `Start-FinOpsMultitool` cross-platform terminal UI for FinOps scanning and exploration.<br>
-- Completed (v15) - Open data commands ([PR #2298](https://github.com/microsoft/finops-toolkit/pull/2298)) – `Get-FinOpsCommitmentDiscountEligibility` and `Get-FinOpsInstanceSizeFlexibility` commands.<br>
-- Completed (v15) - Local FinOps hub initialization and export fixes ([PR #2187](https://github.com/microsoft/finops-toolkit/pull/2187), [Issue #2255](https://github.com/microsoft/finops-toolkit/issues/2255), [Issue #2063](https://github.com/microsoft/finops-toolkit/issues/2063), [PR #2304](https://github.com/microsoft/finops-toolkit/pull/2304)) – `Initialize-FinOpsHubLocal` for local Kusto emulator testing, UTC calendar date handling in `Start-FinOpsCostExport`, complete `-RunHistory`, and hub version parsing fixes.<br>
-- In development (v16) - FinOps Multitool diagnostics and generated docs ([Issue #2335](https://github.com/microsoft/finops-toolkit/issues/2335), [PR #935](https://github.com/microsoft/finops-toolkit/pull/935)) – Expand `Start-FinOpsMultitool` diagnostic accuracy, read-only test guards, and entry-point help, and generate PowerShell documentation from code.<br>
-- Not started - Deploy-FinOpsWorkbook – Deploy toolkit workbooks.<br>
+- Completed - Open data commands – `Get-FinOpsCommitmentDiscountEligibility` and `Get-FinOpsInstanceSizeFlexibility` commands.
+- Completed - Local FinOps hub initialization – `Initialize-FinOpsHubLocal` for local Kusto emulator testing.
+- In development - FinOps Explorer – Interactive cross-platform terminal UI for FinOps scanning and exploration.
+- Not started - Deploy-FinOpsWorkbook – Deploy toolkit workbooks.
 
 <br>
 
 ## Open data
 
-- Completed - Service model – Add ServiceModel to the services open data file.<br>
-- Completed (v15) - Instance size flexibility dataset ([Issue #2090](https://github.com/microsoft/finops-toolkit/issues/2090), [PR #2308](https://github.com/microsoft/finops-toolkit/pull/2308)) – Automated weekly dataset from the Azure Reservations Catalogs API replacing deprecated `ccmstorageprod` CSV files across all Azure regions.<br>
-- Completed (v15) - Commitment discount eligibility validation and FOCUS alignment ([PR #2164](https://github.com/microsoft/finops-toolkit/pull/2164), [PR #2251](https://github.com/microsoft/finops-toolkit/pull/2251), [Issue #2279](https://github.com/microsoft/finops-toolkit/issues/2279)) – Dual-traversal verified refresh, FOCUS spend and usage category alignment, and CI family-count regression protection.<br>
-- In development (v16) - Advisor recommendation types and unified service metadata ([Issue #1255](https://github.com/microsoft/finops-toolkit/issues/1255), [PR #1267](https://github.com/microsoft/finops-toolkit/pull/1267), [PR #1292](https://github.com/microsoft/finops-toolkit/pull/1292)) – Add an Azure Advisor `RecommendationTypes` dataset and merge resource types and services open data.<br>
-
-<br>
-
-## New tools
-
-- Completed - **New tool**: FinOps alerts ([Milestone #24](https://github.com/microsoft/finops-toolkit/milestone/24)) – Automated idle-resource detection and cost optimization notifications.<br>
+- Completed - Instance size flexibility dataset ([Issue #2090](https://github.com/microsoft/finops-toolkit/issues/2090)) – Automated weekly dataset from the Azure Reservations Catalogs API replacing deprecated `ccmstorageprod` CSV files across all Azure regions.
+- Completed - Commitment discount eligibility – Automated, verified weekly refresh aligned to FOCUS spend and usage commitment categories.
+- In development - Advisor recommendation types and unified service metadata ([Issue #1255](https://github.com/microsoft/finops-toolkit/issues/1255)) – Add an Azure Advisor `RecommendationTypes` dataset and merge resource types and services open data.
 
 <br>
 
diff --git a/docs-wiki/Advisory-council.md b/docs-wiki/Advisory-council.md
index dbbd5eebc..874f24737 100644
--- a/docs-wiki/Advisory-council.md
+++ b/docs-wiki/Advisory-council.md
@@ -61,6 +61,7 @@ This currently includes the following people:
 
 | Seat                                 | Member                |
 | ------------------------------------ | --------------------- |
+| Agent plugin                         | Brett Wilson          |
 | Azure Data Explorer                  | Brad Watts            |
 | Azure Optimization Engine            | Helder Pinto          |
 | Bicep Registry                       | Vacant                |
diff --git a/docs/README.md b/docs/README.md
index 82d0674bf..229a28a1c 100644
--- a/docs/README.md
+++ b/docs/README.md
@@ -18,9 +18,9 @@ Automate and extend the Microsoft Cloud with starter kits, scripts, and advanced
 ---
 
 <div id="whats-new" class="ftk-new">
-    <h3>What's new in April 2026<span class="ftk-version">v14</span></h3>
+    <h3>What's new in October 2026<span class="ftk-version">v15</span></h3>
     <p>
-        April adds recommendations ingestion and a Copilot Studio agent template for FinOps hubs, a new commitment discount eligibility open dataset, simplified hub deployment UI, Azure Optimization Engine pricesheet API upgrade, and minor improvements in Power BI, FinOps workbooks, and the PowerShell module.
+        October adds a shared FinOps Toolkit plugin for Claude Code and GitHub Copilot CLI, private networking support for FinOps hubs, a new Instance size flexibility open dataset, several KQL performance and correctness fixes across hubs, workbooks, and alerts, and minor improvements in Power BI, the Optimization Engine, and the PowerShell module.
     </p>
     <p><a target="_blank" href="https://learn.microsoft.com/cloud-computing/finops/toolkit/changelog">See all changes</a></p>
 </div>
@@ -61,9 +61,9 @@ Automate and extend the Microsoft Cloud with starter kits, scripts, and advanced
         <a href="./optimization-engine">Learn more</a>
     </div>
     <div class="ftk-tile">
-        <div>🌐 Open data</div>
-        <div>Useful data for anyone to access, use, and share.</div>
-        <a href="./open-data">Learn more</a>
+        <div>🤖 Agent plugin</div>
+        <div>AI-powered cloud financial management for Claude Code and GitHub Copilot CLI.</div>
+        <a href="./agent-plugin">Learn more</a>
     </div>
     <div class="ftk-tile">
         <div>🖥️ PowerShell</div>
@@ -75,6 +75,11 @@ Automate and extend the Microsoft Cloud with starter kits, scripts, and advanced
         <div>Official repository for Bicep modules.</div>
         <a href="./bicep">Learn more</a>
     </div>
+    <div class="ftk-tile">
+        <div>🌐 Open data</div>
+        <div>Useful data for anyone to access, use, and share.</div>
+        <a href="./open-data">Learn more</a>
+    </div>
 </div>
 
 <a class="btn btn-primary mt-2 mb-4 mb-md-0 mr-4" target="_blank" href="https://aka.ms/ftk/latest">Download FinOps toolkit {% include ftktag.txt %}</a>
diff --git a/docs/_includes/ftkver.txt b/docs/_includes/ftkver.txt
index e6e484c9f..3d3be3c32 100644
--- a/docs/_includes/ftkver.txt
+++ b/docs/_includes/ftkver.txt
@@ -1 +1 @@
-15.0-dev
\ No newline at end of file
+15.0
\ No newline at end of file
diff --git a/docs/agent-plugin.md b/docs/agent-plugin.md
new file mode 100644
index 000000000..b596054a3
--- /dev/null
+++ b/docs/agent-plugin.md
@@ -0,0 +1,55 @@
+---
+layout: default
+title: Agent plugin
+browser: FinOps toolkit agent plugin - Automate your FinOps efforts
+nav_order: 65
+description: 'The FinOps toolkit agent plugin brings AI-powered cloud financial management to Claude Code and GitHub Copilot CLI.'
+permalink: /agent-plugin
+#customer intent: As a Finops practitioner, I need to learn about the FinOps toolkit agent plugin
+---
+
+<span class="fs-9 d-block mb-4">FinOps toolkit agent plugin</span>
+Bring AI-powered cloud financial management to Claude Code and GitHub Copilot CLI.
+{: .fs-6 .fw-300 }
+
+<a class="btn btn-primary fs-5 mb-4 mb-md-0 mr-4" href="#install">Install</a>
+<a class="btn fs-5 mb-4 mb-md-0 mr-4" target="_blank" href="https://learn.microsoft.com/cloud-computing/finops/toolkit/agent-plugin/finops-toolkit-agent-plugin-overview">Documentation</a>
+
+---
+
+The FinOps toolkit agent plugin pairs role-specific agents, ready-to-run commands, and a FinOps hubs query skill with a read-only Azure MCP server, so you can analyze cost data, review recommendations, and manage FinOps hubs without leaving your terminal.
+
+<div id="whats-new" class="ftk-new">
+    <h3>What's new in October 2026<span class="ftk-version">v15</span></h3>
+    <p>
+        The FinOps toolkit agent plugin is new this release: a shared plugin for Claude Code and GitHub Copilot CLI with 5 agents (CFO, FinOps practitioner, database query, hubs agent, and Azure capacity manager), 4 commands, a FinOps hubs KQL skill, and a read-only Azure MCP server.
+    </p>
+    <p><a target="_blank" href="https://learn.microsoft.com/cloud-computing/finops/toolkit/changelog">See all changes</a></p>
+</div>
+
+<a name="features"></a>
+
+## What's included
+
+- **Agents** – Chief Financial Officer, FinOps practitioner, FinOps hubs database query, FinOps hubs agent, and Azure capacity manager.
+- **Commands** – `/ftk-hubs-connect`, `/ftk-hubs-healthCheck`, `/ftk-mom-report`, and `/ftk-ytd-report`.
+- **Skill** – A FinOps hubs KQL skill with task routing, a pre-built query catalog, and schema guidance.
+- **MCP server** – A read-only [Azure MCP server](https://github.com/Azure/azure-mcp) scoped to the Kusto namespace for querying FinOps hubs data.
+
+<a name="install"></a>
+
+## Install
+
+```bash
+# Claude Code
+claude plugin add microsoft/finops-toolkit
+
+# GitHub Copilot CLI
+copilot plugin install microsoft/finops-toolkit
+```
+
+<br>
+
+## Learn more
+
+[Read the full documentation](https://learn.microsoft.com/cloud-computing/finops/toolkit/agent-plugin/finops-toolkit-agent-plugin-overview) for required permissions and setup details.
diff --git a/docs/alerts.md b/docs/alerts.md
index 24e06851b..6d4d77de2 100644
--- a/docs/alerts.md
+++ b/docs/alerts.md
@@ -19,15 +19,13 @@ Accelerate your cost optimization efforts with scheduled notifications that cont
 
 Designed with flexibility in mind, FinOps alerts run on a fully configurable schedule, continuously scanning your selected subscriptions for idle resources.
 
-<!--
 <div id="whats-new" class="ftk-new">
-    <h3>What's new in April 2025<span class="ftk-version">v0.10</span></h3>
+    <h3>What's new in October 2026<span class="ftk-version">v15</span></h3>
     <p>
-        In April, FinOps alerts introduced small bug fixes and improvements.
+        In October, FinOps alerts made join kinds explicit in the idle application gateway and idle public IP queries so they no longer rely on the default join behavior.
     </p>
     <p><a target="_blank" href="https://learn.microsoft.com/cloud-computing/finops/toolkit/changelog">See all changes</a></p>
 </div>
--->
 <a name="features"></a>
 
 ## Actionable insights for smarter cloud management
diff --git a/docs/deploy/finops-alerts-15.0.json b/docs/deploy/finops-alerts-15.0.json
new file mode 100644
index 000000000..fe5b11a1b
--- /dev/null
+++ b/docs/deploy/finops-alerts-15.0.json
@@ -0,0 +1,4384 @@
+{
+  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+  "contentVersion": "1.0.0.0",
+  "metadata": {
+    "_generator": {
+      "name": "bicep",
+      "version": "0.40.2.10011",
+      "templateHash": "8791602943456521542"
+    }
+  },
+  "parameters": {
+    "location": {
+      "type": "string",
+      "defaultValue": "[resourceGroup().location]",
+      "metadata": {
+        "description": "Azure location where resources should be created"
+      }
+    },
+    "appName": {
+      "type": "string",
+      "defaultValue": "finops-alerts",
+      "minLength": 1,
+      "maxLength": 20,
+      "metadata": {
+        "description": "Name of the logic app"
+      }
+    },
+    "recurrenceFrequency": {
+      "type": "string",
+      "defaultValue": "Week",
+      "metadata": {
+        "description": "Specifies the frequency of the recurrence trigger. Possible values are Week, Day or Hour."
+      }
+    },
+    "recurrenceInterval": {
+      "type": "int",
+      "defaultValue": 1,
+      "metadata": {
+        "description": "Specifies the interval for the recurrence trigger. Represents the number of frequency units."
+      }
+    },
+    "recurrenceType": {
+      "type": "string",
+      "defaultValue": "Recurrence",
+      "metadata": {
+        "description": "Specifies the type of the trigger. For this example, it is a recurrence trigger."
+      }
+    },
+    "logicAppSubscriptionId": {
+      "type": "string",
+      "defaultValue": "",
+      "metadata": {
+        "description": "The Id of the subscription to deploy the logic app in."
+      }
+    },
+    "resourceGroupName": {
+      "type": "string",
+      "defaultValue": "",
+      "metadata": {
+        "description": "The name of the resource group."
+      }
+    },
+    "enableDefaultTelemetry": {
+      "type": "bool",
+      "defaultValue": true,
+      "metadata": {
+        "description": "Optional. Enable telemetry to track anonymous module usage trends, monitor for bugs, and improve future releases."
+      }
+    }
+  },
+  "variables": {
+    "$fxv#0": "15.0"
+  },
+  "resources": [
+    {
+      "condition": "[parameters('enableDefaultTelemetry')]",
+      "type": "Microsoft.Resources/deployments",
+      "apiVersion": "2022-09-01",
+      "name": "[format('pid-00f120b5-2007-6120-0000-a7e122500000-{0}', uniqueString(deployment().name, parameters('location')))]",
+      "properties": {
+        "mode": "Incremental",
+        "template": {
+          "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+          "contentVersion": "1.0.0.0",
+          "metadata": {
+            "_generator": {
+              "name": "FinOps toolkit",
+              "version": "[variables('$fxv#0')]"
+            }
+          },
+          "resources": []
+        }
+      }
+    },
+    {
+      "type": "Microsoft.Resources/deployments",
+      "apiVersion": "2025-04-01",
+      "name": "[format('logicApp-{0}', uniqueString(deployment().name, parameters('location'), parameters('appName')))]",
+      "subscriptionId": "[parameters('logicAppSubscriptionId')]",
+      "resourceGroup": "[parameters('resourceGroupName')]",
+      "properties": {
+        "expressionEvaluationOptions": {
+          "scope": "inner"
+        },
+        "mode": "Incremental",
+        "parameters": {
+          "appName": {
+            "value": "[parameters('appName')]"
+          },
+          "location": {
+            "value": "[parameters('location')]"
+          },
+          "recurrenceFrequency": {
+            "value": "[parameters('recurrenceFrequency')]"
+          },
+          "recurrenceInterval": {
+            "value": "[parameters('recurrenceInterval')]"
+          },
+          "recurrenceType": {
+            "value": "[parameters('recurrenceType')]"
+          }
+        },
+        "template": {
+          "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+          "contentVersion": "1.0.0.0",
+          "metadata": {
+            "_generator": {
+              "name": "bicep",
+              "version": "0.40.2.10011",
+              "templateHash": "15237631670960469128"
+            }
+          },
+          "parameters": {
+            "location": {
+              "type": "string",
+              "defaultValue": "[resourceGroup().location]",
+              "metadata": {
+                "description": "Azure location where resources should be created"
+              }
+            },
+            "appName": {
+              "type": "string",
+              "defaultValue": "finops-alerts",
+              "minLength": 1,
+              "maxLength": 20,
+              "metadata": {
+                "description": "Name of the logic app"
+              }
+            },
+            "recurrenceFrequency": {
+              "type": "string",
+              "defaultValue": "Week",
+              "metadata": {
+                "description": "Specifies the frequency of the recurrence trigger. Possible values are Week, Day or Hour."
+              }
+            },
+            "recurrenceInterval": {
+              "type": "int",
+              "defaultValue": 1,
+              "metadata": {
+                "description": "Specifies the interval for the recurrence trigger. Represents the number of frequency units."
+              }
+            },
+            "recurrenceType": {
+              "type": "string",
+              "defaultValue": "Recurrence",
+              "metadata": {
+                "description": "Specifies the type of the trigger. For this example, it is a recurrence trigger."
+              }
+            }
+          },
+          "variables": {
+            "safeSuffix": "[replace(replace(toLower(parameters('appName')), '-', ''), '_', '')]",
+            "connectionName": "[format('{0}-connection', variables('safeSuffix'))]",
+            "displayName": "[format('{0}-connection', variables('safeSuffix'))]",
+            "actionKeys": [
+              "Send_an_email_V2"
+            ]
+          },
+          "resources": [
+            {
+              "type": "Microsoft.Logic/workflows",
+              "apiVersion": "2019-05-01",
+              "name": "[parameters('appName')]",
+              "identity": {
+                "type": "SystemAssigned"
+              },
+              "properties": {
+                "state": "Enabled",
+                "definition": {
+                  "$schema": "https://schema.management.azure.com/providers/Microsoft.Logic/schemas/2016-06-01/workflowdefinition.json#",
+                  "contentVersion": "1.0.0.0",
+                  "parameters": {
+                    "$connections": {
+                      "defaultValue": {},
+                      "type": "Object"
+                    }
+                  },
+                  "triggers": {
+                    "Recurrence": {
+                      "recurrence": {
+                        "frequency": "[parameters('recurrenceFrequency')]",
+                        "interval": "[parameters('recurrenceInterval')]"
+                      },
+                      "evaluatedRecurrence": {
+                        "frequency": "[parameters('recurrenceFrequency')]",
+                        "interval": "[parameters('recurrenceInterval')]"
+                      },
+                      "type": "[parameters('recurrenceType')]"
+                    }
+                  },
+                  "actions": {
+                    "For_each_App_GW": {
+                      "foreach": "@body('Parse_idle_App_Gateways')?['data']",
+                      "actions": {
+                        "Set_App_Gateways_URI": {
+                          "type": "SetVariable",
+                          "inputs": {
+                            "name": "AppGwURI",
+                            "value": "@{concat('https://portal.azure.com/#@',items('For_each_App_GW')?['tenantId'],'/resource',items('For_each_App_GW')?['id'])}"
+                          }
+                        },
+                        "Compose_AppGw": {
+                          "runAfter": {
+                            "Set_App_Gateways_URI": [
+                              "Succeeded"
+                            ]
+                          },
+                          "type": "Compose",
+                          "inputs": "@variables('AppGwURI')"
+                        },
+                        "Append_to_App_Gateway_HTML": {
+                          "runAfter": {
+                            "Compose_AppGw": [
+                              "Succeeded"
+                            ]
+                          },
+                          "type": "AppendToStringVariable",
+                          "inputs": {
+                            "name": "AppGatewayHTML",
+                            "value": "  <tr>\n    <td style=\"padding: 8px;\"><a href=\"@{outputs('Compose_AppGw')}\">@{items('For_each_App_GW')?['name']}</a></td>\n    <td style=\"padding: 8px;\">@{items('For_each_App_GW')?['resourceGroup']}</td>\n    <td style=\"padding: 8px;\"><a href=\"@{outputs('Compose_AppGw')}\">@{items('For_each_App_GW')?['subscriptionName']}</a></td>\n  </tr>"
+                          }
+                        }
+                      },
+                      "runAfter": {
+                        "Condition_App_Gateway": [
+                          "Succeeded"
+                        ]
+                      },
+                      "type": "Foreach",
+                      "runtimeConfiguration": {
+                        "concurrency": {
+                          "repetitions": 1
+                        }
+                      }
+                    },
+                    "For_each_Disk": {
+                      "foreach": "@body('Parse_Idle_disks')?['data']",
+                      "actions": {
+                        "Set_Disk_URI": {
+                          "type": "SetVariable",
+                          "inputs": {
+                            "name": "DiskURI",
+                            "value": "@{concat('https://portal.azure.com/#@',items('For_each_Disk')?['tenantId'],'/resource',items('For_each_Disk')?['DiskId'])}"
+                          }
+                        },
+                        "Compose_Disk": {
+                          "runAfter": {
+                            "Set_Disk_URI": [
+                              "Succeeded"
+                            ]
+                          },
+                          "type": "Compose",
+                          "inputs": "@variables('DiskURI')"
+                        },
+                        "Append_to_Idle_Disk_HTML": {
+                          "runAfter": {
+                            "Compose_Disk": [
+                              "Succeeded"
+                            ]
+                          },
+                          "type": "AppendToStringVariable",
+                          "inputs": {
+                            "name": "IdleDiskHTML",
+                            "value": "  <tr>\n    <td style=\"padding: 8px;\"><a href=\"@{outputs('Compose_Disk')}\">@{items('For_each_Disk')?['DiskName']}</a></td>\n    <td style=\"padding: 8px;\">@{items('For_each_Disk')?['resourceGroup']}</td>\n    <td style=\"padding: 8px;\"><a href=\"@{outputs('Compose_Disk')}\">@{items('For_each_Disk')?['subscriptionName']}</a></td>\n  </tr>"
+                          }
+                        }
+                      },
+                      "runAfter": {
+                        "Condition_Disk": [
+                          "Succeeded"
+                        ]
+                      },
+                      "type": "Foreach",
+                      "runtimeConfiguration": {
+                        "concurrency": {
+                          "repetitions": 1
+                        }
+                      }
+                    },
+                    "For_each_IP_address": {
+                      "foreach": "@body('Parse_Idle_IP_addresses')?['data']",
+                      "actions": {
+                        "Set_IP_address_URI": {
+                          "type": "SetVariable",
+                          "inputs": {
+                            "name": "IPAddressURI",
+                            "value": "@{concat('https://portal.azure.com/#@',items('For_each_IP_address')?['tenantId'],'/resource',items('For_each_IP_address')?['PublicIpId'])}"
+                          }
+                        },
+                        "Compose_IP": {
+                          "runAfter": {
+                            "Set_IP_address_URI": [
+                              "Succeeded"
+                            ]
+                          },
+                          "type": "Compose",
+                          "inputs": "@variables('IPAddressURI')"
+                        },
+                        "Append_to_IP_Address_HTML": {
+                          "runAfter": {
+                            "Compose_IP": [
+                              "Succeeded"
+                            ]
+                          },
+                          "type": "AppendToStringVariable",
+                          "inputs": {
+                            "name": "IPAddressHTML",
+                            "value": "  <tr>\n    <td style=\"padding: 8px;\"><a href=\"@{outputs('Compose_IP')}\">@{items('For_each_IP_address')?['IPName']}</a></td>\n    <td style=\"padding: 8px;\">@{items('For_each_IP_address')?['resourceGroup']}</td>\n    <td style=\"padding: 8px;\"><a href=\"@{outputs('Compose_IP')}\">@{items('For_each_IP_address')?['subscriptionName']}</a></td>\n  </tr>"
+                          }
+                        }
+                      },
+                      "runAfter": {
+                        "Condition_IP_Address": [
+                          "Succeeded"
+                        ]
+                      },
+                      "type": "Foreach",
+                      "runtimeConfiguration": {
+                        "concurrency": {
+                          "repetitions": 1
+                        }
+                      }
+                    },
+                    "For_each_Load_Balancer": {
+                      "foreach": "@body('Parse_Idle_Load_Balancers')?['data']",
+                      "actions": {
+                        "Set_Load_Balancer_URI": {
+                          "type": "SetVariable",
+                          "inputs": {
+                            "name": "LoadBalancerURI",
+                            "value": "@{concat('https://portal.azure.com/#@',items('For_each_Load_Balancer')?['tenantId'],'/resource',items('For_each_Load_Balancer')?['loadBalancerid'])}"
+                          }
+                        },
+                        "Compose_LB": {
+                          "runAfter": {
+                            "Set_Load_Balancer_URI": [
+                              "Succeeded"
+                            ]
+                          },
+                          "type": "Compose",
+                          "inputs": "@variables('LoadBalancerURI')"
+                        },
+                        "Append_to_Load_Balancer_HTML": {
+                          "runAfter": {
+                            "Compose_LB": [
+                              "Succeeded"
+                            ]
+                          },
+                          "type": "AppendToStringVariable",
+                          "inputs": {
+                            "name": "LoadBalancerHTML",
+                            "value": "  <tr>\n    <td style=\"padding: 8px;\"><a href=\"@{outputs('Compose_LB')}\">@{items('For_each_Load_Balancer')?['LoadBalancerName']}</a></td>\n    <td style=\"padding: 8px;\">@{items('For_each_Load_Balancer')?['resourceGroup']}</td>\n    <td style=\"padding: 8px;\"><a href=\"@{outputs('Compose_LB')}\">@{items('For_each_Load_Balancer')?['subscriptionName']}</a></td>\n  </tr>"
+                          }
+                        }
+                      },
+                      "runAfter": {
+                        "Condition_Load_Balancer": [
+                          "Succeeded"
+                        ]
+                      },
+                      "type": "Foreach",
+                      "runtimeConfiguration": {
+                        "concurrency": {
+                          "repetitions": 1
+                        }
+                      }
+                    },
+                    "For_each_Snapshot": {
+                      "foreach": "@body('Parse_Snapshots')?['data']",
+                      "actions": {
+                        "Set_Snapshot_URI": {
+                          "type": "SetVariable",
+                          "inputs": {
+                            "name": "SnapshotURI",
+                            "value": "@{concat('https://portal.azure.com/#@',items('For_each_Snapshot')?['tenantId'],'/resource',items('For_each_Snapshot')?['SnapshotId'])}\n"
+                          }
+                        },
+                        "Compose_Snapshot": {
+                          "runAfter": {
+                            "Set_Snapshot_URI": [
+                              "Succeeded"
+                            ]
+                          },
+                          "type": "Compose",
+                          "inputs": "@variables('SnapshotURI')"
+                        },
+                        "Append_to_Disk_Snapshot_HTML": {
+                          "runAfter": {
+                            "Compose_Snapshot": [
+                              "Succeeded"
+                            ]
+                          },
+                          "type": "AppendToStringVariable",
+                          "inputs": {
+                            "name": "DiskSnapshotHTML",
+                            "value": "  <tr>\n    <td style=\"padding: 8px;\"><a href=\"@{outputs('Compose_Snapshot')}\">@{items('For_each_Snapshot')?['Snapshotname']}</a></td>\n    <td style=\"padding: 8px;\">@{items('For_each_Snapshot')?['resourceGroup']}</td>\n    <td style=\"padding: 8px;\"><a href=\"@{outputs('Compose_Snapshot')}\">@{items('For_each_Snapshot')?['subscriptionName']}</a></td>\n  </tr>"
+                          }
+                        }
+                      },
+                      "runAfter": {
+                        "Condition_Disk_Snapshots": [
+                          "Succeeded"
+                        ]
+                      },
+                      "type": "Foreach",
+                      "runtimeConfiguration": {
+                        "concurrency": {
+                          "repetitions": 1
+                        }
+                      }
+                    },
+                    "For_each_Stopped_VM": {
+                      "foreach": "@body('Parse_stopped_VMs')?['data']",
+                      "actions": {
+                        "Set_Stopped_VM_URI": {
+                          "type": "SetVariable",
+                          "inputs": {
+                            "name": "StoppedVMURI",
+                            "value": "@{concat('https://portal.azure.com/#@',items('For_each_Stopped_VM')?['tenantId'],'/resource',items('For_each_Stopped_VM')?['VirtualMachineId'])}"
+                          }
+                        },
+                        "Compose_VM": {
+                          "runAfter": {
+                            "Set_Stopped_VM_URI": [
+                              "Succeeded"
+                            ]
+                          },
+                          "type": "Compose",
+                          "inputs": "@variables('StoppedVMURI')"
+                        },
+                        "Append_to_Stopped_VM_HTML": {
+                          "runAfter": {
+                            "Compose_VM": [
+                              "Succeeded"
+                            ]
+                          },
+                          "type": "AppendToStringVariable",
+                          "inputs": {
+                            "name": "StoppedVMHTML",
+                            "value": "  <tr>\n    <td style=\"padding: 8px;\"><a href=\"@{outputs('Compose_VM')}\">@{items('For_each_Stopped_VM')?['VMname']}</a></td>\n    <td style=\"padding: 8px;\">@{items('For_each_Stopped_VM')?['resourceGroup']}</td>\n    <td style=\"padding: 8px;\"><a href=\"@{outputs('Compose_VM')}\">@{items('For_each_Stopped_VM')?['subscriptionName']}</a></td>\n  </tr>"
+                          }
+                        }
+                      },
+                      "runAfter": {
+                        "Condition_Stopped_VMs": [
+                          "Succeeded"
+                        ]
+                      },
+                      "type": "Foreach",
+                      "runtimeConfiguration": {
+                        "concurrency": {
+                          "repetitions": 1
+                        }
+                      }
+                    },
+                    "Get_idle_App_Gateways": {
+                      "runAfter": {
+                        "Initialize_resources_table": [
+                          "Succeeded"
+                        ]
+                      },
+                      "type": "Http",
+                      "inputs": {
+                        "uri": "[format('{0}//providers/Microsoft.ResourceGraph/resources?api-version=2021-03-01', environment().resourceManager)]",
+                        "method": "POST",
+                        "body": {
+                          "query": "@{variables('resourcesTable')} | where type =~ 'Microsoft.Network/applicationGateways'| extend backendPoolsCount = array_length(properties.backendAddressPools),SKUName= tostring(properties.sku.name), SKUTier=tostring(properties.sku.tier),SKUCapacity=properties.sku.capacity,backendPools=properties.backendAddressPools|  join kind=inner (resources | where type =~ 'Microsoft.Network/applicationGateways'| mvexpand backendPools = properties.backendAddressPools| extend backendIPCount =array_length(backendPools.properties.backendIPConfigurations) | extend backendAddressesCount = array_length(backendPools.properties.backendAddresses) | extend backendPoolName=backendPools.properties.backendAddressPools.name | summarize backendIPCount = sum(backendIPCount) ,backendAddressesCount=sum(backendAddressesCount) by id) on id| project-away id1| where  (backendIPCount == 0 or isempty(backendIPCount)) and (backendAddressesCount==0 or isempty(backendAddressesCount))| order by id asc |  join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project subscriptionId, subscriptionName = name) on subscriptionId",
+                          "scope": "Tenant"
+                        },
+                        "authentication": {
+                          "type": "ManagedServiceIdentity"
+                        }
+                      }
+                    },
+                    "Get_idle_Disks": {
+                      "runAfter": {
+                        "Initialize_resources_table": [
+                          "Succeeded"
+                        ]
+                      },
+                      "type": "Http",
+                      "inputs": {
+                        "uri": "[format('{0}//providers/Microsoft.ResourceGraph/resources?api-version=2021-03-01', environment().resourceManager)]",
+                        "method": "POST",
+                        "body": {
+                          "query": "@{variables('resourcesTable')} | where type =~ 'microsoft.compute/disks' and managedBy == ''| extend diskState = tostring(properties.diskState) | where (managedBy == '' and diskState != 'ActiveSAS') or (diskState == 'Unattached' and diskState != 'ActiveSAS') | extend DiskId = id, DiskName = name, SKUName = sku.name, SKUTier = sku.tier, DiskSizeGB = tostring(properties.diskSizeGB), Location = location, TimeCreated = tostring(properties.timeCreated) | order by DiskId asc | project DiskId, DiskName, DiskSizeGB, SKUName, SKUTier, resourceGroup, Location, TimeCreated, subscriptionId | join kind=leftouter (resourcecontainers | where type == 'microsoft.resources/subscriptions' | project subscriptionId, subscriptionName = name) on subscriptionId",
+                          "scope": "Tenant"
+                        },
+                        "authentication": {
+                          "type": "ManagedServiceIdentity"
+                        }
+                      }
+                    },
+                    "Get_idle_IP_addresses": {
+                      "runAfter": {
+                        "Initialize_resources_table": [
+                          "Succeeded"
+                        ]
+                      },
+                      "type": "Http",
+                      "inputs": {
+                        "uri": "[format('{0}//providers/Microsoft.ResourceGraph/resources?api-version=2021-03-01', environment().resourceManager)]",
+                        "method": "POST",
+                        "body": {
+                          "query": "@{variables('resourcesTable')} | where type =~ 'Microsoft.Network/publicIPAddresses' and isempty(properties.ipConfiguration) and isempty(properties.natGateway) | extend PublicIpId=id, IPName=name, AllocationMethod=tostring(properties.publicIPAllocationMethod), SKUName=sku.name, Location=location | project PublicIpId,IPName, SKUName, resourceGroup, Location, AllocationMethod, subscriptionId, tenantId | union ( @{variables('resourcesTable')} | where type =~ 'microsoft.network/networkinterfaces' and isempty(properties.virtualMachine) and isnull(properties.privateEndpoint) and isnotempty(properties.ipConfigurations) | extend IPconfig = properties.ipConfigurations | mv-expand IPconfig | extend PublicIpId= tostring(IPconfig.properties.publicIPAddress.id) | project PublicIpId | join kind=inner (  @{variables('resourcesTable')} | where type =~ 'Microsoft.Network/publicIPAddresses' | extend PublicIpId=id, IPName=name, AllocationMethod=tostring(properties.publicIPAllocationMethod), SKUName=sku.name, resourceGroup, Location=location  ) on PublicIpId | project PublicIpId,IPName, SKUName, resourceGroup, Location, AllocationMethod, subscriptionId, tenantId) |  join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project subscriptionId, subscriptionName = name) on subscriptionId",
+                          "scope": "Tenant"
+                        },
+                        "authentication": {
+                          "type": "ManagedServiceIdentity"
+                        }
+                      }
+                    },
+                    "Get_idle_Load_Balancers": {
+                      "runAfter": {
+                        "Initialize_resources_table": [
+                          "Succeeded"
+                        ]
+                      },
+                      "type": "Http",
+                      "inputs": {
+                        "uri": "[format('{0}//providers/Microsoft.ResourceGraph/resources?api-version=2021-03-01', environment().resourceManager)]",
+                        "method": "POST",
+                        "body": {
+                          "query": "@{variables('resourcesTable')} | where type =~ 'microsoft.network/loadbalancers' and tostring(properties.backendAddressPools) == '[]' | extend loadBalancerId=id,LBRG=resourceGroup, LoadBalancerName=name, SKU=sku, LBLocation=location | order by loadBalancerId asc | project loadBalancerId,LoadBalancerName, SKU.name,SKU.tier, LBLocation, resourceGroup, subscriptionId |  join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project subscriptionId, subscriptionName = name) on subscriptionId",
+                          "scope": "Tenant"
+                        },
+                        "authentication": {
+                          "type": "ManagedServiceIdentity"
+                        }
+                      }
+                    },
+                    "Get_Disk_Snapshots_older_than_30_days": {
+                      "runAfter": {
+                        "Initialize_resources_table": [
+                          "Succeeded"
+                        ]
+                      },
+                      "type": "Http",
+                      "inputs": {
+                        "uri": "[format('{0}//providers/Microsoft.ResourceGraph/resources?api-version=2021-03-01', environment().resourceManager)]",
+                        "method": "POST",
+                        "body": {
+                          "query": "@{variables('resourcesTable')} | where type =~ 'microsoft.compute/snapshots' | extend TimeCreated = properties.timeCreated | where TimeCreated < ago(30d) | extend SnapshotId=id, Snapshotname=name | order by id asc | project id, SnapshotId, Snapshotname, resourceGroup, location, TimeCreated ,subscriptionId |  join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project subscriptionId, subscriptionName = name) on subscriptionId",
+                          "scope": "Tenant"
+                        },
+                        "authentication": {
+                          "type": "ManagedServiceIdentity"
+                        }
+                      }
+                    },
+                    "Get_Stopped_VMs": {
+                      "runAfter": {
+                        "Initialize_resources_table": [
+                          "Succeeded"
+                        ]
+                      },
+                      "type": "Http",
+                      "inputs": {
+                        "uri": "[format('{0}//providers/Microsoft.ResourceGraph/resources?api-version=2021-03-01', environment().resourceManager)]",
+                        "method": "POST",
+                        "body": {
+                          "query": "@{variables('resourcesTable')} | where type =~ 'microsoft.compute/virtualmachines' and tostring(properties.extended.instanceView.powerState.displayStatus) != 'VM deallocated' and tostring(properties.extended.instanceView.powerState.displayStatus) != 'VM running'| extend  VMname=name, PowerState=tostring(properties.extended.instanceView.powerState.displayStatus), VMLocation=location, VirtualMachineId=id| order by VirtualMachineId asc| project VirtualMachineId,VMname, PowerState, VMLocation, resourceGroup, subscriptionId |  join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project subscriptionId, subscriptionName = name) on subscriptionId",
+                          "scope": "Tenant"
+                        },
+                        "authentication": {
+                          "type": "ManagedServiceIdentity"
+                        }
+                      }
+                    },
+                    "Initialize_App_Gateways_URI": {
+                      "runAfter": {
+                        "Parse_idle_App_Gateways": [
+                          "Succeeded"
+                        ]
+                      },
+                      "type": "InitializeVariable",
+                      "inputs": {
+                        "variables": [
+                          {
+                            "name": "AppGwURI",
+                            "type": "string"
+                          }
+                        ]
+                      }
+                    },
+                    "Initialize_Disk_URI": {
+                      "runAfter": {
+                        "Parse_Idle_disks": [
+                          "Succeeded"
+                        ]
+                      },
+                      "type": "InitializeVariable",
+                      "inputs": {
+                        "variables": [
+                          {
+                            "name": "DiskURI",
+                            "type": "string"
+                          }
+                        ]
+                      }
+                    },
+                    "Initialize_IP_addresses_URI": {
+                      "runAfter": {
+                        "Parse_Idle_IP_addresses": [
+                          "Succeeded"
+                        ]
+                      },
+                      "type": "InitializeVariable",
+                      "inputs": {
+                        "variables": [
+                          {
+                            "name": "IPAddressURI",
+                            "type": "string"
+                          }
+                        ]
+                      }
+                    },
+                    "Initialize_Load_Balancer_URI": {
+                      "runAfter": {
+                        "Parse_Idle_Load_Balancers": [
+                          "Succeeded"
+                        ]
+                      },
+                      "type": "InitializeVariable",
+                      "inputs": {
+                        "variables": [
+                          {
+                            "name": "LoadBalancerURI",
+                            "type": "string"
+                          }
+                        ]
+                      }
+                    },
+                    "Initialize_Snapshot_URI": {
+                      "runAfter": {
+                        "Parse_Snapshots": [
+                          "Succeeded"
+                        ]
+                      },
+                      "type": "InitializeVariable",
+                      "inputs": {
+                        "variables": [
+                          {
+                            "name": "SnapshotURI",
+                            "type": "string"
+                          }
+                        ]
+                      }
+                    },
+                    "Initialize_Stopped_VM_URI": {
+                      "runAfter": {
+                        "Parse_stopped_VMs": [
+                          "Succeeded"
+                        ]
+                      },
+                      "type": "InitializeVariable",
+                      "inputs": {
+                        "variables": [
+                          {
+                            "name": "StoppedVMURI",
+                            "type": "string"
+                          }
+                        ]
+                      }
+                    },
+                    "Excluded_subscriptions": {
+                      "runAfter": {
+                        "Included_subscriptions": [
+                          "Succeeded"
+                        ]
+                      },
+                      "type": "InitializeVariable",
+                      "inputs": {
+                        "variables": [
+                          {
+                            "name": "ExcludedSubscriptions",
+                            "type": "array",
+                            "value": []
+                          }
+                        ]
+                      }
+                    },
+                    "Parse_idle_App_Gateways": {
+                      "runAfter": {
+                        "Get_idle_App_Gateways": [
+                          "Succeeded"
+                        ]
+                      },
+                      "type": "ParseJson",
+                      "inputs": {
+                        "content": "@body('Get_idle_App_Gateways')",
+                        "schema": {
+                          "properties": {
+                            "properties": {
+                              "properties": {
+                                "count": {
+                                  "properties": {
+                                    "type": {
+                                      "type": "string"
+                                    }
+                                  },
+                                  "type": "object"
+                                },
+                                "data": {
+                                  "properties": {
+                                    "items": {
+                                      "properties": {
+                                        "properties": {
+                                          "properties": {
+                                            "SKUCapacity": {
+                                              "properties": {
+                                                "type": {
+                                                  "type": "string"
+                                                }
+                                              },
+                                              "type": "object"
+                                            },
+                                            "SKUName": {
+                                              "properties": {
+                                                "type": {
+                                                  "type": "string"
+                                                }
+                                              },
+                                              "type": "object"
+                                            },
+                                            "SKUTier": {
+                                              "properties": {
+                                                "type": {
+                                                  "type": "string"
+                                                }
+                                              },
+                                              "type": "object"
+                                            },
+                                            "backendAddressesCount": {
+                                              "properties": {
+                                                "type": {
+                                                  "type": "string"
+                                                }
+                                              },
+                                              "type": "object"
+                                            },
+                                            "backendIPCount": {
+                                              "properties": {
+                                                "type": {
+                                                  "type": "string"
+                                                }
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+                                      "type": "object"
+                                    },
+                                    "schemaId": {
+                                      "properties": {
+                                        "type": {
+                                          "type": "string"
+                                        }
+                                      },
+                                      "type": "object"
+                                    },
+                                    "value": {
+                                      "properties": {
+                                        "items": {
+                                          "properties": {
+                                            "type": {
+                                              "type": "string"
+                                            }
+                                          },
+                                          "type": "object"
+                                        },
+                                        "type": {
+                                          "type": "string"
+                                        }
+                                      },
+                                      "type": "object"
+                                    }
+                                  },
+                                  "type": "object"
+                                },
+                                "required": {
+                                  "items": {
+                                    "type": "string"
+                                  },
+                                  "type": "array"
+                                },
+                                "type": {
+                                  "type": "string"
+                                }
+                              },
+                              "type": "object"
+                            },
+                            "type": {
+                              "type": "string"
+                            }
+                          },
+                          "type": "object"
+                        }
+                      }
+                    },
+                    "Parse_Idle_disks": {
+                      "runAfter": {
+                        "Get_idle_Disks": [
+                          "Succeeded"
+                        ]
+                      },
+                      "type": "ParseJson",
+                      "inputs": {
+                        "content": "@body('Get_idle_Disks')",
+                        "schema": {
+                          "properties": {
+                            "properties": {
+                              "properties": {
+                                "count": {
+                                  "properties": {
+                                    "type": {
+                                      "type": "string"
+                                    }
+                                  },
+                                  "type": "object"
+                                },
+                                "data": {
+                                  "properties": {
+                                    "items": {
+                                      "properties": {
+                                        "properties": {
+                                          "properties": {
+                                            "extendedLocation": {
+                                              "properties": {},
+                                              "type": "object"
+                                            },
+                                            "id": {
+                                              "properties": {
+                                                "type": {
+                                                  "type": "string"
+                                                }
+                                              },
+                                              "type": "object"
+                                            },
+                                            "identity": {
+                                              "properties": {},
+                                              "type": "object"
+                                            },
+                                            "kind": {
+                                              "properties": {
+                                                "type": {
+                                                  "type": "string"
+                                                }
+                                              },
+                                              "type": "object"
+                                            },
+                                            "location": {
+                                              "properties": {
+                                                "type": {
+                                                  "type": "string"
+                                                }
+                                              },
+                                              "type": "object"
+                                            },
+                                            "managedBy": {
+                                              "properties": {
+                                                "type": {
+                                                  "type": "string"
+                                                }
+                                              },
+                                              "type": "object"
+                                            },
+                                            "name": {
+                                              "properties": {
+                                                "type": {
+                                                  "type": "string"
+                                                }
+                                              },
+                                              "type": "object"
+                                            },
+                                            "plan": {
+                                              "properties": {},
+                                              "type": "object"
+                                            },
+                                            "properties": {
+                                              "properties": {
+                                                "properties": {
+                                                  "properties": {
+                                                    "creationData": {
+                                                      "properties": {
+                                                        "properties": {
+                                                          "properties": {
+                                                            "createOption": {
+                                                              "properties": {
+                                                                "type": {
+                                                                  "type": "string"
+                                                                }
+                                                              },
+                                                              "type": "object"
+                                                            },
+                                                            "imageReference": {
+                                                              "properties": {
+                                                                "properties": {
+                                                                  "properties": {
+                                                                    "id": {
+                                                                      "properties": {
+                                                                        "type": {
+                                                                          "type": "string"
+                                                                        }
+                                                                      },
+                                                                      "type": "object"
+                                                                    }
+                                                                  },
+                                                                  "type": "object"
+                                                                },
+                                                                "type": {
+                                                                  "type": "string"
+                                                                }
+                                                              },
+                                                              "type": "object"
+                                                            }
+                                                          },
+                                                          "type": "object"
+                                                        },
+                                                        "type": {
+                                                          "type": "string"
+                                                        }
+                                                      },
+                                                      "type": "object"
+                                                    },
+                                                    "diskIOPSReadWrite": {
+                                                      "properties": {
+                                                        "type": {
+                                                          "type": "string"
+                                                        }
+                                                      },
+                                                      "type": "object"
+                                                    },
+                                                    "diskMBpsReadWrite": {
+                                                      "properties": {
+                                                        "type": {
+                                                          "type": "string"
+                                                        }
+                                                      },
+                                                      "type": "object"
+                                                    },
+                                                    "diskSizeBytes": {
+                                                      "properties": {
+                                                        "type": {
+                                                          "type": "string"
+                                                        }
+                                                      },
+                                                      "type": "object"
+                                                    },
+                                                    "diskSizeGB": {
+                                                      "properties": {
+                                                        "type": {
+                                                          "type": "string"
+                                                        }
+                                                      },
+                                                      "type": "object"
+                                                    },
+                                                    "diskState": {
+                                                      "properties": {
+                                                        "type": {
+                                                          "type": "string"
+                                                        }
+                                                      },
+                                                      "type": "object"
+                                                    },
+                                                    "encryption": {
+                                                      "properties": {
+                                                        "properties": {
+                                                          "properties": {
+                                                            "type": {
+                                                              "properties": {
+                                                                "type": {
+                                                                  "type": "string"
+                                                                }
+                                                              },
+                                                              "type": "object"
+                                                            }
+                                                          },
+                                                          "type": "object"
+                                                        },
+                                                        "type": {
+                                                          "type": "string"
+                                                        }
+                                                      },
+                                                      "type": "object"
+                                                    },
+                                                    "hyperVGeneration": {
+                                                      "properties": {
+                                                        "type": {
+                                                          "type": "string"
+                                                        }
+                                                      },
+                                                      "type": "object"
+                                                    },
+                                                    "networkAccessPolicy": {
+                                                      "properties": {
+                                                        "type": {
+                                                          "type": "string"
+                                                        }
+                                                      },
+                                                      "type": "object"
+                                                    },
+                                                    "osType": {
+                                                      "properties": {
+                                                        "type": {
+                                                          "type": "string"
+                                                        }
+                                                      },
+                                                      "type": "object"
+                                                    },
+                                                    "provisioningState": {
+                                                      "properties": {
+                                                        "type": {
+                                                          "type": "string"
+                                                        }
+                                                      },
+                                                      "type": "object"
+                                                    },
+                                                    "publicNetworkAccess": {
+                                                      "properties": {
+                                                        "type": {
+                                                          "type": "string"
+                                                        }
+                                                      },
+                                                      "type": "object"
+                                                    },
+                                                    "supportedCapabilities": {
+                                                      "properties": {
+                                                        "properties": {
+                                                          "properties": {
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+                                                              "properties": {
+                                                                "type": {
+                                                                  "type": "string"
+                                                                }
+                                                              },
+                                                              "type": "object"
+                                                            }
+                                                          },
+                                                          "type": "object"
+                                                        },
+                                                        "type": {
+                                                          "type": "string"
+                                                        }
+                                                      },
+                                                      "type": "object"
+                                                    },
+                                                    "timeCreated": {
+                                                      "properties": {
+                                                        "type": {
+                                                          "type": "string"
+                                                        }
+                                                      },
+                                                      "type": "object"
+                                                    },
+                                                    "uniqueId": {
+                                                      "properties": {
+                                                        "type": {
+                                                          "type": "string"
+                                                        }
+                                                      },
+                                                      "type": "object"
+                                                    }
+                                                  },
+                                                  "type": "object"
+                                                },
+                                                "type": {
+                                                  "type": "string"
+                                                }
+                                              },
+                                              "type": "object"
+                                            },
+                                            "resourceGroup": {
+                                              "properties": {
+                                                "type": {
+                                                  "type": "string"
+                                                }
+                                              },
+                                              "type": "object"
+                                            },
+                                            "sku": {
+                                              "properties": {
+                                                "properties": {
+                                                  "properties": {
+                                                    "name": {
+                                                      "properties": {
+                                                        "type": {
+                                                          "type": "string"
+                                                        }
+                                                      },
+                                                      "type": "object"
+                                                    },
+                                                    "tier": {
+                                                      "properties": {
+                                                        "type": {
+                                                          "type": "string"
+                                                        }
+                                                      },
+                                                      "type": "object"
+                                                    }
+                                                  },
+                                                  "type": "object"
+                                                },
+                                                "type": {
+                                                  "type": "string"
+                                                }
+                                              },
+                                              "type": "object"
+                                            },
+                                            "subscriptionId": {
+                                              "properties": {
+                                                "type": {
+                                                  "type": "string"
+                                                }
+                                              },
+                                              "type": "object"
+                                            },
+                                            "tags": {
+                                              "properties": {},
+                                              "type": "object"
+                                            },
+                                            "tenantId": {
+                                              "properties": {
+                                                "type": {
+                                                  "type": "string"
+                                                }
+                                              },
+                                              "type": "object"
+                                            },
+                                            "type": {
+                                              "properties": {
+                                                "type": {
+                                                  "type": "string"
+                                                }
+                                              },
+                                              "type": "object"
+                                            },
+                                            "zones": {
+                                              "properties": {},
+                                              "type": "object"
+                                            }
+                                          },
+                                          "type": "object"
+                                        },
+                                        "required": {
+                                          "items": {
+                                            "type": "string"
+                                          },
+                                          "type": "array"
+                                        },
+                                        "type": {
+                                          "type": "string"
+                                        }
+                                      },
+                                      "type": "object"
+                                    },
+                                    "type": {
+                                      "type": "string"
+                                    }
+                                  },
+                                  "type": "object"
+                                },
+                                "facets": {
+                                  "properties": {
+                                    "type": {
+                                      "type": "string"
+                                    }
+                                  },
+                                  "type": "object"
+                                },
+                                "resultTruncated": {
+                                  "properties": {
+                                    "type": {
+                                      "type": "string"
+                                    }
+                                  },
+                                  "type": "object"
+                                },
+                                "totalRecords": {
+                                  "properties": {
+                                    "type": {
+                                      "type": "string"
+                                    }
+                                  },
+                                  "type": "object"
+                                }
+                              },
+                              "type": "object"
+                            },
+                            "type": {
+                              "type": "string"
+                            }
+                          },
+                          "type": "object"
+                        }
+                      }
+                    },
+                    "Parse_Snapshots": {
+                      "runAfter": {
+                        "Get_Disk_Snapshots_older_than_30_days": [
+                          "Succeeded"
+                        ]
+                      },
+                      "type": "ParseJson",
+                      "inputs": {
+                        "content": "@body('Get_Disk_Snapshots_older_than_30_days')",
+                        "schema": {
+                          "properties": {
+                            "query": {
+                              "type": "string"
+                            },
+                            "subscriptions": {
+                              "items": {
+                                "type": "string"
+                              },
+                              "type": "array"
+                            }
+                          },
+                          "type": "object"
+                        }
+                      }
+                    },
+                    "Parse_stopped_VMs": {
+                      "runAfter": {
+                        "Get_Stopped_VMs": [
+                          "Succeeded"
+                        ]
+                      },
+                      "type": "ParseJson",
+                      "inputs": {
+                        "content": "@body('Get_Stopped_VMs')",
+                        "schema": {
+                          "properties": {
+                            "properties": {
+                              "properties": {
+                                "count": {
+                                  "properties": {
+                                    "type": {
+                                      "type": "string"
+                                    }
+                                  },
+                                  "type": "object"
+                                },
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+                                            },
+                                            "id": {
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+                                                "type": {
+                                                  "type": "string"
+                                                }
+                                              },
+                                              "type": "object"
+                                            },
+                                            "identity": {
+                                              "properties": {},
+                                              "type": "object"
+                                            },
+                                            "kind": {
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+                                                "type": {
+                                                  "type": "string"
+                                                }
+                                              },
+                                              "type": "object"
+                                            },
+                                            "location": {
+                                              "properties": {
+                                                "type": {
+                                                  "type": "string"
+                                                }
+                                              },
+                                              "type": "object"
+                                            },
+                                            "managedBy": {
+                                              "properties": {
+                                                "type": {
+                                                  "type": "string"
+                                                }
+                                              },
+                                              "type": "object"
+                                            },
+                                            "name": {
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+                                                "type": {
+                                                  "type": "string"
+                                                }
+                                              },
+                                              "type": "object"
+                                            },
+                                            "plan": {
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+                                              "type": "object"
+                                            },
+                                            "properties": {
+                                              "properties": {
+                                                "properties": {
+                                                  "properties": {
+                                                    "diagnosticsProfile": {
+                                                      "properties": {
+                                                        "properties": {
+                                                          "properties": {
+                                                            "bootDiagnostics": {
+                                                              "properties": {
+                                                                "properties": {
+                                                                  "properties": {
+                                                                    "enabled": {
+                                                                      "properties": {
+                                                                        "type": {
+                                                                          "type": "string"
+                                                                        }
+                                                                      },
+                                                                      "type": "object"
+                                                                    }
+                                                                  },
+                                                                  "type": "object"
+                                                                },
+                                                                "type": {
+                                                                  "type": "string"
+                                                                }
+                                                              },
+                                                              "type": "object"
+                                                            }
+                                                          },
+                                                          "type": "object"
+                                                        },
+                                                        "type": {
+                                                          "type": "string"
+                                                        }
+                                                      },
+                                                      "type": "object"
+                                                    },
+                                                    "extended": {
+                                                      "properties": {
+                                                        "properties": {
+                                                          "properties": {
+                                                            "instanceView": {
+                                                              "properties": {
+                                                                "properties": {
+                                                                  "properties": {
+                                                                    "hyperVGeneration": {
+                                                                      "properties": {
+                                                                        "type": {
+                                                                          "type": "string"
+                                                                        }
+                                                                      },
+                                                                      "type": "object"
+                                                                    },
+                                                                    "powerState": {
+                                                                      "properties": {
+                                                                        "properties": {
+                                                                          "properties": {
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+                                                                                "type": {
+                                                                                  "type": "string"
+                                                                                }
+                                                                              },
+                                                                              "type": "object"
+                                                                            },
+                                                                            "displayStatus": {
+                                                                              "properties": {
+                                                                                "type": {
+                                                                                  "type": "string"
+                                                                                }
+                                                                              },
+                                                                              "type": "object"
+                                                                            },
+                                                                            "level": {
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+                                                                                "type": {
+                                                                                  "type": "string"
+                                                                                }
+                                                                              },
+                                                                              "type": "object"
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+                                                                        "type": {
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+                                                                      },
+                                                                      "type": "object"
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+                                                                  },
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+                                                                "type": {
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+                                                              },
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+                                                            }
+                                                          },
+                                                          "type": "object"
+                                                        },
+                                                        "type": {
+                                                          "type": "string"
+                                                        }
+                                                      },
+                                                      "type": "object"
+                                                    },
+                                                    "hardwareProfile": {
+                                                      "properties": {
+                                                        "properties": {
+                                                          "properties": {
+                                                            "vmSize": {
+                                                              "properties": {
+                                                                "type": {
+                                                                  "type": "string"
+                                                                }
+                                                              },
+                                                              "type": "object"
+                                                            }
+                                                          },
+                                                          "type": "object"
+                                                        },
+                                                        "type": {
+                                                          "type": "string"
+                                                        }
+                                                      },
+                                                      "type": "object"
+                                                    },
+                                                    "networkProfile": {
+                                                      "properties": {
+                                                        "properties": {
+                                                          "properties": {
+                                                            "networkInterfaces": {
+                                                              "properties": {
+                                                                "items": {
+                                                                  "properties": {
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+                                                                        "id": {
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+                                                                            }
+                                                                          },
+                                                                          "type": "object"
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+                                                                      },
+                                                                      "type": "object"
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+                                                                  "type": "object"
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+                                                                "type": {
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+                                                              },
+                                                              "type": "object"
+                                                            }
+                                                          },
+                                                          "type": "object"
+                                                        },
+                                                        "type": {
+                                                          "type": "string"
+                                                        }
+                                                      },
+                                                      "type": "object"
+                                                    },
+                                                    "osProfile": {
+                                                      "properties": {
+                                                        "properties": {
+                                                          "properties": {
+                                                            "adminUsername": {
+                                                              "properties": {
+                                                                "type": {
+                                                                  "type": "string"
+                                                                }
+                                                              },
+                                                              "type": "object"
+                                                            },
+                                                            "allowExtensionOperations": {
+                                                              "properties": {
+                                                                "type": {
+                                                                  "type": "string"
+                                                                }
+                                                              },
+                                                              "type": "object"
+                                                            },
+                                                            "computerName": {
+                                                              "properties": {
+                                                                "type": {
+                                                                  "type": "string"
+                                                                }
+                                                              },
+                                                              "type": "object"
+                                                            },
+                                                            "requireGuestProvisionSignal": {
+                                                              "properties": {
+                                                                "type": {
+                                                                  "type": "string"
+                                                                }
+                                                              },
+                                                              "type": "object"
+                                                            },
+                                                            "secrets": {
+                                                              "properties": {
+                                                                "type": {
+                                                                  "type": "string"
+                                                                }
+                                                              },
+                                                              "type": "object"
+                                                            },
+                                                            "windowsConfiguration": {
+                                                              "properties": {
+                                                                "properties": {
+                                                                  "properties": {
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+                                                                      "properties": {
+                                                                        "type": {
+                                                                          "type": "string"
+                                                                        }
+                                                                      },
+                                                                      "type": "object"
+                                                                    },
+                                                                    "patchSettings": {
+                                                                      "properties": {
+                                                                        "properties": {
+                                                                          "properties": {
+                                                                            "assessmentMode": {
+                                                                              "properties": {
+                                                                                "type": {
+                                                                                  "type": "string"
+                                                                                }
+                                                                              },
+                                                                              "type": "object"
+                                                                            },
+                                                                            "enableHotpatching": {
+                                                                              "properties": {
+                                                                                "type": {
+                                                                                  "type": "string"
+                                                                                }
+                                                                              },
+                                                                              "type": "object"
+                                                                            },
+                                                                            "patchMode": {
+                                                                              "properties": {
+                                                                                "type": {
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+                                                                                }
+                                                                              },
+                                                                              "type": "object"
+                                                                            }
+                                                                          },
+                                                                          "type": "object"
+                                                                        },
+                                                                        "type": {
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+                                                                        }
+                                                                      },
+                                                                      "type": "object"
+                                                                    },
+                                                                    "provisionVMAgent": {
+                                                                      "properties": {
+                                                                        "type": {
+                                                                          "type": "string"
+                                                                        }
+                                                                      },
+                                                                      "type": "object"
+                                                                    }
+                                                                  },
+                                                                  "type": "object"
+                                                                },
+                                                                "type": {
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+                                                                }
+                                                              },
+                                                              "type": "object"
+                                                            }
+                                                          },
+                                                          "type": "object"
+                                                        },
+                                                        "type": {
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+                                                        }
+                                                      },
+                                                      "type": "object"
+                                                    },
+                                                    "provisioningState": {
+                                                      "properties": {
+                                                        "type": {
+                                                          "type": "string"
+                                                        }
+                                                      },
+                                                      "type": "object"
+                                                    },
+                                                    "storageProfile": {
+                                                      "properties": {
+                                                        "properties": {
+                                                          "properties": {
+                                                            "dataDisks": {
+                                                              "properties": {
+                                                                "type": {
+                                                                  "type": "string"
+                                                                }
+                                                              },
+                                                              "type": "object"
+                                                            },
+                                                            "imageReference": {
+                                                              "properties": {
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+                                                                  "properties": {
+                                                                    "exactVersion": {
+                                                                      "properties": {
+                                                                        "type": {
+                                                                          "type": "string"
+                                                                        }
+                                                                      },
+                                                                      "type": "object"
+                                                                    },
+                                                                    "offer": {
+                                                                      "properties": {
+                                                                        "type": {
+                                                                          "type": "string"
+                                                                        }
+                                                                      },
+                                                                      "type": "object"
+                                                                    },
+                                                                    "publisher": {
+                                                                      "properties": {
+                                                                        "type": {
+                                                                          "type": "string"
+                                                                        }
+                                                                      },
+                                                                      "type": "object"
+                                                                    },
+                                                                    "sku": {
+                                                                      "properties": {
+                                                                        "type": {
+                                                                          "type": "string"
+                                                                        }
+                                                                      },
+                                                                      "type": "object"
+                                                                    },
+                                                                    "version": {
+                                                                      "properties": {
+                                                                        "type": {
+                                                                          "type": "string"
+                                                                        }
+                                                                      },
+                                                                      "type": "object"
+                                                                    }
+                                                                  },
+                                                                  "type": "object"
+                                                                },
+                                                                "type": {
+                                                                  "type": "string"
+                                                                }
+                                                              },
+                                                              "type": "object"
+                                                            },
+                                                            "osDisk": {
+                                                              "properties": {
+                                                                "properties": {
+                                                                  "properties": {
+                                                                    "caching": {
+                                                                      "properties": {
+                                                                        "type": {
+                                                                          "type": "string"
+                                                                        }
+                                                                      },
+                                                                      "type": "object"
+                                                                    },
+                                                                    "createOption": {
+                                                                      "properties": {
+                                                                        "type": {
+                                                                          "type": "string"
+                                                                        }
+                                                                      },
+                                                                      "type": "object"
+                                                                    },
+                                                                    "deleteOption": {
+                                                                      "properties": {
+                                                                        "type": {
+                                                                          "type": "string"
+                                                                        }
+                                                                      },
+                                                                      "type": "object"
+                                                                    },
+                                                                    "diskSizeGB": {
+                                                                      "properties": {
+                                                                        "type": {
+                                                                          "type": "string"
+                                                                        }
+                                                                      },
+                                                                      "type": "object"
+                                                                    },
+                                                                    "managedDisk": {
+                                                                      "properties": {
+                                                                        "properties": {
+                                                                          "properties": {
+                                                                            "id": {
+                                                                              "properties": {
+                                                                                "type": {
+                                                                                  "type": "string"
+                                                                                }
+                                                                              },
+                                                                              "type": "object"
+                                                                            },
+                                                                            "storageAccountType": {
+                                                                              "properties": {
+                                                                                "type": {
+                                                                                  "type": "string"
+                                                                                }
+                                                                              },
+                                                                              "type": "object"
+                                                                            }
+                                                                          },
+                                                                          "type": "object"
+                                                                        },
+                                                                        "type": {
+                                                                          "type": "string"
+                                                                        }
+                                                                      },
+                                                                      "type": "object"
+                                                                    },
+                                                                    "name": {
+                                                                      "properties": {
+                                                                        "type": {
+                                                                          "type": "string"
+                                                                        }
+                                                                      },
+                                                                      "type": "object"
+                                                                    },
+                                                                    "osType": {
+                                                                      "properties": {
+                                                                        "type": {
+                                                                          "type": "string"
+                                                                        }
+                                                                      },
+                                                                      "type": "object"
+                                                                    }
+                                                                  },
+                                                                  "type": "object"
+                                                                },
+                                                                "type": {
+                                                                  "type": "string"
+                                                                }
+                                                              },
+                                                              "type": "object"
+                                                            }
+                                                          },
+                                                          "type": "object"
+                                                        },
+                                                        "type": {
+                                                          "type": "string"
+                                                        }
+                                                      },
+                                                      "type": "object"
+                                                    },
+                                                    "vmId": {
+                                                      "properties": {
+                                                        "type": {
+                                                          "type": "string"
+                                                        }
+                                                      },
+                                                      "type": "object"
+                                                    }
+                                                  },
+                                                  "type": "object"
+                                                },
+                                                "type": {
+                                                  "type": "string"
+                                                }
+                                              },
+                                              "type": "object"
+                                            },
+                                            "resourceGroup": {
+                                              "properties": {
+                                                "type": {
+                                                  "type": "string"
+                                                }
+                                              },
+                                              "type": "object"
+                                            },
+                                            "sku": {
+                                              "properties": {},
+                                              "type": "object"
+                                            },
+                                            "subscriptionId": {
+                                              "properties": {
+                                                "type": {
+                                                  "type": "string"
+                                                }
+                                              },
+                                              "type": "object"
+                                            },
+                                            "tags": {
+                                              "properties": {},
+                                              "type": "object"
+                                            },
+                                            "tenantId": {
+                                              "properties": {
+                                                "type": {
+                                                  "type": "string"
+                                                }
+                                              },
+                                              "type": "object"
+                                            },
+                                            "type": {
+                                              "properties": {
+                                                "type": {
+                                                  "type": "string"
+                                                }
+                                              },
+                                              "type": "object"
+                                            },
+                                            "zones": {
+                                              "properties": {},
+                                              "type": "object"
+                                            }
+                                          },
+                                          "type": "object"
+                                        },
+                                        "required": {
+                                          "items": {
+                                            "type": "string"
+                                          },
+                                          "type": "array"
+                                        },
+                                        "type": {
+                                          "type": "string"
+                                        }
+                                      },
+                                      "type": "object"
+                                    },
+                                    "type": {
+                                      "type": "string"
+                                    }
+                                  },
+                                  "type": "object"
+                                },
+                                "facets": {
+                                  "properties": {
+                                    "type": {
+                                      "type": "string"
+                                    }
+                                  },
+                                  "type": "object"
+                                },
+                                "resultTruncated": {
+                                  "properties": {
+                                    "type": {
+                                      "type": "string"
+                                    }
+                                  },
+                                  "type": "object"
+                                },
+                                "totalRecords": {
+                                  "properties": {
+                                    "type": {
+                                      "type": "string"
+                                    }
+                                  },
+                                  "type": "object"
+                                }
+                              },
+                              "type": "object"
+                            },
+                            "type": {
+                              "type": "string"
+                            }
+                          },
+                          "type": "object"
+                        }
+                      }
+                    },
+                    "Set_alert_recipient": {
+                      "runAfter": {
+                        "Set_email_subject": [
+                          "Succeeded"
+                        ]
+                      },
+                      "type": "InitializeVariable",
+                      "inputs": {
+                        "variables": [
+                          {
+                            "name": "SendAlertTo",
+                            "type": "string"
+                          }
+                        ]
+                      }
+                    },
+                    "Initialize_App_Gateway_HTML": {
+                      "runAfter": {
+                        "Initialize_App_Gateways_URI": [
+                          "Succeeded"
+                        ]
+                      },
+                      "type": "InitializeVariable",
+                      "inputs": {
+                        "variables": [
+                          {
+                            "name": "AppGatewayHTML",
+                            "type": "string",
+                            "value": "<h2>Idle Application Gateway Details</h2>"
+                          }
+                        ]
+                      }
+                    },
+                    "Initialize_Disk_HTML": {
+                      "runAfter": {
+                        "Initialize_Disk_URI": [
+                          "Succeeded"
+                        ]
+                      },
+                      "type": "InitializeVariable",
+                      "inputs": {
+                        "variables": [
+                          {
+                            "name": "IdleDiskHTML",
+                            "type": "string",
+                            "value": "<h2>Idle Disk Details</h2>"
+                          }
+                        ]
+                      }
+                    },
+                    "Send_an_email_(V2)": {
+                      "runAfter": {
+                        "EmailNotice": [
+                          "Succeeded"
+                        ]
+                      },
+                      "type": "ApiConnection",
+                      "inputs": {
+                        "host": {
+                          "connection": {
+                            "name": "@parameters('$connections')['office365']['connectionId']"
+                          }
+                        },
+                        "method": "post",
+                        "body": {
+                          "To": "@variables('SendAlertTo')",
+                          "Subject": "@variables('SetEmailSubject')",
+                          "Body": "<p class=\"editor-paragraph\">@{variables('EmailNotice')}</p><p class=\"editor-paragraph\">@{variables('AppGatewayHTML')}<br>@{variables('IdleDiskHTML')}<br>@{variables('IPAddressHTML')}<br>@{variables('LoadBalancerHTML')}<br>@{variables('DiskSnapshotHTML')}<br>@{variables('StoppedVMHTML')}</p><br><h1 class=\"editor-heading-h1\"><b><strong class=\"editor-text-bold\">📧 </strong></b><b><strong class=\"editor-text-bold\" style=\"font-size: 20px;\">About FinOps alerts</strong></b></h1><p class=\"editor-paragraph\">FinOps alerts keep you informed about cost optimization opportunities within in your cloud environment. They are fully configurable and can be tailored to run on your desired schedule, ensuring that you receive timely notifications on the scenarios most important to your organization. FinOps alerts are part of the FinOps toolkit, an open-source collection of FinOps solutions that help you manage and optimize your cost, usage, and carbon.</p><h1 class=\"editor-heading-h1\"><b><strong class=\"editor-text-bold\" style=\"font-size: 20px;\">Provide feedback</strong></b></h1><p class=\"editor-paragraph\"><a href=\"https://portal.azure.com/#view/HubsExtension/InProductFeedbackBlade/extensionName/FinOpsToolkit/cesQuestion/How%20easy%20or%20hard%20is%20it%20to%20use%20FinOps%20alerts%3F/cvaQuestion/How%20valuable%20are%20FinOps%20alerts%3F/surveyId/FTK/bladeName/Alerts/featureName/Email\" class=\"editor-link\"><u><span class=\"editor-text-underline\">Give feedback</span></u></a><br><a href=\"https://github.com/microsoft/finops-toolkit/issues?q=is%3Aissue%20is%3Aopen%20label%3A%22Tool%3A%20FinOps%20alerts%22%20sort%3Areactions-%2B1-desc\" class=\"editor-link\"><u><span class=\"editor-text-underline\">Vote on or suggest ideas</span></u></a></p><br>"
+                        },
+                        "path": "/v2/Mail"
+                      }
+                    },
+                    "Initialize_IP_Address_HTML": {
+                      "runAfter": {
+                        "Initialize_IP_addresses_URI": [
+                          "Succeeded"
+                        ]
+                      },
+                      "type": "InitializeVariable",
+                      "inputs": {
+                        "variables": [
+                          {
+                            "name": "IPAddressHTML",
+                            "type": "string",
+                            "value": "<h2>Idle IP Address Details</h2>"
+                          }
+                        ]
+                      }
+                    },
+                    "Initialize_Load_Balancer_HTML": {
+                      "runAfter": {
+                        "Initialize_Load_Balancer_URI": [
+                          "Succeeded"
+                        ]
+                      },
+                      "type": "InitializeVariable",
+                      "inputs": {
+                        "variables": [
+                          {
+                            "name": "LoadBalancerHTML",
+                            "type": "string",
+                            "value": "<h2>Idle Load Balancer Details</h2>"
+                          }
+                        ]
+                      }
+                    },
+                    "Initialize_Disk_Snapshot_HTML": {
+                      "runAfter": {
+                        "Initialize_Snapshot_URI": [
+                          "Succeeded"
+                        ]
+                      },
+                      "type": "InitializeVariable",
+                      "inputs": {
+                        "variables": [
+                          {
+                            "name": "DiskSnapshotHTML",
+                            "type": "string",
+                            "value": "<h2>Old Disk Snapshot Details</h2>"
+                          }
+                        ]
+                      }
+                    },
+                    "Initialize_Stopped_VM_HTML": {
+                      "runAfter": {
+                        "Initialize_Stopped_VM_URI": [
+                          "Succeeded"
+                        ]
+                      },
+                      "type": "InitializeVariable",
+                      "inputs": {
+                        "variables": [
+                          {
+                            "name": "StoppedVMHTML",
+                            "type": "string",
+                            "value": "<h2>Stopped VM Details</h2>"
+                          }
+                        ]
+                      }
+                    },
+                    "End_to_App_Gateway_HTML": {
+                      "runAfter": {
+                        "For_each_App_GW": [
+                          "Succeeded"
+                        ]
+                      },
+                      "type": "AppendToStringVariable",
+                      "inputs": {
+                        "name": "AppGatewayHTML",
+                        "value": "</tbody></table>"
+                      }
+                    },
+                    "End_to_IP_Address_HTML": {
+                      "runAfter": {
+                        "For_each_IP_address": [
+                          "Succeeded"
+                        ]
+                      },
+                      "type": "AppendToStringVariable",
+                      "inputs": {
+                        "name": "IPAddressHTML",
+                        "value": " </table>"
+                      }
+                    },
+                    "End_to_Disk_HTML": {
+                      "runAfter": {
+                        "For_each_Disk": [
+                          "Succeeded"
+                        ]
+                      },
+                      "type": "AppendToStringVariable",
+                      "inputs": {
+                        "name": "IdleDiskHTML",
+                        "value": "</tbody></table>"
+                      }
+                    },
+                    "End_to_Load_Balancer_HTML": {
+                      "runAfter": {
+                        "For_each_Load_Balancer": [
+                          "Succeeded"
+                        ]
+                      },
+                      "type": "AppendToStringVariable",
+                      "inputs": {
+                        "name": "LoadBalancerHTML",
+                        "value": "</table>"
+                      }
+                    },
+                    "End_to_Disk_Snapshot_HTML": {
+                      "runAfter": {
+                        "For_each_Snapshot": [
+                          "Succeeded"
+                        ]
+                      },
+                      "type": "AppendToStringVariable",
+                      "inputs": {
+                        "name": "DiskSnapshotHTML",
+                        "value": "</table>"
+                      }
+                    },
+                    "End_to_Stopped_VM_HTML": {
+                      "runAfter": {
+                        "For_each_Stopped_VM": [
+                          "Succeeded"
+                        ]
+                      },
+                      "type": "AppendToStringVariable",
+                      "inputs": {
+                        "name": "StoppedVMHTML",
+                        "value": "</table>"
+                      }
+                    },
+                    "Set_email_subject": {
+                      "runAfter": {},
+                      "type": "InitializeVariable",
+                      "inputs": {
+                        "variables": [
+                          {
+                            "name": "SetEmailSubject",
+                            "type": "string"
+                          }
+                        ]
+                      }
+                    },
+                    "Included_subscriptions": {
+                      "runAfter": {
+                        "Set_alert_recipient": [
+                          "Succeeded"
+                        ]
+                      },
+                      "type": "InitializeVariable",
+                      "inputs": {
+                        "variables": [
+                          {
+                            "name": "IncludedSubscriptions",
+                            "type": "array",
+                            "value": []
+                          }
+                        ]
+                      }
+                    },
+                    "Initialize_resources_table": {
+                      "runAfter": {
+                        "Excluded_subscriptions": [
+                          "Succeeded"
+                        ]
+                      },
+                      "type": "InitializeVariable",
+                      "inputs": {
+                        "variables": [
+                          {
+                            "name": "resourcesTable",
+                            "type": "string",
+                            "value": "resources@{if(equals(length(variables('IncludedSubscriptions')), 0), '', concat('| where subscriptionId in (', replace(replace(replace(string(variables('IncludedSubscriptions')), '\n', ''), '[', ''), ']', ''), ')'))}@{if(equals(length(variables('ExcludedSubscriptions')), 0), '', concat('| where subscriptionId !in (', replace(replace(replace(string(variables('ExcludedSubscriptions')), '\n', ''), '[', ''), ']', ''), ')'))}"
+                          }
+                        ]
+                      }
+                    },
+                    "Condition_App_Gateway": {
+                      "actions": {
+                        "Append_no_App_Gateway_results_text": {
+                          "type": "AppendToStringVariable",
+                          "inputs": {
+                            "name": "AppGatewayHTML",
+                            "value": "No resources are idle."
+                          }
+                        }
+                      },
+                      "runAfter": {
+                        "Initialize_App_Gateway_HTML": [
+                          "Succeeded"
+                        ]
+                      },
+                      "else": {
+                        "actions": {
+                          "Append_App_Gateway_results_in_table": {
+                            "type": "AppendToStringVariable",
+                            "inputs": {
+                              "name": "AppGatewayHTML",
+                              "value": "<table border=\"1\" style=\"border-collapse: collapse;\">\n  <thead><tr>\n    <th style=\"padding: 8px;\">Name</th>\n    <th style=\"padding: 8px;\">Resource Group</th>\n    <th style=\"padding: 8px;\">Subscription</th>\n  </tr></thead>\n<tbody>"
+                            }
+                          }
+                        }
+                      },
+                      "expression": {
+                        "and": [
+                          {
+                            "equals": [
+                              "@length(body('Get_idle_App_Gateways')['data'])",
+                              0
+                            ]
+                          }
+                        ]
+                      },
+                      "type": "If"
+                    },
+                    "Condition_Stopped_VMs": {
+                      "actions": {
+                        "Append_no_Stopped_VM_results_text_": {
+                          "type": "AppendToStringVariable",
+                          "inputs": {
+                            "name": "StoppedVMHTML",
+                            "value": "No resources are idle."
+                          }
+                        }
+                      },
+                      "runAfter": {
+                        "Initialize_Stopped_VM_HTML": [
+                          "Succeeded"
+                        ]
+                      },
+                      "else": {
+                        "actions": {
+                          "Append_Stopped_VM_result_in_table_": {
+                            "type": "AppendToStringVariable",
+                            "inputs": {
+                              "name": "StoppedVMHTML",
+                              "value": "<table border=\"1\" style=\"border-collapse: collapse;\">\n  <thead><tr>\n    <th style=\"padding: 8px;\">Name</th>\n    <th style=\"padding: 8px;\">Resource Group</th>\n    <th style=\"padding: 8px;\">Subscription</th>\n  </tr></thead>\n<tbody>"
+                            }
+                          }
+                        }
+                      },
+                      "expression": {
+                        "and": [
+                          {
+                            "equals": [
+                              "@length(body('Get_Stopped_VMs')['data'])",
+                              0
+                            ]
+                          }
+                        ]
+                      },
+                      "type": "If"
+                    },
+                    "Condition_Disk": {
+                      "actions": {
+                        "Append_no_Disk_results_text": {
+                          "type": "AppendToStringVariable",
+                          "inputs": {
+                            "name": "IdleDiskHTML",
+                            "value": "No resources are idle."
+                          }
+                        }
+                      },
+                      "runAfter": {
+                        "Initialize_Disk_HTML": [
+                          "Succeeded"
+                        ]
+                      },
+                      "else": {
+                        "actions": {
+                          "Append_Disk_results_in_table": {
+                            "type": "AppendToStringVariable",
+                            "inputs": {
+                              "name": "IdleDiskHTML",
+                              "value": "<table border=\"1\" style=\"border-collapse: collapse;\">\n  <thead><tr>\n    <th style=\"padding: 8px;\">Name</th>\n    <th style=\"padding: 8px;\">Resource Group</th>\n    <th style=\"padding: 8px;\">Subscription</th>\n  </tr></thead>\n<tbody>"
+                            }
+                          }
+                        }
+                      },
+                      "expression": {
+                        "and": [
+                          {
+                            "equals": [
+                              "@length(body('Get_idle_Disks')['data'])",
+                              0
+                            ]
+                          }
+                        ]
+                      },
+                      "type": "If"
+                    },
+                    "Condition_IP_Address": {
+                      "actions": {
+                        "Append_no_IP_Address_results_text": {
+                          "type": "AppendToStringVariable",
+                          "inputs": {
+                            "name": "IPAddressHTML",
+                            "value": "No resources are idle."
+                          }
+                        }
+                      },
+                      "runAfter": {
+                        "Initialize_IP_Address_HTML": [
+                          "Succeeded"
+                        ]
+                      },
+                      "else": {
+                        "actions": {
+                          "Append_IP_Address_results_in_table": {
+                            "type": "AppendToStringVariable",
+                            "inputs": {
+                              "name": "IPAddressHTML",
+                              "value": "<table border=\"1\" style=\"border-collapse: collapse;\">\n  <thead><tr>\n    <th style=\"padding: 8px;\">Name</th>\n    <th style=\"padding: 8px;\">Resource Group</th>\n    <th style=\"padding: 8px;\">Subscription</th>\n  </tr></thead>\n<tbody>"
+                            }
+                          }
+                        }
+                      },
+                      "expression": {
+                        "and": [
+                          {
+                            "equals": [
+                              "@length(body('Get_idle_IP_addresses')['data'])",
+                              0
+                            ]
+                          }
+                        ]
+                      },
+                      "type": "If"
+                    },
+                    "Condition_Load_Balancer": {
+                      "actions": {
+                        "Append_no_Load_Balancer_results_text": {
+                          "type": "AppendToStringVariable",
+                          "inputs": {
+                            "name": "LoadBalancerHTML",
+                            "value": "No resources are idle."
+                          }
+                        }
+                      },
+                      "runAfter": {
+                        "Initialize_Load_Balancer_HTML": [
+                          "Succeeded"
+                        ]
+                      },
+                      "else": {
+                        "actions": {
+                          "Append_Load_Balancer_results_in_table": {
+                            "type": "AppendToStringVariable",
+                            "inputs": {
+                              "name": "LoadBalancerHTML",
+                              "value": "<table border=\"1\" style=\"border-collapse: collapse;\">\n  <thead><tr>\n    <th style=\"padding: 8px;\">Name</th>\n    <th style=\"padding: 8px;\">Resource Group</th>\n    <th style=\"padding: 8px;\">Subscription</th>\n  </tr></thead>\n<tbody>"
+                            }
+                          }
+                        }
+                      },
+                      "expression": {
+                        "and": [
+                          {
+                            "equals": [
+                              "@length(body('Get_idle_Load_Balancers')['data'])",
+                              0
+                            ]
+                          }
+                        ]
+                      },
+                      "type": "If"
+                    },
+                    "Condition_Disk_Snapshots": {
+                      "actions": {
+                        "Append_no_Disk_Snapshot_results_text": {
+                          "type": "AppendToStringVariable",
+                          "inputs": {
+                            "name": "DiskSnapshotHTML",
+                            "value": "No resources are idle."
+                          }
+                        }
+                      },
+                      "runAfter": {
+                        "Initialize_Disk_Snapshot_HTML": [
+                          "Succeeded"
+                        ]
+                      },
+                      "else": {
+                        "actions": {
+                          "Append_Disk_Snapshot_results_in_table": {
+                            "type": "AppendToStringVariable",
+                            "inputs": {
+                              "name": "DiskSnapshotHTML",
+                              "value": "<table border=\"1\" style=\"border-collapse: collapse;\">\n  <thead><tr>\n    <th style=\"padding: 8px;\">Name</th>\n    <th style=\"padding: 8px;\">Resource Group</th>\n    <th style=\"padding: 8px;\">Subscription</th>\n  </tr></thead>\n<tbody>"
+                            }
+                          }
+                        }
+                      },
+                      "expression": {
+                        "and": [
+                          {
+                            "equals": [
+                              "@length(body('Get_Disk_Snapshots_older_than_30_days')['data'])",
+                              0
+                            ]
+                          }
+                        ]
+                      },
+                      "type": "If"
+                    },
+                    "Condition_App_Gateway_next_steps": {
+                      "actions": {},
+                      "runAfter": {
+                        "End_to_App_Gateway_HTML": [
+                          "Succeeded"
+                        ]
+                      },
+                      "else": {
+                        "actions": {
+                          "Append_to_App_Gateway_table": {
+                            "type": "AppendToStringVariable",
+                            "inputs": {
+                              "name": "AppGatewayHTML",
+                              "value": "<div style=\"margin-top: 16px;\">\n  <strong>👉 Next steps:</strong> <span>Review application gateways which include backend pools with no targets.</span>\n</div>"
+                            }
+                          }
+                        }
+                      },
+                      "expression": {
+                        "and": [
+                          {
+                            "equals": [
+                              "@length(body('Get_idle_App_Gateways')['data'])",
+                              0
+                            ]
+                          }
+                        ]
+                      },
+                      "type": "If"
+                    },
+                    "Condition_Disk_next_steps": {
+                      "actions": {},
+                      "runAfter": {
+                        "End_to_Disk_HTML": [
+                          "Succeeded"
+                        ]
+                      },
+                      "else": {
+                        "actions": {
+                          "Append_to_Disk_table": {
+                            "type": "AppendToStringVariable",
+                            "inputs": {
+                              "name": "IdleDiskHTML",
+                              "value": "<div style=\"margin-top: 16px;\">\n  <strong>👉 Next steps:</strong> <span>Review managed disks that are not attached to any virtual machine.</span>\n</div>"
+                            }
+                          }
+                        }
+                      },
+                      "expression": {
+                        "and": [
+                          {
+                            "equals": [
+                              "@length(body('Get_idle_Disks')['data'])",
+                              0
+                            ]
+                          }
+                        ]
+                      },
+                      "type": "If"
+                    },
+                    "Condition_IP_Address_next_steps": {
+                      "actions": {},
+                      "runAfter": {
+                        "End_to_IP_Address_HTML": [
+                          "Succeeded"
+                        ]
+                      },
+                      "else": {
+                        "actions": {
+                          "Append_to_IP_Address_table": {
+                            "type": "AppendToStringVariable",
+                            "inputs": {
+                              "name": "IPAddressHTML",
+                              "value": "<div style=\"margin-top: 16px;\">\n  <strong>👉 Next steps:</strong> <span>Review unattached public IP addresses, as they may represent additional cost.</span>\n</div>"
+                            }
+                          }
+                        }
+                      },
+                      "expression": {
+                        "and": [
+                          {
+                            "equals": [
+                              "@length(body('Get_idle_IP_addresses')['data'])",
+                              0
+                            ]
+                          }
+                        ]
+                      },
+                      "type": "If"
+                    },
+                    "Condition_Load_Balancer_next_steps": {
+                      "actions": {},
+                      "runAfter": {
+                        "End_to_Load_Balancer_HTML": [
+                          "Succeeded"
+                        ]
+                      },
+                      "else": {
+                        "actions": {
+                          "Append_to_Load_Balancer_table": {
+                            "type": "AppendToStringVariable",
+                            "inputs": {
+                              "name": "LoadBalancerHTML",
+                              "value": "<div style=\"margin-top: 16px;\">\n  <strong>👉 Next steps:</strong> <span>Review load balancers with no backend pools and remove them if not needed.</span>\n</div>"
+                            }
+                          }
+                        }
+                      },
+                      "expression": {
+                        "and": [
+                          {
+                            "equals": [
+                              "@length(body('Get_idle_Load_Balancers')['data'])",
+                              0
+                            ]
+                          }
+                        ]
+                      },
+                      "type": "If"
+                    },
+                    "Condition_Disk_Snapshot_next_steps": {
+                      "actions": {},
+                      "runAfter": {
+                        "End_to_Disk_Snapshot_HTML": [
+                          "Succeeded"
+                        ]
+                      },
+                      "else": {
+                        "actions": {
+                          "Append_to_Disk_Snapshot_table": {
+                            "type": "AppendToStringVariable",
+                            "inputs": {
+                              "name": "DiskSnapshotHTML",
+                              "value": "<div style=\"margin-top: 16px;\">\n  <strong>👉 Next steps:</strong> <span>Review managed disk snapshots that are older than 30 days.</span>\n</div>"
+                            }
+                          }
+                        }
+                      },
+                      "expression": {
+                        "and": [
+                          {
+                            "equals": [
+                              "@length(body('Get_Disk_Snapshots_older_than_30_days')['data'])",
+                              0
+                            ]
+                          }
+                        ]
+                      },
+                      "type": "If"
+                    },
+                    "Condition_stopped_VM_next_steps": {
+                      "actions": {},
+                      "runAfter": {
+                        "End_to_Stopped_VM_HTML": [
+                          "Succeeded"
+                        ]
+                      },
+                      "else": {
+                        "actions": {
+                          "Append_to_Stopped_VM_table": {
+                            "type": "AppendToStringVariable",
+                            "inputs": {
+                              "name": "StoppedVMHTML",
+                              "value": "<div style=\"margin-top: 16px;\">\n  <strong>👉 Next steps:</strong>  <span>Review stopped VMs, as they are billed for the allocated cost.</span>\n</div>"
+                            }
+                          }
+                        }
+                      },
+                      "expression": {
+                        "and": [
+                          {
+                            "equals": [
+                              "@length(body('Get_Stopped_VMs')['data'])",
+                              0
+                            ]
+                          }
+                        ]
+                      },
+                      "type": "If"
+                    },
+                    "EmailNotice": {
+                      "runAfter": {
+                        "Condition_App_Gateway_next_steps": [
+                          "Succeeded"
+                        ],
+                        "Condition_Disk_next_steps": [
+                          "Succeeded"
+                        ],
+                        "Condition_IP_Address_next_steps": [
+                          "Succeeded"
+                        ],
+                        "Condition_Load_Balancer_next_steps": [
+                          "Succeeded"
+                        ],
+                        "Condition_Disk_Snapshot_next_steps": [
+                          "Succeeded"
+                        ],
+                        "Condition_stopped_VM_next_steps": [
+                          "Succeeded"
+                        ]
+                      },
+                      "type": "InitializeVariable",
+                      "inputs": {
+                        "variables": [
+                          {
+                            "name": "EmailNotice",
+                            "type": "string",
+                            "value": "<p class=\"editor-paragraph\"><b><strong class=\"editor-text-bold\">The following resources have been identified through FinOps alerts. </strong></b><b><strong class=\"editor-text-bold\">Please take a moment to review and proceed with the next steps outlined below:</strong></b></p><hr><br>"
+                          }
+                        ]
+                      }
+                    }
+                  },
+                  "outputs": {}
+                },
+                "parameters": {
+                  "$connections": {
+                    "value": {
+                      "office365": {
+                        "connectionId": "[resourceId('Microsoft.Web/connections', variables('connectionName'))]",
+                        "connectionName": "[variables('connectionName')]",
+                        "id": "[subscriptionResourceId('Microsoft.Web/locations/managedApis', parameters('location'), 'office365')]"
+                      }
+                    }
+                  }
+                }
+              },
+              "location": "[parameters('location')]",
+              "tags": {
+                "displayName": "FinOpsalert"
+              },
+              "dependsOn": [
+                "[resourceId('Microsoft.Web/connections', variables('connectionName'))]"
+              ]
+            },
+            {
+              "type": "Microsoft.Web/connections",
+              "apiVersion": "2016-06-01",
+              "name": "[variables('connectionName')]",
+              "location": "[parameters('location')]",
+              "properties": {
+                "api": {
+                  "id": "[subscriptionResourceId('Microsoft.Web/locations/managedApis', parameters('location'), 'office365')]"
+                },
+                "displayName": "[variables('displayName')]"
+              }
+            }
+          ],
+          "outputs": {
+            "logicAppName": {
+              "type": "string",
+              "value": "[parameters('appName')]"
+            },
+            "connectionName": {
+              "type": "string",
+              "value": "[variables('connectionName')]"
+            },
+            "actionsCount": {
+              "type": "int",
+              "value": "[length(variables('actionKeys'))]"
+            },
+            "logicAppResourceId": {
+              "type": "string",
+              "value": "[resourceId('Microsoft.Logic/workflows', parameters('appName'))]"
+            },
+            "logicAppPrincipalId": {
+              "type": "string",
+              "value": "[reference(resourceId('Microsoft.Logic/workflows', parameters('appName')), '2019-05-01', 'full').identity.principalId]"
+            },
+            "logicAppTriggerUrl": {
+              "type": "string",
+              "value": "[format('https://{0}.logic.azure.com:443/workflows/{1}/triggers/Recurrence/run?api-version=2016-10-01', parameters('appName'), parameters('appName'))]"
+            }
+          }
+        }
+      }
+    }
+  ]
+}
\ No newline at end of file
diff --git a/docs/deploy/finops-alerts-15.0.ui.json b/docs/deploy/finops-alerts-15.0.ui.json
new file mode 100644
index 000000000..7f519e102
--- /dev/null
+++ b/docs/deploy/finops-alerts-15.0.ui.json
@@ -0,0 +1,72 @@
+{
+  "$schema": "https://schema.management.azure.com/schemas/0.1.2-preview/CreateUIDefinition.MultiVm.json#",
+  "handler": "Microsoft.Azure.CreateUIDef",
+  "version": "0.1.2-preview",
+  "parameters": {
+    "config": {
+      "basics": {
+        "description": "FinOps alerts is an Azure Logic Apps-based automated detection system that identifies idle resources across selected subscriptions on a configurable schedule and sends notifications to admins to investigate and take action",
+        "location": {
+          "label": "Location",
+          "toolTip": "Location of logic app must be in the same region as the resource group.",
+          "resourceTypes": [
+            "Microsoft.Logic/workflows",
+            "Microsoft.Web/connections"
+          ]
+        }
+      }
+    },
+    "basics": [
+    {
+      "name": "finopsalertsName",
+      "type": "Microsoft.Common.TextBox",
+      "label": "FinOps alerts name",
+      "defaultValue": "finops-alerts",
+      "toolTip": "Name of the FinOps alerts instance.",
+      "constraints": {
+        "required": true,
+        "regex": "^[a-zA-Z0-9][a-zA-Z0-9\\-]{0,61}[a-zA-Z0-9]$",
+        "validationMessage": "Name must be between 3 and 63 characters long and can contain only lowercase letters, numbers, and hyphens. The first and last characters in the name must be alphanumeric."
+      },
+      "visible": true
+    },
+    {
+      "name": "connectionsName",
+      "type": "Microsoft.Common.TextBox",
+      "label": "Connection name",
+      "defaultValue": "finops-alerts-connection",
+      "toolTip": "Name of the API connection.",
+      "constraints": {
+        "required": true,
+        "regex": "^[a-zA-Z0-9][a-zA-Z0-9\\-]{0,61}[a-zA-Z0-9]$",
+        "validationMessage": "Name must be between 3 and 63 characters long and can contain only lowercase letters, numbers, and hyphens. The first and last characters in the name must be alphanumeric."
+      },
+      "visible": true
+    }
+   ],
+    "steps": [{
+      "name": "tags",
+      "label": "Tags",
+      "elements": [
+        {
+          "name": "tagsByResource",
+          "label": "Tags",
+          "toolTip": "Tags to apply to resources.",
+          "type": "Microsoft.Common.TagsByResource",
+          "resources": [
+            "Microsoft.Logic/workflows",
+            "Microsoft.Web/connections"
+          ]
+        }
+      ]
+    }],
+    "outputs": {
+    "hubName": "[basics('finopsalertsName')]",
+    "location": "[location()]",
+    "tagsByResource": "[steps('tags').tagsByResource]"},
+    "resourceTypes": [
+      "Microsoft.Logic/workflows",
+      "Microsoft.Web/connections"
+    ]
+  }
+}
diff --git a/docs/deploy/finops-alerts-latest.json b/docs/deploy/finops-alerts-latest.json
index 54f8aebf6..fe5b11a1b 100644
--- a/docs/deploy/finops-alerts-latest.json
+++ b/docs/deploy/finops-alerts-latest.json
@@ -5,7 +5,7 @@
     "_generator": {
       "name": "bicep",
       "version": "0.40.2.10011",
-      "templateHash": "1665702422695202346"
+      "templateHash": "8791602943456521542"
     }
   },
   "parameters": {
@@ -69,7 +69,7 @@
     }
   },
   "variables": {
-    "$fxv#0": "14.0"
+    "$fxv#0": "15.0"
   },
   "resources": [
     {
@@ -127,7 +127,7 @@
             "_generator": {
               "name": "bicep",
               "version": "0.40.2.10011",
-              "templateHash": "10958230289205929"
+              "templateHash": "15237631670960469128"
             }
           },
           "parameters": {
@@ -485,7 +485,7 @@
                         "uri": "[format('{0}//providers/Microsoft.ResourceGraph/resources?api-version=2021-03-01', environment().resourceManager)]",
                         "method": "POST",
                         "body": {
-                          "query": "@{variables('resourcesTable')} | where type =~ 'Microsoft.Network/applicationGateways'| extend backendPoolsCount = array_length(properties.backendAddressPools),SKUName= tostring(properties.sku.name), SKUTier=tostring(properties.sku.tier),SKUCapacity=properties.sku.capacity,backendPools=properties.backendAddressPools|  join (resources | where type =~ 'Microsoft.Network/applicationGateways'| mvexpand backendPools = properties.backendAddressPools| extend backendIPCount =array_length(backendPools.properties.backendIPConfigurations) | extend backendAddressesCount = array_length(backendPools.properties.backendAddresses) | extend backendPoolName=backendPools.properties.backendAddressPools.name | summarize backendIPCount = sum(backendIPCount) ,backendAddressesCount=sum(backendAddressesCount) by id) on id| project-away id1| where  (backendIPCount == 0 or isempty(backendIPCount)) and (backendAddressesCount==0 or isempty(backendAddressesCount))| order by id asc |  join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project subscriptionId, subscriptionName = name) on subscriptionId",
+                          "query": "@{variables('resourcesTable')} | where type =~ 'Microsoft.Network/applicationGateways'| extend backendPoolsCount = array_length(properties.backendAddressPools),SKUName= tostring(properties.sku.name), SKUTier=tostring(properties.sku.tier),SKUCapacity=properties.sku.capacity,backendPools=properties.backendAddressPools|  join kind=inner (resources | where type =~ 'Microsoft.Network/applicationGateways'| mvexpand backendPools = properties.backendAddressPools| extend backendIPCount =array_length(backendPools.properties.backendIPConfigurations) | extend backendAddressesCount = array_length(backendPools.properties.backendAddresses) | extend backendPoolName=backendPools.properties.backendAddressPools.name | summarize backendIPCount = sum(backendIPCount) ,backendAddressesCount=sum(backendAddressesCount) by id) on id| project-away id1| where  (backendIPCount == 0 or isempty(backendIPCount)) and (backendAddressesCount==0 or isempty(backendAddressesCount))| order by id asc |  join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project subscriptionId, subscriptionName = name) on subscriptionId",
                           "scope": "Tenant"
                         },
                         "authentication": {
@@ -523,7 +523,7 @@
                         "uri": "[format('{0}//providers/Microsoft.ResourceGraph/resources?api-version=2021-03-01', environment().resourceManager)]",
                         "method": "POST",
                         "body": {
-                          "query": "@{variables('resourcesTable')} | where type =~ 'Microsoft.Network/publicIPAddresses' and isempty(properties.ipConfiguration) and isempty(properties.natGateway) | extend PublicIpId=id, IPName=name, AllocationMethod=tostring(properties.publicIPAllocationMethod), SKUName=sku.name, Location=location | project PublicIpId,IPName, SKUName, resourceGroup, Location, AllocationMethod, subscriptionId, tenantId | union ( @{variables('resourcesTable')} | where type =~ 'microsoft.network/networkinterfaces' and isempty(properties.virtualMachine) and isnull(properties.privateEndpoint) and isnotempty(properties.ipConfigurations) | extend IPconfig = properties.ipConfigurations | mv-expand IPconfig | extend PublicIpId= tostring(IPconfig.properties.publicIPAddress.id) | project PublicIpId | join (  @{variables('resourcesTable')} | where type =~ 'Microsoft.Network/publicIPAddresses' | extend PublicIpId=id, IPName=name, AllocationMethod=tostring(properties.publicIPAllocationMethod), SKUName=sku.name, resourceGroup, Location=location  ) on PublicIpId | project PublicIpId,IPName, SKUName, resourceGroup, Location, AllocationMethod, subscriptionId, tenantId) |  join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project subscriptionId, subscriptionName = name) on subscriptionId",
+                          "query": "@{variables('resourcesTable')} | where type =~ 'Microsoft.Network/publicIPAddresses' and isempty(properties.ipConfiguration) and isempty(properties.natGateway) | extend PublicIpId=id, IPName=name, AllocationMethod=tostring(properties.publicIPAllocationMethod), SKUName=sku.name, Location=location | project PublicIpId,IPName, SKUName, resourceGroup, Location, AllocationMethod, subscriptionId, tenantId | union ( @{variables('resourcesTable')} | where type =~ 'microsoft.network/networkinterfaces' and isempty(properties.virtualMachine) and isnull(properties.privateEndpoint) and isnotempty(properties.ipConfigurations) | extend IPconfig = properties.ipConfigurations | mv-expand IPconfig | extend PublicIpId= tostring(IPconfig.properties.publicIPAddress.id) | project PublicIpId | join kind=inner (  @{variables('resourcesTable')} | where type =~ 'Microsoft.Network/publicIPAddresses' | extend PublicIpId=id, IPName=name, AllocationMethod=tostring(properties.publicIPAllocationMethod), SKUName=sku.name, resourceGroup, Location=location  ) on PublicIpId | project PublicIpId,IPName, SKUName, resourceGroup, Location, AllocationMethod, subscriptionId, tenantId) |  join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project subscriptionId, subscriptionName = name) on subscriptionId",
                           "scope": "Tenant"
                         },
                         "authentication": {
diff --git a/docs/deploy/finops-hub-15.0.json b/docs/deploy/finops-hub-15.0.json
new file mode 100644
index 000000000..207336277
--- /dev/null
+++ b/docs/deploy/finops-hub-15.0.json
@@ -0,0 +1,37760 @@
+{
+  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+  "languageVersion": "2.1-experimental",
+  "contentVersion": "1.0.0.0",
+  "metadata": {
+    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+    "_EXPERIMENTAL_FEATURES_ENABLED": [
+      "Enable @validate() decorator"
+    ],
+    "_generator": {
+      "name": "bicep",
+      "version": "0.40.2.10011",
+      "templateHash": "7714892940236779248"
+    }
+  },
+  "parameters": {
+    "hubName": {
+      "type": "string",
+      "metadata": {
+        "description": "Optional. Name of the hub. Used to ensure unique resource names. Default: \"finops-hub\"."
+      }
+    },
+    "location": {
+      "type": "string",
+      "defaultValue": "[resourceGroup().location]",
+      "metadata": {
+        "description": "Optional. Azure location where all resources should be created. See https://aka.ms/azureregions. Default: Same as deployment."
+      }
+    },
+    "storageSku": {
+      "type": "string",
+      "defaultValue": "Premium_LRS",
+      "allowedValues": [
+        "Premium_LRS",
+        "Premium_ZRS"
+      ],
+      "metadata": {
+        "description": "Optional. Storage SKU to use. LRS = Lowest cost, ZRS = High availability. Note Standard SKUs are not available for Data Lake gen2 storage. Allowed: Premium_LRS, Premium_ZRS. Default: Premium_LRS."
+      }
+    },
+    "enableInfrastructureEncryption": {
+      "type": "bool",
+      "defaultValue": false,
+      "metadata": {
+        "description": "Optional. Enable infrastructure encryption on the storage account. Default = false."
+      }
+    },
+    "enablePurgeProtection": {
+      "type": "bool",
+      "defaultValue": false,
+      "metadata": {
+        "description": "Optional. Enable purge protection for the Key Vault. Default: false."
+      }
+    },
+    "remoteHubStorageUri": {
+      "type": "string",
+      "defaultValue": "",
+      "metadata": {
+        "description": "Optional. Storage account to push data to for ingestion into a remote hub."
+      }
+    },
+    "remoteHubStorageKey": {
+      "type": "securestring",
+      "defaultValue": "",
+      "metadata": {
+        "description": "Optional. Storage account key to use when pushing data to a remote hub."
+      }
+    },
+    "enableManagedExports": {
+      "type": "bool",
+      "defaultValue": true,
+      "metadata": {
+        "description": "Optional. Enable managed exports where your FinOps hub instance will create and run Cost Management exports on your behalf. Not supported for Microsoft Customer Agreement (MCA) billing profiles. Requires the ability to grant the Role Based Access Control Administrator role to FinOps hubs, which is required to create Cost Management exports. Default: true."
+      }
+    },
+    "enableRecommendations": {
+      "type": "bool",
+      "defaultValue": false,
+      "metadata": {
+        "description": "Optional. Enable recommendations ingested from Azure Resource Graph based on configurable queries. The Data Factory managed identity requires Reader role on management groups or subscriptions to execute Resource Graph queries. Default: false."
+      }
+    },
+    "enableAHBRecommendations": {
+      "type": "bool",
+      "defaultValue": false,
+      "metadata": {
+        "description": "Optional. Enable Azure Hybrid Benefit recommendations that flag VMs and SQL VMs without Azure Hybrid Benefit enabled. May generate noise if your organization does not have on-premises licenses. Requires enableRecommendations. Default: false."
+      }
+    },
+    "enableSpotRecommendations": {
+      "type": "bool",
+      "defaultValue": false,
+      "metadata": {
+        "description": "Optional. Enable non-Spot AKS cluster recommendations that flag AKS clusters with autoscaling but not using Spot VMs. May generate noise since Spot VMs are only appropriate for interruptible workloads. Requires enableRecommendations. Default: false."
+      }
+    },
+    "dataExplorerName": {
+      "type": "string",
+      "defaultValue": "",
+      "metadata": {
+        "description": "Optional. Name of the Azure Data Explorer cluster to use for advanced analytics. If empty, Azure Data Explorer will not be deployed. Required to use with Power BI if you have more than $2-5M/mo in costs being monitored. Default: \"\" (do not use)."
+      }
+    },
+    "dataExplorerSku": {
+      "type": "string",
+      "defaultValue": "Dev(No SLA)_Standard_D11_v2",
+      "allowedValues": [
+        "Dev(No SLA)_Standard_E2a_v4",
+        "Dev(No SLA)_Standard_D11_v2",
+        "Standard_D11_v2",
+        "Standard_D12_v2",
+        "Standard_D13_v2",
+        "Standard_D14_v2",
+        "Standard_D16d_v5",
+        "Standard_D32d_v4",
+        "Standard_D32d_v5",
+        "Standard_DS13_v2+1TB_PS",
+        "Standard_DS13_v2+2TB_PS",
+        "Standard_DS14_v2+3TB_PS",
+        "Standard_DS14_v2+4TB_PS",
+        "Standard_E2a_v4",
+        "Standard_E2ads_v5",
+        "Standard_E2d_v4",
+        "Standard_E2d_v5",
+        "Standard_E4a_v4",
+        "Standard_E4ads_v5",
+        "Standard_E4d_v4",
+        "Standard_E4d_v5",
+        "Standard_E8a_v4",
+        "Standard_E8ads_v5",
+        "Standard_E8as_v4+1TB_PS",
+        "Standard_E8as_v4+2TB_PS",
+        "Standard_E8as_v5+1TB_PS",
+        "Standard_E8as_v5+2TB_PS",
+        "Standard_E8d_v4",
+        "Standard_E8d_v5",
+        "Standard_E8s_v4+1TB_PS",
+        "Standard_E8s_v4+2TB_PS",
+        "Standard_E8s_v5+1TB_PS",
+        "Standard_E8s_v5+2TB_PS",
+        "Standard_E16a_v4",
+        "Standard_E16ads_v5",
+        "Standard_E16as_v4+3TB_PS",
+        "Standard_E16as_v4+4TB_PS",
+        "Standard_E16as_v5+3TB_PS",
+        "Standard_E16as_v5+4TB_PS",
+        "Standard_E16d_v4",
+        "Standard_E16d_v5",
+        "Standard_E16s_v4+3TB_PS",
+        "Standard_E16s_v4+4TB_PS",
+        "Standard_E16s_v5+3TB_PS",
+        "Standard_E16s_v5+4TB_PS",
+        "Standard_E64i_v3",
+        "Standard_E80ids_v4",
+        "Standard_EC8ads_v5",
+        "Standard_EC8as_v5+1TB_PS",
+        "Standard_EC8as_v5+2TB_PS",
+        "Standard_EC16ads_v5",
+        "Standard_EC16as_v5+3TB_PS",
+        "Standard_EC16as_v5+4TB_PS",
+        "Standard_L4s",
+        "Standard_L8as_v3",
+        "Standard_L8s",
+        "Standard_L8s_v2",
+        "Standard_L8s_v3",
+        "Standard_L16as_v3",
+        "Standard_L16s",
+        "Standard_L16s_v2",
+        "Standard_L16s_v3",
+        "Standard_L32as_v3",
+        "Standard_L32s_v3"
+      ],
+      "metadata": {
+        "description": "Optional. Name of the Azure Data Explorer SKU. Default: \"Dev(No SLA)_Standard_D11_v2\"."
+      }
+    },
+    "dataExplorerCapacity": {
+      "type": "int",
+      "defaultValue": 1,
+      "minValue": 1,
+      "maxValue": 1000,
+      "metadata": {
+        "description": "Optional. Number of nodes to use in the cluster. Allowed values: 1 for the Basic SKU tier and 2-1000 for Standard. Default: 1 for dev/test SKUs, 2 for standard SKUs."
+      }
+    },
+    "fabricQueryUri": {
+      "type": "string",
+      "defaultValue": "",
+      "metadata": {
+        "description": "Optional. Microsoft Fabric eventhouse query URI. Default: \"\" (do not use)."
+      }
+    },
+    "fabricCapacityUnits": {
+      "type": "int",
+      "defaultValue": 2,
+      "minValue": 1,
+      "maxValue": 2048,
+      "metadata": {
+        "description": "Optional. Number of capacity units for the Microsoft Fabric capacity. This is the number in your Fabric SKU (e.g., Trial = 1, F2 = 2, F64 = 64). This is used to manage parallelization in data pipelines. If you change capacity, please redeploy the template. Allowed values: 1 for the Fabric trial and 2-2048 based on the assigned Fabric capacity (e.g., F2-F2048). Default: 2."
+      }
+    },
+    "tags": {
+      "type": "object",
+      "defaultValue": {},
+      "metadata": {
+        "description": "Optional. Tags to apply to all resources. We will also add the cm-resource-parent tag for improved cost roll-ups in Cost Management."
+      }
+    },
+    "tagsByResource": {
+      "type": "object",
+      "defaultValue": {},
+      "metadata": {
+        "description": "Optional. Tags to apply to resources based on their resource type. Resource type specific tags will be merged with tags for all resources."
+      }
+    },
+    "scopesToMonitor": {
+      "type": "array",
+      "defaultValue": [],
+      "metadata": {
+        "description": "Optional. List of scope IDs to monitor and ingest cost for."
+      }
+    },
+    "exportRetentionInDays": {
+      "type": "int",
+      "nullable": true,
+      "metadata": {
+        "description": "Optional. Number of days of data to retain in the msexports container. If not specified, keeps the current value from settings.json (0 for new hubs)."
+      }
+    },
+    "ingestionRetentionInMonths": {
+      "type": "int",
+      "nullable": true,
+      "metadata": {
+        "description": "Optional. Number of months of data to retain in the ingestion container. If not specified, keeps the current value from settings.json (13 for new hubs)."
+      }
+    },
+    "dataExplorerRawRetentionInDays": {
+      "type": "int",
+      "nullable": true,
+      "metadata": {
+        "description": "Optional. Number of days of data to retain in the Data Explorer *_raw tables. If not specified, keeps the current value from settings.json (0 for new hubs)."
+      }
+    },
+    "dataExplorerFinalRetentionInMonths": {
+      "type": "int",
+      "nullable": true,
+      "metadata": {
+        "description": "Optional. Number of months of data to retain in the Data Explorer *_final_v* tables. If not specified, keeps the current value from settings.json (13 for new hubs)."
+      }
+    },
+    "enablePublicAccess": {
+      "type": "bool",
+      "defaultValue": true,
+      "metadata": {
+        "description": "Optional. Enable public access to FinOps hubs resources.  Default: true."
+      }
+    },
+    "enableNatGateway": {
+      "type": "bool",
+      "defaultValue": false,
+      "metadata": {
+        "description": "Optional. Deploy a NAT Gateway for controlled outbound access when private routing is enabled. When true, the script and Data Explorer subnets route outbound traffic through the NAT Gateway. Ignored when enablePublicAccess is true. Default: false."
+      }
+    },
+    "virtualNetworkAddressPrefix": {
+      "type": "string",
+      "defaultValue": "10.20.30.0/26",
+      "metadata": {
+        "description": "Optional. Address space for the workload. Minimum /26 subnet size is required for the workload. Default: \"10.20.30.0/26\"."
+      }
+    }
+  },
+  "resources": {
+    "hub": {
+      "type": "Microsoft.Resources/deployments",
+      "apiVersion": "2025-04-01",
+      "name": "hub",
+      "properties": {
+        "expressionEvaluationOptions": {
+          "scope": "inner"
+        },
+        "mode": "Incremental",
+        "parameters": {
+          "hubName": {
+            "value": "[parameters('hubName')]"
+          },
+          "location": {
+            "value": "[parameters('location')]"
+          },
+          "storageSku": {
+            "value": "[parameters('storageSku')]"
+          },
+          "enableInfrastructureEncryption": {
+            "value": "[parameters('enableInfrastructureEncryption')]"
+          },
+          "enablePurgeProtection": {
+            "value": "[parameters('enablePurgeProtection')]"
+          },
+          "enableManagedExports": {
+            "value": "[parameters('enableManagedExports')]"
+          },
+          "enableRecommendations": {
+            "value": "[parameters('enableRecommendations')]"
+          },
+          "enableAHBRecommendations": {
+            "value": "[parameters('enableAHBRecommendations')]"
+          },
+          "enableSpotRecommendations": {
+            "value": "[parameters('enableSpotRecommendations')]"
+          },
+          "dataExplorerName": {
+            "value": "[parameters('dataExplorerName')]"
+          },
+          "dataExplorerSku": {
+            "value": "[parameters('dataExplorerSku')]"
+          },
+          "dataExplorerCapacity": {
+            "value": "[parameters('dataExplorerCapacity')]"
+          },
+          "fabricQueryUri": {
+            "value": "[parameters('fabricQueryUri')]"
+          },
+          "fabricCapacityUnits": {
+            "value": "[parameters('fabricCapacityUnits')]"
+          },
+          "tags": {
+            "value": "[parameters('tags')]"
+          },
+          "tagsByResource": {
+            "value": "[parameters('tagsByResource')]"
+          },
+          "scopesToMonitor": {
+            "value": "[parameters('scopesToMonitor')]"
+          },
+          "exportRetentionInDays": {
+            "value": "[parameters('exportRetentionInDays')]"
+          },
+          "ingestionRetentionInMonths": {
+            "value": "[parameters('ingestionRetentionInMonths')]"
+          },
+          "dataExplorerRawRetentionInDays": {
+            "value": "[parameters('dataExplorerRawRetentionInDays')]"
+          },
+          "dataExplorerFinalRetentionInMonths": {
+            "value": "[parameters('dataExplorerFinalRetentionInMonths')]"
+          },
+          "remoteHubStorageUri": {
+            "value": "[parameters('remoteHubStorageUri')]"
+          },
+          "remoteHubStorageKey": {
+            "value": "[parameters('remoteHubStorageKey')]"
+          },
+          "enablePublicAccess": {
+            "value": "[parameters('enablePublicAccess')]"
+          },
+          "enableNatGateway": {
+            "value": "[parameters('enableNatGateway')]"
+          },
+          "virtualNetworkAddressPrefix": {
+            "value": "[parameters('virtualNetworkAddressPrefix')]"
+          }
+        },
+        "template": {
+          "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+          "languageVersion": "2.1-experimental",
+          "contentVersion": "1.0.0.0",
+          "metadata": {
+            "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+            "_EXPERIMENTAL_FEATURES_ENABLED": [
+              "Enable @validate() decorator"
+            ],
+            "_generator": {
+              "name": "bicep",
+              "version": "0.40.2.10011",
+              "templateHash": "10261134030155853573"
+            }
+          },
+          "definitions": {
+            "_1.HubAppProperties": {
+              "type": "object",
+              "properties": {
+                "id": {
+                  "type": "string"
+                },
+                "name": {
+                  "type": "string"
+                },
+                "publisher": {
+                  "type": "string"
+                },
+                "suffix": {
+                  "type": "string"
+                },
+                "tags": {
+                  "type": "object"
+                },
+                "dataFactory": {
+                  "type": "string"
+                },
+                "keyVault": {
+                  "type": "string"
+                },
+                "storage": {
+                  "type": "string"
+                },
+                "hub": {
+                  "$ref": "#/definitions/_1.HubProperties"
+                }
+              },
+              "metadata": {
+                "id": "Fully-qualified name of the publisher and app, separated by a dot.",
+                "name": "Short name of the FinOps hub app. Last segment of the app ID.",
+                "publisher": "Fully-qualified namespace of the FinOps hub app publisher.",
+                "suffix": "Unique suffix used for publisher resources.",
+                "tags": "Tags to apply to all FinOps hub resources for this FinOps hub app publisher. Tags are not specific to the app since resources are shared.",
+                "dataFactory": "Name of the Data Factory instance for this publisher.",
+                "keyVault": "Name of the KeyVault instance for this publisher.",
+                "storage": "Name of the storage account for this publisher.",
+                "hub": "FinOps hub instance the app is deployed to.",
+                "description": "FinOps hub app configuration settings.",
+                "__bicep_imported_from!": {
+                  "sourceTemplate": "fx/hub-types.bicep"
+                }
+              }
+            },
+            "_1.HubProperties": {
+              "type": "object",
+              "properties": {
+                "id": {
+                  "type": "string"
+                },
+                "name": {
+                  "type": "string"
+                },
+                "location": {
+                  "type": "string"
+                },
+                "tags": {
+                  "type": "object"
+                },
+                "tagsByResource": {
+                  "type": "object"
+                },
+                "version": {
+                  "type": "string"
+                },
+                "options": {
+                  "type": "object",
+                  "properties": {
+                    "enableTelemetry": {
+                      "type": "bool"
+                    },
+                    "keyVaultSku": {
+                      "type": "string"
+                    },
+                    "keyVaultEnablePurgeProtection": {
+                      "type": "bool"
+                    },
+                    "networkAddressPrefix": {
+                      "type": "string"
+                    },
+                    "natGateway": {
+                      "type": "bool"
+                    },
+                    "privateRouting": {
+                      "type": "bool"
+                    },
+                    "publisherIsolation": {
+                      "type": "bool"
+                    },
+                    "storageInfrastructureEncryption": {
+                      "type": "bool"
+                    },
+                    "storageSku": {
+                      "type": "string"
+                    }
+                  }
+                },
+                "routing": {
+                  "$ref": "#/definitions/_1.HubRoutingProperties"
+                },
+                "core": {
+                  "type": "object",
+                  "properties": {
+                    "suffix": {
+                      "type": "string"
+                    }
+                  }
+                }
+              },
+              "metadata": {
+                "id": "FinOps hub resource ID.",
+                "name": "FinOps hub instance name.",
+                "location": "Azure resource location of the FinOps hub instance.",
+                "tags": "Tags to apply to all FinOps hub resources.",
+                "tagsByResource": "Tags to apply to resources based on their resource type.",
+                "version": "FinOps hub version number.",
+                "options": {
+                  "enableTelemetry": "Indicates whether telemetry should be enabled for deployments.",
+                  "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
+                  "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
+                  "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                  "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
+                  "privateRouting": "Indicates whether private network routing is enabled.",
+                  "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
+                  "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
+                  "storageSku": "Storage account SKU. Allowed values: \"Premium_LRS\", \"Premium_ZRS\"."
+                },
+                "routing": "FinOps hub private network routing properties, if enabled.",
+                "core": {
+                  "suffix": "Unique suffix used for shared resources."
+                },
+                "apps": {},
+                "description": "FinOps hub instance properties.",
+                "__bicep_imported_from!": {
+                  "sourceTemplate": "fx/hub-types.bicep"
+                }
+              }
+            },
+            "_1.HubRoutingProperties": {
+              "type": "object",
+              "properties": {
+                "networkId": {
+                  "type": "string"
+                },
+                "networkName": {
+                  "type": "string"
+                },
+                "scriptStorage": {
+                  "type": "string"
+                },
+                "dnsZones": {
+                  "type": "object",
+                  "properties": {
+                    "blob": {
+                      "$ref": "#/definitions/_1.IdNameObject"
+                    },
+                    "dfs": {
+                      "$ref": "#/definitions/_1.IdNameObject"
+                    },
+                    "file": {
+                      "$ref": "#/definitions/_1.IdNameObject"
+                    },
+                    "queue": {
+                      "$ref": "#/definitions/_1.IdNameObject"
+                    },
+                    "table": {
+                      "$ref": "#/definitions/_1.IdNameObject"
+                    }
+                  }
+                },
+                "subnets": {
+                  "type": "object",
+                  "properties": {
+                    "dataExplorer": {
+                      "type": "string"
+                    },
+                    "dataFactory": {
+                      "type": "string"
+                    },
+                    "keyVault": {
+                      "type": "string"
+                    },
+                    "scripts": {
+                      "type": "string"
+                    },
+                    "storage": {
+                      "type": "string"
+                    }
+                  }
+                }
+              },
+              "metadata": {
+                "networkId": "Resource ID of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                "networkName": "Name of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                "scriptStorage": "Name of the storage account used for deployment scripts.",
+                "dnsZones": {
+                  "blob": "Resource ID and name for the blob storage DNS zone.",
+                  "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                  "file": "Resource ID and name for the file storage DNS zone.",
+                  "queue": "Resource ID and name for the queue storage DNS zone.",
+                  "table": "Resource ID and name for the table storage DNS zone."
+                },
+                "subnets": {
+                  "dataExplorer": "Resource ID of the subnet for the Data Explorer instance.",
+                  "dataFactory": "Resource ID of the subnet for Data Factory instances.",
+                  "keyVault": "Resource ID of the subnet for Key Vault instances.",
+                  "scripts": "Resource ID of the subnet for deployment script storage.",
+                  "storage": "Resource ID of the subnet for storage accounts."
+                },
+                "description": "FinOps hub private network routing properties.",
+                "__bicep_imported_from!": {
+                  "sourceTemplate": "fx/hub-types.bicep"
+                }
+              }
+            },
+            "_1.IdNameObject": {
+              "type": "object",
+              "properties": {
+                "id": {
+                  "type": "string"
+                },
+                "name": {
+                  "type": "string"
+                }
+              },
+              "metadata": {
+                "id": "Fully-qualified resource ID.",
+                "name": "Resource name.",
+                "description": "Resource ID and name.",
+                "__bicep_imported_from!": {
+                  "sourceTemplate": "fx/hub-types.bicep"
+                }
+              }
+            }
+          },
+          "functions": [
+            {
+              "namespace": "_1",
+              "members": {
+                "dnsZoneIdName": {
+                  "parameters": [
+                    {
+                      "type": "string",
+                      "name": "type"
+                    }
+                  ],
+                  "output": {
+                    "$ref": "#/definitions/_1.IdNameObject",
+                    "value": "[_1.idName(format('privatelink.{0}.{1}', parameters('type'), environment().suffixes.storage), 'Microsoft.Network/privateDnsZones')]"
+                  },
+                  "metadata": {
+                    "__bicep_imported_from!": {
+                      "sourceTemplate": "fx/hub-types.bicep"
+                    }
+                  }
+                },
+                "idName": {
+                  "parameters": [
+                    {
+                      "type": "string",
+                      "name": "name"
+                    },
+                    {
+                      "type": "string",
+                      "name": "resourceType"
+                    }
+                  ],
+                  "output": {
+                    "$ref": "#/definitions/_1.IdNameObject",
+                    "value": {
+                      "id": "[resourceId(parameters('resourceType'), parameters('name'))]",
+                      "name": "[parameters('name')]"
+                    }
+                  },
+                  "metadata": {
+                    "__bicep_imported_from!": {
+                      "sourceTemplate": "fx/hub-types.bicep"
+                    }
+                  }
+                },
+                "newAppInternal": {
+                  "parameters": [
+                    {
+                      "$ref": "#/definitions/_1.HubProperties",
+                      "name": "hub"
+                    },
+                    {
+                      "type": "string",
+                      "name": "id"
+                    },
+                    {
+                      "type": "string",
+                      "name": "name"
+                    },
+                    {
+                      "type": "string",
+                      "name": "publisher"
+                    },
+                    {
+                      "type": "string",
+                      "name": "suffix"
+                    }
+                  ],
+                  "output": {
+                    "$ref": "#/definitions/_1.HubAppProperties",
+                    "value": {
+                      "id": "[parameters('id')]",
+                      "name": "[parameters('name')]",
+                      "publisher": "[parameters('publisher')]",
+                      "suffix": "[parameters('suffix')]",
+                      "tags": "[union(parameters('hub').tags, createObject('ftk-hubapp-publisher', parameters('publisher')))]",
+                      "hub": "[parameters('hub')]",
+                      "dataFactory": "[replace(format('{0}-{1}', take(format('{0}-engine', replace(parameters('hub').name, '_', '-')), sub(sub(63, length(parameters('suffix'))), 1)), parameters('suffix')), '--', '-')]",
+                      "keyVault": "[replace(format('{0}-{1}', take(format('{0}-vault', replace(parameters('hub').name, '_', '-')), sub(sub(24, length(parameters('suffix'))), 1)), parameters('suffix')), '--', '-')]",
+                      "storage": "[format('{0}{1}', take(_1.safeStorageName(parameters('hub').name), sub(24, length(parameters('suffix')))), parameters('suffix'))]"
+                    }
+                  },
+                  "metadata": {
+                    "__bicep_imported_from!": {
+                      "sourceTemplate": "fx/hub-types.bicep"
+                    }
+                  }
+                },
+                "newHubInternal": {
+                  "parameters": [
+                    {
+                      "type": "string",
+                      "name": "id"
+                    },
+                    {
+                      "type": "string",
+                      "name": "name"
+                    },
+                    {
+                      "type": "string",
+                      "name": "suffix"
+                    },
+                    {
+                      "type": "string",
+                      "name": "location"
+                    },
+                    {
+                      "type": "object",
+                      "name": "tags"
+                    },
+                    {
+                      "type": "object",
+                      "name": "tagsByResource"
+                    },
+                    {
+                      "type": "string",
+                      "name": "storageSku"
+                    },
+                    {
+                      "type": "string",
+                      "name": "keyVaultSku"
+                    },
+                    {
+                      "type": "bool",
+                      "name": "keyVaultEnablePurgeProtection"
+                    },
+                    {
+                      "type": "bool",
+                      "name": "enableInfrastructureEncryption"
+                    },
+                    {
+                      "type": "bool",
+                      "name": "enablePublicAccess"
+                    },
+                    {
+                      "type": "bool",
+                      "name": "enableNatGateway"
+                    },
+                    {
+                      "type": "string",
+                      "name": "networkName"
+                    },
+                    {
+                      "type": "string",
+                      "name": "networkAddressPrefix"
+                    },
+                    {
+                      "type": "bool",
+                      "name": "isTelemetryEnabled"
+                    }
+                  ],
+                  "output": {
+                    "$ref": "#/definitions/_1.HubProperties",
+                    "value": {
+                      "id": "[parameters('id')]",
+                      "name": "[parameters('name')]",
+                      "location": "[coalesce(parameters('location'), resourceGroup().location)]",
+                      "tags": "[union(parameters('tags'), createObject('cm-resource-parent', parameters('id'), 'ftk-tool', 'FinOps hubs', 'ftk-version', variables('_1.finOpsToolkitVersion')))]",
+                      "tagsByResource": "[parameters('tagsByResource')]",
+                      "version": "[variables('_1.finOpsToolkitVersion')]",
+                      "options": {
+                        "enableTelemetry": "[coalesce(parameters('isTelemetryEnabled'), true())]",
+                        "keyVaultSku": "[parameters('keyVaultSku')]",
+                        "keyVaultEnablePurgeProtection": "[parameters('keyVaultEnablePurgeProtection')]",
+                        "networkAddressPrefix": "[parameters('networkAddressPrefix')]",
+                        "natGateway": "[and(not(parameters('enablePublicAccess')), parameters('enableNatGateway'))]",
+                        "privateRouting": "[not(parameters('enablePublicAccess'))]",
+                        "publisherIsolation": false,
+                        "storageInfrastructureEncryption": "[parameters('enableInfrastructureEncryption')]",
+                        "storageSku": "[parameters('storageSku')]"
+                      },
+                      "routing": {
+                        "networkId": "[if(parameters('enablePublicAccess'), '', resourceId('Microsoft.Network/virtualNetworks', parameters('networkName')))]",
+                        "networkName": "[if(parameters('enablePublicAccess'), '', parameters('networkName'))]",
+                        "scriptStorage": "[if(parameters('enablePublicAccess'), '', format('{0}script{1}', take(_1.safeStorageName(parameters('name')), sub(16, length(parameters('suffix')))), parameters('suffix')))]",
+                        "dnsZones": {
+                          "blob": "[if(parameters('enablePublicAccess'), createObject('id', '', 'name', ''), _1.dnsZoneIdName('blob'))]",
+                          "dfs": "[if(parameters('enablePublicAccess'), createObject('id', '', 'name', ''), _1.dnsZoneIdName('dfs'))]",
+                          "file": "[if(parameters('enablePublicAccess'), createObject('id', '', 'name', ''), _1.dnsZoneIdName('file'))]",
+                          "queue": "[if(parameters('enablePublicAccess'), createObject('id', '', 'name', ''), _1.dnsZoneIdName('queue'))]",
+                          "table": "[if(parameters('enablePublicAccess'), createObject('id', '', 'name', ''), _1.dnsZoneIdName('table'))]"
+                        },
+                        "subnets": {
+                          "dataExplorer": "[if(parameters('enablePublicAccess'), '', resourceId('Microsoft.Network/virtualNetworks/subnets', parameters('networkName'), 'dataExplorer-subnet'))]",
+                          "dataFactory": "[if(parameters('enablePublicAccess'), '', resourceId('Microsoft.Network/virtualNetworks/subnets', parameters('networkName'), 'private-endpoint-subnet'))]",
+                          "keyVault": "[if(parameters('enablePublicAccess'), '', resourceId('Microsoft.Network/virtualNetworks/subnets', parameters('networkName'), 'private-endpoint-subnet'))]",
+                          "scripts": "[if(parameters('enablePublicAccess'), '', resourceId('Microsoft.Network/virtualNetworks/subnets', parameters('networkName'), 'script-subnet'))]",
+                          "storage": "[if(parameters('enablePublicAccess'), '', resourceId('Microsoft.Network/virtualNetworks/subnets', parameters('networkName'), 'private-endpoint-subnet'))]"
+                        }
+                      },
+                      "core": {
+                        "suffix": "[parameters('suffix')]"
+                      }
+                    }
+                  },
+                  "metadata": {
+                    "__bicep_imported_from!": {
+                      "sourceTemplate": "fx/hub-types.bicep"
+                    }
+                  }
+                },
+                "safeStorageName": {
+                  "parameters": [
+                    {
+                      "type": "string",
+                      "name": "name"
+                    }
+                  ],
+                  "output": {
+                    "type": "string",
+                    "value": "[replace(replace(toLower(parameters('name')), '-', ''), '_', '')]"
+                  },
+                  "metadata": {
+                    "__bicep_imported_from!": {
+                      "sourceTemplate": "fx/hub-types.bicep"
+                    }
+                  }
+                }
+              }
+            },
+            {
+              "namespace": "__bicep",
+              "members": {
+                "getHubTags": {
+                  "parameters": [
+                    {
+                      "$ref": "#/definitions/_1.HubProperties",
+                      "name": "hub"
+                    },
+                    {
+                      "type": "string",
+                      "name": "resourceType"
+                    }
+                  ],
+                  "output": {
+                    "type": "object",
+                    "value": "[union(parameters('hub').tags, coalesce(tryGet(parameters('hub').tagsByResource, parameters('resourceType')), createObject()))]"
+                  },
+                  "metadata": {
+                    "description": "Returns a tags dictionary that includes tags for the FinOps hub instance.",
+                    "__bicep_imported_from!": {
+                      "sourceTemplate": "fx/hub-types.bicep"
+                    }
+                  }
+                },
+                "newApp": {
+                  "parameters": [
+                    {
+                      "$ref": "#/definitions/_1.HubProperties",
+                      "name": "hub"
+                    },
+                    {
+                      "type": "string",
+                      "name": "publisher"
+                    },
+                    {
+                      "type": "string",
+                      "name": "app"
+                    }
+                  ],
+                  "output": {
+                    "$ref": "#/definitions/_1.HubAppProperties",
+                    "value": "[_1.newAppInternal(parameters('hub'), format('{0}.{1}', parameters('publisher'), parameters('app')), parameters('app'), parameters('publisher'), if(or(not(parameters('hub').options.publisherIsolation), equals(parameters('publisher'), 'Microsoft.FinOpsHubs')), parameters('hub').core.suffix, uniqueString(parameters('publisher'))))]"
+                  },
+                  "metadata": {
+                    "description": "Creates a new FinOps hub app configuration object.",
+                    "__bicep_imported_from!": {
+                      "sourceTemplate": "fx/hub-types.bicep"
+                    }
+                  }
+                },
+                "newHub": {
+                  "parameters": [
+                    {
+                      "type": "string",
+                      "name": "name"
+                    },
+                    {
+                      "type": "string",
+                      "name": "location"
+                    },
+                    {
+                      "type": "object",
+                      "name": "tags"
+                    },
+                    {
+                      "type": "object",
+                      "name": "tagsByResource"
+                    },
+                    {
+                      "type": "string",
+                      "name": "storageSku"
+                    },
+                    {
+                      "type": "string",
+                      "name": "keyVaultSku"
+                    },
+                    {
+                      "type": "bool",
+                      "name": "keyVaultEnablePurgeProtection"
+                    },
+                    {
+                      "type": "bool",
+                      "name": "enableInfrastructureEncryption"
+                    },
+                    {
+                      "type": "bool",
+                      "name": "enablePublicAccess"
+                    },
+                    {
+                      "type": "bool",
+                      "name": "enableNatGateway"
+                    },
+                    {
+                      "type": "string",
+                      "name": "networkAddressPrefix"
+                    },
+                    {
+                      "type": "bool",
+                      "name": "isTelemetryEnabled"
+                    }
+                  ],
+                  "output": {
+                    "$ref": "#/definitions/_1.HubProperties",
+                    "value": "[_1.newHubInternal(format('{0}/providers/Microsoft.Cloud/hubs/{1}', resourceGroup().id, parameters('name')), parameters('name'), uniqueString(parameters('name'), resourceGroup().id), parameters('location'), parameters('tags'), parameters('tagsByResource'), parameters('storageSku'), parameters('keyVaultSku'), parameters('keyVaultEnablePurgeProtection'), parameters('enableInfrastructureEncryption'), parameters('enablePublicAccess'), parameters('enableNatGateway'), format('{0}-vnet-{1}', _1.safeStorageName(parameters('name')), parameters('location')), parameters('networkAddressPrefix'), coalesce(parameters('isTelemetryEnabled'), true()))]"
+                  },
+                  "metadata": {
+                    "description": "Creates a new FinOps hub configuration object.",
+                    "__bicep_imported_from!": {
+                      "sourceTemplate": "fx/hub-types.bicep"
+                    }
+                  }
+                }
+              }
+            }
+          ],
+          "parameters": {
+            "hubName": {
+              "type": "string",
+              "metadata": {
+                "description": "Optional. Name of the hub. Used to ensure unique resource names. Default: \"finops-hub\"."
+              }
+            },
+            "location": {
+              "type": "string",
+              "defaultValue": "[resourceGroup().location]",
+              "metadata": {
+                "description": "Optional. Azure location where all resources should be created. See https://aka.ms/azureregions. Default: (resource group location)."
+              }
+            },
+            "storageSku": {
+              "type": "string",
+              "defaultValue": "Premium_LRS",
+              "allowedValues": [
+                "Premium_LRS",
+                "Premium_ZRS"
+              ],
+              "metadata": {
+                "description": "Optional. Storage SKU to use. LRS = Lowest cost, ZRS = High availability. Note Standard SKUs are not available for Data Lake gen2 storage. Allowed: Premium_LRS, Premium_ZRS. Default: Premium_LRS."
+              }
+            },
+            "enableInfrastructureEncryption": {
+              "type": "bool",
+              "defaultValue": false,
+              "metadata": {
+                "description": "Optional. Enable infrastructure encryption on the storage account. Default = false."
+              }
+            },
+            "keyVaultSku": {
+              "type": "string",
+              "defaultValue": "premium",
+              "allowedValues": [
+                "premium",
+                "standard"
+              ],
+              "metadata": {
+                "description": "Optional. SKU to use for the KeyVault instance, if enabled. Allowed values: \"standard\", \"premium\". Default: \"premium\"."
+              }
+            },
+            "enablePurgeProtection": {
+              "type": "bool",
+              "defaultValue": false,
+              "metadata": {
+                "description": "Optional. Enable purge protection for the Key Vault. Default: false."
+              }
+            },
+            "remoteHubStorageUri": {
+              "type": "string",
+              "defaultValue": "",
+              "metadata": {
+                "description": "Optional. Remote storage account for ingestion dataset."
+              }
+            },
+            "remoteHubStorageKey": {
+              "type": "securestring",
+              "defaultValue": "",
+              "metadata": {
+                "description": "Optional. Storage account key for remote storage account."
+              }
+            },
+            "enableManagedExports": {
+              "type": "bool",
+              "defaultValue": true,
+              "metadata": {
+                "description": "Optional. Enable managed exports where your FinOps hub instance will create and run Cost Management exports on your behalf. Not supported for Microsoft Customer Agreement (MCA) billing profiles. Requires the ability to grant the Role Based Access Control Administrator role to FinOps hubs, which is required to create Cost Management exports. Default: true."
+              }
+            },
+            "enableRecommendations": {
+              "type": "bool",
+              "defaultValue": false,
+              "metadata": {
+                "description": "Optional. Enable recommendations ingested from Azure Resource Graph based on configurable queries. The Data Factory managed identity requires Reader role on management groups or subscriptions to execute Resource Graph queries. Default: false."
+              }
+            },
+            "enableAHBRecommendations": {
+              "type": "bool",
+              "defaultValue": false,
+              "metadata": {
+                "description": "Optional. Enable Azure Hybrid Benefit recommendations that flag VMs and SQL VMs without Azure Hybrid Benefit enabled. May generate noise if your organization does not have on-premises licenses. Requires enableRecommendations. Default: false."
+              }
+            },
+            "enableSpotRecommendations": {
+              "type": "bool",
+              "defaultValue": false,
+              "metadata": {
+                "description": "Optional. Enable non-Spot AKS cluster recommendations that flag AKS clusters with autoscaling but not using Spot VMs. May generate noise since Spot VMs are only appropriate for interruptible workloads. Requires enableRecommendations. Default: false."
+              }
+            },
+            "fabricQueryUri": {
+              "type": "string",
+              "defaultValue": "",
+              "metadata": {
+                "description": "Optional. Microsoft Fabric eventhouse query URI. Default: \"\" (do not use)."
+              }
+            },
+            "fabricCapacityUnits": {
+              "type": "int",
+              "defaultValue": 2,
+              "minValue": 1,
+              "maxValue": 2048,
+              "metadata": {
+                "description": "Optional. Number of capacity units for the Microsoft Fabric capacity. This is the number in your Fabric SKU (e.g., Trial = 1, F2 = 2, F64 = 64). This is used to manage parallelization in data pipelines. If you change capacity, please redeploy the template. Allowed values: 1 for the Fabric trial and 2-2048 based on the assigned Fabric capacity (e.g., F2-F2048). Default: 2."
+              }
+            },
+            "dataExplorerName": {
+              "type": "string",
+              "defaultValue": "",
+              "metadata": {
+                "description": "Optional. Name of the Azure Data Explorer cluster to use for advanced analytics. If empty, Azure Data Explorer will not be deployed. Required to use with Power BI if you have more than $2-5M/mo in costs being monitored. Default: \"\" (do not use)."
+              }
+            },
+            "dataExplorerSku": {
+              "type": "string",
+              "defaultValue": "Dev(No SLA)_Standard_D11_v2",
+              "allowedValues": [
+                "Dev(No SLA)_Standard_E2a_v4",
+                "Dev(No SLA)_Standard_D11_v2",
+                "Standard_D11_v2",
+                "Standard_D12_v2",
+                "Standard_D13_v2",
+                "Standard_D14_v2",
+                "Standard_D16d_v5",
+                "Standard_D32d_v4",
+                "Standard_D32d_v5",
+                "Standard_DS13_v2+1TB_PS",
+                "Standard_DS13_v2+2TB_PS",
+                "Standard_DS14_v2+3TB_PS",
+                "Standard_DS14_v2+4TB_PS",
+                "Standard_E2a_v4",
+                "Standard_E2ads_v5",
+                "Standard_E2d_v4",
+                "Standard_E2d_v5",
+                "Standard_E4a_v4",
+                "Standard_E4ads_v5",
+                "Standard_E4d_v4",
+                "Standard_E4d_v5",
+                "Standard_E8a_v4",
+                "Standard_E8ads_v5",
+                "Standard_E8as_v4+1TB_PS",
+                "Standard_E8as_v4+2TB_PS",
+                "Standard_E8as_v5+1TB_PS",
+                "Standard_E8as_v5+2TB_PS",
+                "Standard_E8d_v4",
+                "Standard_E8d_v5",
+                "Standard_E8s_v4+1TB_PS",
+                "Standard_E8s_v4+2TB_PS",
+                "Standard_E8s_v5+1TB_PS",
+                "Standard_E8s_v5+2TB_PS",
+                "Standard_E16a_v4",
+                "Standard_E16ads_v5",
+                "Standard_E16as_v4+3TB_PS",
+                "Standard_E16as_v4+4TB_PS",
+                "Standard_E16as_v5+3TB_PS",
+                "Standard_E16as_v5+4TB_PS",
+                "Standard_E16d_v4",
+                "Standard_E16d_v5",
+                "Standard_E16s_v4+3TB_PS",
+                "Standard_E16s_v4+4TB_PS",
+                "Standard_E16s_v5+3TB_PS",
+                "Standard_E16s_v5+4TB_PS",
+                "Standard_E64i_v3",
+                "Standard_E80ids_v4",
+                "Standard_EC8ads_v5",
+                "Standard_EC8as_v5+1TB_PS",
+                "Standard_EC8as_v5+2TB_PS",
+                "Standard_EC16ads_v5",
+                "Standard_EC16as_v5+3TB_PS",
+                "Standard_EC16as_v5+4TB_PS",
+                "Standard_L4s",
+                "Standard_L8as_v3",
+                "Standard_L8s",
+                "Standard_L8s_v2",
+                "Standard_L8s_v3",
+                "Standard_L16as_v3",
+                "Standard_L16s",
+                "Standard_L16s_v2",
+                "Standard_L16s_v3",
+                "Standard_L32as_v3",
+                "Standard_L32s_v3"
+              ],
+              "metadata": {
+                "description": "Optional. Name of the Azure Data Explorer SKU. Ignore when using Microsoft Fabric or not deploying Data Explorer. Default: \"Dev(No SLA)_Standard_D11_v2\"."
+              }
+            },
+            "dataExplorerCapacity": {
+              "type": "int",
+              "defaultValue": 1,
+              "minValue": 1,
+              "maxValue": 1000,
+              "metadata": {
+                "description": "Optional. Number of nodes to use in the cluster. This is used to manage parallelization in data pipelines. If you change Fabric SKU, please redeploy the template. Allowed values: 1 for the Basic SKU tier and 2-1000 for Standard. Default: 1 for dev/test SKUs, 2 for standard SKUs."
+              }
+            },
+            "tags": {
+              "type": "object",
+              "defaultValue": {},
+              "metadata": {
+                "description": "Optional. Tags to apply to all resources. We will also add the cm-resource-parent tag for improved cost roll-ups in Cost Management."
+              }
+            },
+            "tagsByResource": {
+              "type": "object",
+              "defaultValue": {},
+              "metadata": {
+                "description": "Optional. Tags to apply to resources based on their resource type. Resource type specific tags will be merged with tags for all resources."
+              }
+            },
+            "scopesToMonitor": {
+              "type": "array",
+              "defaultValue": [],
+              "metadata": {
+                "description": "Optional. List of scope IDs to monitor and ingest cost for."
+              }
+            },
+            "exportRetentionInDays": {
+              "type": "int",
+              "nullable": true,
+              "metadata": {
+                "description": "Optional. Number of days of data to retain in the msexports container. If not specified, keeps the current value from settings.json (0 for new hubs)."
+              }
+            },
+            "ingestionRetentionInMonths": {
+              "type": "int",
+              "nullable": true,
+              "metadata": {
+                "description": "Optional. Number of months of data to retain in the ingestion container. If not specified, keeps the current value from settings.json (13 for new hubs)."
+              }
+            },
+            "dataExplorerRawRetentionInDays": {
+              "type": "int",
+              "nullable": true,
+              "metadata": {
+                "description": "Optional. Number of days of data to retain in the Data Explorer *_raw tables. If not specified, keeps the current value from settings.json (0 for new hubs)."
+              }
+            },
+            "dataExplorerFinalRetentionInMonths": {
+              "type": "int",
+              "nullable": true,
+              "metadata": {
+                "description": "Optional. Number of months of data to retain in the Data Explorer *_final_v* tables. If not specified, keeps the current value from settings.json (13 for new hubs)."
+              }
+            },
+            "enablePublicAccess": {
+              "type": "bool",
+              "defaultValue": true,
+              "metadata": {
+                "description": "Optional. Enable public access to the data lake. Default: true."
+              }
+            },
+            "enableNatGateway": {
+              "type": "bool",
+              "defaultValue": false,
+              "metadata": {
+                "description": "Optional. Deploy a NAT Gateway for controlled outbound access when private routing is enabled. When true, the script and Data Explorer subnets route outbound traffic through the NAT Gateway. Ignored when enablePublicAccess is true. Default: false."
+              }
+            },
+            "virtualNetworkAddressPrefix": {
+              "type": "string",
+              "defaultValue": "10.20.30.0/26",
+              "metadata": {
+                "description": "Optional. Address space for the workload. Minimum /26 subnet size is required for the workload. Default: \"10.20.30.0/26\"."
+              }
+            },
+            "enableDefaultTelemetry": {
+              "type": "bool",
+              "defaultValue": true,
+              "metadata": {
+                "description": "Optional. Enable telemetry to track anonymous module usage trends, monitor for bugs, and improve future releases."
+              }
+            }
+          },
+          "variables": {
+            "$fxv#0": "15.0",
+            "$fxv#1": "# Copyright (c) Microsoft Corporation.\r\n# Licensed under the MIT License.\r\n\r\n# Init outputs\r\n$DeploymentScriptOutputs = @{}\r\n\r\n#\r\n$adfParams = @{\r\n    ResourceGroupName = $env:DataFactoryResourceGroup\r\n    DataFactoryName   = $env:DataFactoryName\r\n}\r\n\r\n# Delete old triggers\r\n$triggers = Get-AzDataFactoryV2Trigger @adfParams -ErrorAction SilentlyContinue `\r\n| Where-Object { $_.Name -match '^msexports(_(setup|daily|monthly|extract|FileAdded))?$' }\r\n$DeploymentScriptOutputs[\"stopTriggers\"] = $triggers | Stop-AzDataFactoryV2Trigger -Force -ErrorAction SilentlyContinue\r\n$DeploymentScriptOutputs[\"deleteTriggers\"] = $triggers | Remove-AzDataFactoryV2Trigger -Force -ErrorAction SilentlyContinue\r\n\r\n# Delete old pipelines\r\n$DeploymentScriptOutputs[\"pipelines\"] = Get-AzDataFactoryV2Pipeline @adfParams -ErrorAction SilentlyContinue `\r\n| Where-Object { $_.Name -match '^(msexports_(backfill|extract|fill|get|run|setup|transform)|config_(BackfillData|ExportData|RunBackfill|RunExports))$' } `\r\n| Remove-AzDataFactoryV2Pipeline -Force -ErrorAction SilentlyContinue\r\n\r\n# Delete old datasets\r\n$DeploymentScriptOutputs[\"datasets\"] = Get-AzDataFactoryV2Dataset @adfParams -ErrorAction SilentlyContinue `\r\n| Where-Object { $_.Name -eq 'manifest' } `\r\n| Remove-AzDataFactoryV2Dataset -Force -ErrorAction SilentlyContinue\r\n",
+            "hub": "[__bicep.newHub(parameters('hubName'), parameters('location'), parameters('tags'), parameters('tagsByResource'), parameters('storageSku'), parameters('keyVaultSku'), parameters('enablePurgeProtection'), parameters('enableInfrastructureEncryption'), parameters('enablePublicAccess'), parameters('enableNatGateway'), parameters('virtualNetworkAddressPrefix'), parameters('enableDefaultTelemetry'))]",
+            "useFabric": "[not(empty(parameters('fabricQueryUri')))]",
+            "useAzureDataExplorer": "[and(not(variables('useFabric')), not(empty(parameters('dataExplorerName'))))]",
+            "telemetryId": "00f120b5-2007-6120-0000-40b000000000",
+            "telemetryString": "[join(createArray(if(or(empty(parameters('remoteHubStorageUri')), empty(parameters('remoteHubStorageKey'))), '', 'R'), substring(split(parameters('storageSku'), '_')[1], 0, 1), if(not(variables('useFabric')), '', format('F{0}', parameters('fabricCapacityUnits'))), if(not(variables('useAzureDataExplorer')), '', format('X{0}', substring(parameters('dataExplorerSku'), 0, 1))), if(not(variables('useAzureDataExplorer')), '', replace(replace(replace(replace(replace(replace(replace(replace(split(split(parameters('dataExplorerSku'), 'Standard_')[1], '_')[0], 'C', ''), 'D', ''), 'E', ''), 'L', ''), 'a', ''), 'd', ''), 'i', ''), 's', '')), if(or(not(variables('useAzureDataExplorer')), equals(parameters('dataExplorerCapacity'), 1)), '', format('x{0}', parameters('dataExplorerCapacity'))), if(parameters('enablePublicAccess'), '', 'P')), '')]",
+            "_1.finOpsToolkitVersion": "15.0"
+          },
+          "resources": {
+            "telemetry": {
+              "condition": "[parameters('enableDefaultTelemetry')]",
+              "type": "Microsoft.Resources/deployments",
+              "apiVersion": "2022-09-01",
+              "name": "[format('pid-{0}_{1}_{2}', variables('telemetryId'), variables('telemetryString'), uniqueString(deployment().name, parameters('location')))]",
+              "tags": "[__bicep.getHubTags(variables('hub'), 'Microsoft.Resources/deployments')]",
+              "properties": {
+                "mode": "Incremental",
+                "template": {
+                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                  "contentVersion": "1.0.0.0",
+                  "metadata": {
+                    "_generator": {
+                      "name": "FinOps toolkit",
+                      "version": "[variables('$fxv#0')]"
+                    }
+                  },
+                  "resources": []
+                }
+              }
+            },
+            "core": {
+              "type": "Microsoft.Resources/deployments",
+              "apiVersion": "2025-04-01",
+              "name": "Microsoft.FinOpsHubs.Core",
+              "properties": {
+                "expressionEvaluationOptions": {
+                  "scope": "inner"
+                },
+                "mode": "Incremental",
+                "parameters": {
+                  "app": {
+                    "value": "[__bicep.newApp(variables('hub'), 'Microsoft.FinOpsHubs', 'Core')]"
+                  },
+                  "scopesToMonitor": {
+                    "value": "[parameters('scopesToMonitor')]"
+                  },
+                  "msexportRetentionInDays": {
+                    "value": "[parameters('exportRetentionInDays')]"
+                  },
+                  "ingestionRetentionInMonths": {
+                    "value": "[parameters('ingestionRetentionInMonths')]"
+                  },
+                  "rawRetentionInDays": {
+                    "value": "[parameters('dataExplorerRawRetentionInDays')]"
+                  },
+                  "finalRetentionInMonths": {
+                    "value": "[parameters('dataExplorerFinalRetentionInMonths')]"
+                  }
+                },
+                "template": {
+                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                  "languageVersion": "2.1-experimental",
+                  "contentVersion": "1.0.0.0",
+                  "metadata": {
+                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                      "Enable @validate() decorator"
+                    ],
+                    "_generator": {
+                      "name": "bicep",
+                      "version": "0.40.2.10011",
+                      "templateHash": "6960126732629411571"
+                    },
+                    "hubApp": {
+                      "id": "Microsoft.FinOpsHubs.Core",
+                      "version": "15.0",
+                      "dependencies": [],
+                      "metadata": "https://microsoft.github.io/finops-toolkit/deploy/finops-hub/15.0/Microsoft.FinOpsHubs/Core/metadata.bicep"
+                    }
+                  },
+                  "definitions": {
+                    "_1.HubProperties": {
+                      "type": "object",
+                      "properties": {
+                        "id": {
+                          "type": "string"
+                        },
+                        "name": {
+                          "type": "string"
+                        },
+                        "location": {
+                          "type": "string"
+                        },
+                        "tags": {
+                          "type": "object"
+                        },
+                        "tagsByResource": {
+                          "type": "object"
+                        },
+                        "version": {
+                          "type": "string"
+                        },
+                        "options": {
+                          "type": "object",
+                          "properties": {
+                            "enableTelemetry": {
+                              "type": "bool"
+                            },
+                            "keyVaultSku": {
+                              "type": "string"
+                            },
+                            "keyVaultEnablePurgeProtection": {
+                              "type": "bool"
+                            },
+                            "networkAddressPrefix": {
+                              "type": "string"
+                            },
+                            "natGateway": {
+                              "type": "bool"
+                            },
+                            "privateRouting": {
+                              "type": "bool"
+                            },
+                            "publisherIsolation": {
+                              "type": "bool"
+                            },
+                            "storageInfrastructureEncryption": {
+                              "type": "bool"
+                            },
+                            "storageSku": {
+                              "type": "string"
+                            }
+                          }
+                        },
+                        "routing": {
+                          "$ref": "#/definitions/_1.HubRoutingProperties"
+                        },
+                        "core": {
+                          "type": "object",
+                          "properties": {
+                            "suffix": {
+                              "type": "string"
+                            }
+                          }
+                        }
+                      },
+                      "metadata": {
+                        "id": "FinOps hub resource ID.",
+                        "name": "FinOps hub instance name.",
+                        "location": "Azure resource location of the FinOps hub instance.",
+                        "tags": "Tags to apply to all FinOps hub resources.",
+                        "tagsByResource": "Tags to apply to resources based on their resource type.",
+                        "version": "FinOps hub version number.",
+                        "options": {
+                          "enableTelemetry": "Indicates whether telemetry should be enabled for deployments.",
+                          "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
+                          "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
+                          "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
+                          "privateRouting": "Indicates whether private network routing is enabled.",
+                          "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
+                          "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
+                          "storageSku": "Storage account SKU. Allowed values: \"Premium_LRS\", \"Premium_ZRS\"."
+                        },
+                        "routing": "FinOps hub private network routing properties, if enabled.",
+                        "core": {
+                          "suffix": "Unique suffix used for shared resources."
+                        },
+                        "apps": {},
+                        "description": "FinOps hub instance properties.",
+                        "__bicep_imported_from!": {
+                          "sourceTemplate": "../../fx/hub-types.bicep"
+                        }
+                      }
+                    },
+                    "_1.HubRoutingProperties": {
+                      "type": "object",
+                      "properties": {
+                        "networkId": {
+                          "type": "string"
+                        },
+                        "networkName": {
+                          "type": "string"
+                        },
+                        "scriptStorage": {
+                          "type": "string"
+                        },
+                        "dnsZones": {
+                          "type": "object",
+                          "properties": {
+                            "blob": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            },
+                            "dfs": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            },
+                            "file": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            },
+                            "queue": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            },
+                            "table": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            }
+                          }
+                        },
+                        "subnets": {
+                          "type": "object",
+                          "properties": {
+                            "dataExplorer": {
+                              "type": "string"
+                            },
+                            "dataFactory": {
+                              "type": "string"
+                            },
+                            "keyVault": {
+                              "type": "string"
+                            },
+                            "scripts": {
+                              "type": "string"
+                            },
+                            "storage": {
+                              "type": "string"
+                            }
+                          }
+                        }
+                      },
+                      "metadata": {
+                        "networkId": "Resource ID of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                        "networkName": "Name of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                        "scriptStorage": "Name of the storage account used for deployment scripts.",
+                        "dnsZones": {
+                          "blob": "Resource ID and name for the blob storage DNS zone.",
+                          "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                          "file": "Resource ID and name for the file storage DNS zone.",
+                          "queue": "Resource ID and name for the queue storage DNS zone.",
+                          "table": "Resource ID and name for the table storage DNS zone."
+                        },
+                        "subnets": {
+                          "dataExplorer": "Resource ID of the subnet for the Data Explorer instance.",
+                          "dataFactory": "Resource ID of the subnet for Data Factory instances.",
+                          "keyVault": "Resource ID of the subnet for Key Vault instances.",
+                          "scripts": "Resource ID of the subnet for deployment script storage.",
+                          "storage": "Resource ID of the subnet for storage accounts."
+                        },
+                        "description": "FinOps hub private network routing properties.",
+                        "__bicep_imported_from!": {
+                          "sourceTemplate": "../../fx/hub-types.bicep"
+                        }
+                      }
+                    },
+                    "_1.IdNameObject": {
+                      "type": "object",
+                      "properties": {
+                        "id": {
+                          "type": "string"
+                        },
+                        "name": {
+                          "type": "string"
+                        }
+                      },
+                      "metadata": {
+                        "id": "Fully-qualified resource ID.",
+                        "name": "Resource name.",
+                        "description": "Resource ID and name.",
+                        "__bicep_imported_from!": {
+                          "sourceTemplate": "../../fx/hub-types.bicep"
+                        }
+                      }
+                    },
+                    "CoreMetadata": {
+                      "type": "object",
+                      "properties": {
+                        "id": {
+                          "type": "string",
+                          "metadata": {
+                            "description": "Fully-qualified app identifier."
+                          }
+                        },
+                        "version": {
+                          "type": "string",
+                          "metadata": {
+                            "description": "App version."
+                          }
+                        },
+                        "storageUrlForPowerBI": {
+                          "type": "string",
+                          "metadata": {
+                            "description": "URL to use when connecting Power BI reports to data."
+                          }
+                        },
+                        "principalId": {
+                          "type": "string",
+                          "metadata": {
+                            "description": "Object ID of the Data Factory managed identity. Needed when configuring managed exports."
+                          }
+                        },
+                        "ingestionIdFileNameSeparator": {
+                          "type": "string",
+                          "metadata": {
+                            "description": "Separator characters used between the ingestion ID and file name for ingested files. Used to identify uniqueness and clean up old files with old ingestion IDs."
+                          }
+                        },
+                        "containers": {
+                          "type": "object",
+                          "properties": {
+                            "config": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Configuration container for settings, queries, and schemas."
+                              }
+                            },
+                            "ingestion": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Ingestion container for normalized data."
+                              }
+                            }
+                          },
+                          "metadata": {
+                            "description": "Storage container names."
+                          }
+                        },
+                        "datasets": {
+                          "type": "object",
+                          "properties": {
+                            "config": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "JSON dataset for configuration files."
+                              }
+                            },
+                            "ingestion": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Parquet dataset for ingested data."
+                              }
+                            },
+                            "ingestionFiles": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Parquet dataset for listing ingested files."
+                              }
+                            },
+                            "ingestionManifest": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "JSON dataset for ingestion manifest files."
+                              }
+                            }
+                          },
+                          "metadata": {
+                            "description": "Data Factory dataset names."
+                          }
+                        },
+                        "linkedServices": {
+                          "type": "object",
+                          "properties": {
+                            "azurerm": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "REST linked service for Azure Resource Manager API calls."
+                              }
+                            }
+                          },
+                          "metadata": {
+                            "description": "Data Factory linked service names."
+                          }
+                        },
+                        "settings": {
+                          "type": "object",
+                          "properties": {
+                            "container": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Container name for the hub settings file."
+                              }
+                            },
+                            "file": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "File name of the hub settings file."
+                              }
+                            }
+                          },
+                          "metadata": {
+                            "description": "Metadata for the hub settings file."
+                          }
+                        }
+                      },
+                      "metadata": {
+                        "description": "Metadata for resources created by the Core app.",
+                        "__bicep_imported_from!": {
+                          "sourceTemplate": "metadata.bicep",
+                          "originalIdentifier": "AppMetadata"
+                        }
+                      }
+                    },
+                    "HubAppProperties": {
+                      "type": "object",
+                      "properties": {
+                        "id": {
+                          "type": "string"
+                        },
+                        "name": {
+                          "type": "string"
+                        },
+                        "publisher": {
+                          "type": "string"
+                        },
+                        "suffix": {
+                          "type": "string"
+                        },
+                        "tags": {
+                          "type": "object"
+                        },
+                        "dataFactory": {
+                          "type": "string"
+                        },
+                        "keyVault": {
+                          "type": "string"
+                        },
+                        "storage": {
+                          "type": "string"
+                        },
+                        "hub": {
+                          "$ref": "#/definitions/_1.HubProperties"
+                        }
+                      },
+                      "metadata": {
+                        "id": "Fully-qualified name of the publisher and app, separated by a dot.",
+                        "name": "Short name of the FinOps hub app. Last segment of the app ID.",
+                        "publisher": "Fully-qualified namespace of the FinOps hub app publisher.",
+                        "suffix": "Unique suffix used for publisher resources.",
+                        "tags": "Tags to apply to all FinOps hub resources for this FinOps hub app publisher. Tags are not specific to the app since resources are shared.",
+                        "dataFactory": "Name of the Data Factory instance for this publisher.",
+                        "keyVault": "Name of the KeyVault instance for this publisher.",
+                        "storage": "Name of the storage account for this publisher.",
+                        "hub": "FinOps hub instance the app is deployed to.",
+                        "description": "FinOps hub app configuration settings.",
+                        "__bicep_imported_from!": {
+                          "sourceTemplate": "../../fx/hub-types.bicep"
+                        }
+                      }
+                    }
+                  },
+                  "functions": [
+                    {
+                      "namespace": "__bicep",
+                      "members": {
+                        "privateRoutingForLinkedServices": {
+                          "parameters": [
+                            {
+                              "$ref": "#/definitions/_1.HubProperties",
+                              "name": "hub"
+                            }
+                          ],
+                          "output": {
+                            "type": "object",
+                            "value": "[if(parameters('hub').options.privateRouting, createObject('connectVia', createObject('referenceName', 'ManagedIntegrationRuntime', 'type', 'IntegrationRuntimeReference')), createObject())]"
+                          },
+                          "metadata": {
+                            "description": "Returns an object that represents the properties needed to enable private routing for linked services. Use property expansion (`...value`) to apply to a linkedServices resource.",
+                            "__bicep_imported_from!": {
+                              "sourceTemplate": "../../fx/hub-types.bicep"
+                            }
+                          }
+                        }
+                      }
+                    }
+                  ],
+                  "parameters": {
+                    "app": {
+                      "$ref": "#/definitions/HubAppProperties",
+                      "metadata": {
+                        "description": "Required. FinOps hub app getting deployed."
+                      }
+                    },
+                    "scopesToMonitor": {
+                      "type": "array",
+                      "metadata": {
+                        "description": "Optional. List of scope IDs to monitor and ingest cost for."
+                      }
+                    },
+                    "msexportRetentionInDays": {
+                      "type": "int",
+                      "nullable": true,
+                      "metadata": {
+                        "description": "Optional. Number of days of data to retain in the msexports container. If not specified, keeps the current value from settings.json (0 for new hubs)."
+                      }
+                    },
+                    "ingestionRetentionInMonths": {
+                      "type": "int",
+                      "nullable": true,
+                      "metadata": {
+                        "description": "Optional. Number of months of data to retain in the ingestion container. If not specified, keeps the current value from settings.json (13 for new hubs)."
+                      }
+                    },
+                    "rawRetentionInDays": {
+                      "type": "int",
+                      "nullable": true,
+                      "metadata": {
+                        "description": "Optional. Number of days of data to retain in the Data Explorer *_raw tables. If not specified, keeps the current value from settings.json (0 for new hubs)."
+                      }
+                    },
+                    "finalRetentionInMonths": {
+                      "type": "int",
+                      "nullable": true,
+                      "metadata": {
+                        "description": "Optional. Number of months of data to retain in the Data Explorer *_final_v* tables. If not specified, keeps the current value from settings.json (13 for new hubs)."
+                      }
+                    },
+                    "forceUpdateTag": {
+                      "type": "string",
+                      "defaultValue": "[utcNow()]",
+                      "metadata": {
+                        "description": "Optional. Forces the settings script to run on every deployment so changed retention values always apply. Do not change."
+                      }
+                    }
+                  },
+                  "variables": {
+                    "$fxv#0": "# Copyright (c) Microsoft Corporation.\r\n# Licensed under the MIT License.\r\n\r\nWrite-Output \"Updating settings.json file...\"\r\nWrite-Output \"  Storage account: $env:storageAccountName\"\r\nWrite-Output \"  Container: $env:containerName\"\r\n\r\n$validateScopes = { $_.scope.Length -gt 45 }\r\n\r\n# Initialize variables\r\n$fileName = 'settings.json'\r\n$filePath = Join-Path -Path . -ChildPath $fileName\r\n$newScopes = $env:scopes.Split('|') | ForEach-Object { [PSCustomObject]@{ scope = $_ } } | Where-Object $validateScopes\r\n\r\n# Get storage context\r\n$storageContext = @{\r\n    Context   = New-AzStorageContext -StorageAccountName $env:storageAccountName -UseConnectedAccount\r\n    Container = $env:containerName\r\n}\r\n\r\n# Download existing settings, if they exist\r\n$blob = Get-AzStorageBlobContent @storageContext -Blob $fileName -Destination $filePath -Force\r\nif ($blob)\r\n{\r\n    $text = Get-Content $filePath -Raw\r\n    Write-Output \"---------\"\r\n    Write-Output $text\r\n    Write-Output \"---------\"\r\n    $json = $text | ConvertFrom-Json\r\n    Write-Output \"Existing settings.json file found. Updating...\"\r\n\r\n    # Rename exportScopes to scopes + convert to object array\r\n    if ($json.exportScopes)\r\n    {\r\n        Write-Output \"  Updating exportScopes...\"\r\n        if ($json.exportScopes[0] -is [string])\r\n        {\r\n            Write-Output \"    Converting string array to object array...\"\r\n            $json.exportScopes = @($json.exportScopes | Where-Object $validateScopes | ForEach-Object { @{ scope = $_ } })\r\n            if (-not ($json.exportScopes -is [array]))\r\n            {\r\n                Write-Output \"    Converting single object to object array...\"\r\n                $json.exportScopes = @($json.exportScopes)\r\n            }\r\n        }\r\n\r\n        Write-Output \"    Renaming to 'scopes'...\"\r\n        $json | Add-Member -MemberType NoteProperty -Name scopes -Value $json.exportScopes\r\n        $json.PSObject.Properties.Remove('exportScopes')\r\n    }\r\n\r\n    # Force string array to object array with unique values\r\n    if ($json.scopes)\r\n    {\r\n        Write-Output \"  Converting string array to object array...\"\r\n        $scopeArray = @()\r\n        $json.scopes | Where-Object $validateScopes | ForEach-Object { $scopeArray += $_ } | Select-Object -Unique\r\n        $json.scopes = @() + $scopeArray\r\n    }\r\n}\r\n\r\n# Set default if not found\r\nif (!$json)\r\n{\r\n    Write-Output \"No existing settings.json file found. Creating new file...\"\r\n    $json = [ordered]@{\r\n        '$schema' = 'https://aka.ms/finops/hubs/settings-schema'\r\n        type      = 'HubInstance'\r\n        version   = ''\r\n        learnMore = 'https://aka.ms/finops/hubs'\r\n        scopes    = @()\r\n        retention = @{\r\n            'msexports' = @{\r\n                days = 0\r\n            }\r\n            'ingestion' = @{\r\n                months = 13\r\n            }\r\n            'raw'       = @{\r\n                days = 0\r\n            }\r\n            'final'     = @{\r\n                months = 13\r\n            }\r\n        }\r\n    }\r\n\r\n    $text = $json | ConvertTo-Json\r\n    Write-Output \"---------\"\r\n    Write-Output $text\r\n    Write-Output \"---------\"\r\n}\r\n\r\n# Set default retention\r\nif (!($json.retention))\r\n{\r\n    # In case the retention object is not present in the settings.json file (versions before 0.4), add it with default values\r\n    $retention = @\"\r\n    {\r\n        \"msexports\": {\r\n            \"days\": 0\r\n        },\r\n        \"ingestion\": {\r\n            \"months\": 13\r\n        },\r\n        \"raw\": {\r\n            \"days\": 0\r\n        },\r\n        \"final\": {\r\n            \"months\": 13\r\n        }\r\n    }\r\n\"@\r\n    $json | Add-Member -Name retention -Value (ConvertFrom-Json $retention) -MemberType NoteProperty\r\n}\r\n\r\n# Set retention\r\n# NOTE: The template only passes retention values the deployment specifies. When a value isn't passed, keep the stored\r\n# value (or the default for new hubs) so a redeploy or upgrade never resets retention (#2206, #2348).\r\nfunction Set-Retention([string] $Name, [string] $Unit, [int] $Default, [string] $Requested)\r\n{\r\n    if (!($json.retention.$Name))\r\n    {\r\n        $json.retention | Add-Member -Name $Name -Value ([PSCustomObject]@{ $Unit = $Default }) -MemberType NoteProperty -Force\r\n    }\r\n    if (-not [string]::IsNullOrWhiteSpace($Requested))\r\n    {\r\n        Write-Output \"  Setting $Name retention to $Requested $Unit...\"\r\n        $json.retention.$Name.$Unit = [Int32]::Parse($Requested)\r\n    }\r\n    else\r\n    {\r\n        Write-Output \"  Keeping $Name retention at $($json.retention.$Name.$Unit) $Unit...\"\r\n    }\r\n}\r\nSet-Retention -Name msexports -Unit days   -Default 0  -Requested $env:msexportRetentionInDays\r\nSet-Retention -Name ingestion -Unit months -Default 13 -Requested $env:ingestionRetentionInMonths\r\nSet-Retention -Name raw       -Unit days   -Default 0  -Requested $env:rawRetentionInDays\r\nSet-Retention -Name final     -Unit months -Default 13 -Requested $env:finalRetentionInMonths\r\n\r\n# Updating settings\r\nWrite-Output \"Updating version to $env:ftkVersion...\"\r\n$json.version = $env:ftkVersion\r\n$json.scopes = ($json.scopes + $newScopes) | Sort-Object scope -Unique\r\nif ($null -eq $json.scopes) { $json.scopes = @() }\r\n$text = $json | ConvertTo-Json\r\nWrite-Output \"---------\"\r\nWrite-Output $text\r\nWrite-Output \"---------\"\r\n$text | Out-File $filePath\r\n\r\n# Upload new/updated settings\r\nWrite-Output \"Uploading settings.json file...\"\r\nSet-AzStorageBlobContent @storageContext -File $filePath -Force | Out-Null\r\n\r\n# Return the effective raw retention so the Data Explorer setup applies the stored value\r\n$DeploymentScriptOutputs = @{\r\n    rawRetentionInDays = [Int32]$json.retention.raw.days\r\n}\r\n",
+                    "CONFIG": "config",
+                    "INGESTION": "ingestion",
+                    "INGESTION_ID_SEPARATOR": "__",
+                    "SETTINGS_FILE": "settings.json",
+                    "armEndpointPropertyName": "aadResourceId",
+                    "finOpsToolkitVersion": "15.0"
+                  },
+                  "resources": {
+                    "dataFactory::dataset_config": {
+                      "type": "Microsoft.DataFactory/factories/datasets",
+                      "apiVersion": "2018-06-01",
+                      "name": "[format('{0}/{1}', parameters('app').dataFactory, variables('CONFIG'))]",
+                      "properties": {
+                        "linkedServiceName": {
+                          "referenceName": "[parameters('app').storage]",
+                          "type": "LinkedServiceReference"
+                        },
+                        "type": "Json",
+                        "typeProperties": {
+                          "location": {
+                            "type": "AzureBlobFSLocation",
+                            "fileName": {
+                              "value": "@{dataset().fileName}",
+                              "type": "Expression"
+                            },
+                            "folderPath": {
+                              "value": "@{dataset().folderPath}",
+                              "type": "Expression"
+                            }
+                          }
+                        },
+                        "parameters": {
+                          "fileName": {
+                            "type": "String",
+                            "defaultValue": "[variables('SETTINGS_FILE')]"
+                          },
+                          "folderPath": {
+                            "type": "String",
+                            "defaultValue": "[reference('configContainer').outputs.containerName.value]"
+                          }
+                        }
+                      },
+                      "dependsOn": [
+                        "appRegistration",
+                        "configContainer"
+                      ]
+                    },
+                    "dataFactory::dataset_ingestion": {
+                      "type": "Microsoft.DataFactory/factories/datasets",
+                      "apiVersion": "2018-06-01",
+                      "name": "[format('{0}/{1}', parameters('app').dataFactory, variables('INGESTION'))]",
+                      "properties": {
+                        "annotations": [],
+                        "parameters": {
+                          "blobPath": {
+                            "type": "String"
+                          }
+                        },
+                        "type": "Parquet",
+                        "typeProperties": {
+                          "location": {
+                            "type": "AzureBlobFSLocation",
+                            "fileName": {
+                              "value": "@{dataset().blobPath}",
+                              "type": "Expression"
+                            },
+                            "fileSystem": "[reference('ingestionContainer').outputs.containerName.value]"
+                          }
+                        },
+                        "linkedServiceName": {
+                          "parameters": {},
+                          "referenceName": "[parameters('app').storage]",
+                          "type": "LinkedServiceReference"
+                        }
+                      },
+                      "dependsOn": [
+                        "appRegistration",
+                        "ingestionContainer"
+                      ]
+                    },
+                    "dataFactory::dataset_ingestion_files": {
+                      "type": "Microsoft.DataFactory/factories/datasets",
+                      "apiVersion": "2018-06-01",
+                      "name": "[format('{0}/{1}', parameters('app').dataFactory, format('{0}_files', variables('INGESTION')))]",
+                      "properties": {
+                        "annotations": [],
+                        "parameters": {
+                          "folderPath": {
+                            "type": "String"
+                          }
+                        },
+                        "type": "Parquet",
+                        "typeProperties": {
+                          "location": {
+                            "type": "AzureBlobFSLocation",
+                            "fileSystem": "[reference('ingestionContainer').outputs.containerName.value]",
+                            "folderPath": {
+                              "value": "@dataset().folderPath",
+                              "type": "Expression"
+                            }
+                          }
+                        },
+                        "linkedServiceName": {
+                          "parameters": {},
+                          "referenceName": "[parameters('app').storage]",
+                          "type": "LinkedServiceReference"
+                        }
+                      },
+                      "dependsOn": [
+                        "appRegistration",
+                        "ingestionContainer"
+                      ]
+                    },
+                    "dataFactory::dataset_ingestion_manifest": {
+                      "type": "Microsoft.DataFactory/factories/datasets",
+                      "apiVersion": "2018-06-01",
+                      "name": "[format('{0}/{1}', parameters('app').dataFactory, format('{0}_manifest', variables('INGESTION')))]",
+                      "properties": {
+                        "annotations": [],
+                        "parameters": {
+                          "fileName": {
+                            "type": "String",
+                            "defaultValue": "manifest.json"
+                          },
+                          "folderPath": {
+                            "type": "String",
+                            "defaultValue": "[variables('INGESTION')]"
+                          }
+                        },
+                        "type": "Json",
+                        "typeProperties": {
+                          "location": {
+                            "type": "AzureBlobFSLocation",
+                            "fileName": {
+                              "value": "@{dataset().fileName}",
+                              "type": "Expression"
+                            },
+                            "folderPath": {
+                              "value": "@{dataset().folderPath}",
+                              "type": "Expression"
+                            }
+                          }
+                        },
+                        "linkedServiceName": {
+                          "parameters": {},
+                          "referenceName": "[parameters('app').storage]",
+                          "type": "LinkedServiceReference"
+                        }
+                      },
+                      "dependsOn": [
+                        "appRegistration"
+                      ]
+                    },
+                    "dataFactory": {
+                      "existing": true,
+                      "type": "Microsoft.DataFactory/factories",
+                      "apiVersion": "2018-06-01",
+                      "name": "[parameters('app').dataFactory]",
+                      "dependsOn": [
+                        "appRegistration"
+                      ]
+                    },
+                    "linkedService_arm": {
+                      "type": "Microsoft.DataFactory/factories/linkedservices",
+                      "apiVersion": "2018-06-01",
+                      "name": "[format('{0}/{1}', parameters('app').dataFactory, 'azurerm')]",
+                      "properties": "[shallowMerge(createArray(createObject('annotations', createArray(), 'parameters', createObject(), 'type', 'RestService', 'typeProperties', union(createObject('url', environment().resourceManager, 'authenticationType', 'ManagedServiceIdentity', 'enableServerCertificateValidation', true()), createObject(format('{0}', variables('armEndpointPropertyName')), environment().resourceManager))), __bicep.privateRoutingForLinkedServices(parameters('app').hub)))]",
+                      "dependsOn": [
+                        "appRegistration"
+                      ]
+                    },
+                    "infrastructure": {
+                      "type": "Microsoft.Resources/deployments",
+                      "apiVersion": "2025-04-01",
+                      "name": "Microsoft.FinOpsHubs.Core_Infrastructure",
+                      "properties": {
+                        "expressionEvaluationOptions": {
+                          "scope": "inner"
+                        },
+                        "mode": "Incremental",
+                        "parameters": {
+                          "hub": {
+                            "value": "[parameters('app').hub]"
+                          }
+                        },
+                        "template": {
+                          "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                          "languageVersion": "2.1-experimental",
+                          "contentVersion": "1.0.0.0",
+                          "metadata": {
+                            "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                            "_EXPERIMENTAL_FEATURES_ENABLED": [
+                              "Enable @validate() decorator"
+                            ],
+                            "_generator": {
+                              "name": "bicep",
+                              "version": "0.40.2.10011",
+                              "templateHash": "17996730894598377649"
+                            }
+                          },
+                          "definitions": {
+                            "_1.HubRoutingProperties": {
+                              "type": "object",
+                              "properties": {
+                                "networkId": {
+                                  "type": "string"
+                                },
+                                "networkName": {
+                                  "type": "string"
+                                },
+                                "scriptStorage": {
+                                  "type": "string"
+                                },
+                                "dnsZones": {
+                                  "type": "object",
+                                  "properties": {
+                                    "blob": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "dfs": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "file": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "queue": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "table": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    }
+                                  }
+                                },
+                                "subnets": {
+                                  "type": "object",
+                                  "properties": {
+                                    "dataExplorer": {
+                                      "type": "string"
+                                    },
+                                    "dataFactory": {
+                                      "type": "string"
+                                    },
+                                    "keyVault": {
+                                      "type": "string"
+                                    },
+                                    "scripts": {
+                                      "type": "string"
+                                    },
+                                    "storage": {
+                                      "type": "string"
+                                    }
+                                  }
+                                }
+                              },
+                              "metadata": {
+                                "networkId": "Resource ID of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                "networkName": "Name of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                "scriptStorage": "Name of the storage account used for deployment scripts.",
+                                "dnsZones": {
+                                  "blob": "Resource ID and name for the blob storage DNS zone.",
+                                  "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                  "file": "Resource ID and name for the file storage DNS zone.",
+                                  "queue": "Resource ID and name for the queue storage DNS zone.",
+                                  "table": "Resource ID and name for the table storage DNS zone."
+                                },
+                                "subnets": {
+                                  "dataExplorer": "Resource ID of the subnet for the Data Explorer instance.",
+                                  "dataFactory": "Resource ID of the subnet for Data Factory instances.",
+                                  "keyVault": "Resource ID of the subnet for Key Vault instances.",
+                                  "scripts": "Resource ID of the subnet for deployment script storage.",
+                                  "storage": "Resource ID of the subnet for storage accounts."
+                                },
+                                "description": "FinOps hub private network routing properties.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "../../fx/hub-types.bicep"
+                                }
+                              }
+                            },
+                            "_1.IdNameObject": {
+                              "type": "object",
+                              "properties": {
+                                "id": {
+                                  "type": "string"
+                                },
+                                "name": {
+                                  "type": "string"
+                                }
+                              },
+                              "metadata": {
+                                "id": "Fully-qualified resource ID.",
+                                "name": "Resource name.",
+                                "description": "Resource ID and name.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "../../fx/hub-types.bicep"
+                                }
+                              }
+                            },
+                            "HubProperties": {
+                              "type": "object",
+                              "properties": {
+                                "id": {
+                                  "type": "string"
+                                },
+                                "name": {
+                                  "type": "string"
+                                },
+                                "location": {
+                                  "type": "string"
+                                },
+                                "tags": {
+                                  "type": "object"
+                                },
+                                "tagsByResource": {
+                                  "type": "object"
+                                },
+                                "version": {
+                                  "type": "string"
+                                },
+                                "options": {
+                                  "type": "object",
+                                  "properties": {
+                                    "enableTelemetry": {
+                                      "type": "bool"
+                                    },
+                                    "keyVaultSku": {
+                                      "type": "string"
+                                    },
+                                    "keyVaultEnablePurgeProtection": {
+                                      "type": "bool"
+                                    },
+                                    "networkAddressPrefix": {
+                                      "type": "string"
+                                    },
+                                    "natGateway": {
+                                      "type": "bool"
+                                    },
+                                    "privateRouting": {
+                                      "type": "bool"
+                                    },
+                                    "publisherIsolation": {
+                                      "type": "bool"
+                                    },
+                                    "storageInfrastructureEncryption": {
+                                      "type": "bool"
+                                    },
+                                    "storageSku": {
+                                      "type": "string"
+                                    }
+                                  }
+                                },
+                                "routing": {
+                                  "$ref": "#/definitions/_1.HubRoutingProperties"
+                                },
+                                "core": {
+                                  "type": "object",
+                                  "properties": {
+                                    "suffix": {
+                                      "type": "string"
+                                    }
+                                  }
+                                }
+                              },
+                              "metadata": {
+                                "id": "FinOps hub resource ID.",
+                                "name": "FinOps hub instance name.",
+                                "location": "Azure resource location of the FinOps hub instance.",
+                                "tags": "Tags to apply to all FinOps hub resources.",
+                                "tagsByResource": "Tags to apply to resources based on their resource type.",
+                                "version": "FinOps hub version number.",
+                                "options": {
+                                  "enableTelemetry": "Indicates whether telemetry should be enabled for deployments.",
+                                  "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
+                                  "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
+                                  "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                  "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
+                                  "privateRouting": "Indicates whether private network routing is enabled.",
+                                  "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
+                                  "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
+                                  "storageSku": "Storage account SKU. Allowed values: \"Premium_LRS\", \"Premium_ZRS\"."
+                                },
+                                "routing": "FinOps hub private network routing properties, if enabled.",
+                                "core": {
+                                  "suffix": "Unique suffix used for shared resources."
+                                },
+                                "apps": {},
+                                "description": "FinOps hub instance properties.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "../../fx/hub-types.bicep"
+                                }
+                              }
+                            }
+                          },
+                          "functions": [
+                            {
+                              "namespace": "__bicep",
+                              "members": {
+                                "getHubTags": {
+                                  "parameters": [
+                                    {
+                                      "$ref": "#/definitions/HubProperties",
+                                      "name": "hub"
+                                    },
+                                    {
+                                      "type": "string",
+                                      "name": "resourceType"
+                                    }
+                                  ],
+                                  "output": {
+                                    "type": "object",
+                                    "value": "[union(parameters('hub').tags, coalesce(tryGet(parameters('hub').tagsByResource, parameters('resourceType')), createObject()))]"
+                                  },
+                                  "metadata": {
+                                    "description": "Returns a tags dictionary that includes tags for the FinOps hub instance.",
+                                    "__bicep_imported_from!": {
+                                      "sourceTemplate": "../../fx/hub-types.bicep"
+                                    }
+                                  }
+                                }
+                              }
+                            }
+                          ],
+                          "parameters": {
+                            "hub": {
+                              "$ref": "#/definitions/HubProperties",
+                              "metadata": {
+                                "description": "Required. FinOps hub instance properties."
+                              }
+                            }
+                          },
+                          "variables": {
+                            "nsgName": "[format('{0}-nsg', parameters('hub').routing.networkName)]",
+                            "natGatewayName": "[format('{0}-natgw', parameters('hub').routing.networkName)]",
+                            "natGatewayPipName": "[format('{0}-natgw-pip', parameters('hub').routing.networkName)]",
+                            "finopsHubSubnetName": "private-endpoint-subnet",
+                            "scriptSubnetName": "script-subnet",
+                            "dataExplorerSubnetName": "dataExplorer-subnet",
+                            "subnets": "[if(not(parameters('hub').options.privateRouting), createArray(), createArray(createObject('name', variables('finopsHubSubnetName'), 'properties', createObject('addressPrefix', cidrSubnet(parameters('hub').options.networkAddressPrefix, 28, 0), 'defaultOutboundAccess', not(parameters('hub').options.natGateway), 'networkSecurityGroup', createObject('id', resourceId('Microsoft.Network/networkSecurityGroups', variables('nsgName'))), 'serviceEndpoints', createArray(createObject('service', 'Microsoft.Storage')))), createObject('name', variables('scriptSubnetName'), 'properties', shallowMerge(createArray(createObject('addressPrefix', cidrSubnet(parameters('hub').options.networkAddressPrefix, 28, 1), 'defaultOutboundAccess', not(parameters('hub').options.natGateway)), if(parameters('hub').options.natGateway, createObject('natGateway', createObject('id', resourceId('Microsoft.Network/natGateways', variables('natGatewayName')))), createObject()), createObject('networkSecurityGroup', createObject('id', resourceId('Microsoft.Network/networkSecurityGroups', variables('nsgName'))), 'delegations', createArray(createObject('name', 'Microsoft.ContainerInstance/containerGroups', 'properties', createObject('serviceName', 'Microsoft.ContainerInstance/containerGroups'))))))), createObject('name', variables('dataExplorerSubnetName'), 'properties', shallowMerge(createArray(createObject('addressPrefix', cidrSubnet(parameters('hub').options.networkAddressPrefix, 27, 1), 'defaultOutboundAccess', not(parameters('hub').options.natGateway)), if(parameters('hub').options.natGateway, createObject('natGateway', createObject('id', resourceId('Microsoft.Network/natGateways', variables('natGatewayName')))), createObject()), createObject('networkSecurityGroup', createObject('id', resourceId('Microsoft.Network/networkSecurityGroups', variables('nsgName')))))))))]"
+                          },
+                          "resources": {
+                            "vNet::finopsHubSubnet": {
+                              "condition": "[parameters('hub').options.privateRouting]",
+                              "existing": true,
+                              "type": "Microsoft.Network/virtualNetworks/subnets",
+                              "apiVersion": "2023-11-01",
+                              "name": "[format('{0}/{1}', parameters('hub').routing.networkName, variables('finopsHubSubnetName'))]",
+                              "dependsOn": [
+                                "vNet"
+                              ]
+                            },
+                            "vNet::scriptSubnet": {
+                              "condition": "[parameters('hub').options.privateRouting]",
+                              "existing": true,
+                              "type": "Microsoft.Network/virtualNetworks/subnets",
+                              "apiVersion": "2023-11-01",
+                              "name": "[format('{0}/{1}', parameters('hub').routing.networkName, variables('scriptSubnetName'))]",
+                              "dependsOn": [
+                                "vNet"
+                              ]
+                            },
+                            "vNet::dataExplorerSubnet": {
+                              "condition": "[parameters('hub').options.privateRouting]",
+                              "existing": true,
+                              "type": "Microsoft.Network/virtualNetworks/subnets",
+                              "apiVersion": "2023-11-01",
+                              "name": "[format('{0}/{1}', parameters('hub').routing.networkName, variables('dataExplorerSubnetName'))]",
+                              "dependsOn": [
+                                "vNet"
+                              ]
+                            },
+                            "blobPrivateDnsZone::blobPrivateDnsZoneLink": {
+                              "condition": "[parameters('hub').options.privateRouting]",
+                              "type": "Microsoft.Network/privateDnsZones/virtualNetworkLinks",
+                              "apiVersion": "2024-06-01",
+                              "name": "[format('{0}/{1}', string(parameters('hub').routing.dnsZones.blob.name), format('{0}-link', replace(string(parameters('hub').routing.dnsZones.blob.name), '.', '-')))]",
+                              "location": "global",
+                              "tags": "[__bicep.getHubTags(parameters('hub'), 'Microsoft.Network/privateDnsZones/virtualNetworkLinks')]",
+                              "properties": {
+                                "registrationEnabled": false,
+                                "virtualNetwork": {
+                                  "id": "[parameters('hub').routing.networkId]"
+                                }
+                              },
+                              "dependsOn": [
+                                "blobPrivateDnsZone"
+                              ]
+                            },
+                            "dfsPrivateDnsZone::dfsPrivateDnsZoneLink": {
+                              "condition": "[parameters('hub').options.privateRouting]",
+                              "type": "Microsoft.Network/privateDnsZones/virtualNetworkLinks",
+                              "apiVersion": "2024-06-01",
+                              "name": "[format('{0}/{1}', string(parameters('hub').routing.dnsZones.dfs.name), format('{0}-link', replace(string(parameters('hub').routing.dnsZones.dfs.name), '.', '-')))]",
+                              "location": "global",
+                              "tags": "[__bicep.getHubTags(parameters('hub'), 'Microsoft.Network/privateDnsZones/virtualNetworkLinks')]",
+                              "properties": {
+                                "registrationEnabled": false,
+                                "virtualNetwork": {
+                                  "id": "[parameters('hub').routing.networkId]"
+                                }
+                              },
+                              "dependsOn": [
+                                "dfsPrivateDnsZone"
+                              ]
+                            },
+                            "filePrivateDnsZone::filePrivateDnsZoneLink": {
+                              "condition": "[parameters('hub').options.privateRouting]",
+                              "type": "Microsoft.Network/privateDnsZones/virtualNetworkLinks",
+                              "apiVersion": "2024-06-01",
+                              "name": "[format('{0}/{1}', string(parameters('hub').routing.dnsZones.file.name), format('{0}-link', replace(string(parameters('hub').routing.dnsZones.file.name), '.', '-')))]",
+                              "location": "global",
+                              "tags": "[__bicep.getHubTags(parameters('hub'), 'Microsoft.Network/privateDnsZones/virtualNetworkLinks')]",
+                              "properties": {
+                                "registrationEnabled": false,
+                                "virtualNetwork": {
+                                  "id": "[parameters('hub').routing.networkId]"
+                                }
+                              },
+                              "dependsOn": [
+                                "filePrivateDnsZone"
+                              ]
+                            },
+                            "queuePrivateDnsZone::queuePrivateDnsZoneLink": {
+                              "condition": "[parameters('hub').options.privateRouting]",
+                              "type": "Microsoft.Network/privateDnsZones/virtualNetworkLinks",
+                              "apiVersion": "2024-06-01",
+                              "name": "[format('{0}/{1}', string(parameters('hub').routing.dnsZones.queue.name), format('{0}-link', replace(string(parameters('hub').routing.dnsZones.queue.name), '.', '-')))]",
+                              "location": "global",
+                              "tags": "[__bicep.getHubTags(parameters('hub'), 'Microsoft.Network/privateDnsZones/virtualNetworkLinks')]",
+                              "properties": {
+                                "registrationEnabled": false,
+                                "virtualNetwork": {
+                                  "id": "[parameters('hub').routing.networkId]"
+                                }
+                              },
+                              "dependsOn": [
+                                "queuePrivateDnsZone"
+                              ]
+                            },
+                            "tablePrivateDnsZone::tablePrivateDnsZoneLink": {
+                              "condition": "[parameters('hub').options.privateRouting]",
+                              "type": "Microsoft.Network/privateDnsZones/virtualNetworkLinks",
+                              "apiVersion": "2024-06-01",
+                              "name": "[format('{0}/{1}', string(parameters('hub').routing.dnsZones.table.name), format('{0}-link', replace(string(parameters('hub').routing.dnsZones.table.name), '.', '-')))]",
+                              "location": "global",
+                              "tags": "[__bicep.getHubTags(parameters('hub'), 'Microsoft.Network/privateDnsZones/virtualNetworkLinks')]",
+                              "properties": {
+                                "registrationEnabled": false,
+                                "virtualNetwork": {
+                                  "id": "[parameters('hub').routing.networkId]"
+                                }
+                              },
+                              "dependsOn": [
+                                "tablePrivateDnsZone"
+                              ]
+                            },
+                            "scriptEndpoint::scriptPrivateDnsZoneGroup": {
+                              "condition": "[parameters('hub').options.privateRouting]",
+                              "type": "Microsoft.Network/privateEndpoints/privateDnsZoneGroups",
+                              "apiVersion": "2023-11-01",
+                              "name": "[format('{0}/{1}', format('{0}-file-ep', parameters('hub').routing.scriptStorage), 'file-endpoint-zone')]",
+                              "properties": {
+                                "privateDnsZoneConfigs": [
+                                  {
+                                    "name": "[string(parameters('hub').routing.dnsZones.file.name)]",
+                                    "properties": {
+                                      "privateDnsZoneId": "[resourceId('Microsoft.Network/privateDnsZones', string(parameters('hub').routing.dnsZones.file.name))]"
+                                    }
+                                  }
+                                ]
+                              },
+                              "dependsOn": [
+                                "filePrivateDnsZone",
+                                "scriptEndpoint"
+                              ]
+                            },
+                            "nsg": {
+                              "condition": "[parameters('hub').options.privateRouting]",
+                              "type": "Microsoft.Network/networkSecurityGroups",
+                              "apiVersion": "2023-11-01",
+                              "name": "[variables('nsgName')]",
+                              "location": "[parameters('hub').location]",
+                              "tags": "[__bicep.getHubTags(parameters('hub'), 'Microsoft.Storage/networkSecurityGroups')]",
+                              "properties": {
+                                "securityRules": [
+                                  {
+                                    "name": "AllowVnetInBound",
+                                    "properties": {
+                                      "priority": 100,
+                                      "direction": "Inbound",
+                                      "access": "Allow",
+                                      "protocol": "*",
+                                      "sourcePortRange": "*",
+                                      "destinationPortRange": "*",
+                                      "sourceAddressPrefix": "VirtualNetwork",
+                                      "destinationAddressPrefix": "VirtualNetwork"
+                                    }
+                                  },
+                                  {
+                                    "name": "AllowAzureLoadBalancerInBound",
+                                    "properties": {
+                                      "priority": 200,
+                                      "direction": "Inbound",
+                                      "access": "Allow",
+                                      "protocol": "*",
+                                      "sourcePortRange": "*",
+                                      "destinationPortRange": "*",
+                                      "sourceAddressPrefix": "AzureLoadBalancer",
+                                      "destinationAddressPrefix": "*"
+                                    }
+                                  },
+                                  {
+                                    "name": "DenyAllInBound",
+                                    "properties": {
+                                      "priority": 4096,
+                                      "direction": "Inbound",
+                                      "access": "Deny",
+                                      "protocol": "*",
+                                      "sourcePortRange": "*",
+                                      "destinationPortRange": "*",
+                                      "sourceAddressPrefix": "*",
+                                      "destinationAddressPrefix": "*"
+                                    }
+                                  },
+                                  {
+                                    "name": "AllowVnetOutBound",
+                                    "properties": {
+                                      "priority": 100,
+                                      "direction": "Outbound",
+                                      "access": "Allow",
+                                      "protocol": "*",
+                                      "sourcePortRange": "*",
+                                      "destinationPortRange": "*",
+                                      "sourceAddressPrefix": "VirtualNetwork",
+                                      "destinationAddressPrefix": "VirtualNetwork"
+                                    }
+                                  },
+                                  {
+                                    "name": "AllowInternetOutBound",
+                                    "properties": {
+                                      "priority": 200,
+                                      "direction": "Outbound",
+                                      "access": "Allow",
+                                      "protocol": "*",
+                                      "sourcePortRange": "*",
+                                      "destinationPortRange": "*",
+                                      "sourceAddressPrefix": "*",
+                                      "destinationAddressPrefix": "Internet"
+                                    }
+                                  },
+                                  {
+                                    "name": "DenyAllOutBound",
+                                    "properties": {
+                                      "priority": 4096,
+                                      "direction": "Outbound",
+                                      "access": "Deny",
+                                      "protocol": "*",
+                                      "sourcePortRange": "*",
+                                      "destinationPortRange": "*",
+                                      "sourceAddressPrefix": "*",
+                                      "destinationAddressPrefix": "*"
+                                    }
+                                  }
+                                ]
+                              }
+                            },
+                            "vNet": {
+                              "condition": "[parameters('hub').options.privateRouting]",
+                              "type": "Microsoft.Network/virtualNetworks",
+                              "apiVersion": "2023-11-01",
+                              "name": "[parameters('hub').routing.networkName]",
+                              "location": "[parameters('hub').location]",
+                              "tags": "[__bicep.getHubTags(parameters('hub'), 'Microsoft.Network/virtualNetworks')]",
+                              "properties": {
+                                "addressSpace": {
+                                  "addressPrefixes": [
+                                    "[parameters('hub').options.networkAddressPrefix]"
+                                  ]
+                                },
+                                "subnets": "[variables('subnets')]"
+                              },
+                              "dependsOn": [
+                                "natGateway",
+                                "nsg"
+                              ]
+                            },
+                            "natGatewayPublicIp": {
+                              "condition": "[parameters('hub').options.natGateway]",
+                              "type": "Microsoft.Network/publicIPAddresses",
+                              "apiVersion": "2023-11-01",
+                              "name": "[variables('natGatewayPipName')]",
+                              "location": "[parameters('hub').location]",
+                              "tags": "[__bicep.getHubTags(parameters('hub'), 'Microsoft.Network/publicIPAddresses')]",
+                              "sku": {
+                                "name": "Standard"
+                              },
+                              "properties": {
+                                "publicIPAllocationMethod": "Static",
+                                "publicIPAddressVersion": "IPv4"
+                              }
+                            },
+                            "natGateway": {
+                              "condition": "[parameters('hub').options.natGateway]",
+                              "type": "Microsoft.Network/natGateways",
+                              "apiVersion": "2023-11-01",
+                              "name": "[variables('natGatewayName')]",
+                              "location": "[parameters('hub').location]",
+                              "tags": "[__bicep.getHubTags(parameters('hub'), 'Microsoft.Network/natGateways')]",
+                              "sku": {
+                                "name": "Standard"
+                              },
+                              "properties": {
+                                "idleTimeoutInMinutes": 4,
+                                "publicIpAddresses": [
+                                  {
+                                    "id": "[resourceId('Microsoft.Network/publicIPAddresses', variables('natGatewayPipName'))]"
+                                  }
+                                ]
+                              },
+                              "dependsOn": [
+                                "natGatewayPublicIp"
+                              ]
+                            },
+                            "blobPrivateDnsZone": {
+                              "condition": "[parameters('hub').options.privateRouting]",
+                              "type": "Microsoft.Network/privateDnsZones",
+                              "apiVersion": "2024-06-01",
+                              "name": "[string(parameters('hub').routing.dnsZones.blob.name)]",
+                              "location": "global",
+                              "tags": "[__bicep.getHubTags(parameters('hub'), 'Microsoft.Storage/privateDnsZones')]",
+                              "properties": {},
+                              "dependsOn": [
+                                "vNet"
+                              ]
+                            },
+                            "dfsPrivateDnsZone": {
+                              "condition": "[parameters('hub').options.privateRouting]",
+                              "type": "Microsoft.Network/privateDnsZones",
+                              "apiVersion": "2024-06-01",
+                              "name": "[string(parameters('hub').routing.dnsZones.dfs.name)]",
+                              "location": "global",
+                              "tags": "[__bicep.getHubTags(parameters('hub'), 'Microsoft.Storage/privateDnsZones')]",
+                              "properties": {},
+                              "dependsOn": [
+                                "vNet"
+                              ]
+                            },
+                            "filePrivateDnsZone": {
+                              "condition": "[parameters('hub').options.privateRouting]",
+                              "type": "Microsoft.Network/privateDnsZones",
+                              "apiVersion": "2024-06-01",
+                              "name": "[string(parameters('hub').routing.dnsZones.file.name)]",
+                              "location": "global",
+                              "tags": "[__bicep.getHubTags(parameters('hub'), 'Microsoft.Storage/privateDnsZones')]",
+                              "properties": {},
+                              "dependsOn": [
+                                "vNet"
+                              ]
+                            },
+                            "queuePrivateDnsZone": {
+                              "condition": "[parameters('hub').options.privateRouting]",
+                              "type": "Microsoft.Network/privateDnsZones",
+                              "apiVersion": "2024-06-01",
+                              "name": "[string(parameters('hub').routing.dnsZones.queue.name)]",
+                              "location": "global",
+                              "tags": "[__bicep.getHubTags(parameters('hub'), 'Microsoft.Storage/privateDnsZones')]",
+                              "properties": {},
+                              "dependsOn": [
+                                "vNet"
+                              ]
+                            },
+                            "tablePrivateDnsZone": {
+                              "condition": "[parameters('hub').options.privateRouting]",
+                              "type": "Microsoft.Network/privateDnsZones",
+                              "apiVersion": "2024-06-01",
+                              "name": "[string(parameters('hub').routing.dnsZones.table.name)]",
+                              "location": "global",
+                              "tags": "[__bicep.getHubTags(parameters('hub'), 'Microsoft.Storage/privateDnsZones')]",
+                              "properties": {},
+                              "dependsOn": [
+                                "vNet"
+                              ]
+                            },
+                            "scriptStorageAccount": {
+                              "condition": "[parameters('hub').options.privateRouting]",
+                              "type": "Microsoft.Storage/storageAccounts",
+                              "apiVersion": "2022-09-01",
+                              "name": "[parameters('hub').routing.scriptStorage]",
+                              "location": "[parameters('hub').location]",
+                              "sku": {
+                                "name": "Standard_LRS"
+                              },
+                              "kind": "StorageV2",
+                              "tags": "[__bicep.getHubTags(parameters('hub'), 'Microsoft.Storage/storageAccounts')]",
+                              "properties": {
+                                "supportsHttpsTrafficOnly": true,
+                                "allowSharedKeyAccess": true,
+                                "isHnsEnabled": false,
+                                "minimumTlsVersion": "TLS1_2",
+                                "allowBlobPublicAccess": false,
+                                "publicNetworkAccess": "Disabled",
+                                "networkAcls": {
+                                  "bypass": "AzureServices",
+                                  "defaultAction": "Deny"
+                                }
+                              },
+                              "dependsOn": [
+                                "vNet::scriptSubnet"
+                              ]
+                            },
+                            "scriptEndpoint": {
+                              "condition": "[parameters('hub').options.privateRouting]",
+                              "type": "Microsoft.Network/privateEndpoints",
+                              "apiVersion": "2023-11-01",
+                              "name": "[format('{0}-file-ep', parameters('hub').routing.scriptStorage)]",
+                              "location": "[parameters('hub').location]",
+                              "tags": "[__bicep.getHubTags(parameters('hub'), 'Microsoft.Network/privateEndpoints')]",
+                              "properties": {
+                                "subnet": {
+                                  "id": "[parameters('hub').routing.subnets.storage]"
+                                },
+                                "privateLinkServiceConnections": [
+                                  {
+                                    "name": "scriptLink",
+                                    "properties": {
+                                      "privateLinkServiceId": "[resourceId('Microsoft.Storage/storageAccounts', parameters('hub').routing.scriptStorage)]",
+                                      "groupIds": [
+                                        "file"
+                                      ]
+                                    }
+                                  }
+                                ]
+                              },
+                              "dependsOn": [
+                                "scriptStorageAccount",
+                                "vNet::scriptSubnet"
+                              ]
+                            }
+                          },
+                          "outputs": {
+                            "config": {
+                              "$ref": "#/definitions/HubProperties",
+                              "metadata": {
+                                "description": "FinOps hub configuration settings."
+                              },
+                              "value": "[parameters('hub')]"
+                            },
+                            "vNetId": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Resource ID of the virtual network."
+                              },
+                              "value": "[if(not(parameters('hub').options.privateRouting), '', resourceId('Microsoft.Network/virtualNetworks', parameters('hub').routing.networkName))]"
+                            },
+                            "vNetAddressSpace": {
+                              "type": "array",
+                              "metadata": {
+                                "description": "Virtual network address prefixes."
+                              },
+                              "value": "[if(not(parameters('hub').options.privateRouting), createArray(), reference('vNet').addressSpace.addressPrefixes)]"
+                            },
+                            "vNetSubnets": {
+                              "type": "array",
+                              "metadata": {
+                                "description": "Virtual network subnets."
+                              },
+                              "value": "[if(not(parameters('hub').options.privateRouting), createArray(), reference('vNet').subnets)]"
+                            },
+                            "finopsHubSubnetId": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Resource ID of the FinOps hub network subnet."
+                              },
+                              "value": "[if(not(parameters('hub').options.privateRouting), '', resourceId('Microsoft.Network/virtualNetworks/subnets', parameters('hub').routing.networkName, variables('finopsHubSubnetName')))]"
+                            },
+                            "scriptSubnetId": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Resource ID of the script storage account network subnet."
+                              },
+                              "value": "[if(not(parameters('hub').options.privateRouting), '', resourceId('Microsoft.Network/virtualNetworks/subnets', parameters('hub').routing.networkName, variables('scriptSubnetName')))]"
+                            },
+                            "dataExplorerSubnetId": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Resource ID of the Data Explorer network subnet."
+                              },
+                              "value": "[if(not(parameters('hub').options.privateRouting), '', resourceId('Microsoft.Network/virtualNetworks/subnets', parameters('hub').routing.networkName, variables('dataExplorerSubnetName')))]"
+                            }
+                          }
+                        }
+                      }
+                    },
+                    "appRegistration": {
+                      "type": "Microsoft.Resources/deployments",
+                      "apiVersion": "2025-04-01",
+                      "name": "Microsoft.FinOpsHubs.Core_Register",
+                      "properties": {
+                        "expressionEvaluationOptions": {
+                          "scope": "inner"
+                        },
+                        "mode": "Incremental",
+                        "parameters": {
+                          "app": {
+                            "value": "[parameters('app')]"
+                          },
+                          "version": {
+                            "value": "[variables('finOpsToolkitVersion')]"
+                          },
+                          "features": {
+                            "value": [
+                              "DataFactory",
+                              "Storage"
+                            ]
+                          }
+                        },
+                        "template": {
+                          "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                          "languageVersion": "2.1-experimental",
+                          "contentVersion": "1.0.0.0",
+                          "metadata": {
+                            "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                            "_EXPERIMENTAL_FEATURES_ENABLED": [
+                              "Enable @validate() decorator"
+                            ],
+                            "_generator": {
+                              "name": "bicep",
+                              "version": "0.40.2.10011",
+                              "templateHash": "6663838570021556637"
+                            }
+                          },
+                          "definitions": {
+                            "_1.HubProperties": {
+                              "type": "object",
+                              "properties": {
+                                "id": {
+                                  "type": "string"
+                                },
+                                "name": {
+                                  "type": "string"
+                                },
+                                "location": {
+                                  "type": "string"
+                                },
+                                "tags": {
+                                  "type": "object"
+                                },
+                                "tagsByResource": {
+                                  "type": "object"
+                                },
+                                "version": {
+                                  "type": "string"
+                                },
+                                "options": {
+                                  "type": "object",
+                                  "properties": {
+                                    "enableTelemetry": {
+                                      "type": "bool"
+                                    },
+                                    "keyVaultSku": {
+                                      "type": "string"
+                                    },
+                                    "keyVaultEnablePurgeProtection": {
+                                      "type": "bool"
+                                    },
+                                    "networkAddressPrefix": {
+                                      "type": "string"
+                                    },
+                                    "natGateway": {
+                                      "type": "bool"
+                                    },
+                                    "privateRouting": {
+                                      "type": "bool"
+                                    },
+                                    "publisherIsolation": {
+                                      "type": "bool"
+                                    },
+                                    "storageInfrastructureEncryption": {
+                                      "type": "bool"
+                                    },
+                                    "storageSku": {
+                                      "type": "string"
+                                    }
+                                  }
+                                },
+                                "routing": {
+                                  "$ref": "#/definitions/_1.HubRoutingProperties"
+                                },
+                                "core": {
+                                  "type": "object",
+                                  "properties": {
+                                    "suffix": {
+                                      "type": "string"
+                                    }
+                                  }
+                                }
+                              },
+                              "metadata": {
+                                "id": "FinOps hub resource ID.",
+                                "name": "FinOps hub instance name.",
+                                "location": "Azure resource location of the FinOps hub instance.",
+                                "tags": "Tags to apply to all FinOps hub resources.",
+                                "tagsByResource": "Tags to apply to resources based on their resource type.",
+                                "version": "FinOps hub version number.",
+                                "options": {
+                                  "enableTelemetry": "Indicates whether telemetry should be enabled for deployments.",
+                                  "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
+                                  "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
+                                  "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                  "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
+                                  "privateRouting": "Indicates whether private network routing is enabled.",
+                                  "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
+                                  "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
+                                  "storageSku": "Storage account SKU. Allowed values: \"Premium_LRS\", \"Premium_ZRS\"."
+                                },
+                                "routing": "FinOps hub private network routing properties, if enabled.",
+                                "core": {
+                                  "suffix": "Unique suffix used for shared resources."
+                                },
+                                "apps": {},
+                                "description": "FinOps hub instance properties.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "_1.HubRoutingProperties": {
+                              "type": "object",
+                              "properties": {
+                                "networkId": {
+                                  "type": "string"
+                                },
+                                "networkName": {
+                                  "type": "string"
+                                },
+                                "scriptStorage": {
+                                  "type": "string"
+                                },
+                                "dnsZones": {
+                                  "type": "object",
+                                  "properties": {
+                                    "blob": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "dfs": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "file": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "queue": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "table": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    }
+                                  }
+                                },
+                                "subnets": {
+                                  "type": "object",
+                                  "properties": {
+                                    "dataExplorer": {
+                                      "type": "string"
+                                    },
+                                    "dataFactory": {
+                                      "type": "string"
+                                    },
+                                    "keyVault": {
+                                      "type": "string"
+                                    },
+                                    "scripts": {
+                                      "type": "string"
+                                    },
+                                    "storage": {
+                                      "type": "string"
+                                    }
+                                  }
+                                }
+                              },
+                              "metadata": {
+                                "networkId": "Resource ID of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                "networkName": "Name of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                "scriptStorage": "Name of the storage account used for deployment scripts.",
+                                "dnsZones": {
+                                  "blob": "Resource ID and name for the blob storage DNS zone.",
+                                  "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                  "file": "Resource ID and name for the file storage DNS zone.",
+                                  "queue": "Resource ID and name for the queue storage DNS zone.",
+                                  "table": "Resource ID and name for the table storage DNS zone."
+                                },
+                                "subnets": {
+                                  "dataExplorer": "Resource ID of the subnet for the Data Explorer instance.",
+                                  "dataFactory": "Resource ID of the subnet for Data Factory instances.",
+                                  "keyVault": "Resource ID of the subnet for Key Vault instances.",
+                                  "scripts": "Resource ID of the subnet for deployment script storage.",
+                                  "storage": "Resource ID of the subnet for storage accounts."
+                                },
+                                "description": "FinOps hub private network routing properties.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "_1.IdNameObject": {
+                              "type": "object",
+                              "properties": {
+                                "id": {
+                                  "type": "string"
+                                },
+                                "name": {
+                                  "type": "string"
+                                }
+                              },
+                              "metadata": {
+                                "id": "Fully-qualified resource ID.",
+                                "name": "Resource name.",
+                                "description": "Resource ID and name.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "HubAppFeature": {
+                              "type": "string",
+                              "allowedValues": [
+                                "DataFactory",
+                                "KeyVault",
+                                "Storage"
+                              ],
+                              "metadata": {
+                                "description": "FinOps hub app features.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "HubAppProperties": {
+                              "type": "object",
+                              "properties": {
+                                "id": {
+                                  "type": "string"
+                                },
+                                "name": {
+                                  "type": "string"
+                                },
+                                "publisher": {
+                                  "type": "string"
+                                },
+                                "suffix": {
+                                  "type": "string"
+                                },
+                                "tags": {
+                                  "type": "object"
+                                },
+                                "dataFactory": {
+                                  "type": "string"
+                                },
+                                "keyVault": {
+                                  "type": "string"
+                                },
+                                "storage": {
+                                  "type": "string"
+                                },
+                                "hub": {
+                                  "$ref": "#/definitions/_1.HubProperties"
+                                }
+                              },
+                              "metadata": {
+                                "id": "Fully-qualified name of the publisher and app, separated by a dot.",
+                                "name": "Short name of the FinOps hub app. Last segment of the app ID.",
+                                "publisher": "Fully-qualified namespace of the FinOps hub app publisher.",
+                                "suffix": "Unique suffix used for publisher resources.",
+                                "tags": "Tags to apply to all FinOps hub resources for this FinOps hub app publisher. Tags are not specific to the app since resources are shared.",
+                                "dataFactory": "Name of the Data Factory instance for this publisher.",
+                                "keyVault": "Name of the KeyVault instance for this publisher.",
+                                "storage": "Name of the storage account for this publisher.",
+                                "hub": "FinOps hub instance the app is deployed to.",
+                                "description": "FinOps hub app configuration settings.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            }
+                          },
+                          "functions": [
+                            {
+                              "namespace": "__bicep",
+                              "members": {
+                                "getAppPublisherTags": {
+                                  "parameters": [
+                                    {
+                                      "$ref": "#/definitions/HubAppProperties",
+                                      "name": "app"
+                                    },
+                                    {
+                                      "type": "string",
+                                      "name": "resourceType"
+                                    }
+                                  ],
+                                  "output": {
+                                    "type": "object",
+                                    "value": "[union(if(parameters('app').hub.options.publisherIsolation, parameters('app').tags, parameters('app').hub.tags), coalesce(tryGet(parameters('app').hub.tagsByResource, parameters('resourceType')), createObject()))]"
+                                  },
+                                  "metadata": {
+                                    "description": "Returns a tags dictionary that includes tags for the FinOps hub app publisher.",
+                                    "__bicep_imported_from!": {
+                                      "sourceTemplate": "hub-types.bicep"
+                                    }
+                                  }
+                                }
+                              }
+                            }
+                          ],
+                          "parameters": {
+                            "app": {
+                              "$ref": "#/definitions/HubAppProperties",
+                              "metadata": {
+                                "description": "Required. FinOps hub app getting deployed."
+                              }
+                            },
+                            "version": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Required. Version number of the FinOps hub app."
+                              }
+                            },
+                            "features": {
+                              "type": "array",
+                              "items": {
+                                "$ref": "#/definitions/HubAppFeature"
+                              },
+                              "defaultValue": [],
+                              "metadata": {
+                                "description": "Optional. Indicate which features the app requires. Allowed values: \"DataFactory\", \"KeyVault\", \"Storage\". Default: [] (none)."
+                              }
+                            },
+                            "storageRoles": {
+                              "type": "array",
+                              "items": {
+                                "type": "string"
+                              },
+                              "defaultValue": [],
+                              "metadata": {
+                                "description": "Optional. Indicate which RBAC roles the Data Factory identity needs on the publisher storage account. This is in addition to Storage Blob Data Contributor for reading and managing content, which is granted to apps that use the \"Storage\" feature. Roles are assigned whether or not the app uses the \"Storage\" feature since the storage account is shared across all apps from the same publisher. Default: [] (none)."
+                              }
+                            },
+                            "telemetryString": {
+                              "type": "string",
+                              "defaultValue": "",
+                              "metadata": {
+                                "description": "Optional. Custom string with additional metadata to log. Must an alphanumeric string without spaces or special characters except for underscores and dashes. Namespace + appName + telemetryString must be 50 characters or less - additional characters will be trimmed."
+                              }
+                            }
+                          },
+                          "variables": {
+                            "$fxv#0": "# Copyright (c) Microsoft Corporation.\r\n# Licensed under the MIT License.\r\n\r\n<#\r\n.SYNOPSIS\r\nManages Azure Data Factory triggers and pipelines during FinOps hub deployment.\r\n\r\n.DESCRIPTION\r\nThis script is called by Bicep deployment scripts to start/stop Data Factory triggers\r\nand optionally run pipelines. It handles two types of triggers:\r\n\r\n1. Schedule triggers - Can be started/stopped directly\r\n2. BlobEventsTriggers - Require Event Grid subscription management before start/stop\r\n\r\nBlobEventsTriggers use Event Grid to listen for storage blob events. Before stopping,\r\nthe Event Grid subscription must be removed (unsubscribed). Before starting, the\r\nsubscription must be added and fully provisioned. This script handles this automatically\r\nby detecting BlobEventsTriggers via the BlobPathBeginsWith property.\r\n\r\nThe script uses retry logic with linear backoff to handle transient API failures and\r\nwait for Event Grid subscription provisioning/deprovisioning to complete.\r\n\r\n.PARAMETER DataFactoryResourceGroup\r\nThe resource group containing the Data Factory.\r\n\r\n.PARAMETER DataFactoryName\r\nThe name of the Data Factory instance.\r\n\r\n.PARAMETER Pipelines\r\nPipe-delimited list of pipeline names to run (e.g., \"pipeline1|pipeline2\").\r\n\r\n.PARAMETER StartTriggers\r\nSwitch to start all stopped triggers (with Event Grid subscription for blob triggers).\r\n\r\n.PARAMETER StopTriggers\r\nSwitch to stop all running triggers (with Event Grid unsubscription for blob triggers).\r\n\r\n.EXAMPLE\r\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StopTriggers\r\n\r\n.EXAMPLE\r\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StartTriggers\r\n#>\r\n\r\nparam(\r\n    [string] $DataFactoryResourceGroup,\r\n    [string] $DataFactoryName,\r\n    [string] $Pipelines = \"\",\r\n    [switch] $StartTriggers,\r\n    [switch] $StopTriggers\r\n)\r\n\r\n$MAX_RETRIES = 20\r\n$DeploymentScriptOutputs = @{}\r\n\r\nfunction Write-Log($Message)\r\n{\r\n    Write-Output \"$(Get-Date -Format 'HH:mm:ss') $Message\"\r\n}\r\n\r\nfunction Invoke-WithRetry([scriptblock]$Action, [string]$Name, [int]$Delay = 5)\r\n{\r\n    for ($i = 1; $i -le $MAX_RETRIES; $i++)\r\n    {\r\n        try { return & $Action }\r\n        catch\r\n        {\r\n            Write-Log \"$Name failed (attempt $i/${MAX_RETRIES}): $($_.Exception.Message)\"\r\n            if ($i -eq $MAX_RETRIES) { throw }\r\n            Start-Sleep -Seconds ($Delay * $i)\r\n        }\r\n    }\r\n}\r\n\r\nfunction Set-BlobTriggerSubscription([string]$TriggerName, [switch]$Subscribe)\r\n{\r\n    $targetStatus = if ($Subscribe) { 'Enabled' } else { 'Disabled' }\r\n    $action = if ($Subscribe) { 'Subscribing' } else { 'Unsubscribing' }\r\n\r\n    Write-Log \"$action $TriggerName to events...\"\r\n\r\n    # Check current status before attempting subscribe/unsubscribe\r\n    $currentStatus = (Get-AzDataFactoryV2TriggerSubscriptionStatus `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -Name $TriggerName).Status\r\n\r\n    if ($currentStatus -eq $targetStatus)\r\n    {\r\n        Write-Log \"$TriggerName subscription is already $targetStatus, skipping.\"\r\n        return\r\n    }\r\n\r\n    if ($currentStatus -eq 'Provisioning' -or $currentStatus -eq 'Deprovisioning')\r\n    {\r\n        Write-Log \"$TriggerName subscription is $currentStatus, waiting for completion...\"\r\n    }\r\n    else\r\n    {\r\n        # Only call subscribe/unsubscribe when not already in a transitional state\r\n        if ($Subscribe)\r\n        {\r\n            Add-AzDataFactoryV2TriggerSubscription `\r\n                -ResourceGroupName $DataFactoryResourceGroup `\r\n                -DataFactoryName $DataFactoryName `\r\n                -Name $TriggerName | Out-Null\r\n        }\r\n        else\r\n        {\r\n            Remove-AzDataFactoryV2TriggerSubscription `\r\n                -ResourceGroupName $DataFactoryResourceGroup `\r\n                -DataFactoryName $DataFactoryName `\r\n                -Name $TriggerName | Out-Null\r\n        }\r\n    }\r\n\r\n    # Poll until provisioning completes\r\n    Invoke-WithRetry -Name \"$action status $TriggerName\" -Delay 5 -Action {\r\n        $status = Get-AzDataFactoryV2TriggerSubscriptionStatus `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -Name $TriggerName\r\n        if ($status.Status -ne $targetStatus)\r\n        {\r\n            throw \"Subscription status is $($status.Status), expected $targetStatus\"\r\n        }\r\n    }\r\n}\r\n\r\nif ($StartTriggers -or $StopTriggers)\r\n{\r\n    $triggers = Invoke-WithRetry -Name \"Get triggers\" -Action {\r\n        Get-AzDataFactoryV2Trigger `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n        | Where-Object {\r\n            ($StartTriggers -and $_.Properties.RuntimeState -ne \"Started\") `\r\n                -or ($StopTriggers -and $_.Properties.RuntimeState -ne \"Stopped\")\r\n        }\r\n    }\r\n\r\n    Write-Log \"Found $($triggers.Count) trigger(s) to $(if ($StartTriggers) { 'start' } else { 'stop' })\"\r\n\r\n    $triggers | ForEach-Object {\r\n        $triggerName = $_.Name\r\n        $isBlobTrigger = $null -ne $_.Properties.BlobPathBeginsWith\r\n\r\n        if ($StopTriggers)\r\n        {\r\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName }\r\n            Write-Log \"Stopping trigger $triggerName...\"\r\n            Invoke-WithRetry -Name \"Stop $triggerName\" -Action {\r\n                Stop-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName -Force\r\n            }\r\n        }\r\n        else\r\n        {\r\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName -Subscribe }\r\n            Write-Log \"Starting trigger $triggerName...\"\r\n            Invoke-WithRetry -Name \"Start $triggerName\" -Action {\r\n                Start-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName -Force\r\n            }\r\n        }\r\n\r\n        Invoke-WithRetry -Name \"Wait for $triggerName\" -Action {\r\n            $state = (Get-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName).Properties.RuntimeState\r\n            $expected = if ($StartTriggers) { 'Started' } else { 'Stopped' }\r\n            if ($state -ne $expected) { throw \"Trigger is $state, expected $expected\" }\r\n        }\r\n\r\n        Write-Log \"...done\"\r\n        $DeploymentScriptOutputs[$triggerName] = $true\r\n    }\r\n}\r\n\r\nif (-not [string]::IsNullOrWhiteSpace($Pipelines))\r\n{\r\n    $Pipelines.Split('|') | ForEach-Object {\r\n        Write-Log \"Running pipeline $_...\"\r\n        Invoke-AzDataFactoryV2Pipeline `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -PipelineName $_\r\n    }\r\n}\r\n",
+                            "usesDataFactory": "[contains(parameters('features'), 'DataFactory')]",
+                            "usesKeyVault": "[contains(parameters('features'), 'KeyVault')]",
+                            "usesStorage": "[contains(parameters('features'), 'Storage')]",
+                            "telemetryId": "[format('ftk-hubapp-{0}{1}{2}', parameters('app').id, if(empty(parameters('telemetryString')), '', '_'), parameters('telemetryString'))]",
+                            "telemetryProps": {
+                              "mode": "Incremental",
+                              "template": {
+                                "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                "contentVersion": "1.0.0.0",
+                                "metadata": {
+                                  "_generator": {
+                                    "name": "[format('FTK: {0}', parameters('app').id)]",
+                                    "version": "[parameters('version')]"
+                                  }
+                                },
+                                "resources": []
+                              }
+                            },
+                            "factoryManagementRoles": [
+                              "673868aa-7521-48a0-acc6-0f60742d39f5"
+                            ],
+                            "factoryStorageRoles": "[union(parameters('storageRoles'), if(not(variables('usesStorage')), createArray(), createArray('17d1049b-9a84-46fb-8f53-869881c3d3ab', 'ba92f5b4-2d11-453d-a403-e96b0029c9fe', 'acdd72a7-3385-48ef-bd42-f606fba81ae7')))]",
+                            "storageInfrastructureEncryptionProperties": "[if(not(parameters('app').hub.options.storageInfrastructureEncryption), createObject(), createObject('encryption', createObject('keySource', 'Microsoft.Storage', 'requireInfrastructureEncryption', parameters('app').hub.options.storageInfrastructureEncryption)))]"
+                          },
+                          "resources": {
+                            "dataFactory::managedVirtualNetwork::storageManagedPrivateEndpoint": {
+                              "condition": "[and(and(variables('usesDataFactory'), parameters('app').hub.options.privateRouting), variables('usesStorage'))]",
+                              "type": "Microsoft.DataFactory/factories/managedVirtualNetworks/managedPrivateEndpoints",
+                              "apiVersion": "2018-06-01",
+                              "name": "[format('{0}/{1}/{2}', parameters('app').dataFactory, 'default', parameters('app').storage)]",
+                              "properties": {
+                                "name": "[parameters('app').storage]",
+                                "groupId": "dfs",
+                                "privateLinkResourceId": "[resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage)]",
+                                "fqdns": [
+                                  "[reference('storageAccount').primaryEndpoints.dfs]"
+                                ]
+                              },
+                              "dependsOn": [
+                                "dataFactory::managedVirtualNetwork",
+                                "storageAccount"
+                              ]
+                            },
+                            "dataFactory::managedVirtualNetwork::keyVaultManagedPrivateEndpoint": {
+                              "condition": "[and(and(variables('usesDataFactory'), parameters('app').hub.options.privateRouting), variables('usesKeyVault'))]",
+                              "type": "Microsoft.DataFactory/factories/managedVirtualNetworks/managedPrivateEndpoints",
+                              "apiVersion": "2018-06-01",
+                              "name": "[format('{0}/{1}/{2}', parameters('app').dataFactory, 'default', parameters('app').keyVault)]",
+                              "properties": {
+                                "name": "[parameters('app').keyVault]",
+                                "groupId": "vault",
+                                "privateLinkResourceId": "[resourceId('Microsoft.KeyVault/vaults', parameters('app').keyVault)]",
+                                "fqdns": [
+                                  "[reference('keyVault').vaultUri]"
+                                ]
+                              },
+                              "dependsOn": [
+                                "dataFactory::managedVirtualNetwork",
+                                "keyVault"
+                              ]
+                            },
+                            "dataFactory::managedVirtualNetwork": {
+                              "condition": "[and(variables('usesDataFactory'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.DataFactory/factories/managedVirtualNetworks",
+                              "apiVersion": "2018-06-01",
+                              "name": "[format('{0}/{1}', parameters('app').dataFactory, 'default')]",
+                              "properties": {},
+                              "dependsOn": [
+                                "dataFactory"
+                              ]
+                            },
+                            "dataFactory::managedIntegrationRuntime": {
+                              "condition": "[and(variables('usesDataFactory'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.DataFactory/factories/integrationRuntimes",
+                              "apiVersion": "2018-06-01",
+                              "name": "[format('{0}/{1}', parameters('app').dataFactory, 'ManagedIntegrationRuntime')]",
+                              "properties": {
+                                "type": "Managed",
+                                "managedVirtualNetwork": {
+                                  "referenceName": "default",
+                                  "type": "ManagedVirtualNetworkReference"
+                                },
+                                "typeProperties": {
+                                  "computeProperties": {
+                                    "location": "[parameters('app').hub.location]",
+                                    "dataFlowProperties": {
+                                      "computeType": "General",
+                                      "coreCount": 8,
+                                      "timeToLive": 10,
+                                      "cleanup": false,
+                                      "customProperties": []
+                                    },
+                                    "copyComputeScaleProperties": {
+                                      "dataIntegrationUnit": 16,
+                                      "timeToLive": 30
+                                    },
+                                    "pipelineExternalComputeScaleProperties": {
+                                      "timeToLive": 30,
+                                      "numberOfPipelineNodes": 1,
+                                      "numberOfExternalNodes": 1
+                                    }
+                                  }
+                                }
+                              },
+                              "dependsOn": [
+                                "dataFactory",
+                                "dataFactory::managedVirtualNetwork"
+                              ]
+                            },
+                            "dataFactory::linkedService_keyVault": {
+                              "condition": "[and(variables('usesDataFactory'), variables('usesKeyVault'))]",
+                              "type": "Microsoft.DataFactory/factories/linkedservices",
+                              "apiVersion": "2018-06-01",
+                              "name": "[format('{0}/{1}', parameters('app').dataFactory, parameters('app').keyVault)]",
+                              "properties": {
+                                "annotations": [],
+                                "parameters": {},
+                                "type": "AzureKeyVault",
+                                "typeProperties": {
+                                  "baseUrl": "[reference(format('Microsoft.KeyVault/vaults/{0}', parameters('app').keyVault), '2023-02-01').vaultUri]"
+                                },
+                                "connectVia": "[if(parameters('app').hub.options.privateRouting, createObject('referenceName', 'ManagedIntegrationRuntime', 'type', 'IntegrationRuntimeReference'), null())]"
+                              },
+                              "dependsOn": [
+                                "dataFactory",
+                                "dataFactory::managedIntegrationRuntime",
+                                "keyVault"
+                              ]
+                            },
+                            "dataFactory::linkedService_storageAccount": {
+                              "condition": "[and(variables('usesDataFactory'), variables('usesStorage'))]",
+                              "type": "Microsoft.DataFactory/factories/linkedservices",
+                              "apiVersion": "2018-06-01",
+                              "name": "[format('{0}/{1}', parameters('app').dataFactory, parameters('app').storage)]",
+                              "properties": {
+                                "annotations": [],
+                                "parameters": {},
+                                "type": "AzureBlobFS",
+                                "typeProperties": {
+                                  "url": "[reference(format('Microsoft.Storage/storageAccounts/{0}', parameters('app').storage), '2021-08-01').primaryEndpoints.dfs]"
+                                },
+                                "connectVia": "[if(parameters('app').hub.options.privateRouting, createObject('referenceName', 'ManagedIntegrationRuntime', 'type', 'IntegrationRuntimeReference'), null())]"
+                              },
+                              "dependsOn": [
+                                "dataFactory",
+                                "dataFactory::managedIntegrationRuntime",
+                                "storageAccount"
+                              ]
+                            },
+                            "storageAccount::blobService": {
+                              "condition": "[variables('usesStorage')]",
+                              "type": "Microsoft.Storage/storageAccounts/blobServices",
+                              "apiVersion": "2022-09-01",
+                              "name": "[format('{0}/{1}', parameters('app').storage, 'default')]",
+                              "dependsOn": [
+                                "storageAccount"
+                              ]
+                            },
+                            "blobEndpoint::blobPrivateDnsZoneGroup": {
+                              "condition": "[and(variables('usesStorage'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateEndpoints/privateDnsZoneGroups",
+                              "apiVersion": "2023-11-01",
+                              "name": "[format('{0}/{1}', format('{0}-blob-ep', parameters('app').storage), 'storage-endpoint-zone')]",
+                              "properties": {
+                                "privateDnsZoneConfigs": [
+                                  {
+                                    "name": "[format('privatelink.blob.{0}', environment().suffixes.storage)]",
+                                    "properties": {
+                                      "privateDnsZoneId": "[resourceId('Microsoft.Network/privateDnsZones', format('privatelink.blob.{0}', environment().suffixes.storage))]"
+                                    }
+                                  }
+                                ]
+                              },
+                              "dependsOn": [
+                                "blobEndpoint"
+                              ]
+                            },
+                            "dfsEndpoint::dfsPrivateDnsZoneGroup": {
+                              "condition": "[and(variables('usesStorage'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateEndpoints/privateDnsZoneGroups",
+                              "apiVersion": "2023-11-01",
+                              "name": "[format('{0}/{1}', format('{0}-dfs-ep', parameters('app').storage), 'dfs-endpoint-zone')]",
+                              "properties": {
+                                "privateDnsZoneConfigs": [
+                                  {
+                                    "name": "[format('privatelink.dfs.{0}', environment().suffixes.storage)]",
+                                    "properties": {
+                                      "privateDnsZoneId": "[resourceId('Microsoft.Network/privateDnsZones', format('privatelink.dfs.{0}', environment().suffixes.storage))]"
+                                    }
+                                  }
+                                ]
+                              },
+                              "dependsOn": [
+                                "dfsEndpoint"
+                              ]
+                            },
+                            "keyVaultPrivateDnsZone::keyVaultPrivateDnsZoneLink": {
+                              "condition": "[and(variables('usesKeyVault'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateDnsZones/virtualNetworkLinks",
+                              "apiVersion": "2024-06-01",
+                              "name": "[format('{0}/{1}', format('privatelink{0}', replace(environment().suffixes.keyvaultDns, 'vault', 'vaultcore')), format('{0}-link', replace(format('privatelink{0}', replace(environment().suffixes.keyvaultDns, 'vault', 'vaultcore')), '.', '-')))]",
+                              "location": "global",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Network/privateDnsZones/virtualNetworkLinks')]",
+                              "properties": {
+                                "virtualNetwork": {
+                                  "id": "[parameters('app').hub.routing.networkId]"
+                                },
+                                "registrationEnabled": false
+                              },
+                              "dependsOn": [
+                                "keyVaultPrivateDnsZone"
+                              ]
+                            },
+                            "keyVaultEndpoint::keyVaultPrivateDnsZoneGroup": {
+                              "condition": "[and(variables('usesKeyVault'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateEndpoints/privateDnsZoneGroups",
+                              "apiVersion": "2023-11-01",
+                              "name": "[format('{0}/{1}', format('{0}-ep', parameters('app').keyVault), 'keyvault-endpoint-zone')]",
+                              "properties": {
+                                "privateDnsZoneConfigs": [
+                                  {
+                                    "name": "[format('privatelink{0}', replace(environment().suffixes.keyvaultDns, 'vault', 'vaultcore'))]",
+                                    "properties": {
+                                      "privateDnsZoneId": "[resourceId('Microsoft.Network/privateDnsZones', format('privatelink{0}', replace(environment().suffixes.keyvaultDns, 'vault', 'vaultcore')))]"
+                                    }
+                                  }
+                                ]
+                              },
+                              "dependsOn": [
+                                "keyVaultEndpoint",
+                                "keyVaultPrivateDnsZone"
+                              ]
+                            },
+                            "appTelemetry": {
+                              "condition": "[parameters('app').hub.options.enableTelemetry]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2022-09-01",
+                              "name": "[if(lessOrEquals(length(variables('telemetryId')), 64), variables('telemetryId'), substring(variables('telemetryId'), 0, 64))]",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Resources/deployments')]",
+                              "properties": "[variables('telemetryProps')]"
+                            },
+                            "dataFactory": {
+                              "condition": "[variables('usesDataFactory')]",
+                              "type": "Microsoft.DataFactory/factories",
+                              "apiVersion": "2018-06-01",
+                              "name": "[parameters('app').dataFactory]",
+                              "location": "[parameters('app').hub.location]",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.DataFactory/factories')]",
+                              "identity": {
+                                "type": "SystemAssigned"
+                              },
+                              "properties": {
+                                "globalConfigurations": {
+                                  "PipelineBillingEnabled": "true"
+                                }
+                              }
+                            },
+                            "storageRoleAssignments": {
+                              "copy": {
+                                "name": "storageRoleAssignments",
+                                "count": "[length(variables('factoryStorageRoles'))]"
+                              },
+                              "condition": "[variables('usesDataFactory')]",
+                              "type": "Microsoft.Authorization/roleAssignments",
+                              "apiVersion": "2022-04-01",
+                              "scope": "[resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage)]",
+                              "name": "[guid(resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage), variables('factoryStorageRoles')[copyIndex()], resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory))]",
+                              "properties": {
+                                "roleDefinitionId": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', variables('factoryStorageRoles')[copyIndex()])]",
+                                "principalId": "[reference('dataFactory', '2018-06-01', 'full').identity.principalId]",
+                                "principalType": "ServicePrincipal"
+                              },
+                              "dependsOn": [
+                                "dataFactory",
+                                "storageAccount"
+                              ]
+                            },
+                            "factorySelfRoleAssignments": {
+                              "copy": {
+                                "name": "factorySelfRoleAssignments",
+                                "count": "[length(variables('factoryManagementRoles'))]"
+                              },
+                              "condition": "[variables('usesDataFactory')]",
+                              "type": "Microsoft.Authorization/roleAssignments",
+                              "apiVersion": "2022-04-01",
+                              "scope": "[resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory)]",
+                              "name": "[guid(resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory), variables('factoryManagementRoles')[copyIndex()], resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory))]",
+                              "properties": {
+                                "roleDefinitionId": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', variables('factoryManagementRoles')[copyIndex()])]",
+                                "principalId": "[reference('dataFactory', '2018-06-01', 'full').identity.principalId]",
+                                "principalType": "ServicePrincipal"
+                              },
+                              "dependsOn": [
+                                "dataFactory"
+                              ]
+                            },
+                            "triggerManagerIdentity": {
+                              "condition": "[variables('usesDataFactory')]",
+                              "type": "Microsoft.ManagedIdentity/userAssignedIdentities",
+                              "apiVersion": "2023-01-31",
+                              "name": "[format('{0}_triggerManager', parameters('app').dataFactory)]",
+                              "location": "[parameters('app').hub.location]",
+                              "tags": "[union(parameters('app').tags, coalesce(tryGet(parameters('app').hub.tagsByResource, 'Microsoft.ManagedIdentity/userAssignedIdentities'), createObject()))]",
+                              "dependsOn": [
+                                "dataFactory"
+                              ]
+                            },
+                            "triggerManagerRoleAssignments": {
+                              "copy": {
+                                "name": "triggerManagerRoleAssignments",
+                                "count": "[length(variables('factoryManagementRoles'))]"
+                              },
+                              "condition": "[variables('usesDataFactory')]",
+                              "type": "Microsoft.Authorization/roleAssignments",
+                              "apiVersion": "2022-04-01",
+                              "scope": "[resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory)]",
+                              "name": "[guid(resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory), variables('factoryManagementRoles')[copyIndex()], resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', format('{0}_triggerManager', parameters('app').dataFactory)))]",
+                              "properties": {
+                                "roleDefinitionId": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', variables('factoryManagementRoles')[copyIndex()])]",
+                                "principalId": "[reference('triggerManagerIdentity').principalId]",
+                                "principalType": "ServicePrincipal"
+                              },
+                              "dependsOn": [
+                                "dataFactory",
+                                "triggerManagerIdentity"
+                              ]
+                            },
+                            "storageAccount": {
+                              "condition": "[variables('usesStorage')]",
+                              "type": "Microsoft.Storage/storageAccounts",
+                              "apiVersion": "2022-09-01",
+                              "name": "[parameters('app').storage]",
+                              "location": "[parameters('app').hub.location]",
+                              "sku": {
+                                "name": "[parameters('app').hub.options.storageSku]"
+                              },
+                              "kind": "BlockBlobStorage",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Storage/storageAccounts')]",
+                              "properties": "[shallowMerge(createArray(variables('storageInfrastructureEncryptionProperties'), createObject('supportsHttpsTrafficOnly', true(), 'allowSharedKeyAccess', true(), 'isHnsEnabled', true(), 'minimumTlsVersion', 'TLS1_2', 'allowBlobPublicAccess', false(), 'publicNetworkAccess', 'Enabled', 'networkAcls', createObject('bypass', 'AzureServices', 'defaultAction', if(parameters('app').hub.options.privateRouting, 'Deny', 'Allow')))))]"
+                            },
+                            "blobPrivateDnsZone": {
+                              "condition": "[and(variables('usesStorage'), parameters('app').hub.options.privateRouting)]",
+                              "existing": true,
+                              "type": "Microsoft.Network/privateDnsZones",
+                              "apiVersion": "2024-06-01",
+                              "name": "[format('privatelink.blob.{0}', environment().suffixes.storage)]"
+                            },
+                            "blobEndpoint": {
+                              "condition": "[and(variables('usesStorage'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateEndpoints",
+                              "apiVersion": "2023-11-01",
+                              "name": "[format('{0}-blob-ep', parameters('app').storage)]",
+                              "location": "[parameters('app').hub.location]",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Network/privateEndpoints')]",
+                              "properties": {
+                                "subnet": {
+                                  "id": "[parameters('app').hub.routing.subnets.storage]"
+                                },
+                                "privateLinkServiceConnections": [
+                                  {
+                                    "name": "blobLink",
+                                    "properties": {
+                                      "privateLinkServiceId": "[resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage)]",
+                                      "groupIds": [
+                                        "blob"
+                                      ]
+                                    }
+                                  }
+                                ]
+                              },
+                              "dependsOn": [
+                                "storageAccount"
+                              ]
+                            },
+                            "dfsPrivateDnsZone": {
+                              "condition": "[and(variables('usesStorage'), parameters('app').hub.options.privateRouting)]",
+                              "existing": true,
+                              "type": "Microsoft.Network/privateDnsZones",
+                              "apiVersion": "2024-06-01",
+                              "name": "[format('privatelink.dfs.{0}', environment().suffixes.storage)]"
+                            },
+                            "dfsEndpoint": {
+                              "condition": "[and(variables('usesStorage'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateEndpoints",
+                              "apiVersion": "2023-11-01",
+                              "name": "[format('{0}-dfs-ep', parameters('app').storage)]",
+                              "location": "[parameters('app').hub.location]",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Network/privateEndpoints')]",
+                              "properties": {
+                                "subnet": {
+                                  "id": "[parameters('app').hub.routing.subnets.storage]"
+                                },
+                                "privateLinkServiceConnections": [
+                                  {
+                                    "name": "dfsLink",
+                                    "properties": {
+                                      "privateLinkServiceId": "[resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage)]",
+                                      "groupIds": [
+                                        "dfs"
+                                      ]
+                                    }
+                                  }
+                                ]
+                              },
+                              "dependsOn": [
+                                "storageAccount"
+                              ]
+                            },
+                            "keyVault": {
+                              "condition": "[variables('usesKeyVault')]",
+                              "type": "Microsoft.KeyVault/vaults",
+                              "apiVersion": "2023-02-01",
+                              "name": "[parameters('app').keyVault]",
+                              "location": "[parameters('app').hub.location]",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.KeyVault/vaults')]",
+                              "properties": {
+                                "sku": {
+                                  "name": "[parameters('app').hub.options.keyVaultSku]",
+                                  "family": "A"
+                                },
+                                "enabledForDeployment": true,
+                                "enabledForTemplateDeployment": true,
+                                "enabledForDiskEncryption": true,
+                                "enableSoftDelete": true,
+                                "softDeleteRetentionInDays": 90,
+                                "enablePurgeProtection": "[if(parameters('app').hub.options.keyVaultEnablePurgeProtection, true(), null())]",
+                                "enableRbacAuthorization": false,
+                                "createMode": "default",
+                                "tenantId": "[subscription().tenantId]",
+                                "accessPolicies": [
+                                  {
+                                    "objectId": "[reference('dataFactory', '2018-06-01', 'full').identity.principalId]",
+                                    "tenantId": "[subscription().tenantId]",
+                                    "permissions": {
+                                      "secrets": [
+                                        "get"
+                                      ]
+                                    }
+                                  }
+                                ],
+                                "networkAcls": {
+                                  "bypass": "AzureServices",
+                                  "defaultAction": "[if(parameters('app').hub.options.privateRouting, 'Deny', 'Allow')]"
+                                }
+                              },
+                              "dependsOn": [
+                                "dataFactory"
+                              ]
+                            },
+                            "keyVaultPrivateDnsZone": {
+                              "condition": "[and(variables('usesKeyVault'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateDnsZones",
+                              "apiVersion": "2024-06-01",
+                              "name": "[format('privatelink{0}', replace(environment().suffixes.keyvaultDns, 'vault', 'vaultcore'))]",
+                              "location": "global",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Network/privateDnsZones')]",
+                              "properties": {}
+                            },
+                            "keyVaultEndpoint": {
+                              "condition": "[and(variables('usesKeyVault'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateEndpoints",
+                              "apiVersion": "2023-11-01",
+                              "name": "[format('{0}-ep', parameters('app').keyVault)]",
+                              "location": "[parameters('app').hub.location]",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Network/privateEndpoints')]",
+                              "properties": {
+                                "subnet": {
+                                  "id": "[parameters('app').hub.routing.subnets.keyVault]"
+                                },
+                                "privateLinkServiceConnections": [
+                                  {
+                                    "name": "keyVaultLink",
+                                    "properties": {
+                                      "privateLinkServiceId": "[resourceId('Microsoft.KeyVault/vaults', parameters('app').keyVault)]",
+                                      "groupIds": [
+                                        "vault"
+                                      ]
+                                    }
+                                  }
+                                ]
+                              },
+                              "dependsOn": [
+                                "keyVault"
+                              ]
+                            },
+                            "getKeyVaultPrivateEndpointConnections": {
+                              "condition": "[and(and(variables('usesDataFactory'), variables('usesKeyVault')), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2025-04-01",
+                              "name": "GetKeyVaultPrivateEndpointConnections",
+                              "properties": {
+                                "expressionEvaluationOptions": {
+                                  "scope": "inner"
+                                },
+                                "mode": "Incremental",
+                                "parameters": {
+                                  "keyVaultName": {
+                                    "value": "[parameters('app').keyVault]"
+                                  }
+                                },
+                                "template": {
+                                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                  "languageVersion": "2.1-experimental",
+                                  "contentVersion": "1.0.0.0",
+                                  "metadata": {
+                                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                                      "Enable @validate() decorator"
+                                    ],
+                                    "_generator": {
+                                      "name": "bicep",
+                                      "version": "0.40.2.10011",
+                                      "templateHash": "14430016218703995910"
+                                    }
+                                  },
+                                  "parameters": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "defaultValue": [],
+                                      "metadata": {
+                                        "description": "Optional. Array of private endpoint connections. Pending ones will be approved."
+                                      }
+                                    },
+                                    "keyVaultName": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the KeyVault."
+                                      }
+                                    }
+                                  },
+                                  "resources": {
+                                    "keyVault": {
+                                      "existing": true,
+                                      "type": "Microsoft.KeyVault/vaults",
+                                      "apiVersion": "2023-07-01",
+                                      "name": "[parameters('keyVaultName')]"
+                                    },
+                                    "privateEndpointConnection": {
+                                      "copy": {
+                                        "name": "privateEndpointConnection",
+                                        "count": "[length(parameters('privateEndpointConnections'))]"
+                                      },
+                                      "condition": "[equals(parameters('privateEndpointConnections')[copyIndex()].properties.privateLinkServiceConnectionState.status, 'Pending')]",
+                                      "type": "Microsoft.KeyVault/vaults/privateEndpointConnections",
+                                      "apiVersion": "2023-07-01",
+                                      "name": "[format('{0}/{1}', parameters('keyVaultName'), last(array(split(parameters('privateEndpointConnections')[copyIndex()].id, '/'))))]",
+                                      "properties": {
+                                        "privateLinkServiceConnectionState": {
+                                          "status": "Approved",
+                                          "description": "Approved-by-pipeline"
+                                        }
+                                      }
+                                    }
+                                  },
+                                  "outputs": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "value": "[reference('keyVault').privateEndpointConnections]"
+                                    }
+                                  }
+                                }
+                              },
+                              "dependsOn": [
+                                "dataFactory::managedVirtualNetwork::keyVaultManagedPrivateEndpoint",
+                                "getStoragePrivateEndpointConnections",
+                                "keyVault"
+                              ]
+                            },
+                            "approveKeyVaultPrivateEndpointConnections": {
+                              "condition": "[and(and(variables('usesDataFactory'), variables('usesKeyVault')), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2025-04-01",
+                              "name": "ApproveKeyVaultPrivateEndpointConnections",
+                              "properties": {
+                                "expressionEvaluationOptions": {
+                                  "scope": "inner"
+                                },
+                                "mode": "Incremental",
+                                "parameters": {
+                                  "keyVaultName": {
+                                    "value": "[parameters('app').keyVault]"
+                                  },
+                                  "privateEndpointConnections": {
+                                    "value": "[reference('getKeyVaultPrivateEndpointConnections').outputs.privateEndpointConnections.value]"
+                                  }
+                                },
+                                "template": {
+                                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                  "languageVersion": "2.1-experimental",
+                                  "contentVersion": "1.0.0.0",
+                                  "metadata": {
+                                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                                      "Enable @validate() decorator"
+                                    ],
+                                    "_generator": {
+                                      "name": "bicep",
+                                      "version": "0.40.2.10011",
+                                      "templateHash": "14430016218703995910"
+                                    }
+                                  },
+                                  "parameters": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "defaultValue": [],
+                                      "metadata": {
+                                        "description": "Optional. Array of private endpoint connections. Pending ones will be approved."
+                                      }
+                                    },
+                                    "keyVaultName": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the KeyVault."
+                                      }
+                                    }
+                                  },
+                                  "resources": {
+                                    "keyVault": {
+                                      "existing": true,
+                                      "type": "Microsoft.KeyVault/vaults",
+                                      "apiVersion": "2023-07-01",
+                                      "name": "[parameters('keyVaultName')]"
+                                    },
+                                    "privateEndpointConnection": {
+                                      "copy": {
+                                        "name": "privateEndpointConnection",
+                                        "count": "[length(parameters('privateEndpointConnections'))]"
+                                      },
+                                      "condition": "[equals(parameters('privateEndpointConnections')[copyIndex()].properties.privateLinkServiceConnectionState.status, 'Pending')]",
+                                      "type": "Microsoft.KeyVault/vaults/privateEndpointConnections",
+                                      "apiVersion": "2023-07-01",
+                                      "name": "[format('{0}/{1}', parameters('keyVaultName'), last(array(split(parameters('privateEndpointConnections')[copyIndex()].id, '/'))))]",
+                                      "properties": {
+                                        "privateLinkServiceConnectionState": {
+                                          "status": "Approved",
+                                          "description": "Approved-by-pipeline"
+                                        }
+                                      }
+                                    }
+                                  },
+                                  "outputs": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "value": "[reference('keyVault').privateEndpointConnections]"
+                                    }
+                                  }
+                                }
+                              },
+                              "dependsOn": [
+                                "getKeyVaultPrivateEndpointConnections",
+                                "keyVault"
+                              ]
+                            },
+                            "getStoragePrivateEndpointConnections": {
+                              "condition": "[and(and(variables('usesDataFactory'), variables('usesStorage')), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2025-04-01",
+                              "name": "GetStoragePrivateEndpointConnections",
+                              "properties": {
+                                "expressionEvaluationOptions": {
+                                  "scope": "inner"
+                                },
+                                "mode": "Incremental",
+                                "parameters": {
+                                  "storageAccountName": {
+                                    "value": "[parameters('app').storage]"
+                                  }
+                                },
+                                "template": {
+                                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                  "languageVersion": "2.1-experimental",
+                                  "contentVersion": "1.0.0.0",
+                                  "metadata": {
+                                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                                      "Enable @validate() decorator"
+                                    ],
+                                    "_generator": {
+                                      "name": "bicep",
+                                      "version": "0.40.2.10011",
+                                      "templateHash": "6251600796460224070"
+                                    }
+                                  },
+                                  "parameters": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "defaultValue": [],
+                                      "metadata": {
+                                        "description": "Optional. Array of private endpoint connections. Pending ones will be approved."
+                                      }
+                                    },
+                                    "storageAccountName": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the storage account."
+                                      }
+                                    }
+                                  },
+                                  "resources": {
+                                    "storageAccount": {
+                                      "existing": true,
+                                      "type": "Microsoft.Storage/storageAccounts",
+                                      "apiVersion": "2023-04-01",
+                                      "name": "[parameters('storageAccountName')]"
+                                    },
+                                    "privateEndpointConnection": {
+                                      "copy": {
+                                        "name": "privateEndpointConnection",
+                                        "count": "[length(parameters('privateEndpointConnections'))]"
+                                      },
+                                      "condition": "[equals(parameters('privateEndpointConnections')[copyIndex()].properties.privateLinkServiceConnectionState.status, 'Pending')]",
+                                      "type": "Microsoft.Storage/storageAccounts/privateEndpointConnections",
+                                      "apiVersion": "2023-04-01",
+                                      "name": "[format('{0}/{1}', parameters('storageAccountName'), last(array(split(parameters('privateEndpointConnections')[copyIndex()].id, '/'))))]",
+                                      "properties": {
+                                        "privateLinkServiceConnectionState": {
+                                          "status": "Approved",
+                                          "description": "Approved-by-pipeline",
+                                          "actionRequired": "None"
+                                        }
+                                      }
+                                    }
+                                  },
+                                  "outputs": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "value": "[reference('storageAccount').privateEndpointConnections]"
+                                    }
+                                  }
+                                }
+                              },
+                              "dependsOn": [
+                                "dataFactory::managedVirtualNetwork::storageManagedPrivateEndpoint",
+                                "stopTriggers",
+                                "storageAccount"
+                              ]
+                            },
+                            "approveStoragePrivateEndpointConnections": {
+                              "condition": "[and(and(variables('usesDataFactory'), variables('usesStorage')), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2025-04-01",
+                              "name": "ApproveStoragePrivateEndpointConnections",
+                              "properties": {
+                                "expressionEvaluationOptions": {
+                                  "scope": "inner"
+                                },
+                                "mode": "Incremental",
+                                "parameters": {
+                                  "storageAccountName": {
+                                    "value": "[parameters('app').storage]"
+                                  },
+                                  "privateEndpointConnections": {
+                                    "value": "[reference('getStoragePrivateEndpointConnections').outputs.privateEndpointConnections.value]"
+                                  }
+                                },
+                                "template": {
+                                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                  "languageVersion": "2.1-experimental",
+                                  "contentVersion": "1.0.0.0",
+                                  "metadata": {
+                                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                                      "Enable @validate() decorator"
+                                    ],
+                                    "_generator": {
+                                      "name": "bicep",
+                                      "version": "0.40.2.10011",
+                                      "templateHash": "6251600796460224070"
+                                    }
+                                  },
+                                  "parameters": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "defaultValue": [],
+                                      "metadata": {
+                                        "description": "Optional. Array of private endpoint connections. Pending ones will be approved."
+                                      }
+                                    },
+                                    "storageAccountName": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the storage account."
+                                      }
+                                    }
+                                  },
+                                  "resources": {
+                                    "storageAccount": {
+                                      "existing": true,
+                                      "type": "Microsoft.Storage/storageAccounts",
+                                      "apiVersion": "2023-04-01",
+                                      "name": "[parameters('storageAccountName')]"
+                                    },
+                                    "privateEndpointConnection": {
+                                      "copy": {
+                                        "name": "privateEndpointConnection",
+                                        "count": "[length(parameters('privateEndpointConnections'))]"
+                                      },
+                                      "condition": "[equals(parameters('privateEndpointConnections')[copyIndex()].properties.privateLinkServiceConnectionState.status, 'Pending')]",
+                                      "type": "Microsoft.Storage/storageAccounts/privateEndpointConnections",
+                                      "apiVersion": "2023-04-01",
+                                      "name": "[format('{0}/{1}', parameters('storageAccountName'), last(array(split(parameters('privateEndpointConnections')[copyIndex()].id, '/'))))]",
+                                      "properties": {
+                                        "privateLinkServiceConnectionState": {
+                                          "status": "Approved",
+                                          "description": "Approved-by-pipeline",
+                                          "actionRequired": "None"
+                                        }
+                                      }
+                                    }
+                                  },
+                                  "outputs": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "value": "[reference('storageAccount').privateEndpointConnections]"
+                                    }
+                                  }
+                                }
+                              },
+                              "dependsOn": [
+                                "getStoragePrivateEndpointConnections",
+                                "storageAccount"
+                              ]
+                            },
+                            "stopTriggers": {
+                              "condition": "[variables('usesDataFactory')]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2025-04-01",
+                              "name": "[format('{0}.{1}_ADF.StopTriggers', parameters('app').publisher, parameters('app').name)]",
+                              "properties": {
+                                "expressionEvaluationOptions": {
+                                  "scope": "inner"
+                                },
+                                "mode": "Incremental",
+                                "parameters": {
+                                  "app": {
+                                    "value": "[parameters('app')]"
+                                  },
+                                  "identityName": {
+                                    "value": "[format('{0}_triggerManager', parameters('app').dataFactory)]"
+                                  },
+                                  "scriptContent": {
+                                    "value": "[variables('$fxv#0')]"
+                                  },
+                                  "arguments": {
+                                    "value": "[join(createArray(format('-DataFactoryResourceGroup \"{0}\"', resourceGroup().name), format('-DataFactoryName \"{0}\"', parameters('app').dataFactory), '-StopTriggers'), ' ')]"
+                                  }
+                                },
+                                "template": {
+                                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                  "languageVersion": "2.1-experimental",
+                                  "contentVersion": "1.0.0.0",
+                                  "metadata": {
+                                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                                      "Enable @validate() decorator"
+                                    ],
+                                    "_generator": {
+                                      "name": "bicep",
+                                      "version": "0.40.2.10011",
+                                      "templateHash": "15790442586575518487"
+                                    }
+                                  },
+                                  "definitions": {
+                                    "EnvironmentVariable": {
+                                      "type": "object",
+                                      "properties": {
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "value": {
+                                          "type": "string"
+                                        }
+                                      }
+                                    },
+                                    "_1.HubProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "location": {
+                                          "type": "string"
+                                        },
+                                        "tags": {
+                                          "type": "object"
+                                        },
+                                        "tagsByResource": {
+                                          "type": "object"
+                                        },
+                                        "version": {
+                                          "type": "string"
+                                        },
+                                        "options": {
+                                          "type": "object",
+                                          "properties": {
+                                            "enableTelemetry": {
+                                              "type": "bool"
+                                            },
+                                            "keyVaultSku": {
+                                              "type": "string"
+                                            },
+                                            "keyVaultEnablePurgeProtection": {
+                                              "type": "bool"
+                                            },
+                                            "networkAddressPrefix": {
+                                              "type": "string"
+                                            },
+                                            "natGateway": {
+                                              "type": "bool"
+                                            },
+                                            "privateRouting": {
+                                              "type": "bool"
+                                            },
+                                            "publisherIsolation": {
+                                              "type": "bool"
+                                            },
+                                            "storageInfrastructureEncryption": {
+                                              "type": "bool"
+                                            },
+                                            "storageSku": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        },
+                                        "routing": {
+                                          "$ref": "#/definitions/_1.HubRoutingProperties"
+                                        },
+                                        "core": {
+                                          "type": "object",
+                                          "properties": {
+                                            "suffix": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "FinOps hub resource ID.",
+                                        "name": "FinOps hub instance name.",
+                                        "location": "Azure resource location of the FinOps hub instance.",
+                                        "tags": "Tags to apply to all FinOps hub resources.",
+                                        "tagsByResource": "Tags to apply to resources based on their resource type.",
+                                        "version": "FinOps hub version number.",
+                                        "options": {
+                                          "enableTelemetry": "Indicates whether telemetry should be enabled for deployments.",
+                                          "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
+                                          "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
+                                          "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
+                                          "privateRouting": "Indicates whether private network routing is enabled.",
+                                          "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
+                                          "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
+                                          "storageSku": "Storage account SKU. Allowed values: \"Premium_LRS\", \"Premium_ZRS\"."
+                                        },
+                                        "routing": "FinOps hub private network routing properties, if enabled.",
+                                        "core": {
+                                          "suffix": "Unique suffix used for shared resources."
+                                        },
+                                        "apps": {},
+                                        "description": "FinOps hub instance properties.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "_1.HubRoutingProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "networkId": {
+                                          "type": "string"
+                                        },
+                                        "networkName": {
+                                          "type": "string"
+                                        },
+                                        "scriptStorage": {
+                                          "type": "string"
+                                        },
+                                        "dnsZones": {
+                                          "type": "object",
+                                          "properties": {
+                                            "blob": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "dfs": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "file": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "queue": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "table": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            }
+                                          }
+                                        },
+                                        "subnets": {
+                                          "type": "object",
+                                          "properties": {
+                                            "dataExplorer": {
+                                              "type": "string"
+                                            },
+                                            "dataFactory": {
+                                              "type": "string"
+                                            },
+                                            "keyVault": {
+                                              "type": "string"
+                                            },
+                                            "scripts": {
+                                              "type": "string"
+                                            },
+                                            "storage": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        }
+                                      },
+                                      "metadata": {
+                                        "networkId": "Resource ID of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                        "networkName": "Name of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                        "scriptStorage": "Name of the storage account used for deployment scripts.",
+                                        "dnsZones": {
+                                          "blob": "Resource ID and name for the blob storage DNS zone.",
+                                          "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                          "file": "Resource ID and name for the file storage DNS zone.",
+                                          "queue": "Resource ID and name for the queue storage DNS zone.",
+                                          "table": "Resource ID and name for the table storage DNS zone."
+                                        },
+                                        "subnets": {
+                                          "dataExplorer": "Resource ID of the subnet for the Data Explorer instance.",
+                                          "dataFactory": "Resource ID of the subnet for Data Factory instances.",
+                                          "keyVault": "Resource ID of the subnet for Key Vault instances.",
+                                          "scripts": "Resource ID of the subnet for deployment script storage.",
+                                          "storage": "Resource ID of the subnet for storage accounts."
+                                        },
+                                        "description": "FinOps hub private network routing properties.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "_1.IdNameObject": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "Fully-qualified resource ID.",
+                                        "name": "Resource name.",
+                                        "description": "Resource ID and name.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "HubAppProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "publisher": {
+                                          "type": "string"
+                                        },
+                                        "suffix": {
+                                          "type": "string"
+                                        },
+                                        "tags": {
+                                          "type": "object"
+                                        },
+                                        "dataFactory": {
+                                          "type": "string"
+                                        },
+                                        "keyVault": {
+                                          "type": "string"
+                                        },
+                                        "storage": {
+                                          "type": "string"
+                                        },
+                                        "hub": {
+                                          "$ref": "#/definitions/_1.HubProperties"
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "Fully-qualified name of the publisher and app, separated by a dot.",
+                                        "name": "Short name of the FinOps hub app. Last segment of the app ID.",
+                                        "publisher": "Fully-qualified namespace of the FinOps hub app publisher.",
+                                        "suffix": "Unique suffix used for publisher resources.",
+                                        "tags": "Tags to apply to all FinOps hub resources for this FinOps hub app publisher. Tags are not specific to the app since resources are shared.",
+                                        "dataFactory": "Name of the Data Factory instance for this publisher.",
+                                        "keyVault": "Name of the KeyVault instance for this publisher.",
+                                        "storage": "Name of the storage account for this publisher.",
+                                        "hub": "FinOps hub instance the app is deployed to.",
+                                        "description": "FinOps hub app configuration settings.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    }
+                                  },
+                                  "parameters": {
+                                    "app": {
+                                      "$ref": "#/definitions/HubAppProperties",
+                                      "metadata": {
+                                        "description": "Required. FinOps hub app the deployment script is being run for."
+                                      }
+                                    },
+                                    "identityName": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the managed identity to create."
+                                      }
+                                    },
+                                    "scriptName": {
+                                      "type": "string",
+                                      "defaultValue": "[deployment().name]",
+                                      "metadata": {
+                                        "description": "Optional. Name of the deployment script to create. Default = (same as deployment)."
+                                      }
+                                    },
+                                    "scriptContent": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the deployment script to create."
+                                      }
+                                    },
+                                    "arguments": {
+                                      "type": "string",
+                                      "defaultValue": "",
+                                      "metadata": {
+                                        "description": "Optional. Additional arguments to pass into the deployment script."
+                                      }
+                                    },
+                                    "environmentVariables": {
+                                      "type": "array",
+                                      "items": {
+                                        "$ref": "#/definitions/EnvironmentVariable"
+                                      },
+                                      "defaultValue": [],
+                                      "metadata": {
+                                        "description": "Optional. Environment variables to use for the deployment script."
+                                      }
+                                    },
+                                    "forceUpdateTag": {
+                                      "type": "string",
+                                      "defaultValue": "",
+                                      "metadata": {
+                                        "description": "Optional. Forces the script to run again when the value changes. Default = empty (only reruns when properties change)."
+                                      }
+                                    }
+                                  },
+                                  "variables": {
+                                    "privateEndpointDeploymentRoles": "[if(not(parameters('app').hub.options.privateRouting), createArray(), createArray('69566ab7-960f-475b-8e7c-b3118f30c6bd'))]",
+                                    "containerGroupName": "[replace(replace(replace(parameters('scriptName'), '/', '-'), '.', '-'), '_', '-')]",
+                                    "privateEndpointDeploymentProperties": "[if(not(parameters('app').hub.options.privateRouting), createObject(), createObject('storageAccountSettings', createObject('storageAccountName', coalesce(parameters('app').hub.routing.scriptStorage, '')), 'containerSettings', createObject('containerGroupName', if(greater(length(variables('containerGroupName')), 63), substring(variables('containerGroupName'), 0, 62), variables('containerGroupName')), 'subnetIds', createArray(createObject('id', coalesce(parameters('app').hub.routing.subnets.scripts, ''))))))]"
+                                  },
+                                  "resources": {
+                                    "identity": {
+                                      "type": "Microsoft.ManagedIdentity/userAssignedIdentities",
+                                      "apiVersion": "2023-01-31",
+                                      "name": "[parameters('identityName')]",
+                                      "tags": "[union(parameters('app').tags, coalesce(tryGet(parameters('app').hub.tagsByResource, 'Microsoft.ManagedIdentity/userAssignedIdentities'), createObject()))]",
+                                      "location": "[parameters('app').hub.location]"
+                                    },
+                                    "scriptStorageAccount": {
+                                      "condition": "[parameters('app').hub.options.privateRouting]",
+                                      "existing": true,
+                                      "type": "Microsoft.Storage/storageAccounts",
+                                      "apiVersion": "2022-09-01",
+                                      "name": "[coalesce(parameters('app').hub.routing.scriptStorage, '')]"
+                                    },
+                                    "identityRoleAssignments": {
+                                      "copy": {
+                                        "name": "identityRoleAssignments",
+                                        "count": "[length(variables('privateEndpointDeploymentRoles'))]"
+                                      },
+                                      "condition": "[parameters('app').hub.options.privateRouting]",
+                                      "type": "Microsoft.Authorization/roleAssignments",
+                                      "apiVersion": "2022-04-01",
+                                      "scope": "[resourceId('Microsoft.Storage/storageAccounts', coalesce(parameters('app').hub.routing.scriptStorage, ''))]",
+                                      "name": "[guid(variables('privateEndpointDeploymentRoles')[copyIndex()], resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]",
+                                      "properties": {
+                                        "roleDefinitionId": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', variables('privateEndpointDeploymentRoles')[copyIndex()])]",
+                                        "principalId": "[reference('identity').principalId]",
+                                        "principalType": "ServicePrincipal"
+                                      },
+                                      "dependsOn": [
+                                        "identity"
+                                      ]
+                                    },
+                                    "script": {
+                                      "type": "Microsoft.Resources/deploymentScripts",
+                                      "apiVersion": "2023-08-01",
+                                      "name": "[parameters('scriptName')]",
+                                      "kind": "AzurePowerShell",
+                                      "location": "[if(startsWith(parameters('app').hub.location, 'china'), 'chinaeast2', parameters('app').hub.location)]",
+                                      "tags": "[union(parameters('app').tags, coalesce(tryGet(parameters('app').hub.tagsByResource, 'Microsoft.Resources/deploymentScripts'), createObject()))]",
+                                      "identity": {
+                                        "type": "UserAssigned",
+                                        "userAssignedIdentities": {
+                                          "[format('{0}', resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]": {}
+                                        }
+                                      },
+                                      "properties": "[shallowMerge(createArray(variables('privateEndpointDeploymentProperties'), createObject('azPowerShellVersion', '11.0', 'retentionInterval', 'PT1H', 'cleanupPreference', 'OnSuccess', 'scriptContent', parameters('scriptContent'), 'arguments', parameters('arguments'), 'environmentVariables', parameters('environmentVariables'), 'forceUpdateTag', if(empty(parameters('forceUpdateTag')), null(), parameters('forceUpdateTag')))))]",
+                                      "dependsOn": [
+                                        "identity",
+                                        "identityRoleAssignments"
+                                      ]
+                                    }
+                                  },
+                                  "outputs": {
+                                    "scriptOutputs": {
+                                      "type": "object",
+                                      "metadata": {
+                                        "description": "Values the script set in $DeploymentScriptOutputs. Empty if the script did not set any."
+                                      },
+                                      "value": "[coalesce(tryGet(reference('script'), 'outputs'), createObject())]"
+                                    }
+                                  }
+                                }
+                              },
+                              "dependsOn": [
+                                "appTelemetry",
+                                "dataFactory",
+                                "triggerManagerIdentity",
+                                "triggerManagerRoleAssignments"
+                              ]
+                            }
+                          },
+                          "outputs": {
+                            "dataFactoryId": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Resource ID of the Data Factory instance used by the FinOps hub app. Empty when not deployed."
+                              },
+                              "value": "[if(variables('usesDataFactory'), resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory), '')]"
+                            },
+                            "keyVaultId": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Resource ID of the Key Vault instance used by the FinOps hub app. Empty when not deployed."
+                              },
+                              "value": "[if(variables('usesKeyVault'), resourceId('Microsoft.KeyVault/vaults', parameters('app').keyVault), '')]"
+                            },
+                            "storageAccountId": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Resource ID of the storage account instance used by the FinOps hub app. Empty when not deployed."
+                              },
+                              "value": "[if(variables('usesStorage'), resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage), '')]"
+                            },
+                            "principalId": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Principal ID for the managed identity used by Data Factory. Empty when not deployed."
+                              },
+                              "value": "[if(variables('usesDataFactory'), reference('dataFactory', '2018-06-01', 'full').identity.principalId, '')]"
+                            },
+                            "triggerManagerIdentityName": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Name of the managed identity used to create and stop ADF triggers. Empty when not deployed."
+                              },
+                              "value": "[if(variables('usesDataFactory'), format('{0}_triggerManager', parameters('app').dataFactory), '')]"
+                            }
+                          }
+                        }
+                      },
+                      "dependsOn": [
+                        "infrastructure"
+                      ]
+                    },
+                    "configContainer": {
+                      "type": "Microsoft.Resources/deployments",
+                      "apiVersion": "2025-04-01",
+                      "name": "Microsoft.FinOpsHubs.Core_Storage.ConfigContainer",
+                      "properties": {
+                        "expressionEvaluationOptions": {
+                          "scope": "inner"
+                        },
+                        "mode": "Incremental",
+                        "parameters": {
+                          "app": {
+                            "value": "[parameters('app')]"
+                          },
+                          "container": {
+                            "value": "[variables('CONFIG')]"
+                          },
+                          "forceCreateBlobManagerIdentity": {
+                            "value": true
+                          }
+                        },
+                        "template": {
+                          "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                          "languageVersion": "2.1-experimental",
+                          "contentVersion": "1.0.0.0",
+                          "metadata": {
+                            "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                            "_EXPERIMENTAL_FEATURES_ENABLED": [
+                              "Enable @validate() decorator"
+                            ],
+                            "_generator": {
+                              "name": "bicep",
+                              "version": "0.40.2.10011",
+                              "templateHash": "8959083120322629470"
+                            }
+                          },
+                          "definitions": {
+                            "_1.HubProperties": {
+                              "type": "object",
+                              "properties": {
+                                "id": {
+                                  "type": "string"
+                                },
+                                "name": {
+                                  "type": "string"
+                                },
+                                "location": {
+                                  "type": "string"
+                                },
+                                "tags": {
+                                  "type": "object"
+                                },
+                                "tagsByResource": {
+                                  "type": "object"
+                                },
+                                "version": {
+                                  "type": "string"
+                                },
+                                "options": {
+                                  "type": "object",
+                                  "properties": {
+                                    "enableTelemetry": {
+                                      "type": "bool"
+                                    },
+                                    "keyVaultSku": {
+                                      "type": "string"
+                                    },
+                                    "keyVaultEnablePurgeProtection": {
+                                      "type": "bool"
+                                    },
+                                    "networkAddressPrefix": {
+                                      "type": "string"
+                                    },
+                                    "natGateway": {
+                                      "type": "bool"
+                                    },
+                                    "privateRouting": {
+                                      "type": "bool"
+                                    },
+                                    "publisherIsolation": {
+                                      "type": "bool"
+                                    },
+                                    "storageInfrastructureEncryption": {
+                                      "type": "bool"
+                                    },
+                                    "storageSku": {
+                                      "type": "string"
+                                    }
+                                  }
+                                },
+                                "routing": {
+                                  "$ref": "#/definitions/_1.HubRoutingProperties"
+                                },
+                                "core": {
+                                  "type": "object",
+                                  "properties": {
+                                    "suffix": {
+                                      "type": "string"
+                                    }
+                                  }
+                                }
+                              },
+                              "metadata": {
+                                "id": "FinOps hub resource ID.",
+                                "name": "FinOps hub instance name.",
+                                "location": "Azure resource location of the FinOps hub instance.",
+                                "tags": "Tags to apply to all FinOps hub resources.",
+                                "tagsByResource": "Tags to apply to resources based on their resource type.",
+                                "version": "FinOps hub version number.",
+                                "options": {
+                                  "enableTelemetry": "Indicates whether telemetry should be enabled for deployments.",
+                                  "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
+                                  "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
+                                  "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                  "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
+                                  "privateRouting": "Indicates whether private network routing is enabled.",
+                                  "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
+                                  "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
+                                  "storageSku": "Storage account SKU. Allowed values: \"Premium_LRS\", \"Premium_ZRS\"."
+                                },
+                                "routing": "FinOps hub private network routing properties, if enabled.",
+                                "core": {
+                                  "suffix": "Unique suffix used for shared resources."
+                                },
+                                "apps": {},
+                                "description": "FinOps hub instance properties.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "_1.HubRoutingProperties": {
+                              "type": "object",
+                              "properties": {
+                                "networkId": {
+                                  "type": "string"
+                                },
+                                "networkName": {
+                                  "type": "string"
+                                },
+                                "scriptStorage": {
+                                  "type": "string"
+                                },
+                                "dnsZones": {
+                                  "type": "object",
+                                  "properties": {
+                                    "blob": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "dfs": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "file": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "queue": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "table": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    }
+                                  }
+                                },
+                                "subnets": {
+                                  "type": "object",
+                                  "properties": {
+                                    "dataExplorer": {
+                                      "type": "string"
+                                    },
+                                    "dataFactory": {
+                                      "type": "string"
+                                    },
+                                    "keyVault": {
+                                      "type": "string"
+                                    },
+                                    "scripts": {
+                                      "type": "string"
+                                    },
+                                    "storage": {
+                                      "type": "string"
+                                    }
+                                  }
+                                }
+                              },
+                              "metadata": {
+                                "networkId": "Resource ID of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                "networkName": "Name of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                "scriptStorage": "Name of the storage account used for deployment scripts.",
+                                "dnsZones": {
+                                  "blob": "Resource ID and name for the blob storage DNS zone.",
+                                  "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                  "file": "Resource ID and name for the file storage DNS zone.",
+                                  "queue": "Resource ID and name for the queue storage DNS zone.",
+                                  "table": "Resource ID and name for the table storage DNS zone."
+                                },
+                                "subnets": {
+                                  "dataExplorer": "Resource ID of the subnet for the Data Explorer instance.",
+                                  "dataFactory": "Resource ID of the subnet for Data Factory instances.",
+                                  "keyVault": "Resource ID of the subnet for Key Vault instances.",
+                                  "scripts": "Resource ID of the subnet for deployment script storage.",
+                                  "storage": "Resource ID of the subnet for storage accounts."
+                                },
+                                "description": "FinOps hub private network routing properties.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "_1.IdNameObject": {
+                              "type": "object",
+                              "properties": {
+                                "id": {
+                                  "type": "string"
+                                },
+                                "name": {
+                                  "type": "string"
+                                }
+                              },
+                              "metadata": {
+                                "id": "Fully-qualified resource ID.",
+                                "name": "Resource name.",
+                                "description": "Resource ID and name.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "HubAppProperties": {
+                              "type": "object",
+                              "properties": {
+                                "id": {
+                                  "type": "string"
+                                },
+                                "name": {
+                                  "type": "string"
+                                },
+                                "publisher": {
+                                  "type": "string"
+                                },
+                                "suffix": {
+                                  "type": "string"
+                                },
+                                "tags": {
+                                  "type": "object"
+                                },
+                                "dataFactory": {
+                                  "type": "string"
+                                },
+                                "keyVault": {
+                                  "type": "string"
+                                },
+                                "storage": {
+                                  "type": "string"
+                                },
+                                "hub": {
+                                  "$ref": "#/definitions/_1.HubProperties"
+                                }
+                              },
+                              "metadata": {
+                                "id": "Fully-qualified name of the publisher and app, separated by a dot.",
+                                "name": "Short name of the FinOps hub app. Last segment of the app ID.",
+                                "publisher": "Fully-qualified namespace of the FinOps hub app publisher.",
+                                "suffix": "Unique suffix used for publisher resources.",
+                                "tags": "Tags to apply to all FinOps hub resources for this FinOps hub app publisher. Tags are not specific to the app since resources are shared.",
+                                "dataFactory": "Name of the Data Factory instance for this publisher.",
+                                "keyVault": "Name of the KeyVault instance for this publisher.",
+                                "storage": "Name of the storage account for this publisher.",
+                                "hub": "FinOps hub instance the app is deployed to.",
+                                "description": "FinOps hub app configuration settings.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            }
+                          },
+                          "parameters": {
+                            "app": {
+                              "$ref": "#/definitions/HubAppProperties",
+                              "metadata": {
+                                "description": "Required. FinOps hub app that storage is getting updated for."
+                              }
+                            },
+                            "container": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Required. Name of the storage container to create or update."
+                              }
+                            },
+                            "files": {
+                              "type": "object",
+                              "defaultValue": {},
+                              "metadata": {
+                                "description": "Optional. Dictionary of key/value pairs for the files to upload to the specified container. The key is the target path under the container and the value is the contents of the file. Default: {} (no files to upload)."
+                              }
+                            },
+                            "forceCreateBlobManagerIdentity": {
+                              "type": "bool",
+                              "defaultValue": false,
+                              "metadata": {
+                                "description": "Optional. Indicates whether to create the blob manager user assigned identity even if files are not being uploaded. Default: false."
+                              }
+                            }
+                          },
+                          "variables": {
+                            "$fxv#0": "# Copyright (c) Microsoft Corporation.\r\n# Licensed under the MIT License.\r\n\r\n# Get storage context\r\n$storageContext = @{\r\n    Context   = New-AzStorageContext -StorageAccountName $env:storageAccountName -UseConnectedAccount\r\n    Container = $env:containerName\r\n}\r\n\r\n# Uploading files\r\n$files = $env:files | ConvertFrom-Json -Depth 10\r\nWrite-Output \"Uploading ${$files.PSObject.Properties.Count} files...\"\r\n$files.PSObject.Properties | ForEach-Object {\r\n    $filePath = $_.Name\r\n    $tempPath = \"./$($filePath -replace \"/\", \"_\")\"\r\n    Write-Output \"  Uploading $filePath...\"\r\n    $_.Value | Out-File $tempPath\r\n    Set-AzStorageBlobContent @storageContext -File $tempPath -Blob $filePath -Force | Out-Null\r\n}\r\n",
+                            "fileCount": "[length(items(parameters('files')))]",
+                            "hasFiles": "[greater(variables('fileCount'), 0)]"
+                          },
+                          "resources": {
+                            "storageAccount::blobService::targetContainer": {
+                              "type": "Microsoft.Storage/storageAccounts/blobServices/containers",
+                              "apiVersion": "2022-09-01",
+                              "name": "[format('{0}/{1}/{2}', parameters('app').storage, 'default', parameters('container'))]",
+                              "properties": {
+                                "publicAccess": "None",
+                                "metadata": {}
+                              }
+                            },
+                            "storageAccount::blobService": {
+                              "existing": true,
+                              "type": "Microsoft.Storage/storageAccounts/blobServices",
+                              "apiVersion": "2022-09-01",
+                              "name": "[format('{0}/{1}', parameters('app').storage, 'default')]"
+                            },
+                            "storageAccount": {
+                              "existing": true,
+                              "type": "Microsoft.Storage/storageAccounts",
+                              "apiVersion": "2022-09-01",
+                              "name": "[parameters('app').storage]"
+                            },
+                            "identity": {
+                              "condition": "[or(variables('hasFiles'), parameters('forceCreateBlobManagerIdentity'))]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2025-04-01",
+                              "name": "[format('{0}.Identity', deployment().name)]",
+                              "properties": {
+                                "expressionEvaluationOptions": {
+                                  "scope": "inner"
+                                },
+                                "mode": "Incremental",
+                                "parameters": {
+                                  "app": {
+                                    "value": "[parameters('app')]"
+                                  },
+                                  "identityName": {
+                                    "value": "[format('{0}_blobManager', parameters('app').storage)]"
+                                  },
+                                  "roleAssignmentResourceId": {
+                                    "value": "[resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage)]"
+                                  },
+                                  "roles": {
+                                    "value": [
+                                      "ba92f5b4-2d11-453d-a403-e96b0029c9fe",
+                                      "69566ab7-960f-475b-8e7c-b3118f30c6bd"
+                                    ]
+                                  }
+                                },
+                                "template": {
+                                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                  "languageVersion": "2.1-experimental",
+                                  "contentVersion": "1.0.0.0",
+                                  "metadata": {
+                                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                                      "Enable @validate() decorator"
+                                    ],
+                                    "_generator": {
+                                      "name": "bicep",
+                                      "version": "0.40.2.10011",
+                                      "templateHash": "17649985755359546818"
+                                    }
+                                  },
+                                  "definitions": {
+                                    "_1.HubProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "location": {
+                                          "type": "string"
+                                        },
+                                        "tags": {
+                                          "type": "object"
+                                        },
+                                        "tagsByResource": {
+                                          "type": "object"
+                                        },
+                                        "version": {
+                                          "type": "string"
+                                        },
+                                        "options": {
+                                          "type": "object",
+                                          "properties": {
+                                            "enableTelemetry": {
+                                              "type": "bool"
+                                            },
+                                            "keyVaultSku": {
+                                              "type": "string"
+                                            },
+                                            "keyVaultEnablePurgeProtection": {
+                                              "type": "bool"
+                                            },
+                                            "networkAddressPrefix": {
+                                              "type": "string"
+                                            },
+                                            "natGateway": {
+                                              "type": "bool"
+                                            },
+                                            "privateRouting": {
+                                              "type": "bool"
+                                            },
+                                            "publisherIsolation": {
+                                              "type": "bool"
+                                            },
+                                            "storageInfrastructureEncryption": {
+                                              "type": "bool"
+                                            },
+                                            "storageSku": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        },
+                                        "routing": {
+                                          "$ref": "#/definitions/_1.HubRoutingProperties"
+                                        },
+                                        "core": {
+                                          "type": "object",
+                                          "properties": {
+                                            "suffix": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "FinOps hub resource ID.",
+                                        "name": "FinOps hub instance name.",
+                                        "location": "Azure resource location of the FinOps hub instance.",
+                                        "tags": "Tags to apply to all FinOps hub resources.",
+                                        "tagsByResource": "Tags to apply to resources based on their resource type.",
+                                        "version": "FinOps hub version number.",
+                                        "options": {
+                                          "enableTelemetry": "Indicates whether telemetry should be enabled for deployments.",
+                                          "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
+                                          "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
+                                          "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
+                                          "privateRouting": "Indicates whether private network routing is enabled.",
+                                          "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
+                                          "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
+                                          "storageSku": "Storage account SKU. Allowed values: \"Premium_LRS\", \"Premium_ZRS\"."
+                                        },
+                                        "routing": "FinOps hub private network routing properties, if enabled.",
+                                        "core": {
+                                          "suffix": "Unique suffix used for shared resources."
+                                        },
+                                        "apps": {},
+                                        "description": "FinOps hub instance properties.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "_1.HubRoutingProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "networkId": {
+                                          "type": "string"
+                                        },
+                                        "networkName": {
+                                          "type": "string"
+                                        },
+                                        "scriptStorage": {
+                                          "type": "string"
+                                        },
+                                        "dnsZones": {
+                                          "type": "object",
+                                          "properties": {
+                                            "blob": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "dfs": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "file": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "queue": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "table": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            }
+                                          }
+                                        },
+                                        "subnets": {
+                                          "type": "object",
+                                          "properties": {
+                                            "dataExplorer": {
+                                              "type": "string"
+                                            },
+                                            "dataFactory": {
+                                              "type": "string"
+                                            },
+                                            "keyVault": {
+                                              "type": "string"
+                                            },
+                                            "scripts": {
+                                              "type": "string"
+                                            },
+                                            "storage": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        }
+                                      },
+                                      "metadata": {
+                                        "networkId": "Resource ID of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                        "networkName": "Name of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                        "scriptStorage": "Name of the storage account used for deployment scripts.",
+                                        "dnsZones": {
+                                          "blob": "Resource ID and name for the blob storage DNS zone.",
+                                          "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                          "file": "Resource ID and name for the file storage DNS zone.",
+                                          "queue": "Resource ID and name for the queue storage DNS zone.",
+                                          "table": "Resource ID and name for the table storage DNS zone."
+                                        },
+                                        "subnets": {
+                                          "dataExplorer": "Resource ID of the subnet for the Data Explorer instance.",
+                                          "dataFactory": "Resource ID of the subnet for Data Factory instances.",
+                                          "keyVault": "Resource ID of the subnet for Key Vault instances.",
+                                          "scripts": "Resource ID of the subnet for deployment script storage.",
+                                          "storage": "Resource ID of the subnet for storage accounts."
+                                        },
+                                        "description": "FinOps hub private network routing properties.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "_1.IdNameObject": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "Fully-qualified resource ID.",
+                                        "name": "Resource name.",
+                                        "description": "Resource ID and name.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "HubAppProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "publisher": {
+                                          "type": "string"
+                                        },
+                                        "suffix": {
+                                          "type": "string"
+                                        },
+                                        "tags": {
+                                          "type": "object"
+                                        },
+                                        "dataFactory": {
+                                          "type": "string"
+                                        },
+                                        "keyVault": {
+                                          "type": "string"
+                                        },
+                                        "storage": {
+                                          "type": "string"
+                                        },
+                                        "hub": {
+                                          "$ref": "#/definitions/_1.HubProperties"
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "Fully-qualified name of the publisher and app, separated by a dot.",
+                                        "name": "Short name of the FinOps hub app. Last segment of the app ID.",
+                                        "publisher": "Fully-qualified namespace of the FinOps hub app publisher.",
+                                        "suffix": "Unique suffix used for publisher resources.",
+                                        "tags": "Tags to apply to all FinOps hub resources for this FinOps hub app publisher. Tags are not specific to the app since resources are shared.",
+                                        "dataFactory": "Name of the Data Factory instance for this publisher.",
+                                        "keyVault": "Name of the KeyVault instance for this publisher.",
+                                        "storage": "Name of the storage account for this publisher.",
+                                        "hub": "FinOps hub instance the app is deployed to.",
+                                        "description": "FinOps hub app configuration settings.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    }
+                                  },
+                                  "functions": [
+                                    {
+                                      "namespace": "__bicep",
+                                      "members": {
+                                        "getAppPublisherTags": {
+                                          "parameters": [
+                                            {
+                                              "$ref": "#/definitions/HubAppProperties",
+                                              "name": "app"
+                                            },
+                                            {
+                                              "type": "string",
+                                              "name": "resourceType"
+                                            }
+                                          ],
+                                          "output": {
+                                            "type": "object",
+                                            "value": "[union(if(parameters('app').hub.options.publisherIsolation, parameters('app').tags, parameters('app').hub.tags), coalesce(tryGet(parameters('app').hub.tagsByResource, parameters('resourceType')), createObject()))]"
+                                          },
+                                          "metadata": {
+                                            "description": "Returns a tags dictionary that includes tags for the FinOps hub app publisher.",
+                                            "__bicep_imported_from!": {
+                                              "sourceTemplate": "hub-types.bicep"
+                                            }
+                                          }
+                                        }
+                                      }
+                                    }
+                                  ],
+                                  "parameters": {
+                                    "app": {
+                                      "$ref": "#/definitions/HubAppProperties",
+                                      "metadata": {
+                                        "description": "Required. FinOps hub app the identity is associated with."
+                                      }
+                                    },
+                                    "identityName": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the user assigned identity."
+                                      }
+                                    },
+                                    "roleAssignmentResourceId": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Resource ID of the resource access is being granted for."
+                                      }
+                                    },
+                                    "roles": {
+                                      "type": "array",
+                                      "items": {
+                                        "type": "string"
+                                      },
+                                      "metadata": {
+                                        "description": "Required. List of RBAC role assignment GUIDs."
+                                      }
+                                    }
+                                  },
+                                  "resources": {
+                                    "identity": {
+                                      "type": "Microsoft.ManagedIdentity/userAssignedIdentities",
+                                      "apiVersion": "2023-01-31",
+                                      "name": "[parameters('identityName')]",
+                                      "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.ManagedIdentity/userAssignedIdentities')]",
+                                      "location": "[parameters('app').hub.location]"
+                                    },
+                                    "identityRoleAssignments": {
+                                      "copy": {
+                                        "name": "identityRoleAssignments",
+                                        "count": "[length(parameters('roles'))]"
+                                      },
+                                      "type": "Microsoft.Authorization/roleAssignments",
+                                      "apiVersion": "2022-04-01",
+                                      "name": "[guid(parameters('roleAssignmentResourceId'), parameters('roles')[copyIndex()], resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]",
+                                      "properties": {
+                                        "roleDefinitionId": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', parameters('roles')[copyIndex()])]",
+                                        "principalId": "[reference('identity').principalId]",
+                                        "principalType": "ServicePrincipal"
+                                      },
+                                      "dependsOn": [
+                                        "identity"
+                                      ]
+                                    }
+                                  },
+                                  "outputs": {
+                                    "id": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Resource ID of the user assigned identity."
+                                      },
+                                      "value": "[resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName'))]"
+                                    },
+                                    "name": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Name of the user assigned identity."
+                                      },
+                                      "value": "[parameters('identityName')]"
+                                    },
+                                    "principalId": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Principal ID of the user assigned identity."
+                                      },
+                                      "value": "[reference('identity').principalId]"
+                                    }
+                                  }
+                                }
+                              }
+                            },
+                            "uploadFiles": {
+                              "condition": "[variables('hasFiles')]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2025-04-01",
+                              "name": "[format('{0}.Upload', deployment().name)]",
+                              "properties": {
+                                "expressionEvaluationOptions": {
+                                  "scope": "inner"
+                                },
+                                "mode": "Incremental",
+                                "parameters": {
+                                  "app": {
+                                    "value": "[parameters('app')]"
+                                  },
+                                  "identityName": {
+                                    "value": "[reference('identity').outputs.name.value]"
+                                  },
+                                  "environmentVariables": {
+                                    "value": [
+                                      {
+                                        "name": "storageAccountName",
+                                        "value": "[parameters('app').storage]"
+                                      },
+                                      {
+                                        "name": "containerName",
+                                        "value": "[parameters('container')]"
+                                      },
+                                      {
+                                        "name": "files",
+                                        "value": "[string(parameters('files'))]"
+                                      }
+                                    ]
+                                  },
+                                  "scriptContent": {
+                                    "value": "[variables('$fxv#0')]"
+                                  }
+                                },
+                                "template": {
+                                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                  "languageVersion": "2.1-experimental",
+                                  "contentVersion": "1.0.0.0",
+                                  "metadata": {
+                                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                                      "Enable @validate() decorator"
+                                    ],
+                                    "_generator": {
+                                      "name": "bicep",
+                                      "version": "0.40.2.10011",
+                                      "templateHash": "15790442586575518487"
+                                    }
+                                  },
+                                  "definitions": {
+                                    "EnvironmentVariable": {
+                                      "type": "object",
+                                      "properties": {
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "value": {
+                                          "type": "string"
+                                        }
+                                      }
+                                    },
+                                    "_1.HubProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "location": {
+                                          "type": "string"
+                                        },
+                                        "tags": {
+                                          "type": "object"
+                                        },
+                                        "tagsByResource": {
+                                          "type": "object"
+                                        },
+                                        "version": {
+                                          "type": "string"
+                                        },
+                                        "options": {
+                                          "type": "object",
+                                          "properties": {
+                                            "enableTelemetry": {
+                                              "type": "bool"
+                                            },
+                                            "keyVaultSku": {
+                                              "type": "string"
+                                            },
+                                            "keyVaultEnablePurgeProtection": {
+                                              "type": "bool"
+                                            },
+                                            "networkAddressPrefix": {
+                                              "type": "string"
+                                            },
+                                            "natGateway": {
+                                              "type": "bool"
+                                            },
+                                            "privateRouting": {
+                                              "type": "bool"
+                                            },
+                                            "publisherIsolation": {
+                                              "type": "bool"
+                                            },
+                                            "storageInfrastructureEncryption": {
+                                              "type": "bool"
+                                            },
+                                            "storageSku": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        },
+                                        "routing": {
+                                          "$ref": "#/definitions/_1.HubRoutingProperties"
+                                        },
+                                        "core": {
+                                          "type": "object",
+                                          "properties": {
+                                            "suffix": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "FinOps hub resource ID.",
+                                        "name": "FinOps hub instance name.",
+                                        "location": "Azure resource location of the FinOps hub instance.",
+                                        "tags": "Tags to apply to all FinOps hub resources.",
+                                        "tagsByResource": "Tags to apply to resources based on their resource type.",
+                                        "version": "FinOps hub version number.",
+                                        "options": {
+                                          "enableTelemetry": "Indicates whether telemetry should be enabled for deployments.",
+                                          "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
+                                          "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
+                                          "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
+                                          "privateRouting": "Indicates whether private network routing is enabled.",
+                                          "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
+                                          "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
+                                          "storageSku": "Storage account SKU. Allowed values: \"Premium_LRS\", \"Premium_ZRS\"."
+                                        },
+                                        "routing": "FinOps hub private network routing properties, if enabled.",
+                                        "core": {
+                                          "suffix": "Unique suffix used for shared resources."
+                                        },
+                                        "apps": {},
+                                        "description": "FinOps hub instance properties.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "_1.HubRoutingProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "networkId": {
+                                          "type": "string"
+                                        },
+                                        "networkName": {
+                                          "type": "string"
+                                        },
+                                        "scriptStorage": {
+                                          "type": "string"
+                                        },
+                                        "dnsZones": {
+                                          "type": "object",
+                                          "properties": {
+                                            "blob": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "dfs": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "file": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "queue": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "table": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            }
+                                          }
+                                        },
+                                        "subnets": {
+                                          "type": "object",
+                                          "properties": {
+                                            "dataExplorer": {
+                                              "type": "string"
+                                            },
+                                            "dataFactory": {
+                                              "type": "string"
+                                            },
+                                            "keyVault": {
+                                              "type": "string"
+                                            },
+                                            "scripts": {
+                                              "type": "string"
+                                            },
+                                            "storage": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        }
+                                      },
+                                      "metadata": {
+                                        "networkId": "Resource ID of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                        "networkName": "Name of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                        "scriptStorage": "Name of the storage account used for deployment scripts.",
+                                        "dnsZones": {
+                                          "blob": "Resource ID and name for the blob storage DNS zone.",
+                                          "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                          "file": "Resource ID and name for the file storage DNS zone.",
+                                          "queue": "Resource ID and name for the queue storage DNS zone.",
+                                          "table": "Resource ID and name for the table storage DNS zone."
+                                        },
+                                        "subnets": {
+                                          "dataExplorer": "Resource ID of the subnet for the Data Explorer instance.",
+                                          "dataFactory": "Resource ID of the subnet for Data Factory instances.",
+                                          "keyVault": "Resource ID of the subnet for Key Vault instances.",
+                                          "scripts": "Resource ID of the subnet for deployment script storage.",
+                                          "storage": "Resource ID of the subnet for storage accounts."
+                                        },
+                                        "description": "FinOps hub private network routing properties.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "_1.IdNameObject": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "Fully-qualified resource ID.",
+                                        "name": "Resource name.",
+                                        "description": "Resource ID and name.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "HubAppProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "publisher": {
+                                          "type": "string"
+                                        },
+                                        "suffix": {
+                                          "type": "string"
+                                        },
+                                        "tags": {
+                                          "type": "object"
+                                        },
+                                        "dataFactory": {
+                                          "type": "string"
+                                        },
+                                        "keyVault": {
+                                          "type": "string"
+                                        },
+                                        "storage": {
+                                          "type": "string"
+                                        },
+                                        "hub": {
+                                          "$ref": "#/definitions/_1.HubProperties"
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "Fully-qualified name of the publisher and app, separated by a dot.",
+                                        "name": "Short name of the FinOps hub app. Last segment of the app ID.",
+                                        "publisher": "Fully-qualified namespace of the FinOps hub app publisher.",
+                                        "suffix": "Unique suffix used for publisher resources.",
+                                        "tags": "Tags to apply to all FinOps hub resources for this FinOps hub app publisher. Tags are not specific to the app since resources are shared.",
+                                        "dataFactory": "Name of the Data Factory instance for this publisher.",
+                                        "keyVault": "Name of the KeyVault instance for this publisher.",
+                                        "storage": "Name of the storage account for this publisher.",
+                                        "hub": "FinOps hub instance the app is deployed to.",
+                                        "description": "FinOps hub app configuration settings.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    }
+                                  },
+                                  "parameters": {
+                                    "app": {
+                                      "$ref": "#/definitions/HubAppProperties",
+                                      "metadata": {
+                                        "description": "Required. FinOps hub app the deployment script is being run for."
+                                      }
+                                    },
+                                    "identityName": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the managed identity to create."
+                                      }
+                                    },
+                                    "scriptName": {
+                                      "type": "string",
+                                      "defaultValue": "[deployment().name]",
+                                      "metadata": {
+                                        "description": "Optional. Name of the deployment script to create. Default = (same as deployment)."
+                                      }
+                                    },
+                                    "scriptContent": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the deployment script to create."
+                                      }
+                                    },
+                                    "arguments": {
+                                      "type": "string",
+                                      "defaultValue": "",
+                                      "metadata": {
+                                        "description": "Optional. Additional arguments to pass into the deployment script."
+                                      }
+                                    },
+                                    "environmentVariables": {
+                                      "type": "array",
+                                      "items": {
+                                        "$ref": "#/definitions/EnvironmentVariable"
+                                      },
+                                      "defaultValue": [],
+                                      "metadata": {
+                                        "description": "Optional. Environment variables to use for the deployment script."
+                                      }
+                                    },
+                                    "forceUpdateTag": {
+                                      "type": "string",
+                                      "defaultValue": "",
+                                      "metadata": {
+                                        "description": "Optional. Forces the script to run again when the value changes. Default = empty (only reruns when properties change)."
+                                      }
+                                    }
+                                  },
+                                  "variables": {
+                                    "privateEndpointDeploymentRoles": "[if(not(parameters('app').hub.options.privateRouting), createArray(), createArray('69566ab7-960f-475b-8e7c-b3118f30c6bd'))]",
+                                    "containerGroupName": "[replace(replace(replace(parameters('scriptName'), '/', '-'), '.', '-'), '_', '-')]",
+                                    "privateEndpointDeploymentProperties": "[if(not(parameters('app').hub.options.privateRouting), createObject(), createObject('storageAccountSettings', createObject('storageAccountName', coalesce(parameters('app').hub.routing.scriptStorage, '')), 'containerSettings', createObject('containerGroupName', if(greater(length(variables('containerGroupName')), 63), substring(variables('containerGroupName'), 0, 62), variables('containerGroupName')), 'subnetIds', createArray(createObject('id', coalesce(parameters('app').hub.routing.subnets.scripts, ''))))))]"
+                                  },
+                                  "resources": {
+                                    "identity": {
+                                      "type": "Microsoft.ManagedIdentity/userAssignedIdentities",
+                                      "apiVersion": "2023-01-31",
+                                      "name": "[parameters('identityName')]",
+                                      "tags": "[union(parameters('app').tags, coalesce(tryGet(parameters('app').hub.tagsByResource, 'Microsoft.ManagedIdentity/userAssignedIdentities'), createObject()))]",
+                                      "location": "[parameters('app').hub.location]"
+                                    },
+                                    "scriptStorageAccount": {
+                                      "condition": "[parameters('app').hub.options.privateRouting]",
+                                      "existing": true,
+                                      "type": "Microsoft.Storage/storageAccounts",
+                                      "apiVersion": "2022-09-01",
+                                      "name": "[coalesce(parameters('app').hub.routing.scriptStorage, '')]"
+                                    },
+                                    "identityRoleAssignments": {
+                                      "copy": {
+                                        "name": "identityRoleAssignments",
+                                        "count": "[length(variables('privateEndpointDeploymentRoles'))]"
+                                      },
+                                      "condition": "[parameters('app').hub.options.privateRouting]",
+                                      "type": "Microsoft.Authorization/roleAssignments",
+                                      "apiVersion": "2022-04-01",
+                                      "scope": "[resourceId('Microsoft.Storage/storageAccounts', coalesce(parameters('app').hub.routing.scriptStorage, ''))]",
+                                      "name": "[guid(variables('privateEndpointDeploymentRoles')[copyIndex()], resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]",
+                                      "properties": {
+                                        "roleDefinitionId": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', variables('privateEndpointDeploymentRoles')[copyIndex()])]",
+                                        "principalId": "[reference('identity').principalId]",
+                                        "principalType": "ServicePrincipal"
+                                      },
+                                      "dependsOn": [
+                                        "identity"
+                                      ]
+                                    },
+                                    "script": {
+                                      "type": "Microsoft.Resources/deploymentScripts",
+                                      "apiVersion": "2023-08-01",
+                                      "name": "[parameters('scriptName')]",
+                                      "kind": "AzurePowerShell",
+                                      "location": "[if(startsWith(parameters('app').hub.location, 'china'), 'chinaeast2', parameters('app').hub.location)]",
+                                      "tags": "[union(parameters('app').tags, coalesce(tryGet(parameters('app').hub.tagsByResource, 'Microsoft.Resources/deploymentScripts'), createObject()))]",
+                                      "identity": {
+                                        "type": "UserAssigned",
+                                        "userAssignedIdentities": {
+                                          "[format('{0}', resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]": {}
+                                        }
+                                      },
+                                      "properties": "[shallowMerge(createArray(variables('privateEndpointDeploymentProperties'), createObject('azPowerShellVersion', '11.0', 'retentionInterval', 'PT1H', 'cleanupPreference', 'OnSuccess', 'scriptContent', parameters('scriptContent'), 'arguments', parameters('arguments'), 'environmentVariables', parameters('environmentVariables'), 'forceUpdateTag', if(empty(parameters('forceUpdateTag')), null(), parameters('forceUpdateTag')))))]",
+                                      "dependsOn": [
+                                        "identity",
+                                        "identityRoleAssignments"
+                                      ]
+                                    }
+                                  },
+                                  "outputs": {
+                                    "scriptOutputs": {
+                                      "type": "object",
+                                      "metadata": {
+                                        "description": "Values the script set in $DeploymentScriptOutputs. Empty if the script did not set any."
+                                      },
+                                      "value": "[coalesce(tryGet(reference('script'), 'outputs'), createObject())]"
+                                    }
+                                  }
+                                }
+                              },
+                              "dependsOn": [
+                                "identity"
+                              ]
+                            }
+                          },
+                          "outputs": {
+                            "containerName": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "The name of the storage container."
+                              },
+                              "value": "[parameters('container')]"
+                            },
+                            "filesUploaded": {
+                              "type": "int",
+                              "metadata": {
+                                "description": "The number of files uploaded to the storage container."
+                              },
+                              "value": "[variables('fileCount')]"
+                            },
+                            "identityId": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Resource ID of the user assigned identity used to upload files. Will be empty if no files are uploaded or forceCreateBlobManagerIdentity is false."
+                              },
+                              "value": "[if(or(variables('hasFiles'), parameters('forceCreateBlobManagerIdentity')), reference('identity').outputs.id.value, '')]"
+                            },
+                            "identityName": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Name of the user assigned identity used to upload files. Will be empty if no files are uploaded or forceCreateBlobManagerIdentity is false."
+                              },
+                              "value": "[if(or(variables('hasFiles'), parameters('forceCreateBlobManagerIdentity')), reference('identity').outputs.name.value, '')]"
+                            },
+                            "identityPrincipalId": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Principal ID of the user assigned identity used to upload files. Will be empty if no files are uploaded or forceCreateBlobManagerIdentity is false."
+                              },
+                              "value": "[if(or(variables('hasFiles'), parameters('forceCreateBlobManagerIdentity')), reference('identity').outputs.principalId.value, '')]"
+                            }
+                          }
+                        }
+                      },
+                      "dependsOn": [
+                        "appRegistration"
+                      ]
+                    },
+                    "ingestionContainer": {
+                      "type": "Microsoft.Resources/deployments",
+                      "apiVersion": "2025-04-01",
+                      "name": "Microsoft.FinOpsHubs.Core_Storage.IngestionContainer",
+                      "properties": {
+                        "expressionEvaluationOptions": {
+                          "scope": "inner"
+                        },
+                        "mode": "Incremental",
+                        "parameters": {
+                          "app": {
+                            "value": "[parameters('app')]"
+                          },
+                          "container": {
+                            "value": "[variables('INGESTION')]"
+                          }
+                        },
+                        "template": {
+                          "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                          "languageVersion": "2.1-experimental",
+                          "contentVersion": "1.0.0.0",
+                          "metadata": {
+                            "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                            "_EXPERIMENTAL_FEATURES_ENABLED": [
+                              "Enable @validate() decorator"
+                            ],
+                            "_generator": {
+                              "name": "bicep",
+                              "version": "0.40.2.10011",
+                              "templateHash": "8959083120322629470"
+                            }
+                          },
+                          "definitions": {
+                            "_1.HubProperties": {
+                              "type": "object",
+                              "properties": {
+                                "id": {
+                                  "type": "string"
+                                },
+                                "name": {
+                                  "type": "string"
+                                },
+                                "location": {
+                                  "type": "string"
+                                },
+                                "tags": {
+                                  "type": "object"
+                                },
+                                "tagsByResource": {
+                                  "type": "object"
+                                },
+                                "version": {
+                                  "type": "string"
+                                },
+                                "options": {
+                                  "type": "object",
+                                  "properties": {
+                                    "enableTelemetry": {
+                                      "type": "bool"
+                                    },
+                                    "keyVaultSku": {
+                                      "type": "string"
+                                    },
+                                    "keyVaultEnablePurgeProtection": {
+                                      "type": "bool"
+                                    },
+                                    "networkAddressPrefix": {
+                                      "type": "string"
+                                    },
+                                    "natGateway": {
+                                      "type": "bool"
+                                    },
+                                    "privateRouting": {
+                                      "type": "bool"
+                                    },
+                                    "publisherIsolation": {
+                                      "type": "bool"
+                                    },
+                                    "storageInfrastructureEncryption": {
+                                      "type": "bool"
+                                    },
+                                    "storageSku": {
+                                      "type": "string"
+                                    }
+                                  }
+                                },
+                                "routing": {
+                                  "$ref": "#/definitions/_1.HubRoutingProperties"
+                                },
+                                "core": {
+                                  "type": "object",
+                                  "properties": {
+                                    "suffix": {
+                                      "type": "string"
+                                    }
+                                  }
+                                }
+                              },
+                              "metadata": {
+                                "id": "FinOps hub resource ID.",
+                                "name": "FinOps hub instance name.",
+                                "location": "Azure resource location of the FinOps hub instance.",
+                                "tags": "Tags to apply to all FinOps hub resources.",
+                                "tagsByResource": "Tags to apply to resources based on their resource type.",
+                                "version": "FinOps hub version number.",
+                                "options": {
+                                  "enableTelemetry": "Indicates whether telemetry should be enabled for deployments.",
+                                  "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
+                                  "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
+                                  "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                  "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
+                                  "privateRouting": "Indicates whether private network routing is enabled.",
+                                  "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
+                                  "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
+                                  "storageSku": "Storage account SKU. Allowed values: \"Premium_LRS\", \"Premium_ZRS\"."
+                                },
+                                "routing": "FinOps hub private network routing properties, if enabled.",
+                                "core": {
+                                  "suffix": "Unique suffix used for shared resources."
+                                },
+                                "apps": {},
+                                "description": "FinOps hub instance properties.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "_1.HubRoutingProperties": {
+                              "type": "object",
+                              "properties": {
+                                "networkId": {
+                                  "type": "string"
+                                },
+                                "networkName": {
+                                  "type": "string"
+                                },
+                                "scriptStorage": {
+                                  "type": "string"
+                                },
+                                "dnsZones": {
+                                  "type": "object",
+                                  "properties": {
+                                    "blob": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "dfs": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "file": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "queue": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "table": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    }
+                                  }
+                                },
+                                "subnets": {
+                                  "type": "object",
+                                  "properties": {
+                                    "dataExplorer": {
+                                      "type": "string"
+                                    },
+                                    "dataFactory": {
+                                      "type": "string"
+                                    },
+                                    "keyVault": {
+                                      "type": "string"
+                                    },
+                                    "scripts": {
+                                      "type": "string"
+                                    },
+                                    "storage": {
+                                      "type": "string"
+                                    }
+                                  }
+                                }
+                              },
+                              "metadata": {
+                                "networkId": "Resource ID of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                "networkName": "Name of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                "scriptStorage": "Name of the storage account used for deployment scripts.",
+                                "dnsZones": {
+                                  "blob": "Resource ID and name for the blob storage DNS zone.",
+                                  "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                  "file": "Resource ID and name for the file storage DNS zone.",
+                                  "queue": "Resource ID and name for the queue storage DNS zone.",
+                                  "table": "Resource ID and name for the table storage DNS zone."
+                                },
+                                "subnets": {
+                                  "dataExplorer": "Resource ID of the subnet for the Data Explorer instance.",
+                                  "dataFactory": "Resource ID of the subnet for Data Factory instances.",
+                                  "keyVault": "Resource ID of the subnet for Key Vault instances.",
+                                  "scripts": "Resource ID of the subnet for deployment script storage.",
+                                  "storage": "Resource ID of the subnet for storage accounts."
+                                },
+                                "description": "FinOps hub private network routing properties.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "_1.IdNameObject": {
+                              "type": "object",
+                              "properties": {
+                                "id": {
+                                  "type": "string"
+                                },
+                                "name": {
+                                  "type": "string"
+                                }
+                              },
+                              "metadata": {
+                                "id": "Fully-qualified resource ID.",
+                                "name": "Resource name.",
+                                "description": "Resource ID and name.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "HubAppProperties": {
+                              "type": "object",
+                              "properties": {
+                                "id": {
+                                  "type": "string"
+                                },
+                                "name": {
+                                  "type": "string"
+                                },
+                                "publisher": {
+                                  "type": "string"
+                                },
+                                "suffix": {
+                                  "type": "string"
+                                },
+                                "tags": {
+                                  "type": "object"
+                                },
+                                "dataFactory": {
+                                  "type": "string"
+                                },
+                                "keyVault": {
+                                  "type": "string"
+                                },
+                                "storage": {
+                                  "type": "string"
+                                },
+                                "hub": {
+                                  "$ref": "#/definitions/_1.HubProperties"
+                                }
+                              },
+                              "metadata": {
+                                "id": "Fully-qualified name of the publisher and app, separated by a dot.",
+                                "name": "Short name of the FinOps hub app. Last segment of the app ID.",
+                                "publisher": "Fully-qualified namespace of the FinOps hub app publisher.",
+                                "suffix": "Unique suffix used for publisher resources.",
+                                "tags": "Tags to apply to all FinOps hub resources for this FinOps hub app publisher. Tags are not specific to the app since resources are shared.",
+                                "dataFactory": "Name of the Data Factory instance for this publisher.",
+                                "keyVault": "Name of the KeyVault instance for this publisher.",
+                                "storage": "Name of the storage account for this publisher.",
+                                "hub": "FinOps hub instance the app is deployed to.",
+                                "description": "FinOps hub app configuration settings.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            }
+                          },
+                          "parameters": {
+                            "app": {
+                              "$ref": "#/definitions/HubAppProperties",
+                              "metadata": {
+                                "description": "Required. FinOps hub app that storage is getting updated for."
+                              }
+                            },
+                            "container": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Required. Name of the storage container to create or update."
+                              }
+                            },
+                            "files": {
+                              "type": "object",
+                              "defaultValue": {},
+                              "metadata": {
+                                "description": "Optional. Dictionary of key/value pairs for the files to upload to the specified container. The key is the target path under the container and the value is the contents of the file. Default: {} (no files to upload)."
+                              }
+                            },
+                            "forceCreateBlobManagerIdentity": {
+                              "type": "bool",
+                              "defaultValue": false,
+                              "metadata": {
+                                "description": "Optional. Indicates whether to create the blob manager user assigned identity even if files are not being uploaded. Default: false."
+                              }
+                            }
+                          },
+                          "variables": {
+                            "$fxv#0": "# Copyright (c) Microsoft Corporation.\r\n# Licensed under the MIT License.\r\n\r\n# Get storage context\r\n$storageContext = @{\r\n    Context   = New-AzStorageContext -StorageAccountName $env:storageAccountName -UseConnectedAccount\r\n    Container = $env:containerName\r\n}\r\n\r\n# Uploading files\r\n$files = $env:files | ConvertFrom-Json -Depth 10\r\nWrite-Output \"Uploading ${$files.PSObject.Properties.Count} files...\"\r\n$files.PSObject.Properties | ForEach-Object {\r\n    $filePath = $_.Name\r\n    $tempPath = \"./$($filePath -replace \"/\", \"_\")\"\r\n    Write-Output \"  Uploading $filePath...\"\r\n    $_.Value | Out-File $tempPath\r\n    Set-AzStorageBlobContent @storageContext -File $tempPath -Blob $filePath -Force | Out-Null\r\n}\r\n",
+                            "fileCount": "[length(items(parameters('files')))]",
+                            "hasFiles": "[greater(variables('fileCount'), 0)]"
+                          },
+                          "resources": {
+                            "storageAccount::blobService::targetContainer": {
+                              "type": "Microsoft.Storage/storageAccounts/blobServices/containers",
+                              "apiVersion": "2022-09-01",
+                              "name": "[format('{0}/{1}/{2}', parameters('app').storage, 'default', parameters('container'))]",
+                              "properties": {
+                                "publicAccess": "None",
+                                "metadata": {}
+                              }
+                            },
+                            "storageAccount::blobService": {
+                              "existing": true,
+                              "type": "Microsoft.Storage/storageAccounts/blobServices",
+                              "apiVersion": "2022-09-01",
+                              "name": "[format('{0}/{1}', parameters('app').storage, 'default')]"
+                            },
+                            "storageAccount": {
+                              "existing": true,
+                              "type": "Microsoft.Storage/storageAccounts",
+                              "apiVersion": "2022-09-01",
+                              "name": "[parameters('app').storage]"
+                            },
+                            "identity": {
+                              "condition": "[or(variables('hasFiles'), parameters('forceCreateBlobManagerIdentity'))]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2025-04-01",
+                              "name": "[format('{0}.Identity', deployment().name)]",
+                              "properties": {
+                                "expressionEvaluationOptions": {
+                                  "scope": "inner"
+                                },
+                                "mode": "Incremental",
+                                "parameters": {
+                                  "app": {
+                                    "value": "[parameters('app')]"
+                                  },
+                                  "identityName": {
+                                    "value": "[format('{0}_blobManager', parameters('app').storage)]"
+                                  },
+                                  "roleAssignmentResourceId": {
+                                    "value": "[resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage)]"
+                                  },
+                                  "roles": {
+                                    "value": [
+                                      "ba92f5b4-2d11-453d-a403-e96b0029c9fe",
+                                      "69566ab7-960f-475b-8e7c-b3118f30c6bd"
+                                    ]
+                                  }
+                                },
+                                "template": {
+                                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                  "languageVersion": "2.1-experimental",
+                                  "contentVersion": "1.0.0.0",
+                                  "metadata": {
+                                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                                      "Enable @validate() decorator"
+                                    ],
+                                    "_generator": {
+                                      "name": "bicep",
+                                      "version": "0.40.2.10011",
+                                      "templateHash": "17649985755359546818"
+                                    }
+                                  },
+                                  "definitions": {
+                                    "_1.HubProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "location": {
+                                          "type": "string"
+                                        },
+                                        "tags": {
+                                          "type": "object"
+                                        },
+                                        "tagsByResource": {
+                                          "type": "object"
+                                        },
+                                        "version": {
+                                          "type": "string"
+                                        },
+                                        "options": {
+                                          "type": "object",
+                                          "properties": {
+                                            "enableTelemetry": {
+                                              "type": "bool"
+                                            },
+                                            "keyVaultSku": {
+                                              "type": "string"
+                                            },
+                                            "keyVaultEnablePurgeProtection": {
+                                              "type": "bool"
+                                            },
+                                            "networkAddressPrefix": {
+                                              "type": "string"
+                                            },
+                                            "natGateway": {
+                                              "type": "bool"
+                                            },
+                                            "privateRouting": {
+                                              "type": "bool"
+                                            },
+                                            "publisherIsolation": {
+                                              "type": "bool"
+                                            },
+                                            "storageInfrastructureEncryption": {
+                                              "type": "bool"
+                                            },
+                                            "storageSku": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        },
+                                        "routing": {
+                                          "$ref": "#/definitions/_1.HubRoutingProperties"
+                                        },
+                                        "core": {
+                                          "type": "object",
+                                          "properties": {
+                                            "suffix": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "FinOps hub resource ID.",
+                                        "name": "FinOps hub instance name.",
+                                        "location": "Azure resource location of the FinOps hub instance.",
+                                        "tags": "Tags to apply to all FinOps hub resources.",
+                                        "tagsByResource": "Tags to apply to resources based on their resource type.",
+                                        "version": "FinOps hub version number.",
+                                        "options": {
+                                          "enableTelemetry": "Indicates whether telemetry should be enabled for deployments.",
+                                          "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
+                                          "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
+                                          "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
+                                          "privateRouting": "Indicates whether private network routing is enabled.",
+                                          "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
+                                          "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
+                                          "storageSku": "Storage account SKU. Allowed values: \"Premium_LRS\", \"Premium_ZRS\"."
+                                        },
+                                        "routing": "FinOps hub private network routing properties, if enabled.",
+                                        "core": {
+                                          "suffix": "Unique suffix used for shared resources."
+                                        },
+                                        "apps": {},
+                                        "description": "FinOps hub instance properties.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "_1.HubRoutingProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "networkId": {
+                                          "type": "string"
+                                        },
+                                        "networkName": {
+                                          "type": "string"
+                                        },
+                                        "scriptStorage": {
+                                          "type": "string"
+                                        },
+                                        "dnsZones": {
+                                          "type": "object",
+                                          "properties": {
+                                            "blob": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "dfs": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "file": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "queue": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "table": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            }
+                                          }
+                                        },
+                                        "subnets": {
+                                          "type": "object",
+                                          "properties": {
+                                            "dataExplorer": {
+                                              "type": "string"
+                                            },
+                                            "dataFactory": {
+                                              "type": "string"
+                                            },
+                                            "keyVault": {
+                                              "type": "string"
+                                            },
+                                            "scripts": {
+                                              "type": "string"
+                                            },
+                                            "storage": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        }
+                                      },
+                                      "metadata": {
+                                        "networkId": "Resource ID of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                        "networkName": "Name of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                        "scriptStorage": "Name of the storage account used for deployment scripts.",
+                                        "dnsZones": {
+                                          "blob": "Resource ID and name for the blob storage DNS zone.",
+                                          "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                          "file": "Resource ID and name for the file storage DNS zone.",
+                                          "queue": "Resource ID and name for the queue storage DNS zone.",
+                                          "table": "Resource ID and name for the table storage DNS zone."
+                                        },
+                                        "subnets": {
+                                          "dataExplorer": "Resource ID of the subnet for the Data Explorer instance.",
+                                          "dataFactory": "Resource ID of the subnet for Data Factory instances.",
+                                          "keyVault": "Resource ID of the subnet for Key Vault instances.",
+                                          "scripts": "Resource ID of the subnet for deployment script storage.",
+                                          "storage": "Resource ID of the subnet for storage accounts."
+                                        },
+                                        "description": "FinOps hub private network routing properties.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "_1.IdNameObject": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "Fully-qualified resource ID.",
+                                        "name": "Resource name.",
+                                        "description": "Resource ID and name.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "HubAppProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "publisher": {
+                                          "type": "string"
+                                        },
+                                        "suffix": {
+                                          "type": "string"
+                                        },
+                                        "tags": {
+                                          "type": "object"
+                                        },
+                                        "dataFactory": {
+                                          "type": "string"
+                                        },
+                                        "keyVault": {
+                                          "type": "string"
+                                        },
+                                        "storage": {
+                                          "type": "string"
+                                        },
+                                        "hub": {
+                                          "$ref": "#/definitions/_1.HubProperties"
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "Fully-qualified name of the publisher and app, separated by a dot.",
+                                        "name": "Short name of the FinOps hub app. Last segment of the app ID.",
+                                        "publisher": "Fully-qualified namespace of the FinOps hub app publisher.",
+                                        "suffix": "Unique suffix used for publisher resources.",
+                                        "tags": "Tags to apply to all FinOps hub resources for this FinOps hub app publisher. Tags are not specific to the app since resources are shared.",
+                                        "dataFactory": "Name of the Data Factory instance for this publisher.",
+                                        "keyVault": "Name of the KeyVault instance for this publisher.",
+                                        "storage": "Name of the storage account for this publisher.",
+                                        "hub": "FinOps hub instance the app is deployed to.",
+                                        "description": "FinOps hub app configuration settings.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    }
+                                  },
+                                  "functions": [
+                                    {
+                                      "namespace": "__bicep",
+                                      "members": {
+                                        "getAppPublisherTags": {
+                                          "parameters": [
+                                            {
+                                              "$ref": "#/definitions/HubAppProperties",
+                                              "name": "app"
+                                            },
+                                            {
+                                              "type": "string",
+                                              "name": "resourceType"
+                                            }
+                                          ],
+                                          "output": {
+                                            "type": "object",
+                                            "value": "[union(if(parameters('app').hub.options.publisherIsolation, parameters('app').tags, parameters('app').hub.tags), coalesce(tryGet(parameters('app').hub.tagsByResource, parameters('resourceType')), createObject()))]"
+                                          },
+                                          "metadata": {
+                                            "description": "Returns a tags dictionary that includes tags for the FinOps hub app publisher.",
+                                            "__bicep_imported_from!": {
+                                              "sourceTemplate": "hub-types.bicep"
+                                            }
+                                          }
+                                        }
+                                      }
+                                    }
+                                  ],
+                                  "parameters": {
+                                    "app": {
+                                      "$ref": "#/definitions/HubAppProperties",
+                                      "metadata": {
+                                        "description": "Required. FinOps hub app the identity is associated with."
+                                      }
+                                    },
+                                    "identityName": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the user assigned identity."
+                                      }
+                                    },
+                                    "roleAssignmentResourceId": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Resource ID of the resource access is being granted for."
+                                      }
+                                    },
+                                    "roles": {
+                                      "type": "array",
+                                      "items": {
+                                        "type": "string"
+                                      },
+                                      "metadata": {
+                                        "description": "Required. List of RBAC role assignment GUIDs."
+                                      }
+                                    }
+                                  },
+                                  "resources": {
+                                    "identity": {
+                                      "type": "Microsoft.ManagedIdentity/userAssignedIdentities",
+                                      "apiVersion": "2023-01-31",
+                                      "name": "[parameters('identityName')]",
+                                      "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.ManagedIdentity/userAssignedIdentities')]",
+                                      "location": "[parameters('app').hub.location]"
+                                    },
+                                    "identityRoleAssignments": {
+                                      "copy": {
+                                        "name": "identityRoleAssignments",
+                                        "count": "[length(parameters('roles'))]"
+                                      },
+                                      "type": "Microsoft.Authorization/roleAssignments",
+                                      "apiVersion": "2022-04-01",
+                                      "name": "[guid(parameters('roleAssignmentResourceId'), parameters('roles')[copyIndex()], resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]",
+                                      "properties": {
+                                        "roleDefinitionId": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', parameters('roles')[copyIndex()])]",
+                                        "principalId": "[reference('identity').principalId]",
+                                        "principalType": "ServicePrincipal"
+                                      },
+                                      "dependsOn": [
+                                        "identity"
+                                      ]
+                                    }
+                                  },
+                                  "outputs": {
+                                    "id": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Resource ID of the user assigned identity."
+                                      },
+                                      "value": "[resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName'))]"
+                                    },
+                                    "name": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Name of the user assigned identity."
+                                      },
+                                      "value": "[parameters('identityName')]"
+                                    },
+                                    "principalId": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Principal ID of the user assigned identity."
+                                      },
+                                      "value": "[reference('identity').principalId]"
+                                    }
+                                  }
+                                }
+                              }
+                            },
+                            "uploadFiles": {
+                              "condition": "[variables('hasFiles')]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2025-04-01",
+                              "name": "[format('{0}.Upload', deployment().name)]",
+                              "properties": {
+                                "expressionEvaluationOptions": {
+                                  "scope": "inner"
+                                },
+                                "mode": "Incremental",
+                                "parameters": {
+                                  "app": {
+                                    "value": "[parameters('app')]"
+                                  },
+                                  "identityName": {
+                                    "value": "[reference('identity').outputs.name.value]"
+                                  },
+                                  "environmentVariables": {
+                                    "value": [
+                                      {
+                                        "name": "storageAccountName",
+                                        "value": "[parameters('app').storage]"
+                                      },
+                                      {
+                                        "name": "containerName",
+                                        "value": "[parameters('container')]"
+                                      },
+                                      {
+                                        "name": "files",
+                                        "value": "[string(parameters('files'))]"
+                                      }
+                                    ]
+                                  },
+                                  "scriptContent": {
+                                    "value": "[variables('$fxv#0')]"
+                                  }
+                                },
+                                "template": {
+                                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                  "languageVersion": "2.1-experimental",
+                                  "contentVersion": "1.0.0.0",
+                                  "metadata": {
+                                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                                      "Enable @validate() decorator"
+                                    ],
+                                    "_generator": {
+                                      "name": "bicep",
+                                      "version": "0.40.2.10011",
+                                      "templateHash": "15790442586575518487"
+                                    }
+                                  },
+                                  "definitions": {
+                                    "EnvironmentVariable": {
+                                      "type": "object",
+                                      "properties": {
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "value": {
+                                          "type": "string"
+                                        }
+                                      }
+                                    },
+                                    "_1.HubProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "location": {
+                                          "type": "string"
+                                        },
+                                        "tags": {
+                                          "type": "object"
+                                        },
+                                        "tagsByResource": {
+                                          "type": "object"
+                                        },
+                                        "version": {
+                                          "type": "string"
+                                        },
+                                        "options": {
+                                          "type": "object",
+                                          "properties": {
+                                            "enableTelemetry": {
+                                              "type": "bool"
+                                            },
+                                            "keyVaultSku": {
+                                              "type": "string"
+                                            },
+                                            "keyVaultEnablePurgeProtection": {
+                                              "type": "bool"
+                                            },
+                                            "networkAddressPrefix": {
+                                              "type": "string"
+                                            },
+                                            "natGateway": {
+                                              "type": "bool"
+                                            },
+                                            "privateRouting": {
+                                              "type": "bool"
+                                            },
+                                            "publisherIsolation": {
+                                              "type": "bool"
+                                            },
+                                            "storageInfrastructureEncryption": {
+                                              "type": "bool"
+                                            },
+                                            "storageSku": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        },
+                                        "routing": {
+                                          "$ref": "#/definitions/_1.HubRoutingProperties"
+                                        },
+                                        "core": {
+                                          "type": "object",
+                                          "properties": {
+                                            "suffix": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "FinOps hub resource ID.",
+                                        "name": "FinOps hub instance name.",
+                                        "location": "Azure resource location of the FinOps hub instance.",
+                                        "tags": "Tags to apply to all FinOps hub resources.",
+                                        "tagsByResource": "Tags to apply to resources based on their resource type.",
+                                        "version": "FinOps hub version number.",
+                                        "options": {
+                                          "enableTelemetry": "Indicates whether telemetry should be enabled for deployments.",
+                                          "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
+                                          "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
+                                          "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
+                                          "privateRouting": "Indicates whether private network routing is enabled.",
+                                          "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
+                                          "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
+                                          "storageSku": "Storage account SKU. Allowed values: \"Premium_LRS\", \"Premium_ZRS\"."
+                                        },
+                                        "routing": "FinOps hub private network routing properties, if enabled.",
+                                        "core": {
+                                          "suffix": "Unique suffix used for shared resources."
+                                        },
+                                        "apps": {},
+                                        "description": "FinOps hub instance properties.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "_1.HubRoutingProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "networkId": {
+                                          "type": "string"
+                                        },
+                                        "networkName": {
+                                          "type": "string"
+                                        },
+                                        "scriptStorage": {
+                                          "type": "string"
+                                        },
+                                        "dnsZones": {
+                                          "type": "object",
+                                          "properties": {
+                                            "blob": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "dfs": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "file": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "queue": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "table": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            }
+                                          }
+                                        },
+                                        "subnets": {
+                                          "type": "object",
+                                          "properties": {
+                                            "dataExplorer": {
+                                              "type": "string"
+                                            },
+                                            "dataFactory": {
+                                              "type": "string"
+                                            },
+                                            "keyVault": {
+                                              "type": "string"
+                                            },
+                                            "scripts": {
+                                              "type": "string"
+                                            },
+                                            "storage": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        }
+                                      },
+                                      "metadata": {
+                                        "networkId": "Resource ID of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                        "networkName": "Name of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                        "scriptStorage": "Name of the storage account used for deployment scripts.",
+                                        "dnsZones": {
+                                          "blob": "Resource ID and name for the blob storage DNS zone.",
+                                          "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                          "file": "Resource ID and name for the file storage DNS zone.",
+                                          "queue": "Resource ID and name for the queue storage DNS zone.",
+                                          "table": "Resource ID and name for the table storage DNS zone."
+                                        },
+                                        "subnets": {
+                                          "dataExplorer": "Resource ID of the subnet for the Data Explorer instance.",
+                                          "dataFactory": "Resource ID of the subnet for Data Factory instances.",
+                                          "keyVault": "Resource ID of the subnet for Key Vault instances.",
+                                          "scripts": "Resource ID of the subnet for deployment script storage.",
+                                          "storage": "Resource ID of the subnet for storage accounts."
+                                        },
+                                        "description": "FinOps hub private network routing properties.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "_1.IdNameObject": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "Fully-qualified resource ID.",
+                                        "name": "Resource name.",
+                                        "description": "Resource ID and name.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "HubAppProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "publisher": {
+                                          "type": "string"
+                                        },
+                                        "suffix": {
+                                          "type": "string"
+                                        },
+                                        "tags": {
+                                          "type": "object"
+                                        },
+                                        "dataFactory": {
+                                          "type": "string"
+                                        },
+                                        "keyVault": {
+                                          "type": "string"
+                                        },
+                                        "storage": {
+                                          "type": "string"
+                                        },
+                                        "hub": {
+                                          "$ref": "#/definitions/_1.HubProperties"
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "Fully-qualified name of the publisher and app, separated by a dot.",
+                                        "name": "Short name of the FinOps hub app. Last segment of the app ID.",
+                                        "publisher": "Fully-qualified namespace of the FinOps hub app publisher.",
+                                        "suffix": "Unique suffix used for publisher resources.",
+                                        "tags": "Tags to apply to all FinOps hub resources for this FinOps hub app publisher. Tags are not specific to the app since resources are shared.",
+                                        "dataFactory": "Name of the Data Factory instance for this publisher.",
+                                        "keyVault": "Name of the KeyVault instance for this publisher.",
+                                        "storage": "Name of the storage account for this publisher.",
+                                        "hub": "FinOps hub instance the app is deployed to.",
+                                        "description": "FinOps hub app configuration settings.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    }
+                                  },
+                                  "parameters": {
+                                    "app": {
+                                      "$ref": "#/definitions/HubAppProperties",
+                                      "metadata": {
+                                        "description": "Required. FinOps hub app the deployment script is being run for."
+                                      }
+                                    },
+                                    "identityName": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the managed identity to create."
+                                      }
+                                    },
+                                    "scriptName": {
+                                      "type": "string",
+                                      "defaultValue": "[deployment().name]",
+                                      "metadata": {
+                                        "description": "Optional. Name of the deployment script to create. Default = (same as deployment)."
+                                      }
+                                    },
+                                    "scriptContent": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the deployment script to create."
+                                      }
+                                    },
+                                    "arguments": {
+                                      "type": "string",
+                                      "defaultValue": "",
+                                      "metadata": {
+                                        "description": "Optional. Additional arguments to pass into the deployment script."
+                                      }
+                                    },
+                                    "environmentVariables": {
+                                      "type": "array",
+                                      "items": {
+                                        "$ref": "#/definitions/EnvironmentVariable"
+                                      },
+                                      "defaultValue": [],
+                                      "metadata": {
+                                        "description": "Optional. Environment variables to use for the deployment script."
+                                      }
+                                    },
+                                    "forceUpdateTag": {
+                                      "type": "string",
+                                      "defaultValue": "",
+                                      "metadata": {
+                                        "description": "Optional. Forces the script to run again when the value changes. Default = empty (only reruns when properties change)."
+                                      }
+                                    }
+                                  },
+                                  "variables": {
+                                    "privateEndpointDeploymentRoles": "[if(not(parameters('app').hub.options.privateRouting), createArray(), createArray('69566ab7-960f-475b-8e7c-b3118f30c6bd'))]",
+                                    "containerGroupName": "[replace(replace(replace(parameters('scriptName'), '/', '-'), '.', '-'), '_', '-')]",
+                                    "privateEndpointDeploymentProperties": "[if(not(parameters('app').hub.options.privateRouting), createObject(), createObject('storageAccountSettings', createObject('storageAccountName', coalesce(parameters('app').hub.routing.scriptStorage, '')), 'containerSettings', createObject('containerGroupName', if(greater(length(variables('containerGroupName')), 63), substring(variables('containerGroupName'), 0, 62), variables('containerGroupName')), 'subnetIds', createArray(createObject('id', coalesce(parameters('app').hub.routing.subnets.scripts, ''))))))]"
+                                  },
+                                  "resources": {
+                                    "identity": {
+                                      "type": "Microsoft.ManagedIdentity/userAssignedIdentities",
+                                      "apiVersion": "2023-01-31",
+                                      "name": "[parameters('identityName')]",
+                                      "tags": "[union(parameters('app').tags, coalesce(tryGet(parameters('app').hub.tagsByResource, 'Microsoft.ManagedIdentity/userAssignedIdentities'), createObject()))]",
+                                      "location": "[parameters('app').hub.location]"
+                                    },
+                                    "scriptStorageAccount": {
+                                      "condition": "[parameters('app').hub.options.privateRouting]",
+                                      "existing": true,
+                                      "type": "Microsoft.Storage/storageAccounts",
+                                      "apiVersion": "2022-09-01",
+                                      "name": "[coalesce(parameters('app').hub.routing.scriptStorage, '')]"
+                                    },
+                                    "identityRoleAssignments": {
+                                      "copy": {
+                                        "name": "identityRoleAssignments",
+                                        "count": "[length(variables('privateEndpointDeploymentRoles'))]"
+                                      },
+                                      "condition": "[parameters('app').hub.options.privateRouting]",
+                                      "type": "Microsoft.Authorization/roleAssignments",
+                                      "apiVersion": "2022-04-01",
+                                      "scope": "[resourceId('Microsoft.Storage/storageAccounts', coalesce(parameters('app').hub.routing.scriptStorage, ''))]",
+                                      "name": "[guid(variables('privateEndpointDeploymentRoles')[copyIndex()], resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]",
+                                      "properties": {
+                                        "roleDefinitionId": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', variables('privateEndpointDeploymentRoles')[copyIndex()])]",
+                                        "principalId": "[reference('identity').principalId]",
+                                        "principalType": "ServicePrincipal"
+                                      },
+                                      "dependsOn": [
+                                        "identity"
+                                      ]
+                                    },
+                                    "script": {
+                                      "type": "Microsoft.Resources/deploymentScripts",
+                                      "apiVersion": "2023-08-01",
+                                      "name": "[parameters('scriptName')]",
+                                      "kind": "AzurePowerShell",
+                                      "location": "[if(startsWith(parameters('app').hub.location, 'china'), 'chinaeast2', parameters('app').hub.location)]",
+                                      "tags": "[union(parameters('app').tags, coalesce(tryGet(parameters('app').hub.tagsByResource, 'Microsoft.Resources/deploymentScripts'), createObject()))]",
+                                      "identity": {
+                                        "type": "UserAssigned",
+                                        "userAssignedIdentities": {
+                                          "[format('{0}', resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]": {}
+                                        }
+                                      },
+                                      "properties": "[shallowMerge(createArray(variables('privateEndpointDeploymentProperties'), createObject('azPowerShellVersion', '11.0', 'retentionInterval', 'PT1H', 'cleanupPreference', 'OnSuccess', 'scriptContent', parameters('scriptContent'), 'arguments', parameters('arguments'), 'environmentVariables', parameters('environmentVariables'), 'forceUpdateTag', if(empty(parameters('forceUpdateTag')), null(), parameters('forceUpdateTag')))))]",
+                                      "dependsOn": [
+                                        "identity",
+                                        "identityRoleAssignments"
+                                      ]
+                                    }
+                                  },
+                                  "outputs": {
+                                    "scriptOutputs": {
+                                      "type": "object",
+                                      "metadata": {
+                                        "description": "Values the script set in $DeploymentScriptOutputs. Empty if the script did not set any."
+                                      },
+                                      "value": "[coalesce(tryGet(reference('script'), 'outputs'), createObject())]"
+                                    }
+                                  }
+                                }
+                              },
+                              "dependsOn": [
+                                "identity"
+                              ]
+                            }
+                          },
+                          "outputs": {
+                            "containerName": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "The name of the storage container."
+                              },
+                              "value": "[parameters('container')]"
+                            },
+                            "filesUploaded": {
+                              "type": "int",
+                              "metadata": {
+                                "description": "The number of files uploaded to the storage container."
+                              },
+                              "value": "[variables('fileCount')]"
+                            },
+                            "identityId": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Resource ID of the user assigned identity used to upload files. Will be empty if no files are uploaded or forceCreateBlobManagerIdentity is false."
+                              },
+                              "value": "[if(or(variables('hasFiles'), parameters('forceCreateBlobManagerIdentity')), reference('identity').outputs.id.value, '')]"
+                            },
+                            "identityName": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Name of the user assigned identity used to upload files. Will be empty if no files are uploaded or forceCreateBlobManagerIdentity is false."
+                              },
+                              "value": "[if(or(variables('hasFiles'), parameters('forceCreateBlobManagerIdentity')), reference('identity').outputs.name.value, '')]"
+                            },
+                            "identityPrincipalId": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Principal ID of the user assigned identity used to upload files. Will be empty if no files are uploaded or forceCreateBlobManagerIdentity is false."
+                              },
+                              "value": "[if(or(variables('hasFiles'), parameters('forceCreateBlobManagerIdentity')), reference('identity').outputs.principalId.value, '')]"
+                            }
+                          }
+                        }
+                      },
+                      "dependsOn": [
+                        "appRegistration"
+                      ]
+                    },
+                    "uploadSettings": {
+                      "type": "Microsoft.Resources/deployments",
+                      "apiVersion": "2025-04-01",
+                      "name": "Microsoft.FinOpsHubs.Core_Storage.UpdateSettings",
+                      "properties": {
+                        "expressionEvaluationOptions": {
+                          "scope": "inner"
+                        },
+                        "mode": "Incremental",
+                        "parameters": {
+                          "app": {
+                            "value": "[parameters('app')]"
+                          },
+                          "identityName": {
+                            "value": "[reference('configContainer').outputs.identityName.value]"
+                          },
+                          "scriptName": {
+                            "value": "[format('{0}_uploadSettings', parameters('app').storage)]"
+                          },
+                          "scriptContent": {
+                            "value": "[variables('$fxv#0')]"
+                          },
+                          "forceUpdateTag": {
+                            "value": "[parameters('forceUpdateTag')]"
+                          },
+                          "environmentVariables": {
+                            "value": "[flatten(createArray(createArray(createObject('name', 'ftkVersion', 'value', variables('finOpsToolkitVersion')), createObject('name', 'scopes', 'value', join(parameters('scopesToMonitor'), '|')), createObject('name', 'storageAccountName', 'value', parameters('app').storage), createObject('name', 'containerName', 'value', variables('CONFIG'))), if(equals(parameters('msexportRetentionInDays'), null()), createArray(), createArray(createObject('name', 'msexportRetentionInDays', 'value', string(parameters('msexportRetentionInDays'))))), if(equals(parameters('rawRetentionInDays'), null()), createArray(), createArray(createObject('name', 'rawRetentionInDays', 'value', string(parameters('rawRetentionInDays'))))), if(equals(parameters('ingestionRetentionInMonths'), null()), createArray(), createArray(createObject('name', 'ingestionRetentionInMonths', 'value', string(parameters('ingestionRetentionInMonths'))))), if(equals(parameters('finalRetentionInMonths'), null()), createArray(), createArray(createObject('name', 'finalRetentionInMonths', 'value', string(parameters('finalRetentionInMonths')))))))]"
+                          }
+                        },
+                        "template": {
+                          "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                          "languageVersion": "2.1-experimental",
+                          "contentVersion": "1.0.0.0",
+                          "metadata": {
+                            "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                            "_EXPERIMENTAL_FEATURES_ENABLED": [
+                              "Enable @validate() decorator"
+                            ],
+                            "_generator": {
+                              "name": "bicep",
+                              "version": "0.40.2.10011",
+                              "templateHash": "15790442586575518487"
+                            }
+                          },
+                          "definitions": {
+                            "EnvironmentVariable": {
+                              "type": "object",
+                              "properties": {
+                                "name": {
+                                  "type": "string"
+                                },
+                                "value": {
+                                  "type": "string"
+                                }
+                              }
+                            },
+                            "_1.HubProperties": {
+                              "type": "object",
+                              "properties": {
+                                "id": {
+                                  "type": "string"
+                                },
+                                "name": {
+                                  "type": "string"
+                                },
+                                "location": {
+                                  "type": "string"
+                                },
+                                "tags": {
+                                  "type": "object"
+                                },
+                                "tagsByResource": {
+                                  "type": "object"
+                                },
+                                "version": {
+                                  "type": "string"
+                                },
+                                "options": {
+                                  "type": "object",
+                                  "properties": {
+                                    "enableTelemetry": {
+                                      "type": "bool"
+                                    },
+                                    "keyVaultSku": {
+                                      "type": "string"
+                                    },
+                                    "keyVaultEnablePurgeProtection": {
+                                      "type": "bool"
+                                    },
+                                    "networkAddressPrefix": {
+                                      "type": "string"
+                                    },
+                                    "natGateway": {
+                                      "type": "bool"
+                                    },
+                                    "privateRouting": {
+                                      "type": "bool"
+                                    },
+                                    "publisherIsolation": {
+                                      "type": "bool"
+                                    },
+                                    "storageInfrastructureEncryption": {
+                                      "type": "bool"
+                                    },
+                                    "storageSku": {
+                                      "type": "string"
+                                    }
+                                  }
+                                },
+                                "routing": {
+                                  "$ref": "#/definitions/_1.HubRoutingProperties"
+                                },
+                                "core": {
+                                  "type": "object",
+                                  "properties": {
+                                    "suffix": {
+                                      "type": "string"
+                                    }
+                                  }
+                                }
+                              },
+                              "metadata": {
+                                "id": "FinOps hub resource ID.",
+                                "name": "FinOps hub instance name.",
+                                "location": "Azure resource location of the FinOps hub instance.",
+                                "tags": "Tags to apply to all FinOps hub resources.",
+                                "tagsByResource": "Tags to apply to resources based on their resource type.",
+                                "version": "FinOps hub version number.",
+                                "options": {
+                                  "enableTelemetry": "Indicates whether telemetry should be enabled for deployments.",
+                                  "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
+                                  "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
+                                  "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                  "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
+                                  "privateRouting": "Indicates whether private network routing is enabled.",
+                                  "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
+                                  "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
+                                  "storageSku": "Storage account SKU. Allowed values: \"Premium_LRS\", \"Premium_ZRS\"."
+                                },
+                                "routing": "FinOps hub private network routing properties, if enabled.",
+                                "core": {
+                                  "suffix": "Unique suffix used for shared resources."
+                                },
+                                "apps": {},
+                                "description": "FinOps hub instance properties.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "_1.HubRoutingProperties": {
+                              "type": "object",
+                              "properties": {
+                                "networkId": {
+                                  "type": "string"
+                                },
+                                "networkName": {
+                                  "type": "string"
+                                },
+                                "scriptStorage": {
+                                  "type": "string"
+                                },
+                                "dnsZones": {
+                                  "type": "object",
+                                  "properties": {
+                                    "blob": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "dfs": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "file": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "queue": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "table": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    }
+                                  }
+                                },
+                                "subnets": {
+                                  "type": "object",
+                                  "properties": {
+                                    "dataExplorer": {
+                                      "type": "string"
+                                    },
+                                    "dataFactory": {
+                                      "type": "string"
+                                    },
+                                    "keyVault": {
+                                      "type": "string"
+                                    },
+                                    "scripts": {
+                                      "type": "string"
+                                    },
+                                    "storage": {
+                                      "type": "string"
+                                    }
+                                  }
+                                }
+                              },
+                              "metadata": {
+                                "networkId": "Resource ID of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                "networkName": "Name of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                "scriptStorage": "Name of the storage account used for deployment scripts.",
+                                "dnsZones": {
+                                  "blob": "Resource ID and name for the blob storage DNS zone.",
+                                  "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                  "file": "Resource ID and name for the file storage DNS zone.",
+                                  "queue": "Resource ID and name for the queue storage DNS zone.",
+                                  "table": "Resource ID and name for the table storage DNS zone."
+                                },
+                                "subnets": {
+                                  "dataExplorer": "Resource ID of the subnet for the Data Explorer instance.",
+                                  "dataFactory": "Resource ID of the subnet for Data Factory instances.",
+                                  "keyVault": "Resource ID of the subnet for Key Vault instances.",
+                                  "scripts": "Resource ID of the subnet for deployment script storage.",
+                                  "storage": "Resource ID of the subnet for storage accounts."
+                                },
+                                "description": "FinOps hub private network routing properties.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "_1.IdNameObject": {
+                              "type": "object",
+                              "properties": {
+                                "id": {
+                                  "type": "string"
+                                },
+                                "name": {
+                                  "type": "string"
+                                }
+                              },
+                              "metadata": {
+                                "id": "Fully-qualified resource ID.",
+                                "name": "Resource name.",
+                                "description": "Resource ID and name.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "HubAppProperties": {
+                              "type": "object",
+                              "properties": {
+                                "id": {
+                                  "type": "string"
+                                },
+                                "name": {
+                                  "type": "string"
+                                },
+                                "publisher": {
+                                  "type": "string"
+                                },
+                                "suffix": {
+                                  "type": "string"
+                                },
+                                "tags": {
+                                  "type": "object"
+                                },
+                                "dataFactory": {
+                                  "type": "string"
+                                },
+                                "keyVault": {
+                                  "type": "string"
+                                },
+                                "storage": {
+                                  "type": "string"
+                                },
+                                "hub": {
+                                  "$ref": "#/definitions/_1.HubProperties"
+                                }
+                              },
+                              "metadata": {
+                                "id": "Fully-qualified name of the publisher and app, separated by a dot.",
+                                "name": "Short name of the FinOps hub app. Last segment of the app ID.",
+                                "publisher": "Fully-qualified namespace of the FinOps hub app publisher.",
+                                "suffix": "Unique suffix used for publisher resources.",
+                                "tags": "Tags to apply to all FinOps hub resources for this FinOps hub app publisher. Tags are not specific to the app since resources are shared.",
+                                "dataFactory": "Name of the Data Factory instance for this publisher.",
+                                "keyVault": "Name of the KeyVault instance for this publisher.",
+                                "storage": "Name of the storage account for this publisher.",
+                                "hub": "FinOps hub instance the app is deployed to.",
+                                "description": "FinOps hub app configuration settings.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            }
+                          },
+                          "parameters": {
+                            "app": {
+                              "$ref": "#/definitions/HubAppProperties",
+                              "metadata": {
+                                "description": "Required. FinOps hub app the deployment script is being run for."
+                              }
+                            },
+                            "identityName": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Required. Name of the managed identity to create."
+                              }
+                            },
+                            "scriptName": {
+                              "type": "string",
+                              "defaultValue": "[deployment().name]",
+                              "metadata": {
+                                "description": "Optional. Name of the deployment script to create. Default = (same as deployment)."
+                              }
+                            },
+                            "scriptContent": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Required. Name of the deployment script to create."
+                              }
+                            },
+                            "arguments": {
+                              "type": "string",
+                              "defaultValue": "",
+                              "metadata": {
+                                "description": "Optional. Additional arguments to pass into the deployment script."
+                              }
+                            },
+                            "environmentVariables": {
+                              "type": "array",
+                              "items": {
+                                "$ref": "#/definitions/EnvironmentVariable"
+                              },
+                              "defaultValue": [],
+                              "metadata": {
+                                "description": "Optional. Environment variables to use for the deployment script."
+                              }
+                            },
+                            "forceUpdateTag": {
+                              "type": "string",
+                              "defaultValue": "",
+                              "metadata": {
+                                "description": "Optional. Forces the script to run again when the value changes. Default = empty (only reruns when properties change)."
+                              }
+                            }
+                          },
+                          "variables": {
+                            "privateEndpointDeploymentRoles": "[if(not(parameters('app').hub.options.privateRouting), createArray(), createArray('69566ab7-960f-475b-8e7c-b3118f30c6bd'))]",
+                            "containerGroupName": "[replace(replace(replace(parameters('scriptName'), '/', '-'), '.', '-'), '_', '-')]",
+                            "privateEndpointDeploymentProperties": "[if(not(parameters('app').hub.options.privateRouting), createObject(), createObject('storageAccountSettings', createObject('storageAccountName', coalesce(parameters('app').hub.routing.scriptStorage, '')), 'containerSettings', createObject('containerGroupName', if(greater(length(variables('containerGroupName')), 63), substring(variables('containerGroupName'), 0, 62), variables('containerGroupName')), 'subnetIds', createArray(createObject('id', coalesce(parameters('app').hub.routing.subnets.scripts, ''))))))]"
+                          },
+                          "resources": {
+                            "identity": {
+                              "type": "Microsoft.ManagedIdentity/userAssignedIdentities",
+                              "apiVersion": "2023-01-31",
+                              "name": "[parameters('identityName')]",
+                              "tags": "[union(parameters('app').tags, coalesce(tryGet(parameters('app').hub.tagsByResource, 'Microsoft.ManagedIdentity/userAssignedIdentities'), createObject()))]",
+                              "location": "[parameters('app').hub.location]"
+                            },
+                            "scriptStorageAccount": {
+                              "condition": "[parameters('app').hub.options.privateRouting]",
+                              "existing": true,
+                              "type": "Microsoft.Storage/storageAccounts",
+                              "apiVersion": "2022-09-01",
+                              "name": "[coalesce(parameters('app').hub.routing.scriptStorage, '')]"
+                            },
+                            "identityRoleAssignments": {
+                              "copy": {
+                                "name": "identityRoleAssignments",
+                                "count": "[length(variables('privateEndpointDeploymentRoles'))]"
+                              },
+                              "condition": "[parameters('app').hub.options.privateRouting]",
+                              "type": "Microsoft.Authorization/roleAssignments",
+                              "apiVersion": "2022-04-01",
+                              "scope": "[resourceId('Microsoft.Storage/storageAccounts', coalesce(parameters('app').hub.routing.scriptStorage, ''))]",
+                              "name": "[guid(variables('privateEndpointDeploymentRoles')[copyIndex()], resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]",
+                              "properties": {
+                                "roleDefinitionId": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', variables('privateEndpointDeploymentRoles')[copyIndex()])]",
+                                "principalId": "[reference('identity').principalId]",
+                                "principalType": "ServicePrincipal"
+                              },
+                              "dependsOn": [
+                                "identity"
+                              ]
+                            },
+                            "script": {
+                              "type": "Microsoft.Resources/deploymentScripts",
+                              "apiVersion": "2023-08-01",
+                              "name": "[parameters('scriptName')]",
+                              "kind": "AzurePowerShell",
+                              "location": "[if(startsWith(parameters('app').hub.location, 'china'), 'chinaeast2', parameters('app').hub.location)]",
+                              "tags": "[union(parameters('app').tags, coalesce(tryGet(parameters('app').hub.tagsByResource, 'Microsoft.Resources/deploymentScripts'), createObject()))]",
+                              "identity": {
+                                "type": "UserAssigned",
+                                "userAssignedIdentities": {
+                                  "[format('{0}', resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]": {}
+                                }
+                              },
+                              "properties": "[shallowMerge(createArray(variables('privateEndpointDeploymentProperties'), createObject('azPowerShellVersion', '11.0', 'retentionInterval', 'PT1H', 'cleanupPreference', 'OnSuccess', 'scriptContent', parameters('scriptContent'), 'arguments', parameters('arguments'), 'environmentVariables', parameters('environmentVariables'), 'forceUpdateTag', if(empty(parameters('forceUpdateTag')), null(), parameters('forceUpdateTag')))))]",
+                              "dependsOn": [
+                                "identity",
+                                "identityRoleAssignments"
+                              ]
+                            }
+                          },
+                          "outputs": {
+                            "scriptOutputs": {
+                              "type": "object",
+                              "metadata": {
+                                "description": "Values the script set in $DeploymentScriptOutputs. Empty if the script did not set any."
+                              },
+                              "value": "[coalesce(tryGet(reference('script'), 'outputs'), createObject())]"
+                            }
+                          }
+                        }
+                      },
+                      "dependsOn": [
+                        "appRegistration",
+                        "configContainer"
+                      ]
+                    }
+                  },
+                  "outputs": {
+                    "app": {
+                      "$ref": "#/definitions/HubAppProperties",
+                      "metadata": {
+                        "description": "Properties of the hub app."
+                      },
+                      "value": "[parameters('app')]"
+                    },
+                    "dataFactoryName": {
+                      "type": "string",
+                      "metadata": {
+                        "description": "Name of the Data Factory."
+                      },
+                      "value": "[parameters('app').dataFactory]"
+                    },
+                    "storageAccountName": {
+                      "type": "string",
+                      "metadata": {
+                        "description": "Name of the storage account created for the hub instance. This must be used when connecting FinOps toolkit Power BI reports to your data."
+                      },
+                      "value": "[parameters('app').storage]"
+                    },
+                    "storageUrlForPowerBI": {
+                      "type": "string",
+                      "metadata": {
+                        "description": "URL to use when connecting custom Power BI reports to your data."
+                      },
+                      "value": "[format('https://{0}.dfs.{1}/{2}', parameters('app').storage, environment().suffixes.storage, variables('INGESTION'))]"
+                    },
+                    "triggerManagerIdentityName": {
+                      "type": "string",
+                      "metadata": {
+                        "description": "Name of the managed identity used to create and stop ADF triggers."
+                      },
+                      "value": "[reference('appRegistration').outputs.triggerManagerIdentityName.value]"
+                    },
+                    "rawRetentionInDays": {
+                      "type": "int",
+                      "metadata": {
+                        "description": "Effective number of days to retain data in the Data Explorer *_raw tables, as stored in settings.json after this deployment."
+                      },
+                      "value": "[int(coalesce(tryGet(reference('uploadSettings').outputs.scriptOutputs.value, 'rawRetentionInDays'), coalesce(parameters('rawRetentionInDays'), 0)))]"
+                    },
+                    "metadata": {
+                      "$ref": "#/definitions/CoreMetadata",
+                      "metadata": {
+                        "description": "Metadata describing shared resources created by the Core app."
+                      },
+                      "value": {
+                        "id": "Microsoft.FinOpsHubs.Core",
+                        "version": "[variables('finOpsToolkitVersion')]",
+                        "storageUrlForPowerBI": "[format('https://{0}.dfs.{1}/{2}', parameters('app').storage, environment().suffixes.storage, variables('INGESTION'))]",
+                        "principalId": "[reference('dataFactory', '2018-06-01', 'full').identity.principalId]",
+                        "ingestionIdFileNameSeparator": "[variables('INGESTION_ID_SEPARATOR')]",
+                        "containers": {
+                          "config": "[reference('configContainer').outputs.containerName.value]",
+                          "ingestion": "[reference('ingestionContainer').outputs.containerName.value]"
+                        },
+                        "datasets": {
+                          "config": "[variables('CONFIG')]",
+                          "ingestion": "[variables('INGESTION')]",
+                          "ingestionFiles": "[format('{0}_files', variables('INGESTION'))]",
+                          "ingestionManifest": "[format('{0}_manifest', variables('INGESTION'))]"
+                        },
+                        "linkedServices": {
+                          "azurerm": "azurerm"
+                        },
+                        "settings": {
+                          "container": "[variables('CONFIG')]",
+                          "file": "[variables('SETTINGS_FILE')]"
+                        }
+                      }
+                    }
+                  }
+                }
+              }
+            },
+            "cmExports": {
+              "type": "Microsoft.Resources/deployments",
+              "apiVersion": "2025-04-01",
+              "name": "Microsoft.CostManagement.Exports",
+              "properties": {
+                "expressionEvaluationOptions": {
+                  "scope": "inner"
+                },
+                "mode": "Incremental",
+                "parameters": {
+                  "app": {
+                    "value": "[__bicep.newApp(variables('hub'), 'Microsoft.CostManagement', 'Exports')]"
+                  },
+                  "core": {
+                    "value": "[reference('core').outputs.metadata.value]"
+                  }
+                },
+                "template": {
+                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                  "languageVersion": "2.1-experimental",
+                  "contentVersion": "1.0.0.0",
+                  "metadata": {
+                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                      "Enable @validate() decorator"
+                    ],
+                    "_generator": {
+                      "name": "bicep",
+                      "version": "0.40.2.10011",
+                      "templateHash": "17677068114593135879"
+                    },
+                    "hubApp": {
+                      "id": "Microsoft.CostManagement.Exports",
+                      "version": "15.0",
+                      "dependencies": [
+                        "Microsoft.FinOpsHubs.Core"
+                      ],
+                      "metadata": "https://microsoft.github.io/finops-toolkit/deploy/finops-hub/15.0/Microsoft.CostManagement/Exports/metadata.bicep"
+                    }
+                  },
+                  "definitions": {
+                    "_1.HubProperties": {
+                      "type": "object",
+                      "properties": {
+                        "id": {
+                          "type": "string"
+                        },
+                        "name": {
+                          "type": "string"
+                        },
+                        "location": {
+                          "type": "string"
+                        },
+                        "tags": {
+                          "type": "object"
+                        },
+                        "tagsByResource": {
+                          "type": "object"
+                        },
+                        "version": {
+                          "type": "string"
+                        },
+                        "options": {
+                          "type": "object",
+                          "properties": {
+                            "enableTelemetry": {
+                              "type": "bool"
+                            },
+                            "keyVaultSku": {
+                              "type": "string"
+                            },
+                            "keyVaultEnablePurgeProtection": {
+                              "type": "bool"
+                            },
+                            "networkAddressPrefix": {
+                              "type": "string"
+                            },
+                            "natGateway": {
+                              "type": "bool"
+                            },
+                            "privateRouting": {
+                              "type": "bool"
+                            },
+                            "publisherIsolation": {
+                              "type": "bool"
+                            },
+                            "storageInfrastructureEncryption": {
+                              "type": "bool"
+                            },
+                            "storageSku": {
+                              "type": "string"
+                            }
+                          }
+                        },
+                        "routing": {
+                          "$ref": "#/definitions/_1.HubRoutingProperties"
+                        },
+                        "core": {
+                          "type": "object",
+                          "properties": {
+                            "suffix": {
+                              "type": "string"
+                            }
+                          }
+                        }
+                      },
+                      "metadata": {
+                        "id": "FinOps hub resource ID.",
+                        "name": "FinOps hub instance name.",
+                        "location": "Azure resource location of the FinOps hub instance.",
+                        "tags": "Tags to apply to all FinOps hub resources.",
+                        "tagsByResource": "Tags to apply to resources based on their resource type.",
+                        "version": "FinOps hub version number.",
+                        "options": {
+                          "enableTelemetry": "Indicates whether telemetry should be enabled for deployments.",
+                          "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
+                          "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
+                          "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
+                          "privateRouting": "Indicates whether private network routing is enabled.",
+                          "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
+                          "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
+                          "storageSku": "Storage account SKU. Allowed values: \"Premium_LRS\", \"Premium_ZRS\"."
+                        },
+                        "routing": "FinOps hub private network routing properties, if enabled.",
+                        "core": {
+                          "suffix": "Unique suffix used for shared resources."
+                        },
+                        "apps": {},
+                        "description": "FinOps hub instance properties.",
+                        "__bicep_imported_from!": {
+                          "sourceTemplate": "../../fx/hub-types.bicep"
+                        }
+                      }
+                    },
+                    "_1.HubRoutingProperties": {
+                      "type": "object",
+                      "properties": {
+                        "networkId": {
+                          "type": "string"
+                        },
+                        "networkName": {
+                          "type": "string"
+                        },
+                        "scriptStorage": {
+                          "type": "string"
+                        },
+                        "dnsZones": {
+                          "type": "object",
+                          "properties": {
+                            "blob": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            },
+                            "dfs": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            },
+                            "file": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            },
+                            "queue": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            },
+                            "table": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            }
+                          }
+                        },
+                        "subnets": {
+                          "type": "object",
+                          "properties": {
+                            "dataExplorer": {
+                              "type": "string"
+                            },
+                            "dataFactory": {
+                              "type": "string"
+                            },
+                            "keyVault": {
+                              "type": "string"
+                            },
+                            "scripts": {
+                              "type": "string"
+                            },
+                            "storage": {
+                              "type": "string"
+                            }
+                          }
+                        }
+                      },
+                      "metadata": {
+                        "networkId": "Resource ID of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                        "networkName": "Name of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                        "scriptStorage": "Name of the storage account used for deployment scripts.",
+                        "dnsZones": {
+                          "blob": "Resource ID and name for the blob storage DNS zone.",
+                          "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                          "file": "Resource ID and name for the file storage DNS zone.",
+                          "queue": "Resource ID and name for the queue storage DNS zone.",
+                          "table": "Resource ID and name for the table storage DNS zone."
+                        },
+                        "subnets": {
+                          "dataExplorer": "Resource ID of the subnet for the Data Explorer instance.",
+                          "dataFactory": "Resource ID of the subnet for Data Factory instances.",
+                          "keyVault": "Resource ID of the subnet for Key Vault instances.",
+                          "scripts": "Resource ID of the subnet for deployment script storage.",
+                          "storage": "Resource ID of the subnet for storage accounts."
+                        },
+                        "description": "FinOps hub private network routing properties.",
+                        "__bicep_imported_from!": {
+                          "sourceTemplate": "../../fx/hub-types.bicep"
+                        }
+                      }
+                    },
+                    "_1.IdNameObject": {
+                      "type": "object",
+                      "properties": {
+                        "id": {
+                          "type": "string"
+                        },
+                        "name": {
+                          "type": "string"
+                        }
+                      },
+                      "metadata": {
+                        "id": "Fully-qualified resource ID.",
+                        "name": "Resource name.",
+                        "description": "Resource ID and name.",
+                        "__bicep_imported_from!": {
+                          "sourceTemplate": "../../fx/hub-types.bicep"
+                        }
+                      }
+                    },
+                    "CoreMetadata": {
+                      "type": "object",
+                      "properties": {
+                        "id": {
+                          "type": "string",
+                          "metadata": {
+                            "description": "Fully-qualified app identifier."
+                          }
+                        },
+                        "version": {
+                          "type": "string",
+                          "metadata": {
+                            "description": "App version."
+                          }
+                        },
+                        "storageUrlForPowerBI": {
+                          "type": "string",
+                          "metadata": {
+                            "description": "URL to use when connecting Power BI reports to data."
+                          }
+                        },
+                        "principalId": {
+                          "type": "string",
+                          "metadata": {
+                            "description": "Object ID of the Data Factory managed identity. Needed when configuring managed exports."
+                          }
+                        },
+                        "ingestionIdFileNameSeparator": {
+                          "type": "string",
+                          "metadata": {
+                            "description": "Separator characters used between the ingestion ID and file name for ingested files. Used to identify uniqueness and clean up old files with old ingestion IDs."
+                          }
+                        },
+                        "containers": {
+                          "type": "object",
+                          "properties": {
+                            "config": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Configuration container for settings, queries, and schemas."
+                              }
+                            },
+                            "ingestion": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Ingestion container for normalized data."
+                              }
+                            }
+                          },
+                          "metadata": {
+                            "description": "Storage container names."
+                          }
+                        },
+                        "datasets": {
+                          "type": "object",
+                          "properties": {
+                            "config": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "JSON dataset for configuration files."
+                              }
+                            },
+                            "ingestion": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Parquet dataset for ingested data."
+                              }
+                            },
+                            "ingestionFiles": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Parquet dataset for listing ingested files."
+                              }
+                            },
+                            "ingestionManifest": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "JSON dataset for ingestion manifest files."
+                              }
+                            }
+                          },
+                          "metadata": {
+                            "description": "Data Factory dataset names."
+                          }
+                        },
+                        "linkedServices": {
+                          "type": "object",
+                          "properties": {
+                            "azurerm": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "REST linked service for Azure Resource Manager API calls."
+                              }
+                            }
+                          },
+                          "metadata": {
+                            "description": "Data Factory linked service names."
+                          }
+                        },
+                        "settings": {
+                          "type": "object",
+                          "properties": {
+                            "container": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Container name for the hub settings file."
+                              }
+                            },
+                            "file": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "File name of the hub settings file."
+                              }
+                            }
+                          },
+                          "metadata": {
+                            "description": "Metadata for the hub settings file."
+                          }
+                        }
+                      },
+                      "metadata": {
+                        "description": "Metadata for resources created by the Core app.",
+                        "__bicep_imported_from!": {
+                          "sourceTemplate": "../../Microsoft.FinOpsHubs/Core/metadata.bicep",
+                          "originalIdentifier": "AppMetadata"
+                        }
+                      }
+                    },
+                    "ExportsMetadata": {
+                      "type": "object",
+                      "properties": {
+                        "id": {
+                          "type": "string",
+                          "metadata": {
+                            "description": "Fully-qualified app identifier."
+                          }
+                        },
+                        "version": {
+                          "type": "string",
+                          "metadata": {
+                            "description": "App version."
+                          }
+                        },
+                        "containers": {
+                          "type": "object",
+                          "properties": {
+                            "msexports": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Container for raw Cost Management export files."
+                              }
+                            }
+                          },
+                          "metadata": {
+                            "description": "Storage container names."
+                          }
+                        },
+                        "datasets": {
+                          "type": "object",
+                          "properties": {
+                            "msexportsManifest": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "JSON dataset for export manifest files."
+                              }
+                            },
+                            "msexports": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "CSV dataset for raw export files."
+                              }
+                            },
+                            "msexportsGzip": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Gzip dataset for compressed export files."
+                              }
+                            },
+                            "msexportsParquet": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Parquet dataset for converted export files."
+                              }
+                            }
+                          },
+                          "metadata": {
+                            "description": "Data Factory dataset names."
+                          }
+                        }
+                      },
+                      "metadata": {
+                        "description": "Metadata for resources created by the Cost Management Exports app.",
+                        "__bicep_imported_from!": {
+                          "sourceTemplate": "metadata.bicep",
+                          "originalIdentifier": "AppMetadata"
+                        }
+                      }
+                    },
+                    "HubAppProperties": {
+                      "type": "object",
+                      "properties": {
+                        "id": {
+                          "type": "string"
+                        },
+                        "name": {
+                          "type": "string"
+                        },
+                        "publisher": {
+                          "type": "string"
+                        },
+                        "suffix": {
+                          "type": "string"
+                        },
+                        "tags": {
+                          "type": "object"
+                        },
+                        "dataFactory": {
+                          "type": "string"
+                        },
+                        "keyVault": {
+                          "type": "string"
+                        },
+                        "storage": {
+                          "type": "string"
+                        },
+                        "hub": {
+                          "$ref": "#/definitions/_1.HubProperties"
+                        }
+                      },
+                      "metadata": {
+                        "id": "Fully-qualified name of the publisher and app, separated by a dot.",
+                        "name": "Short name of the FinOps hub app. Last segment of the app ID.",
+                        "publisher": "Fully-qualified namespace of the FinOps hub app publisher.",
+                        "suffix": "Unique suffix used for publisher resources.",
+                        "tags": "Tags to apply to all FinOps hub resources for this FinOps hub app publisher. Tags are not specific to the app since resources are shared.",
+                        "dataFactory": "Name of the Data Factory instance for this publisher.",
+                        "keyVault": "Name of the KeyVault instance for this publisher.",
+                        "storage": "Name of the storage account for this publisher.",
+                        "hub": "FinOps hub instance the app is deployed to.",
+                        "description": "FinOps hub app configuration settings.",
+                        "__bicep_imported_from!": {
+                          "sourceTemplate": "../../fx/hub-types.bicep"
+                        }
+                      }
+                    }
+                  },
+                  "functions": [
+                    {
+                      "namespace": "__bicep",
+                      "members": {
+                        "isSupportedVersion": {
+                          "parameters": [
+                            {
+                              "type": "string",
+                              "name": "version"
+                            },
+                            {
+                              "type": "string",
+                              "name": "minVersion"
+                            },
+                            {
+                              "type": "string",
+                              "name": "maxVersion"
+                            }
+                          ],
+                          "output": {
+                            "type": "bool",
+                            "value": "[and(or(empty(parameters('minVersion')), greaterOrEquals(_1.versionToNumber(parameters('version')), _1.versionToNumber(parameters('minVersion')))), or(empty(parameters('maxVersion')), lessOrEquals(_1.versionToNumber(parameters('version')), _1.versionToNumber(parameters('maxVersion')))))]"
+                          },
+                          "metadata": {
+                            "description": "Checks if a version string falls within the specified range. Use empty string to skip a bound. Example: isSupportedVersion('13.1', '13.0', '') checks >= 13.0 with no upper limit.",
+                            "__bicep_imported_from!": {
+                              "sourceTemplate": "../../fx/hub-types.bicep"
+                            }
+                          }
+                        }
+                      }
+                    },
+                    {
+                      "namespace": "_1",
+                      "members": {
+                        "versionToNumber": {
+                          "parameters": [
+                            {
+                              "type": "string",
+                              "name": "version"
+                            }
+                          ],
+                          "output": {
+                            "type": "int",
+                            "value": "[add(mul(int(split(split(parameters('version'), '-')[0], '.')[0]), 1000), if(greater(length(split(split(parameters('version'), '-')[0], '.')), 1), int(split(split(parameters('version'), '-')[0], '.')[1]), 0))]"
+                          },
+                          "metadata": {
+                            "description": "Converts a version string (e.g., \"13.0\", \"13.1\", \"14.0-dev\") to a comparable integer using major * 1000 + minor. Prerelease suffixes (e.g., \"-dev\") and patch versions are ignored.",
+                            "__bicep_imported_from!": {
+                              "sourceTemplate": "../../fx/hub-types.bicep"
+                            }
+                          }
+                        }
+                      }
+                    }
+                  ],
+                  "parameters": {
+                    "app": {
+                      "$ref": "#/definitions/HubAppProperties",
+                      "metadata": {
+                        "description": "Required. FinOps hub app getting deployed."
+                      }
+                    },
+                    "core": {
+                      "$ref": "#/definitions/CoreMetadata",
+                      "validate": [
+                        "[lambda('x', __bicep.isSupportedVersion(lambdaVariables('x').version, '13.0', ''))]",
+                        "Cost Management Exports requires FinOps hubs version 13.0 or higher."
+                      ],
+                      "metadata": {
+                        "description": "Required. Metadata describing shared resources from the Core app. Must be v13 or higher."
+                      }
+                    }
+                  },
+                  "variables": {
+                    "$fxv#0": "{\r\n  \"additionalColumns\": [],\r\n  \"translator\": {\r\n    \"type\": \"TabularTranslator\",\r\n    \"mappings\": [\r\n      {\r\n        \"source\":{\"name\":\"BillingAccountId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingAccountId\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"BillingAccountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingAccountName\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"BillingPeriodStartDate\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"BillingPeriodStartDate\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"BillingPeriodEndDate\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"BillingPeriodEndDate\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"BillingProfileId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingProfileId\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"BillingProfileName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingProfileName\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"AccountOwnerId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"AccountOwnerId\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"AccountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"AccountName\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"SubscriptionId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SubscriptionId\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"SubscriptionName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SubscriptionName\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"Date\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"Date\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"Product\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Product\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"PartNumber\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PartNumber\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"MeterId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"MeterId\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"ServiceFamily\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ServiceFamily\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"MeterCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"MeterCategory\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"MeterSubCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"MeterSubCategory\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"MeterRegion\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"MeterRegion\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"MeterName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"MeterName\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"Quantity\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"Quantity\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"EffectivePrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"EffectivePrice\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"Cost\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"Cost\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"UnitPrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"UnitPrice\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"BillingCurrency\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingCurrency\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"ResourceLocation\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ResourceLocation\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"AvailabilityZone\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"AvailabilityZone\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"ConsumedService\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ConsumedService\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"ResourceId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ResourceId\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"ResourceName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ResourceName\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"ServiceInfo1\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ServiceInfo1\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"ServiceInfo2\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ServiceInfo2\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"AdditionalInfo\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"AdditionalInfo\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"Tags\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Tags\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"InvoiceSectionId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"InvoiceSectionId\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"InvoiceSection\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"InvoiceSection\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"CostCenter\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CostCenter\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"UnitOfMeasure\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"UnitOfMeasure\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"ResourceGroup\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ResourceGroup\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"ReservationId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ReservationId\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"ReservationName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ReservationName\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"ProductOrderId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ProductOrderId\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"ProductOrderName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ProductOrderName\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"OfferId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"OfferId\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"IsAzureCreditEligible\", \"type\": \"Boolean\" },\r\n        \"sink\": { \"name\": \"IsAzureCreditEligible\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"Term\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Term\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"PublisherName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PublisherName\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"PlanName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PlanName\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"ChargeType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ChargeType\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"Frequency\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Frequency\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"PublisherType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PublisherType\"}\r\n      }\r\n    ]\r\n  }\r\n}\r\n",
+                    "$fxv#1": "{\r\n  \"additionalColumns\": [],\r\n  \"translator\": {\r\n    \"type\": \"TabularTranslator\",\r\n    \"mappings\": [\r\n      {\r\n        \"source\":{\"name\":\"BillingAccountId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingAccountId\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"BillingAccountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingAccountName\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"BillingPeriodStartDate\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"BillingPeriodStartDate\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"BillingPeriodEndDate\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"BillingPeriodEndDate\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"BillingProfileId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingProfileId\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"BillingProfileName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingProfileName\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"AccountOwnerId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"AccountOwnerId\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"AccountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"AccountName\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"SubscriptionId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SubscriptionId\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"SubscriptionName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SubscriptionName\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"Date\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"Date\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"Product\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Product\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"PartNumber\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PartNumber\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"MeterId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"MeterId\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"ServiceFamily\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ServiceFamily\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"MeterCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"MeterCategory\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"MeterSubCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"MeterSubCategory\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"MeterRegion\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"MeterRegion\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"MeterName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"MeterName\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"Quantity\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"Quantity\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"EffectivePrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"EffectivePrice\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"Cost\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"Cost\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"UnitPrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"UnitPrice\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"BillingCurrency\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingCurrency\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"ResourceLocation\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ResourceLocation\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"AvailabilityZone\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"AvailabilityZone\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"ConsumedService\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ConsumedService\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"ResourceId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ResourceId\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"ResourceName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ResourceName\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"ServiceInfo1\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ServiceInfo1\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"ServiceInfo2\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ServiceInfo2\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"AdditionalInfo\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"AdditionalInfo\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"Tags\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Tags\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"InvoiceSectionId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"InvoiceSectionId\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"InvoiceSection\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"InvoiceSection\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"CostCenter\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CostCenter\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"UnitOfMeasure\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"UnitOfMeasure\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"ResourceGroup\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ResourceGroup\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"ReservationId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ReservationId\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"ReservationName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ReservationName\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"ProductOrderId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ProductOrderId\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"ProductOrderName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ProductOrderName\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"OfferId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"OfferId\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"IsAzureCreditEligible\", \"type\": \"Boolean\" },\r\n        \"sink\": { \"name\": \"IsAzureCreditEligible\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"Term\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Term\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"PublisherName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PublisherName\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"PlanName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PlanName\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"ChargeType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ChargeType\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"Frequency\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Frequency\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"PublisherType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PublisherType\"}\r\n      }\r\n    ]\r\n  }\r\n}\r\n",
+                    "$fxv#10": "{\r\n  \"additionalColumns\": [],\r\n  \"translator\": {\r\n    \"type\": \"TabularTranslator\",\r\n    \"mappings\": [\r\n      {\r\n        \"source\": { \"name\": \"SKU\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SKU\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Location\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Location\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CostWithNoReservedInstances\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CostWithNoReservedInstances\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"FirstUsageDate\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"FirstUsageDate\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"InstanceFlexibilityRatio\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"InstanceFlexibilityRatio\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"InstanceFlexibilityGroup\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"InstanceFlexibilityGroup\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"LookBackPeriod\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"LookBackPeriod\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"MeterId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"MeterId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"NetSavings\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"NetSavings\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"NormalizedSize\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"NormalizedSize\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"RecommendedQuantity\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"RecommendedQuantity\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"RecommendedQuantityNormalized\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"RecommendedQuantityNormalized\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ResourceType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ResourceType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Scope\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Scope\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SkuProperties\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SkuProperties\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Term\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Term\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"TotalCostWithReservedInstances\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"TotalCostWithReservedInstances\" }\r\n      }\r\n    ]\r\n  }\r\n}\r\n",
+                    "$fxv#11": "{\r\n  \"additionalColumns\": [],\r\n  \"translator\": {\r\n    \"type\": \"TabularTranslator\",\r\n    \"mappings\": [\r\n      {\r\n        \"source\": { \"name\": \"Cost With No ReservedInstances\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CostWithNoReservedInstancesJson\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"First UsageDate\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"FirstUsageDate\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Instance Flexibility Ratio\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"InstanceFlexibilityRatio\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Instance Flexibility Group\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"InstanceFlexibilityGroup\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Location\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Location\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"LookBackPeriod\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"LookBackPeriod\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"MeterID\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"MeterId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Net Savings\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"NetSavingsJson\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Normalized Size\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"NormalizedSize\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Recommended Quantity\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"RecommendedQuantity\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Recommended Quantity Normalized\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"RecommendedQuantityNormalized\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ResourceType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ResourceType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"scope\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Scope\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SkuName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SkuName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Sku Properties\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SkuProperties\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Term\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Term\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Total Cost With ReservedInstances\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"TotalCostWithReservedInstancesJson\" }\r\n      }\r\n    ]\r\n  }\r\n}\r\n",
+                    "$fxv#12": "{\r\n  \"additionalColumns\": [],\r\n  \"translator\": {\r\n    \"type\": \"TabularTranslator\",\r\n    \"mappings\": [\r\n      {\r\n        \"source\": { \"name\": \"AccountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"AccountName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"AccountOwnerEmail\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"AccountOwnerEmail\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Amount\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"Amount\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ArmSkuName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ArmSkuName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingFrequency\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingFrequency\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingMonth\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingMonth\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CostCenter\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CostCenter\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Currency\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Currency\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CurrentEnrollmentId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CurrentEnrollmentId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"DepartmentName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"DepartmentName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Description\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Description\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"EventDate\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"EventDate\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"EventType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"EventType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"MonetaryCommitment\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"MonetaryCommitment\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Overage\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"Overage\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PurchasingSubscriptionGuid\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PurchasingSubscriptionGuid\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PurchasingSubscriptionName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PurchasingSubscriptionName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PurchasingEnrollment\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PurchasingEnrollment\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Quantity\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"Quantity\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Region\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Region\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ReservationOrderId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ReservationOrderId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ReservationOrderName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ReservationOrderName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Term\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Term\" }\r\n      }\r\n    ]\r\n  }\r\n}\r\n",
+                    "$fxv#13": "{\r\n  \"additionalColumns\": [],\r\n  \"translator\": {\r\n    \"type\": \"TabularTranslator\",\r\n    \"mappings\": [\r\n      {\r\n        \"source\": { \"name\": \"Amount\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"Amount\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ArmSkuName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ArmSkuName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingFrequency\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingFrequency\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingProfileId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingProfileId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingProfileName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingProfileName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Currency\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Currency\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Description\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Description\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"EventDate\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"EventDate\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"EventType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"EventType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Invoice\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Invoice\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"InvoiceId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"InvoiceId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"InvoiceSectionId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"InvoiceSectionId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"InvoiceSectionName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"InvoiceSectionName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PurchasingSubscriptionGuid\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PurchasingSubscriptionGuid\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PurchasingSubscriptionName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PurchasingSubscriptionName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Quantity\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"Quantity\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Region\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Region\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ReservationOrderId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ReservationOrderId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ReservationOrderName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ReservationOrderName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Term\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Term\" }\r\n      }\r\n    ]\r\n  }\r\n}\r\n",
+                    "$fxv#2": "{\r\n  \"additionalColumns\": [],\r\n  \"translator\": {\r\n    \"type\": \"TabularTranslator\",\r\n    \"mappings\": [\r\n      {\r\n        \"source\": { \"name\": \"BilledCost\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"BilledCost\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingAccountId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingAccountId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingAccountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingAccountName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingAccountType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingAccountType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingCurrency\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingCurrency\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingPeriodEnd\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"BillingPeriodEnd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingPeriodStart\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"BillingPeriodStart\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CapacityReservationId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CapacityReservationId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CapacityReservationStatus\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CapacityReservationStatus\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargeCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ChargeCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargeClass\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ChargeClass\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargeDescription\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ChargeDescription\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargeFrequency\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ChargeFrequency\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargePeriodEnd\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"ChargePeriodEnd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargePeriodStart\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"ChargePeriodStart\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountQuantity\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountQuantity\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountStatus\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountStatus\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountUnit\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountUnit\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ConsumedQuantity\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"ConsumedQuantity\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ConsumedUnit\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ConsumedUnit\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ContractedCost\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"ContractedCost\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ContractedUnitPrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"ContractedUnitPrice\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"EffectiveCost\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"EffectiveCost\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"InvoiceId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"InvoiceId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"InvoiceIssuerName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"InvoiceIssuerName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ListCost\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"ListCost\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ListUnitPrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"ListUnitPrice\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PricingCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PricingCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PricingCurrency\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PricingCurrency\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PricingQuantity\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"PricingQuantity\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PricingUnit\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PricingUnit\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ProviderName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ProviderName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PublisherName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PublisherName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"RegionId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"RegionId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"RegionName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"RegionName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ResourceId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ResourceId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ResourceName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ResourceName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ResourceType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ResourceType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ServiceCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ServiceCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ServiceName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ServiceName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ServiceSubcategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ServiceSubcategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SkuId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SkuId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SkuMeter\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SkuMeter\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SkuPriceDetails\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SkuPriceDetails\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SkuPriceId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SkuPriceId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SubAccountId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SubAccountId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SubAccountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SubAccountName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SubAccountType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SubAccountType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Tags\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Tags\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_AccountId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_AccountId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_AccountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_AccountName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_AccountOwnerId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_AccountOwnerId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_AmortizationClass\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_AmortizationClass\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BilledCostInUsd\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_BilledCostInUsd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BilledUnitPrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_BilledUnitPrice\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingAccountId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_BillingAccountId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingAccountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_BillingAccountName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingExchangeRate\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_BillingExchangeRate\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingExchangeRateDate\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"x_BillingExchangeRateDate\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingProfileId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_BillingProfileId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingProfileName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_BillingProfileName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ContractedCostInUsd\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_ContractedCostInUsd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_CostAllocationRuleName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_CostAllocationRuleName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_CostCenter\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_CostCenter\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_CustomerId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_CustomerId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_CustomerName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_CustomerName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_EffectiveCostInUsd\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_EffectiveCostInUsd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_EffectiveUnitPrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_EffectiveUnitPrice\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_InvoiceIssuerId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_InvoiceIssuerId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_InvoiceSectionId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_InvoiceSectionId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_InvoiceSectionName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_InvoiceSectionName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ListCostInUsd\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_ListCostInUsd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PartnerCreditApplied\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PartnerCreditApplied\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PartnerCreditRate\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PartnerCreditRate\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PricingBlockSize\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_PricingBlockSize\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PricingSubcategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PricingSubcategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PricingUnitDescription\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PricingUnitDescription\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PublisherCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PublisherCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PublisherId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PublisherId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ResellerId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_ResellerId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ResellerName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_ResellerName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ResourceGroupName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_ResourceGroupName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ResourceType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_ResourceType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ServiceModel\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_ServiceModel\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ServicePeriodEnd\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"x_ServicePeriodEnd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ServicePeriodStart\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"x_ServicePeriodStart\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuDescription\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuDescription\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuIsCreditEligible\", \"type\": \"Boolean\" },\r\n        \"sink\": { \"name\": \"x_SkuIsCreditEligible\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuMeterCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuMeterCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuMeterId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuMeterId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuMeterSubcategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuMeterSubcategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuOfferId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuOfferId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuOrderId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuOrderId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuOrderName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuOrderName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuPartNumber\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuPartNumber\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuPlanName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuPlanName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuRegion\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuRegion\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuServiceFamily\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuServiceFamily\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuTerm\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuTerm\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuTier\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuTier\" }\r\n      }\r\n    ]\r\n  }\r\n}\r\n",
+                    "$fxv#3": "{\r\n  \"additionalColumns\": [],\r\n  \"translator\": {\r\n    \"type\": \"TabularTranslator\",\r\n    \"mappings\": [\r\n      {\r\n        \"source\": { \"name\": \"BilledCost\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"BilledCost\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingAccountId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingAccountId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingAccountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingAccountName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingAccountType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingAccountType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingCurrency\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingCurrency\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingPeriodEnd\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"BillingPeriodEnd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingPeriodStart\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"BillingPeriodStart\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CapacityReservationId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CapacityReservationId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CapacityReservationStatus\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CapacityReservationStatus\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargeCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ChargeCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargeClass\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ChargeClass\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargeDescription\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ChargeDescription\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargeFrequency\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ChargeFrequency\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargePeriodEnd\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"ChargePeriodEnd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargePeriodStart\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"ChargePeriodStart\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountQuantity\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountQuantity\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountStatus\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountStatus\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountUnit\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountUnit\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ConsumedQuantity\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"ConsumedQuantity\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ConsumedUnit\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ConsumedUnit\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ContractedCost\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"ContractedCost\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ContractedUnitPrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"ContractedUnitPrice\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"EffectiveCost\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"EffectiveCost\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"InvoiceId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"InvoiceId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"InvoiceIssuerName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"InvoiceIssuerName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ListCost\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"ListCost\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ListUnitPrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"ListUnitPrice\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PricingCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PricingCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PricingCurrency\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PricingCurrency\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PricingQuantity\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"PricingQuantity\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PricingUnit\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PricingUnit\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ProviderName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ProviderName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PublisherName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PublisherName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"RegionId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"RegionId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"RegionName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"RegionName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ResourceId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ResourceId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ResourceName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ResourceName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ResourceType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ResourceType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ServiceCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ServiceCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ServiceName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ServiceName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ServiceSubcategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ServiceSubcategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SkuId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SkuId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SkuMeter\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SkuMeter\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SkuPriceDetails\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SkuPriceDetails\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SkuPriceId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SkuPriceId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SubAccountId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SubAccountId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SubAccountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SubAccountName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SubAccountType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SubAccountType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Tags\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Tags\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_AccountId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_AccountId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_AccountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_AccountName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_AccountOwnerId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_AccountOwnerId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_AmortizationClass\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_AmortizationClass\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BilledCostInUsd\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_BilledCostInUsd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BilledUnitPrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_BilledUnitPrice\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingAccountId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_BillingAccountId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingAccountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_BillingAccountName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingExchangeRate\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_BillingExchangeRate\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingExchangeRateDate\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"x_BillingExchangeRateDate\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingProfileId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_BillingProfileId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingProfileName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_BillingProfileName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ContractedCostInUsd\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_ContractedCostInUsd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_CostAllocationRuleName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_CostAllocationRuleName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_CostCenter\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_CostCenter\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_CustomerId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_CustomerId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_CustomerName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_CustomerName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_EffectiveCostInUsd\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_EffectiveCostInUsd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_EffectiveUnitPrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_EffectiveUnitPrice\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_InvoiceIssuerId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_InvoiceIssuerId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_InvoiceSectionId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_InvoiceSectionId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_InvoiceSectionName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_InvoiceSectionName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ListCostInUsd\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_ListCostInUsd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PartnerCreditApplied\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PartnerCreditApplied\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PartnerCreditRate\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PartnerCreditRate\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PricingBlockSize\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_PricingBlockSize\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PricingSubcategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PricingSubcategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PricingUnitDescription\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PricingUnitDescription\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PublisherCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PublisherCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PublisherId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PublisherId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ResellerId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_ResellerId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ResellerName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_ResellerName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ResourceGroupName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_ResourceGroupName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ResourceType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_ResourceType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ServiceModel\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_ServiceModel\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ServicePeriodEnd\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"x_ServicePeriodEnd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ServicePeriodStart\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"x_ServicePeriodStart\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuDescription\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuDescription\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuDetails\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuDetails\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuIsCreditEligible\", \"type\": \"Boolean\" },\r\n        \"sink\": { \"name\": \"x_SkuIsCreditEligible\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuMeterCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuMeterCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuMeterId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuMeterId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuMeterSubcategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuMeterSubcategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuOfferId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuOfferId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuOrderId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuOrderId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuOrderName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuOrderName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuPartNumber\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuPartNumber\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuPlanName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuPlanName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuRegion\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuRegion\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuServiceFamily\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuServiceFamily\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuTerm\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuTerm\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuTier\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuTier\" }\r\n      }\r\n    ]\r\n  }\r\n}\r\n",
+                    "$fxv#4": "{\r\n  \"additionalColumns\": [],\r\n  \"translator\": {\r\n    \"type\": \"TabularTranslator\",\r\n    \"mappings\": [\r\n      {\r\n        \"source\": { \"name\": \"BilledCost\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"BilledCost\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingAccountId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingAccountId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingAccountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingAccountName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingAccountType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingAccountType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingCurrency\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingCurrency\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingPeriodEnd\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"BillingPeriodEnd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingPeriodStart\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"BillingPeriodStart\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargeCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ChargeCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargeClass\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ChargeClass\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargeDescription\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ChargeDescription\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargeFrequency\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ChargeFrequency\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargePeriodEnd\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"ChargePeriodEnd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargePeriodStart\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"ChargePeriodStart\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountStatus\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountStatus\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ConsumedQuantity\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"ConsumedQuantity\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ConsumedUnit\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ConsumedUnit\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ContractedCost\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"ContractedCost\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ContractedUnitPrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"ContractedUnitPrice\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"EffectiveCost\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"EffectiveCost\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"InvoiceIssuerName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"InvoiceIssuerName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ListCost\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"ListCost\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ListUnitPrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"ListUnitPrice\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PricingCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PricingCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PricingQuantity\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"PricingQuantity\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PricingUnit\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PricingUnit\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ProviderName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ProviderName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PublisherName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PublisherName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"RegionId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"RegionId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"RegionName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"RegionName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ResourceId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ResourceId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ResourceName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ResourceName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ResourceType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ResourceType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ServiceCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ServiceCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ServiceName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ServiceName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SkuId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SkuId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SkuPriceId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SkuPriceId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SubAccountId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SubAccountId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SubAccountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SubAccountName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SubAccountType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SubAccountType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Tags\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Tags\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_AccountId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_AccountId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_AccountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_AccountName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_AccountOwnerId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_AccountOwnerId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BilledCostInUsd\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_BilledCostInUsd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BilledUnitPrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_BilledUnitPrice\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingAccountId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_BillingAccountId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingAccountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_BillingAccountName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingExchangeRate\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_BillingExchangeRate\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingExchangeRateDate\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"x_BillingExchangeRateDate\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingProfileId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_BillingProfileId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingProfileName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_BillingProfileName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ContractedCostInUsd\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_ContractedCostInUsd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_CostAllocationRuleName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_CostAllocationRuleName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_CostCenter\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_CostCenter\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_CustomerId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_CustomerId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_CustomerName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_CustomerName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_EffectiveCostInUsd\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_EffectiveCostInUsd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_EffectiveUnitPrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_EffectiveUnitPrice\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_InvoiceId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_InvoiceId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_InvoiceIssuerId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_InvoiceIssuerId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_InvoiceSectionId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_InvoiceSectionId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_InvoiceSectionName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_InvoiceSectionName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ListCostInUsd\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_ListCostInUsd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PartnerCreditApplied\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PartnerCreditApplied\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PartnerCreditRate\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PartnerCreditRate\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PricingBlockSize\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_PricingBlockSize\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PricingCurrency\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PricingCurrency\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PricingSubcategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PricingSubcategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PricingUnitDescription\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PricingUnitDescription\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PublisherCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PublisherCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PublisherId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PublisherId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ResellerId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_ResellerId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ResellerName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_ResellerName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ResourceGroupName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_ResourceGroupName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ResourceType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_ResourceType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ServicePeriodEnd\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"x_ServicePeriodEnd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ServicePeriodStart\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"x_ServicePeriodStart\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuDescription\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuDescription\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuDetails\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuDetails\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuIsCreditEligible\", \"type\": \"Boolean\" },\r\n        \"sink\": { \"name\": \"x_SkuIsCreditEligible\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuMeterCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuMeterCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuMeterId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuMeterId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuMeterName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuMeterName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuMeterSubcategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuMeterSubcategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuOfferId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuOfferId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuOrderId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuOrderId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuOrderName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuOrderName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuPartNumber\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuPartNumber\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuRegion\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuRegion\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuServiceFamily\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuServiceFamily\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuTerm\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuTerm\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuTier\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuTier\" }\r\n      }\r\n    ]\r\n  }\r\n}\r\n",
+                    "$fxv#5": "{\r\n  \"additionalColumns\": [],\r\n  \"translator\": {\r\n    \"type\": \"TabularTranslator\",\r\n    \"mappings\": [\r\n      {\r\n        \"source\": { \"name\": \"BilledCost\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"BilledCost\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingAccountId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingAccountId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingAccountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingAccountName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingAccountType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingAccountType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingCurrency\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingCurrency\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingPeriodEnd\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"BillingPeriodEnd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingPeriodStart\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"BillingPeriodStart\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargeCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ChargeCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargeClass\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ChargeClass\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargeDescription\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ChargeDescription\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargeFrequency\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ChargeFrequency\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargePeriodEnd\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"ChargePeriodEnd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargePeriodStart\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"ChargePeriodStart\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountStatus\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountStatus\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ConsumedQuantity\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"ConsumedQuantity\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ConsumedUnit\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ConsumedUnit\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ContractedCost\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"ContractedCost\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ContractedUnitPrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"ContractedUnitPrice\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"EffectiveCost\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"EffectiveCost\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"InvoiceIssuerName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"InvoiceIssuerName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ListCost\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"ListCost\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ListUnitPrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"ListUnitPrice\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PricingCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PricingCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PricingQuantity\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"PricingQuantity\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PricingUnit\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PricingUnit\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ProviderName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ProviderName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PublisherName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PublisherName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"RegionId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"RegionId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"RegionName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"RegionName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ResourceId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ResourceId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ResourceName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ResourceName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ResourceType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ResourceType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ServiceCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ServiceCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ServiceName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ServiceName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SkuId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SkuId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SkuPriceId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SkuPriceId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SubAccountId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SubAccountId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SubAccountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SubAccountName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SubAccountType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SubAccountType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Tags\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Tags\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_AccountId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_AccountId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_AccountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_AccountName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_AccountOwnerId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_AccountOwnerId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BilledCostInUsd\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_BilledCostInUsd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BilledUnitPrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_BilledUnitPrice\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingAccountId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_BillingAccountId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingAccountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_BillingAccountName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingExchangeRate\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_BillingExchangeRate\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingExchangeRateDate\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"x_BillingExchangeRateDate\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingProfileId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_BillingProfileId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingProfileName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_BillingProfileName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ContractedCostInUsd\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_ContractedCostInUsd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_CostAllocationRuleName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_CostAllocationRuleName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_CostCenter\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_CostCenter\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_CustomerId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_CustomerId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_CustomerName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_CustomerName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_EffectiveCostInUsd\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_EffectiveCostInUsd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_EffectiveUnitPrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_EffectiveUnitPrice\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_InvoiceId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_InvoiceId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_InvoiceIssuerId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_InvoiceIssuerId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_InvoiceSectionId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_InvoiceSectionId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_InvoiceSectionName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_InvoiceSectionName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ListCostInUsd\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_ListCostInUsd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PartnerCreditApplied\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PartnerCreditApplied\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PartnerCreditRate\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PartnerCreditRate\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PricingBlockSize\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_PricingBlockSize\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PricingCurrency\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PricingCurrency\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PricingSubcategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PricingSubcategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PricingUnitDescription\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PricingUnitDescription\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PublisherCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PublisherCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PublisherId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PublisherId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ResellerId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_ResellerId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ResellerName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_ResellerName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ResourceGroupName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_ResourceGroupName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ResourceType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_ResourceType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ServicePeriodEnd\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"x_ServicePeriodEnd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ServicePeriodStart\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"x_ServicePeriodStart\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuDescription\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuDescription\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuDetails\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuDetails\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuIsCreditEligible\", \"type\": \"Boolean\" },\r\n        \"sink\": { \"name\": \"x_SkuIsCreditEligible\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuMeterCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuMeterCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuMeterId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuMeterId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuMeterName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuMeterName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuMeterSubcategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuMeterSubcategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuOfferId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuOfferId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuOrderId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuOrderId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuOrderName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuOrderName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuPartNumber\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuPartNumber\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuRegion\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuRegion\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuServiceFamily\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuServiceFamily\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuTerm\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuTerm\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuTier\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuTier\" }\r\n      }\r\n    ]\r\n  }\r\n}\r\n",
+                    "$fxv#6": "{\r\n  \"additionalColumns\": [],\r\n  \"translator\": {\r\n    \"type\": \"TabularTranslator\",\r\n    \"mappings\": [\r\n      {\r\n        \"source\": { \"name\": \"AvailabilityZone\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"AvailabilityZone\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BilledCost\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"BilledCost\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingAccountId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingAccountId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingAccountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingAccountName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingAccountType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingAccountType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingCurrency\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingCurrency\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingPeriodEnd\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"BillingPeriodEnd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingPeriodStart\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"BillingPeriodStart\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargeCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ChargeCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargeDescription\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ChargeDescription\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargeFrequency\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ChargeFrequency\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargePeriodEnd\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"ChargePeriodEnd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargePeriodStart\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"ChargePeriodStart\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargeSubcategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ChargeSubcategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"EffectiveCost\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"EffectiveCost\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"InvoiceIssuerName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"InvoiceIssuerName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ListCost\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"ListCost\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ListUnitPrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"ListUnitPrice\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PricingCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PricingCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PricingQuantity\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"PricingQuantity\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PricingUnit\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PricingUnit\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ProviderName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ProviderName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PublisherName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PublisherName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Region\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Region\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ResourceId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ResourceId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ResourceName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ResourceName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ResourceType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ResourceType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ServiceCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ServiceCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ServiceName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ServiceName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SkuId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SkuId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SkuPriceId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SkuPriceId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SubAccountId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SubAccountId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SubAccountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SubAccountName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SubAccountType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SubAccountType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Tags\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Tags\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"UsageQuantity\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"UsageQuantity\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"UsageUnit\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"UsageUnit\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_AccountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_AccountName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_AccountOwnerId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_AccountOwnerId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BilledCostInUsd\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_BilledCostInUsd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BilledUnitPrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_BilledUnitPrice\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingAccountId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_BillingAccountId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingAccountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_BillingAccountName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingExchangeRate\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_BillingExchangeRate\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingExchangeRateDate\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"x_BillingExchangeRateDate\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingProfileId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_BillingProfileId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingProfileName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_BillingProfileName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ChargeId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_ChargeId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_CostAllocationRuleName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_CostAllocationRuleName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_CostCenter\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_CostCenter\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_CustomerId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_CustomerId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_CustomerName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_CustomerName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_EffectiveCostInUsd\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_EffectiveCostInUsd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_EffectiveUnitPrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_EffectiveUnitPrice\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_InvoiceId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_InvoiceId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_InvoiceIssuerId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_InvoiceIssuerId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_InvoiceSectionId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_InvoiceSectionId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_InvoiceSectionName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_InvoiceSectionName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_OnDemandCost\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_OnDemandCost\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_OnDemandCostInUsd\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_OnDemandCostInUsd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_OnDemandUnitPrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_OnDemandUnitPrice\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PartnerCreditApplied\", \"type\": \"Boolean\" },\r\n        \"sink\": { \"name\": \"x_PartnerCreditApplied\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PartnerCreditRate\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_PartnerCreditRate\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PricingBlockSize\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_PricingBlockSize\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PricingCurrency\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PricingCurrency\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PricingSubcategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PricingSubcategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PricingUnitDescription\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PricingUnitDescription\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PublisherCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PublisherCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PublisherId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PublisherId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ResellerId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_ResellerId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ResellerName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_ResellerName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ResourceGroupName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_ResourceGroupName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ResourceType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_ResourceType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ServicePeriodEnd\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"x_ServicePeriodEnd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ServicePeriodStart\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"x_ServicePeriodStart\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuDescription\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuDescription\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuDetails\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuDetails\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuIsCreditEligible\", \"type\": \"Boolean\" },\r\n        \"sink\": { \"name\": \"x_SkuIsCreditEligible\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuMeterCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuMeterCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuMeterId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuMeterId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuMeterName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuMeterName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuMeterSubcategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuMeterSubcategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuOfferId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuOfferId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuOrderId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuOrderId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuOrderName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuOrderName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuPartNumber\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuPartNumber\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuRegion\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuRegion\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuServiceFamily\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuServiceFamily\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuTerm\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuTerm\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuTier\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuTier\" }\r\n      }\r\n    ]\r\n  }\r\n}\r\n",
+                    "$fxv#7": "{\r\n  \"additionalColumns\": [],\r\n  \"translator\": {\r\n    \"type\": \"TabularTranslator\",\r\n    \"mappings\": [\r\n      {\r\n        \"source\": { \"name\": \"EnrollmentNumber\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"EnrollmentNumber\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"MeterID\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"MeterID\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"MeterName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"MeterName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"MeterType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"MeterType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"MeterCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"MeterCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"MeterSubCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"MeterSubCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ServiceFamily\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ServiceFamily\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Product\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Product\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SkuID\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SkuID\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ProductID\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ProductID\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"MeterRegion\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"MeterRegion\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"UnitOfMeasure\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"UnitOfMeasure\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PartNumber\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PartNumber\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"EffectiveStartDate\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"EffectiveStartDate\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"EffectiveEndDate\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"EffectiveEndDate\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"UnitPrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"UnitPrice\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BasePrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"BasePrice\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"MarketPrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"MarketPrice\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CurrencyCode\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CurrencyCode\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"IncludedQuantity\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"IncludedQuantity\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"OfferID\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"OfferID\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Term\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Term\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PriceType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PriceType\" }\r\n      }\r\n    ]\r\n  }\r\n}\r\n",
+                    "$fxv#8": "{\r\n  \"additionalColumns\": [],\r\n  \"translator\": {\r\n    \"type\": \"TabularTranslator\",\r\n    \"mappings\": [\r\n      {\r\n        \"source\": { \"name\": \"BillingAccountId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingAccountId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingAccountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingAccountName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingProfileId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingProfileId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingProfileName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingProfileName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ServiceFamily\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ServiceFamily\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Product\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Product\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ProductId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ProductId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SkuId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SkuId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"UnitOfMeasure\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"UnitOfMeasure\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"MeterId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"MeterId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"MeterName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"MeterName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"MeterType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"MeterType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"MeterCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"MeterCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"MeterSubCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"MeterSubCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"MeterRegion\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"MeterRegion\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"TierMinimumUnits\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"TierMinimumUnits\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"EffectiveStartDate\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"EffectiveStartDate\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"EffectiveEndDate\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"EffectiveEndDate\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"UnitPrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"UnitPrice\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BasePrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"BasePrice\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"MarketPrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"MarketPrice\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Currency\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Currency\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingCurrency\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingCurrency\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Term\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Term\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PriceType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PriceType\" }\r\n      }\r\n    ]\r\n  }\r\n}\r\n",
+                    "$fxv#9": "{\r\n  \"additionalColumns\": [],\r\n  \"translator\": {\r\n    \"type\": \"TabularTranslator\",\r\n    \"mappings\": [\r\n      {\r\n        \"source\": { \"name\": \"InstanceFlexibilityGroup\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"InstanceFlexibilityGroup\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"InstanceFlexibilityRatio\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"InstanceFlexibilityRatio\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"InstanceId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"InstanceId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Kind\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Kind\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ReservationOrderId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ReservationOrderId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ReservationId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ReservationId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ReservedHours\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"ReservedHours\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SkuName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SkuName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"TotalReservedQuantity\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"TotalReservedQuantity\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"UsageDate\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"UsageDate\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"UsedHours\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"UsedHours\" }\r\n      }\r\n    ]\r\n  }\r\n}\r\n",
+                    "MSEXPORTS": "msexports",
+                    "finOpsToolkitVersion": "15.0"
+                  },
+                  "resources": {
+                    "dataFactory::linkedService_storageAccount": {
+                      "existing": true,
+                      "type": "Microsoft.DataFactory/factories/linkedservices",
+                      "apiVersion": "2018-06-01",
+                      "name": "[format('{0}/{1}', parameters('app').dataFactory, parameters('app').storage)]",
+                      "dependsOn": [
+                        "appRegistration"
+                      ]
+                    },
+                    "dataFactory::dataset_config": {
+                      "existing": true,
+                      "type": "Microsoft.DataFactory/factories/datasets",
+                      "apiVersion": "2018-06-01",
+                      "name": "[format('{0}/{1}', parameters('app').dataFactory, parameters('core').datasets.config)]",
+                      "dependsOn": [
+                        "appRegistration"
+                      ]
+                    },
+                    "dataFactory::dataset_ingestion": {
+                      "existing": true,
+                      "type": "Microsoft.DataFactory/factories/datasets",
+                      "apiVersion": "2018-06-01",
+                      "name": "[format('{0}/{1}', parameters('app').dataFactory, parameters('core').datasets.ingestion)]",
+                      "dependsOn": [
+                        "appRegistration"
+                      ]
+                    },
+                    "dataFactory::dataset_ingestion_files": {
+                      "existing": true,
+                      "type": "Microsoft.DataFactory/factories/datasets",
+                      "apiVersion": "2018-06-01",
+                      "name": "[format('{0}/{1}', parameters('app').dataFactory, parameters('core').datasets.ingestionFiles)]",
+                      "dependsOn": [
+                        "appRegistration"
+                      ]
+                    },
+                    "dataFactory::dataset_ingestion_manifest": {
+                      "existing": true,
+                      "type": "Microsoft.DataFactory/factories/datasets",
+                      "apiVersion": "2018-06-01",
+                      "name": "[format('{0}/{1}', parameters('app').dataFactory, parameters('core').datasets.ingestionManifest)]",
+                      "dependsOn": [
+                        "appRegistration"
+                      ]
+                    },
+                    "dataFactory::dataset_msexports_manifest": {
+                      "type": "Microsoft.DataFactory/factories/datasets",
+                      "apiVersion": "2018-06-01",
+                      "name": "[format('{0}/{1}', parameters('app').dataFactory, format('{0}_manifest', variables('MSEXPORTS')))]",
+                      "properties": {
+                        "parameters": {
+                          "fileName": {
+                            "type": "String",
+                            "defaultValue": "manifest.json"
+                          },
+                          "folderPath": {
+                            "type": "String",
+                            "defaultValue": "[variables('MSEXPORTS')]"
+                          }
+                        },
+                        "type": "Json",
+                        "typeProperties": {
+                          "location": {
+                            "type": "AzureBlobFSLocation",
+                            "fileName": {
+                              "value": "@{dataset().fileName}",
+                              "type": "Expression"
+                            },
+                            "folderPath": {
+                              "value": "@{dataset().folderPath}",
+                              "type": "Expression"
+                            }
+                          }
+                        },
+                        "linkedServiceName": {
+                          "referenceName": "[parameters('app').storage]",
+                          "type": "LinkedServiceReference"
+                        }
+                      },
+                      "dependsOn": [
+                        "appRegistration"
+                      ]
+                    },
+                    "dataFactory::dataset_msexports": {
+                      "type": "Microsoft.DataFactory/factories/datasets",
+                      "apiVersion": "2018-06-01",
+                      "name": "[format('{0}/{1}', parameters('app').dataFactory, replace(variables('MSEXPORTS'), '-', '_'))]",
+                      "properties": {
+                        "parameters": {
+                          "blobPath": {
+                            "type": "String"
+                          }
+                        },
+                        "type": "DelimitedText",
+                        "typeProperties": {
+                          "location": {
+                            "type": "AzureBlobFSLocation",
+                            "fileName": {
+                              "value": "@{dataset().blobPath}",
+                              "type": "Expression"
+                            },
+                            "fileSystem": "[variables('MSEXPORTS')]"
+                          },
+                          "columnDelimiter": ",",
+                          "escapeChar": "\"",
+                          "quoteChar": "\"",
+                          "firstRowAsHeader": true
+                        },
+                        "linkedServiceName": {
+                          "referenceName": "[parameters('app').storage]",
+                          "type": "LinkedServiceReference"
+                        }
+                      },
+                      "dependsOn": [
+                        "appRegistration"
+                      ]
+                    },
+                    "dataFactory::dataset_msexports_gzip": {
+                      "type": "Microsoft.DataFactory/factories/datasets",
+                      "apiVersion": "2018-06-01",
+                      "name": "[format('{0}/{1}', parameters('app').dataFactory, format('{0}_gzip', variables('MSEXPORTS')))]",
+                      "properties": {
+                        "parameters": {
+                          "blobPath": {
+                            "type": "String"
+                          }
+                        },
+                        "type": "DelimitedText",
+                        "typeProperties": {
+                          "location": {
+                            "type": "AzureBlobFSLocation",
+                            "fileName": {
+                              "value": "@{dataset().blobPath}",
+                              "type": "Expression"
+                            },
+                            "fileSystem": "[variables('MSEXPORTS')]"
+                          },
+                          "columnDelimiter": ",",
+                          "escapeChar": "\"",
+                          "quoteChar": "\"",
+                          "firstRowAsHeader": true,
+                          "compressionCodec": "Gzip"
+                        },
+                        "linkedServiceName": {
+                          "referenceName": "[parameters('app').storage]",
+                          "type": "LinkedServiceReference"
+                        }
+                      },
+                      "dependsOn": [
+                        "appRegistration"
+                      ]
+                    },
+                    "dataFactory::dataset_msexports_parquet": {
+                      "type": "Microsoft.DataFactory/factories/datasets",
+                      "apiVersion": "2018-06-01",
+                      "name": "[format('{0}/{1}', parameters('app').dataFactory, format('{0}_parquet', variables('MSEXPORTS')))]",
+                      "properties": {
+                        "parameters": {
+                          "blobPath": {
+                            "type": "String"
+                          }
+                        },
+                        "type": "Parquet",
+                        "typeProperties": {
+                          "location": {
+                            "type": "AzureBlobFSLocation",
+                            "fileName": {
+                              "value": "@{dataset().blobPath}",
+                              "type": "Expression"
+                            },
+                            "fileSystem": "[variables('MSEXPORTS')]"
+                          }
+                        },
+                        "linkedServiceName": {
+                          "referenceName": "[parameters('app').storage]",
+                          "type": "LinkedServiceReference"
+                        }
+                      },
+                      "dependsOn": [
+                        "appRegistration"
+                      ]
+                    },
+                    "dataFactory::pipeline_ExecuteExportsETL": {
+                      "type": "Microsoft.DataFactory/factories/pipelines",
+                      "apiVersion": "2018-06-01",
+                      "name": "[format('{0}/{1}', parameters('app').dataFactory, format('{0}_ExecuteETL', variables('MSEXPORTS')))]",
+                      "properties": {
+                        "activities": [
+                          {
+                            "name": "Wait",
+                            "description": "Files may not be available immediately after being created.",
+                            "type": "Wait",
+                            "dependsOn": [],
+                            "userProperties": [],
+                            "typeProperties": {
+                              "waitTimeInSeconds": 60
+                            }
+                          },
+                          {
+                            "name": "Read Manifest",
+                            "description": "Load the export manifest to determine the scope, dataset, and date range.",
+                            "type": "Lookup",
+                            "dependsOn": [
+                              {
+                                "activity": "Wait",
+                                "dependencyConditions": [
+                                  "Completed"
+                                ]
+                              }
+                            ],
+                            "policy": {
+                              "timeout": "0.12:00:00",
+                              "retry": 0,
+                              "retryIntervalInSeconds": 30,
+                              "secureOutput": false,
+                              "secureInput": false
+                            },
+                            "userProperties": [],
+                            "typeProperties": {
+                              "source": {
+                                "type": "JsonSource",
+                                "storeSettings": {
+                                  "type": "AzureBlobFSReadSettings",
+                                  "recursive": true,
+                                  "enablePartitionDiscovery": false
+                                },
+                                "formatSettings": {
+                                  "type": "JsonReadSettings"
+                                }
+                              },
+                              "dataset": {
+                                "referenceName": "[format('{0}_manifest', variables('MSEXPORTS'))]",
+                                "type": "DatasetReference",
+                                "parameters": {
+                                  "fileName": {
+                                    "value": "@pipeline().parameters.fileName",
+                                    "type": "Expression"
+                                  },
+                                  "folderPath": {
+                                    "value": "@pipeline().parameters.folderPath",
+                                    "type": "Expression"
+                                  }
+                                }
+                              }
+                            }
+                          },
+                          {
+                            "name": "Set Has No Rows",
+                            "description": "Check if there are no blobs or no data rows in the export.",
+                            "type": "SetVariable",
+                            "dependsOn": [
+                              {
+                                "activity": "Read Manifest",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              }
+                            ],
+                            "policy": {
+                              "secureOutput": false,
+                              "secureInput": false
+                            },
+                            "userProperties": [],
+                            "typeProperties": {
+                              "variableName": "hasNoRows",
+                              "value": {
+                                "value": "@or(equals(activity('Read Manifest').output.firstRow.blobCount, null), equals(activity('Read Manifest').output.firstRow.blobCount, 0), and(contains(activity('Read Manifest').output.firstRow, 'dataRowCount'), or(equals(activity('Read Manifest').output.firstRow.dataRowCount, null), equals(activity('Read Manifest').output.firstRow.dataRowCount, 0))))",
+                                "type": "Expression"
+                              }
+                            }
+                          },
+                          {
+                            "name": "Set Export Dataset Type",
+                            "description": "Save the dataset type from the export manifest.",
+                            "type": "SetVariable",
+                            "dependsOn": [
+                              {
+                                "activity": "Read Manifest",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              }
+                            ],
+                            "policy": {
+                              "secureOutput": false,
+                              "secureInput": false
+                            },
+                            "userProperties": [],
+                            "typeProperties": {
+                              "variableName": "exportDatasetType",
+                              "value": {
+                                "value": "@activity('Read Manifest').output.firstRow.exportConfig.type",
+                                "type": "Expression"
+                              }
+                            }
+                          },
+                          {
+                            "name": "Set MCA Column",
+                            "description": "Determines if the dataset schema has channel-specific columns and saves the column name that only exists in MCA to determine if it is an MCA dataset.",
+                            "type": "SetVariable",
+                            "dependsOn": [
+                              {
+                                "activity": "Set Export Dataset Type",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              }
+                            ],
+                            "policy": {
+                              "secureOutput": false,
+                              "secureInput": false
+                            },
+                            "userProperties": [],
+                            "typeProperties": {
+                              "variableName": "mcaColumnToCheck",
+                              "value": {
+                                "value": "@if(contains(createArray('pricesheet', 'reservationtransactions'), toLower(variables('exportDatasetType'))), 'BillingProfileId', if(equals(toLower(variables('exportDatasetType')), 'reservationrecommendations'), 'Net Savings', null))",
+                                "type": "Expression"
+                              }
+                            }
+                          },
+                          {
+                            "name": "Set Export Dataset Version",
+                            "description": "Save the dataset version from the export manifest.",
+                            "type": "SetVariable",
+                            "dependsOn": [
+                              {
+                                "activity": "Read Manifest",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              }
+                            ],
+                            "policy": {
+                              "secureOutput": false,
+                              "secureInput": false
+                            },
+                            "userProperties": [],
+                            "typeProperties": {
+                              "variableName": "exportDatasetVersion",
+                              "value": {
+                                "value": "@activity('Read Manifest').output.firstRow.exportConfig.dataVersion",
+                                "type": "Expression"
+                              }
+                            }
+                          },
+                          {
+                            "name": "Detect Channel",
+                            "description": "Determines what channel this export is from. Switch statement handles the different file types if the mcaColumnToCheck variable is set.",
+                            "type": "Switch",
+                            "dependsOn": [
+                              {
+                                "activity": "Set Has No Rows",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              },
+                              {
+                                "activity": "Set MCA Column",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              },
+                              {
+                                "activity": "Set Export Dataset Version",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              }
+                            ],
+                            "userProperties": [],
+                            "typeProperties": {
+                              "on": {
+                                "value": "@if(or(empty(variables('mcaColumnToCheck')), variables('hasNoRows')), 'ignore', last(array(split(activity('Read Manifest').output.firstRow.blobs[0].blobName, '.'))))",
+                                "type": "Expression"
+                              },
+                              "cases": [
+                                {
+                                  "value": "csv",
+                                  "activities": [
+                                    {
+                                      "name": "Check for MCA Column in CSV",
+                                      "description": "Checks the dataset to determine if the applicable MCA-specific column exists.",
+                                      "type": "Lookup",
+                                      "dependsOn": [],
+                                      "policy": {
+                                        "timeout": "0.12:00:00",
+                                        "retry": 0,
+                                        "retryIntervalInSeconds": 30,
+                                        "secureOutput": false,
+                                        "secureInput": false
+                                      },
+                                      "userProperties": [],
+                                      "typeProperties": {
+                                        "source": {
+                                          "type": "DelimitedTextSource",
+                                          "storeSettings": {
+                                            "type": "AzureBlobFSReadSettings",
+                                            "recursive": false,
+                                            "enablePartitionDiscovery": false
+                                          },
+                                          "formatSettings": {
+                                            "type": "DelimitedTextReadSettings"
+                                          }
+                                        },
+                                        "dataset": {
+                                          "referenceName": "[replace(variables('MSEXPORTS'), '-', '_')]",
+                                          "type": "DatasetReference",
+                                          "parameters": {
+                                            "blobPath": {
+                                              "value": "@activity('Read Manifest').output.firstRow.blobs[0].blobName",
+                                              "type": "Expression"
+                                            }
+                                          }
+                                        }
+                                      }
+                                    },
+                                    {
+                                      "name": "Set Schema File with Channel in CSV",
+                                      "type": "SetVariable",
+                                      "dependsOn": [
+                                        {
+                                          "activity": "Check for MCA Column in CSV",
+                                          "dependencyConditions": [
+                                            "Succeeded"
+                                          ]
+                                        }
+                                      ],
+                                      "policy": {
+                                        "secureOutput": false,
+                                        "secureInput": false
+                                      },
+                                      "userProperties": [],
+                                      "typeProperties": {
+                                        "variableName": "schemaFile",
+                                        "value": {
+                                          "value": "@toLower(concat(variables('exportDatasetType'), '_', variables('exportDatasetVersion'), if(and(contains(activity('Check for MCA Column in CSV').output, 'firstRow'), contains(activity('Check for MCA Column in CSV').output.firstRow, variables('mcaColumnToCheck'))), '_mca', '_ea'), '.json'))",
+                                          "type": "Expression"
+                                        }
+                                      }
+                                    }
+                                  ]
+                                },
+                                {
+                                  "value": "gz",
+                                  "activities": [
+                                    {
+                                      "name": "Check for MCA Column in Gzip CSV",
+                                      "description": "Checks the dataset to determine if the applicable MCA-specific column exists.",
+                                      "type": "Lookup",
+                                      "dependsOn": [],
+                                      "policy": {
+                                        "timeout": "0.12:00:00",
+                                        "retry": 0,
+                                        "retryIntervalInSeconds": 30,
+                                        "secureOutput": false,
+                                        "secureInput": false
+                                      },
+                                      "userProperties": [],
+                                      "typeProperties": {
+                                        "source": {
+                                          "type": "DelimitedTextSource",
+                                          "storeSettings": {
+                                            "type": "AzureBlobFSReadSettings",
+                                            "recursive": false,
+                                            "enablePartitionDiscovery": false
+                                          },
+                                          "formatSettings": {
+                                            "type": "DelimitedTextReadSettings"
+                                          }
+                                        },
+                                        "dataset": {
+                                          "referenceName": "[format('{0}_gzip', variables('MSEXPORTS'))]",
+                                          "type": "DatasetReference",
+                                          "parameters": {
+                                            "blobPath": {
+                                              "value": "@activity('Read Manifest').output.firstRow.blobs[0].blobName",
+                                              "type": "Expression"
+                                            }
+                                          }
+                                        }
+                                      }
+                                    },
+                                    {
+                                      "name": "Set Schema File with Channel in Gzip CSV",
+                                      "type": "SetVariable",
+                                      "dependsOn": [
+                                        {
+                                          "activity": "Check for MCA Column in Gzip CSV",
+                                          "dependencyConditions": [
+                                            "Succeeded"
+                                          ]
+                                        }
+                                      ],
+                                      "policy": {
+                                        "secureOutput": false,
+                                        "secureInput": false
+                                      },
+                                      "userProperties": [],
+                                      "typeProperties": {
+                                        "variableName": "schemaFile",
+                                        "value": {
+                                          "value": "@toLower(concat(variables('exportDatasetType'), '_', variables('exportDatasetVersion'), if(and(contains(activity('Check for MCA Column in Gzip CSV').output, 'firstRow'), contains(activity('Check for MCA Column in Gzip CSV').output.firstRow, variables('mcaColumnToCheck'))), '_mca', '_ea'), '.json'))",
+                                          "type": "Expression"
+                                        }
+                                      }
+                                    }
+                                  ]
+                                },
+                                {
+                                  "value": "parquet",
+                                  "activities": [
+                                    {
+                                      "name": "Check for MCA Column in Parquet",
+                                      "description": "Checks the dataset to determine if the applicable MCA-specific column exists.",
+                                      "type": "Lookup",
+                                      "dependsOn": [],
+                                      "policy": {
+                                        "timeout": "0.12:00:00",
+                                        "retry": 0,
+                                        "retryIntervalInSeconds": 30,
+                                        "secureOutput": false,
+                                        "secureInput": false
+                                      },
+                                      "userProperties": [],
+                                      "typeProperties": {
+                                        "source": {
+                                          "type": "ParquetSource",
+                                          "storeSettings": {
+                                            "type": "AzureBlobFSReadSettings",
+                                            "recursive": false,
+                                            "enablePartitionDiscovery": false
+                                          },
+                                          "formatSettings": {
+                                            "type": "ParquetReadSettings"
+                                          }
+                                        },
+                                        "dataset": {
+                                          "referenceName": "[format('{0}_parquet', variables('MSEXPORTS'))]",
+                                          "type": "DatasetReference",
+                                          "parameters": {
+                                            "blobPath": {
+                                              "value": "@activity('Read Manifest').output.firstRow.blobs[0].blobName",
+                                              "type": "Expression"
+                                            }
+                                          }
+                                        }
+                                      }
+                                    },
+                                    {
+                                      "name": "Set Schema File with Channel for Parquet",
+                                      "type": "SetVariable",
+                                      "dependsOn": [
+                                        {
+                                          "activity": "Check for MCA Column in Parquet",
+                                          "dependencyConditions": [
+                                            "Succeeded"
+                                          ]
+                                        }
+                                      ],
+                                      "policy": {
+                                        "secureOutput": false,
+                                        "secureInput": false
+                                      },
+                                      "userProperties": [],
+                                      "typeProperties": {
+                                        "variableName": "schemaFile",
+                                        "value": {
+                                          "value": "@toLower(concat(variables('exportDatasetType'), '_', variables('exportDatasetVersion'), if(and(contains(activity('Check for MCA Column in Parquet').output, 'firstRow'), contains(activity('Check for MCA Column in Parquet').output.firstRow, variables('mcaColumnToCheck'))), '_mca', '_ea'), '.json'))",
+                                          "type": "Expression"
+                                        }
+                                      }
+                                    }
+                                  ]
+                                }
+                              ],
+                              "defaultActivities": [
+                                {
+                                  "name": "Set Schema File",
+                                  "type": "SetVariable",
+                                  "dependsOn": [],
+                                  "policy": {
+                                    "secureOutput": false,
+                                    "secureInput": false
+                                  },
+                                  "userProperties": [],
+                                  "typeProperties": {
+                                    "variableName": "schemaFile",
+                                    "value": {
+                                      "value": "@toLower(concat(variables('exportDatasetType'), '_', variables('exportDatasetVersion'), '.json'))",
+                                      "type": "Expression"
+                                    }
+                                  }
+                                }
+                              ]
+                            }
+                          },
+                          {
+                            "name": "Set Scope",
+                            "description": "Save the scope from the export manifest.",
+                            "type": "SetVariable",
+                            "dependsOn": [
+                              {
+                                "activity": "Read Manifest",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              }
+                            ],
+                            "policy": {
+                              "secureOutput": false,
+                              "secureInput": false
+                            },
+                            "userProperties": [],
+                            "typeProperties": {
+                              "variableName": "scope",
+                              "value": {
+                                "value": "@split(toLower(activity('Read Manifest').output.firstRow.exportConfig.resourceId), '/providers/microsoft.costmanagement/exports/')[0]",
+                                "type": "Expression"
+                              }
+                            }
+                          },
+                          {
+                            "name": "Set Date",
+                            "description": "Save the exported month from the export manifest.",
+                            "type": "SetVariable",
+                            "dependsOn": [
+                              {
+                                "activity": "Read Manifest",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              }
+                            ],
+                            "policy": {
+                              "secureOutput": false,
+                              "secureInput": false
+                            },
+                            "userProperties": [],
+                            "typeProperties": {
+                              "variableName": "date",
+                              "value": {
+                                "value": "@replace(substring(activity('Read Manifest').output.firstRow.runInfo.startDate, 0, 7), '-', '')",
+                                "type": "Expression"
+                              }
+                            }
+                          },
+                          {
+                            "name": "Failed to Read Manifest",
+                            "type": "Fail",
+                            "dependsOn": [
+                              {
+                                "activity": "Set Date",
+                                "dependencyConditions": [
+                                  "Failed"
+                                ]
+                              },
+                              {
+                                "activity": "Set Export Dataset Type",
+                                "dependencyConditions": [
+                                  "Failed"
+                                ]
+                              },
+                              {
+                                "activity": "Set Scope",
+                                "dependencyConditions": [
+                                  "Failed"
+                                ]
+                              },
+                              {
+                                "activity": "Read Manifest",
+                                "dependencyConditions": [
+                                  "Failed"
+                                ]
+                              },
+                              {
+                                "activity": "Set Export Dataset Version",
+                                "dependencyConditions": [
+                                  "Failed"
+                                ]
+                              },
+                              {
+                                "activity": "Detect Channel",
+                                "dependencyConditions": [
+                                  "Failed"
+                                ]
+                              }
+                            ],
+                            "userProperties": [],
+                            "typeProperties": {
+                              "message": {
+                                "value": "@concat('Failed to read the manifest file for this export run. Manifest path: ', pipeline().parameters.folderPath)",
+                                "type": "Expression"
+                              },
+                              "errorCode": "ManifestReadFailed"
+                            }
+                          },
+                          {
+                            "name": "Check Schema",
+                            "description": "Verify that the schema file exists in storage.",
+                            "type": "GetMetadata",
+                            "dependsOn": [
+                              {
+                                "activity": "Set Scope",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              },
+                              {
+                                "activity": "Set Date",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              },
+                              {
+                                "activity": "Detect Channel",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              }
+                            ],
+                            "policy": {
+                              "timeout": "0.12:00:00",
+                              "retry": 0,
+                              "retryIntervalInSeconds": 30,
+                              "secureOutput": false,
+                              "secureInput": false
+                            },
+                            "userProperties": [],
+                            "typeProperties": {
+                              "dataset": {
+                                "referenceName": "[parameters('core').datasets.config]",
+                                "type": "DatasetReference",
+                                "parameters": {
+                                  "fileName": {
+                                    "value": "@variables('schemaFile')",
+                                    "type": "Expression"
+                                  },
+                                  "folderPath": "[format('{0}/schemas', reference('schemaFiles').outputs.containerName.value)]"
+                                }
+                              },
+                              "fieldList": [
+                                "exists"
+                              ],
+                              "storeSettings": {
+                                "type": "AzureBlobFSReadSettings",
+                                "recursive": true,
+                                "enablePartitionDiscovery": false
+                              },
+                              "formatSettings": {
+                                "type": "JsonReadSettings"
+                              }
+                            }
+                          },
+                          {
+                            "name": "Schema Not Found",
+                            "type": "Fail",
+                            "dependsOn": [
+                              {
+                                "activity": "Check Schema",
+                                "dependencyConditions": [
+                                  "Failed"
+                                ]
+                              }
+                            ],
+                            "userProperties": [],
+                            "typeProperties": {
+                              "message": {
+                                "value": "@concat('The ', variables('schemaFile'), ' schema mapping file was not found. Please confirm version ', variables('exportDatasetVersion'), ' of the ', variables('exportDatasetType'), ' dataset is supported by this version of FinOps hubs. You may need to upgrade to a newer release. To add support for another dataset, you can create a custom mapping file.')",
+                                "type": "Expression"
+                              },
+                              "errorCode": "SchemaNotFound"
+                            }
+                          },
+                          {
+                            "name": "Set Hub Dataset",
+                            "type": "SetVariable",
+                            "dependsOn": [
+                              {
+                                "activity": "Set Export Dataset Type",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              }
+                            ],
+                            "policy": {
+                              "secureOutput": false,
+                              "secureInput": false
+                            },
+                            "userProperties": [],
+                            "typeProperties": {
+                              "variableName": "hubDataset",
+                              "value": {
+                                "value": "@if(equals(toLower(variables('exportDatasetType')), 'focuscost'), 'Costs', if(equals(toLower(variables('exportDatasetType')), 'pricesheet'), 'Prices', if(equals(toLower(variables('exportDatasetType')), 'reservationdetails'), 'CommitmentDiscountUsage', if(equals(toLower(variables('exportDatasetType')), 'reservationrecommendations'), 'Recommendations', if(equals(toLower(variables('exportDatasetType')), 'reservationtransactions'), 'Transactions', if(equals(toLower(variables('exportDatasetType')), 'actualcost'), 'ActualCosts', if(equals(toLower(variables('exportDatasetType')), 'amortizedcost'), 'AmortizedCosts', toLower(variables('exportDatasetType')))))))))",
+                                "type": "Expression"
+                              }
+                            }
+                          },
+                          {
+                            "name": "Set Destination Folder",
+                            "type": "SetVariable",
+                            "dependsOn": [
+                              {
+                                "activity": "Check Schema",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              },
+                              {
+                                "activity": "Set Hub Dataset",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              }
+                            ],
+                            "policy": {
+                              "secureOutput": false,
+                              "secureInput": false
+                            },
+                            "userProperties": [],
+                            "typeProperties": {
+                              "variableName": "destinationFolder",
+                              "value": {
+                                "value": "@replace(concat(variables('hubDataset'),'/',substring(variables('date'), 0, 4),'/',substring(variables('date'), 4, 2),'/',toLower(variables('scope')), if(equals(variables('hubDataset'), 'Recommendations'), activity('Read Manifest').output.firstRow.exportConfig.exportName, '')),'//','/')",
+                                "type": "Expression"
+                              }
+                            }
+                          },
+                          {
+                            "name": "For Each Blob",
+                            "description": "Loop thru each exported file listed in the manifest.",
+                            "type": "ForEach",
+                            "dependsOn": [
+                              {
+                                "activity": "Set Destination Folder",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              }
+                            ],
+                            "userProperties": [],
+                            "typeProperties": {
+                              "items": {
+                                "value": "@if(variables('hasNoRows'), json('[]'), activity('Read Manifest').output.firstRow.blobs)",
+                                "type": "Expression"
+                              },
+                              "batchCount": "[if(parameters('app').hub.options.privateRouting, 4, 30)]",
+                              "isSequential": false,
+                              "activities": [
+                                {
+                                  "name": "Execute",
+                                  "description": "Run the ingestion ETL pipeline.",
+                                  "type": "ExecutePipeline",
+                                  "dependsOn": [],
+                                  "policy": {
+                                    "secureInput": false
+                                  },
+                                  "userProperties": [],
+                                  "typeProperties": {
+                                    "pipeline": {
+                                      "referenceName": "[format('{0}_ETL_{1}', variables('MSEXPORTS'), parameters('core').containers.ingestion)]",
+                                      "type": "PipelineReference"
+                                    },
+                                    "waitOnCompletion": true,
+                                    "parameters": {
+                                      "blobPath": {
+                                        "value": "@item().blobName",
+                                        "type": "Expression"
+                                      },
+                                      "destinationFolder": {
+                                        "value": "@variables('destinationFolder')",
+                                        "type": "Expression"
+                                      },
+                                      "destinationFile": {
+                                        "value": "@last(array(split(replace(replace(item().blobName, '.gz', ''), '.csv', '.parquet'), '/')))",
+                                        "type": "Expression"
+                                      },
+                                      "ingestionId": {
+                                        "value": "@activity('Read Manifest').output.firstRow.runInfo.runId",
+                                        "type": "Expression"
+                                      },
+                                      "schemaFile": {
+                                        "value": "@variables('schemaFile')",
+                                        "type": "Expression"
+                                      },
+                                      "exportDatasetType": {
+                                        "value": "@variables('exportDatasetType')",
+                                        "type": "Expression"
+                                      },
+                                      "exportDatasetVersion": {
+                                        "value": "@variables('exportDatasetVersion')",
+                                        "type": "Expression"
+                                      }
+                                    }
+                                  }
+                                }
+                              ]
+                            }
+                          },
+                          {
+                            "name": "Copy Manifest",
+                            "description": "Copy the manifest to the ingestion container to trigger ADX ingestion. Skipped when there are no data rows to avoid triggering downstream ingestion with no parquet files.",
+                            "type": "IfCondition",
+                            "dependsOn": [
+                              {
+                                "activity": "For Each Blob",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              }
+                            ],
+                            "userProperties": [],
+                            "typeProperties": {
+                              "expression": {
+                                "value": "@not(variables('hasNoRows'))",
+                                "type": "Expression"
+                              },
+                              "ifTrueActivities": [
+                                {
+                                  "name": "Copy Manifest to Ingestion",
+                                  "description": "Copy the manifest to the ingestion container to trigger ADX ingestion.",
+                                  "type": "Copy",
+                                  "dependsOn": [],
+                                  "policy": {
+                                    "timeout": "0.12:00:00",
+                                    "retry": 0,
+                                    "retryIntervalInSeconds": 30,
+                                    "secureOutput": false,
+                                    "secureInput": false
+                                  },
+                                  "userProperties": [],
+                                  "typeProperties": {
+                                    "source": {
+                                      "type": "JsonSource",
+                                      "storeSettings": {
+                                        "type": "AzureBlobFSReadSettings",
+                                        "recursive": true,
+                                        "enablePartitionDiscovery": false
+                                      },
+                                      "formatSettings": {
+                                        "type": "JsonReadSettings"
+                                      }
+                                    },
+                                    "sink": {
+                                      "type": "JsonSink",
+                                      "storeSettings": {
+                                        "type": "AzureBlobFSWriteSettings"
+                                      },
+                                      "formatSettings": {
+                                        "type": "JsonWriteSettings"
+                                      }
+                                    },
+                                    "enableStaging": false
+                                  },
+                                  "inputs": [
+                                    {
+                                      "referenceName": "[format('{0}_manifest', variables('MSEXPORTS'))]",
+                                      "type": "DatasetReference",
+                                      "parameters": {
+                                        "fileName": "manifest.json",
+                                        "folderPath": {
+                                          "value": "@pipeline().parameters.folderPath",
+                                          "type": "Expression"
+                                        }
+                                      }
+                                    }
+                                  ],
+                                  "outputs": [
+                                    {
+                                      "referenceName": "[parameters('core').datasets.ingestionManifest]",
+                                      "type": "DatasetReference",
+                                      "parameters": {
+                                        "fileName": "manifest.json",
+                                        "folderPath": {
+                                          "value": "[format('@concat(''{0}/'', variables(''destinationFolder''))', parameters('core').containers.ingestion)]",
+                                          "type": "Expression"
+                                        }
+                                      }
+                                    }
+                                  ]
+                                }
+                              ]
+                            }
+                          }
+                        ],
+                        "parameters": {
+                          "folderPath": {
+                            "type": "string"
+                          },
+                          "fileName": {
+                            "type": "string"
+                          }
+                        },
+                        "variables": {
+                          "date": {
+                            "type": "String"
+                          },
+                          "destinationFolder": {
+                            "type": "String"
+                          },
+                          "exportDatasetType": {
+                            "type": "String"
+                          },
+                          "exportDatasetVersion": {
+                            "type": "String"
+                          },
+                          "hasNoRows": {
+                            "type": "Boolean"
+                          },
+                          "hubDataset": {
+                            "type": "String"
+                          },
+                          "mcaColumnToCheck": {
+                            "type": "String"
+                          },
+                          "schemaFile": {
+                            "type": "String"
+                          },
+                          "scope": {
+                            "type": "String"
+                          }
+                        },
+                        "annotations": [
+                          "New export"
+                        ]
+                      },
+                      "dependsOn": [
+                        "appRegistration",
+                        "dataFactory::dataset_msexports",
+                        "dataFactory::dataset_msexports_gzip",
+                        "dataFactory::dataset_msexports_manifest",
+                        "dataFactory::dataset_msexports_parquet",
+                        "dataFactory::pipeline_ToIngestion",
+                        "schemaFiles"
+                      ]
+                    },
+                    "dataFactory::pipeline_ToIngestion": {
+                      "type": "Microsoft.DataFactory/factories/pipelines",
+                      "apiVersion": "2018-06-01",
+                      "name": "[format('{0}/{1}', parameters('app').dataFactory, format('{0}_ETL_{1}', variables('MSEXPORTS'), parameters('core').containers.ingestion))]",
+                      "properties": {
+                        "activities": [
+                          {
+                            "name": "Get Existing Parquet Files",
+                            "description": "Get the previously ingested files so we can remove any older data. This is necessary to avoid data duplication in reports.",
+                            "type": "GetMetadata",
+                            "dependsOn": [],
+                            "policy": {
+                              "timeout": "0.12:00:00",
+                              "retry": 0,
+                              "retryIntervalInSeconds": 30,
+                              "secureOutput": false,
+                              "secureInput": false
+                            },
+                            "userProperties": [],
+                            "typeProperties": {
+                              "dataset": {
+                                "referenceName": "[parameters('core').datasets.ingestionFiles]",
+                                "type": "DatasetReference",
+                                "parameters": {
+                                  "folderPath": "@pipeline().parameters.destinationFolder"
+                                }
+                              },
+                              "fieldList": [
+                                "exists",
+                                "childItems"
+                              ],
+                              "storeSettings": {
+                                "type": "AzureBlobFSReadSettings",
+                                "enablePartitionDiscovery": false
+                              },
+                              "formatSettings": {
+                                "type": "ParquetReadSettings"
+                              }
+                            }
+                          },
+                          {
+                            "name": "Filter Out Current Exports",
+                            "description": "Remove existing files from the current export so those files do not get deleted.",
+                            "type": "Filter",
+                            "dependsOn": [
+                              {
+                                "activity": "Get Existing Parquet Files",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              }
+                            ],
+                            "userProperties": [],
+                            "typeProperties": {
+                              "items": {
+                                "value": "@if(and(activity('Get Existing Parquet Files').output.exists, contains(activity('Get Existing Parquet Files').output, 'childItems')), activity('Get Existing Parquet Files').output.childItems, json('[]'))",
+                                "type": "Expression"
+                              },
+                              "condition": {
+                                "value": "[format('@and(endswith(item().name, ''.parquet''), not(startswith(item().name, concat(pipeline().parameters.ingestionId, ''{0}''))))', parameters('core').ingestionIdFileNameSeparator)]",
+                                "type": "Expression"
+                              }
+                            }
+                          },
+                          {
+                            "name": "Load Schema Mappings",
+                            "description": "Get schema mapping file to use for the CSV to parquet conversion.",
+                            "type": "Lookup",
+                            "dependsOn": [],
+                            "policy": {
+                              "timeout": "0.12:00:00",
+                              "retry": 0,
+                              "retryIntervalInSeconds": 30,
+                              "secureOutput": false,
+                              "secureInput": false
+                            },
+                            "userProperties": [],
+                            "typeProperties": {
+                              "source": {
+                                "type": "JsonSource",
+                                "storeSettings": {
+                                  "type": "AzureBlobFSReadSettings",
+                                  "recursive": true,
+                                  "enablePartitionDiscovery": false
+                                },
+                                "formatSettings": {
+                                  "type": "JsonReadSettings"
+                                }
+                              },
+                              "dataset": {
+                                "referenceName": "[parameters('core').datasets.config]",
+                                "type": "DatasetReference",
+                                "parameters": {
+                                  "fileName": {
+                                    "value": "@toLower(pipeline().parameters.schemaFile)",
+                                    "type": "Expression"
+                                  },
+                                  "folderPath": "[format('{0}/schemas', parameters('core').containers.config)]"
+                                }
+                              }
+                            }
+                          },
+                          {
+                            "name": "Failed to Load Schema",
+                            "type": "Fail",
+                            "dependsOn": [
+                              {
+                                "activity": "Load Schema Mappings",
+                                "dependencyConditions": [
+                                  "Failed"
+                                ]
+                              }
+                            ],
+                            "userProperties": [],
+                            "typeProperties": {
+                              "message": {
+                                "value": "@concat('Unable to load the ', pipeline().parameters.schemaFile, ' schema file. Please confirm the schema and version are supported for FinOps hubs ingestion. Unsupported files will remain in the msexports container.')",
+                                "type": "Expression"
+                              },
+                              "errorCode": "SchemaLoadFailed"
+                            }
+                          },
+                          {
+                            "name": "Set Additional Columns",
+                            "type": "SetVariable",
+                            "dependsOn": [
+                              {
+                                "activity": "Load Schema Mappings",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              }
+                            ],
+                            "policy": {
+                              "secureOutput": false,
+                              "secureInput": false
+                            },
+                            "userProperties": [],
+                            "typeProperties": {
+                              "variableName": "additionalColumns",
+                              "value": {
+                                "value": "@intersection(array(json(concat('[{\"name\":\"x_SourceProvider\",\"value\":\"Microsoft\"},{\"name\":\"x_SourceName\",\"value\":\"Cost Management\"},{\"name\":\"x_SourceType\",\"value\":\"', pipeline().parameters.exportDatasetVersion, '\"},{\"name\":\"x_SourceVersion\",\"value\":\"', pipeline().parameters.exportDatasetVersion, '\"}'))), activity('Load Schema Mappings').output.firstRow.additionalColumns)",
+                                "type": "Expression"
+                              }
+                            }
+                          },
+                          {
+                            "name": "For Each Old File",
+                            "description": "Loop thru each of the existing files from previous exports.",
+                            "type": "ForEach",
+                            "dependsOn": [
+                              {
+                                "activity": "Convert to Parquet",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              },
+                              {
+                                "activity": "Filter Out Current Exports",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              }
+                            ],
+                            "userProperties": [],
+                            "typeProperties": {
+                              "items": {
+                                "value": "@activity('Filter Out Current Exports').output.Value",
+                                "type": "Expression"
+                              },
+                              "activities": [
+                                {
+                                  "name": "Delete Old Ingested File",
+                                  "description": "Delete the previously ingested files from older exports.",
+                                  "type": "Delete",
+                                  "dependsOn": [],
+                                  "policy": {
+                                    "timeout": "0.12:00:00",
+                                    "retry": 0,
+                                    "retryIntervalInSeconds": 30,
+                                    "secureOutput": false,
+                                    "secureInput": false
+                                  },
+                                  "userProperties": [],
+                                  "typeProperties": {
+                                    "dataset": {
+                                      "referenceName": "[parameters('core').datasets.ingestion]",
+                                      "type": "DatasetReference",
+                                      "parameters": {
+                                        "blobPath": {
+                                          "value": "@concat(pipeline().parameters.destinationFolder, '/', item().name)",
+                                          "type": "Expression"
+                                        }
+                                      }
+                                    },
+                                    "enableLogging": false,
+                                    "storeSettings": {
+                                      "type": "AzureBlobFSReadSettings",
+                                      "recursive": false,
+                                      "enablePartitionDiscovery": false
+                                    }
+                                  }
+                                }
+                              ]
+                            }
+                          },
+                          {
+                            "name": "Set Destination Path",
+                            "type": "SetVariable",
+                            "dependsOn": [],
+                            "policy": {
+                              "secureOutput": false,
+                              "secureInput": false
+                            },
+                            "userProperties": [],
+                            "typeProperties": {
+                              "variableName": "destinationPath",
+                              "value": {
+                                "value": "[format('@concat(pipeline().parameters.destinationFolder, ''/'', pipeline().parameters.ingestionId, ''{0}'', pipeline().parameters.destinationFile)', parameters('core').ingestionIdFileNameSeparator)]",
+                                "type": "Expression"
+                              }
+                            }
+                          },
+                          {
+                            "name": "Convert to Parquet",
+                            "description": "[format('Convert CSV to parquet and move the file to the {0} container.', parameters('core').containers.ingestion)]",
+                            "type": "Switch",
+                            "dependsOn": [
+                              {
+                                "activity": "Set Destination Path",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              },
+                              {
+                                "activity": "Load Schema Mappings",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              },
+                              {
+                                "activity": "Set Additional Columns",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              }
+                            ],
+                            "userProperties": [],
+                            "typeProperties": {
+                              "on": {
+                                "value": "@last(array(split(pipeline().parameters.blobPath, '.')))",
+                                "type": "Expression"
+                              },
+                              "cases": [
+                                {
+                                  "value": "csv",
+                                  "activities": [
+                                    {
+                                      "name": "Convert CSV File",
+                                      "type": "Copy",
+                                      "dependsOn": [],
+                                      "policy": {
+                                        "timeout": "0.00:10:00",
+                                        "retry": 0,
+                                        "retryIntervalInSeconds": 30,
+                                        "secureOutput": false,
+                                        "secureInput": false
+                                      },
+                                      "userProperties": [],
+                                      "typeProperties": {
+                                        "source": {
+                                          "type": "DelimitedTextSource",
+                                          "additionalColumns": {
+                                            "value": "@variables('additionalColumns')",
+                                            "type": "Expression"
+                                          },
+                                          "storeSettings": {
+                                            "type": "AzureBlobFSReadSettings",
+                                            "recursive": true,
+                                            "enablePartitionDiscovery": false
+                                          },
+                                          "formatSettings": {
+                                            "type": "DelimitedTextReadSettings"
+                                          }
+                                        },
+                                        "sink": {
+                                          "type": "ParquetSink",
+                                          "storeSettings": {
+                                            "type": "AzureBlobFSWriteSettings"
+                                          },
+                                          "formatSettings": {
+                                            "type": "ParquetWriteSettings",
+                                            "fileExtension": ".parquet"
+                                          }
+                                        },
+                                        "enableStaging": false,
+                                        "parallelCopies": 1,
+                                        "validateDataConsistency": false,
+                                        "translator": {
+                                          "value": "@activity('Load Schema Mappings').output.firstRow.translator",
+                                          "type": "Expression"
+                                        }
+                                      },
+                                      "inputs": [
+                                        {
+                                          "referenceName": "[replace(variables('MSEXPORTS'), '-', '_')]",
+                                          "type": "DatasetReference",
+                                          "parameters": {
+                                            "blobPath": {
+                                              "value": "@pipeline().parameters.blobPath",
+                                              "type": "Expression"
+                                            }
+                                          }
+                                        }
+                                      ],
+                                      "outputs": [
+                                        {
+                                          "referenceName": "[parameters('core').datasets.ingestion]",
+                                          "type": "DatasetReference",
+                                          "parameters": {
+                                            "blobPath": {
+                                              "value": "@variables('destinationPath')",
+                                              "type": "Expression"
+                                            }
+                                          }
+                                        }
+                                      ]
+                                    }
+                                  ]
+                                },
+                                {
+                                  "value": "gz",
+                                  "activities": [
+                                    {
+                                      "name": "Convert GZip CSV File",
+                                      "type": "Copy",
+                                      "dependsOn": [],
+                                      "policy": {
+                                        "timeout": "0.00:10:00",
+                                        "retry": 0,
+                                        "retryIntervalInSeconds": 30,
+                                        "secureOutput": false,
+                                        "secureInput": false
+                                      },
+                                      "userProperties": [],
+                                      "typeProperties": {
+                                        "source": {
+                                          "type": "DelimitedTextSource",
+                                          "additionalColumns": {
+                                            "value": "@variables('additionalColumns')",
+                                            "type": "Expression"
+                                          },
+                                          "storeSettings": {
+                                            "type": "AzureBlobFSReadSettings",
+                                            "recursive": true,
+                                            "enablePartitionDiscovery": false
+                                          },
+                                          "formatSettings": {
+                                            "type": "DelimitedTextReadSettings"
+                                          }
+                                        },
+                                        "sink": {
+                                          "type": "ParquetSink",
+                                          "storeSettings": {
+                                            "type": "AzureBlobFSWriteSettings"
+                                          },
+                                          "formatSettings": {
+                                            "type": "ParquetWriteSettings",
+                                            "fileExtension": ".parquet"
+                                          }
+                                        },
+                                        "enableStaging": false,
+                                        "parallelCopies": 1,
+                                        "validateDataConsistency": false,
+                                        "translator": {
+                                          "value": "@activity('Load Schema Mappings').output.firstRow.translator",
+                                          "type": "Expression"
+                                        }
+                                      },
+                                      "inputs": [
+                                        {
+                                          "referenceName": "[format('{0}_gzip', variables('MSEXPORTS'))]",
+                                          "type": "DatasetReference",
+                                          "parameters": {
+                                            "blobPath": {
+                                              "value": "@pipeline().parameters.blobPath",
+                                              "type": "Expression"
+                                            }
+                                          }
+                                        }
+                                      ],
+                                      "outputs": [
+                                        {
+                                          "referenceName": "[parameters('core').datasets.ingestion]",
+                                          "type": "DatasetReference",
+                                          "parameters": {
+                                            "blobPath": {
+                                              "value": "@variables('destinationPath')",
+                                              "type": "Expression"
+                                            }
+                                          }
+                                        }
+                                      ]
+                                    }
+                                  ]
+                                },
+                                {
+                                  "value": "parquet",
+                                  "activities": [
+                                    {
+                                      "name": "Move Parquet File",
+                                      "type": "Copy",
+                                      "dependsOn": [],
+                                      "policy": {
+                                        "timeout": "0.00:05:00",
+                                        "retry": 0,
+                                        "retryIntervalInSeconds": 30,
+                                        "secureOutput": false,
+                                        "secureInput": false
+                                      },
+                                      "userProperties": [],
+                                      "typeProperties": {
+                                        "source": {
+                                          "type": "ParquetSource",
+                                          "additionalColumns": {
+                                            "value": "@variables('additionalColumns')",
+                                            "type": "Expression"
+                                          },
+                                          "storeSettings": {
+                                            "type": "AzureBlobFSReadSettings",
+                                            "recursive": true,
+                                            "enablePartitionDiscovery": false
+                                          },
+                                          "formatSettings": {
+                                            "type": "ParquetReadSettings"
+                                          }
+                                        },
+                                        "sink": {
+                                          "type": "ParquetSink",
+                                          "storeSettings": {
+                                            "type": "AzureBlobFSWriteSettings"
+                                          },
+                                          "formatSettings": {
+                                            "type": "ParquetWriteSettings",
+                                            "fileExtension": ".parquet"
+                                          }
+                                        },
+                                        "enableStaging": false,
+                                        "parallelCopies": 1,
+                                        "validateDataConsistency": false
+                                      },
+                                      "inputs": [
+                                        {
+                                          "referenceName": "[format('{0}_parquet', variables('MSEXPORTS'))]",
+                                          "type": "DatasetReference",
+                                          "parameters": {
+                                            "blobPath": {
+                                              "value": "@pipeline().parameters.blobPath",
+                                              "type": "Expression"
+                                            }
+                                          }
+                                        }
+                                      ],
+                                      "outputs": [
+                                        {
+                                          "referenceName": "[parameters('core').datasets.ingestion]",
+                                          "type": "DatasetReference",
+                                          "parameters": {
+                                            "blobPath": {
+                                              "value": "@variables('destinationPath')",
+                                              "type": "Expression"
+                                            }
+                                          }
+                                        }
+                                      ]
+                                    }
+                                  ]
+                                }
+                              ],
+                              "defaultActivities": [
+                                {
+                                  "name": "Unsupported File Type",
+                                  "type": "Fail",
+                                  "dependsOn": [],
+                                  "userProperties": [],
+                                  "typeProperties": {
+                                    "message": {
+                                      "value": "@concat('Unable to ingest the specified export file because the file type is not supported. File: ', pipeline().parameters.blobPath)",
+                                      "type": "Expression"
+                                    },
+                                    "errorCode": "UnsupportedExportFileType"
+                                  }
+                                }
+                              ]
+                            }
+                          },
+                          {
+                            "name": "Read Hub Config",
+                            "description": "Read the hub config to determine if the export should be retained.",
+                            "type": "Lookup",
+                            "dependsOn": [],
+                            "policy": {
+                              "timeout": "0.12:00:00",
+                              "retry": 0,
+                              "retryIntervalInSeconds": 30,
+                              "secureOutput": false,
+                              "secureInput": false
+                            },
+                            "userProperties": [],
+                            "typeProperties": {
+                              "source": {
+                                "type": "JsonSource",
+                                "storeSettings": {
+                                  "type": "AzureBlobFSReadSettings",
+                                  "recursive": false,
+                                  "enablePartitionDiscovery": false
+                                },
+                                "formatSettings": {
+                                  "type": "JsonReadSettings"
+                                }
+                              },
+                              "dataset": {
+                                "referenceName": "[parameters('core').datasets.config]",
+                                "type": "DatasetReference",
+                                "parameters": {
+                                  "fileName": "[parameters('core').settings.file]",
+                                  "folderPath": "[parameters('core').containers.config]"
+                                }
+                              }
+                            }
+                          },
+                          {
+                            "name": "If Not Retaining Exports",
+                            "description": "If the msexports retention period <= 0, delete the source file. The main reason to keep the source file is to allow for troubleshooting and reprocessing in the future.",
+                            "type": "IfCondition",
+                            "dependsOn": [
+                              {
+                                "activity": "Convert to Parquet",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              },
+                              {
+                                "activity": "Read Hub Config",
+                                "dependencyConditions": [
+                                  "Completed"
+                                ]
+                              }
+                            ],
+                            "userProperties": [],
+                            "typeProperties": {
+                              "expression": {
+                                "value": "@lessOrEquals(coalesce(activity('Read Hub Config').output.firstRow.retention.msexports.days, 0), 0)",
+                                "type": "Expression"
+                              },
+                              "ifTrueActivities": [
+                                {
+                                  "name": "Delete Source File",
+                                  "description": "Delete the exported data file to keep storage costs down. This file is not referenced by any reporting systems.",
+                                  "type": "Delete",
+                                  "dependsOn": [],
+                                  "policy": {
+                                    "timeout": "0.12:00:00",
+                                    "retry": 0,
+                                    "retryIntervalInSeconds": 30,
+                                    "secureOutput": false,
+                                    "secureInput": false
+                                  },
+                                  "userProperties": [],
+                                  "typeProperties": {
+                                    "dataset": {
+                                      "referenceName": "[format('{0}_parquet', variables('MSEXPORTS'))]",
+                                      "type": "DatasetReference",
+                                      "parameters": {
+                                        "blobPath": {
+                                          "value": "@pipeline().parameters.blobPath",
+                                          "type": "Expression"
+                                        }
+                                      }
+                                    },
+                                    "enableLogging": false,
+                                    "storeSettings": {
+                                      "type": "AzureBlobFSReadSettings",
+                                      "recursive": true,
+                                      "enablePartitionDiscovery": false
+                                    }
+                                  }
+                                }
+                              ]
+                            }
+                          }
+                        ],
+                        "parameters": {
+                          "blobPath": {
+                            "type": "String"
+                          },
+                          "destinationFile": {
+                            "type": "string"
+                          },
+                          "destinationFolder": {
+                            "type": "string"
+                          },
+                          "ingestionId": {
+                            "type": "string"
+                          },
+                          "schemaFile": {
+                            "type": "string"
+                          },
+                          "exportDatasetType": {
+                            "type": "string"
+                          },
+                          "exportDatasetVersion": {
+                            "type": "string"
+                          }
+                        },
+                        "variables": {
+                          "additionalColumns": {
+                            "type": "Array"
+                          },
+                          "destinationPath": {
+                            "type": "String"
+                          }
+                        }
+                      },
+                      "dependsOn": [
+                        "appRegistration",
+                        "dataFactory::dataset_msexports",
+                        "dataFactory::dataset_msexports_gzip",
+                        "dataFactory::dataset_msexports_parquet"
+                      ]
+                    },
+                    "dataFactory": {
+                      "existing": true,
+                      "type": "Microsoft.DataFactory/factories",
+                      "apiVersion": "2018-06-01",
+                      "name": "[parameters('app').dataFactory]",
+                      "dependsOn": [
+                        "appRegistration"
+                      ]
+                    },
+                    "appRegistration": {
+                      "type": "Microsoft.Resources/deployments",
+                      "apiVersion": "2025-04-01",
+                      "name": "Microsoft.CostManagement.Exports_Register",
+                      "properties": {
+                        "expressionEvaluationOptions": {
+                          "scope": "inner"
+                        },
+                        "mode": "Incremental",
+                        "parameters": {
+                          "app": {
+                            "value": "[parameters('app')]"
+                          },
+                          "version": {
+                            "value": "[variables('finOpsToolkitVersion')]"
+                          },
+                          "features": {
+                            "value": [
+                              "Storage",
+                              "DataFactory"
+                            ]
+                          }
+                        },
+                        "template": {
+                          "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                          "languageVersion": "2.1-experimental",
+                          "contentVersion": "1.0.0.0",
+                          "metadata": {
+                            "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                            "_EXPERIMENTAL_FEATURES_ENABLED": [
+                              "Enable @validate() decorator"
+                            ],
+                            "_generator": {
+                              "name": "bicep",
+                              "version": "0.40.2.10011",
+                              "templateHash": "6663838570021556637"
+                            }
+                          },
+                          "definitions": {
+                            "_1.HubProperties": {
+                              "type": "object",
+                              "properties": {
+                                "id": {
+                                  "type": "string"
+                                },
+                                "name": {
+                                  "type": "string"
+                                },
+                                "location": {
+                                  "type": "string"
+                                },
+                                "tags": {
+                                  "type": "object"
+                                },
+                                "tagsByResource": {
+                                  "type": "object"
+                                },
+                                "version": {
+                                  "type": "string"
+                                },
+                                "options": {
+                                  "type": "object",
+                                  "properties": {
+                                    "enableTelemetry": {
+                                      "type": "bool"
+                                    },
+                                    "keyVaultSku": {
+                                      "type": "string"
+                                    },
+                                    "keyVaultEnablePurgeProtection": {
+                                      "type": "bool"
+                                    },
+                                    "networkAddressPrefix": {
+                                      "type": "string"
+                                    },
+                                    "natGateway": {
+                                      "type": "bool"
+                                    },
+                                    "privateRouting": {
+                                      "type": "bool"
+                                    },
+                                    "publisherIsolation": {
+                                      "type": "bool"
+                                    },
+                                    "storageInfrastructureEncryption": {
+                                      "type": "bool"
+                                    },
+                                    "storageSku": {
+                                      "type": "string"
+                                    }
+                                  }
+                                },
+                                "routing": {
+                                  "$ref": "#/definitions/_1.HubRoutingProperties"
+                                },
+                                "core": {
+                                  "type": "object",
+                                  "properties": {
+                                    "suffix": {
+                                      "type": "string"
+                                    }
+                                  }
+                                }
+                              },
+                              "metadata": {
+                                "id": "FinOps hub resource ID.",
+                                "name": "FinOps hub instance name.",
+                                "location": "Azure resource location of the FinOps hub instance.",
+                                "tags": "Tags to apply to all FinOps hub resources.",
+                                "tagsByResource": "Tags to apply to resources based on their resource type.",
+                                "version": "FinOps hub version number.",
+                                "options": {
+                                  "enableTelemetry": "Indicates whether telemetry should be enabled for deployments.",
+                                  "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
+                                  "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
+                                  "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                  "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
+                                  "privateRouting": "Indicates whether private network routing is enabled.",
+                                  "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
+                                  "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
+                                  "storageSku": "Storage account SKU. Allowed values: \"Premium_LRS\", \"Premium_ZRS\"."
+                                },
+                                "routing": "FinOps hub private network routing properties, if enabled.",
+                                "core": {
+                                  "suffix": "Unique suffix used for shared resources."
+                                },
+                                "apps": {},
+                                "description": "FinOps hub instance properties.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "_1.HubRoutingProperties": {
+                              "type": "object",
+                              "properties": {
+                                "networkId": {
+                                  "type": "string"
+                                },
+                                "networkName": {
+                                  "type": "string"
+                                },
+                                "scriptStorage": {
+                                  "type": "string"
+                                },
+                                "dnsZones": {
+                                  "type": "object",
+                                  "properties": {
+                                    "blob": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "dfs": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "file": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "queue": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "table": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    }
+                                  }
+                                },
+                                "subnets": {
+                                  "type": "object",
+                                  "properties": {
+                                    "dataExplorer": {
+                                      "type": "string"
+                                    },
+                                    "dataFactory": {
+                                      "type": "string"
+                                    },
+                                    "keyVault": {
+                                      "type": "string"
+                                    },
+                                    "scripts": {
+                                      "type": "string"
+                                    },
+                                    "storage": {
+                                      "type": "string"
+                                    }
+                                  }
+                                }
+                              },
+                              "metadata": {
+                                "networkId": "Resource ID of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                "networkName": "Name of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                "scriptStorage": "Name of the storage account used for deployment scripts.",
+                                "dnsZones": {
+                                  "blob": "Resource ID and name for the blob storage DNS zone.",
+                                  "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                  "file": "Resource ID and name for the file storage DNS zone.",
+                                  "queue": "Resource ID and name for the queue storage DNS zone.",
+                                  "table": "Resource ID and name for the table storage DNS zone."
+                                },
+                                "subnets": {
+                                  "dataExplorer": "Resource ID of the subnet for the Data Explorer instance.",
+                                  "dataFactory": "Resource ID of the subnet for Data Factory instances.",
+                                  "keyVault": "Resource ID of the subnet for Key Vault instances.",
+                                  "scripts": "Resource ID of the subnet for deployment script storage.",
+                                  "storage": "Resource ID of the subnet for storage accounts."
+                                },
+                                "description": "FinOps hub private network routing properties.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "_1.IdNameObject": {
+                              "type": "object",
+                              "properties": {
+                                "id": {
+                                  "type": "string"
+                                },
+                                "name": {
+                                  "type": "string"
+                                }
+                              },
+                              "metadata": {
+                                "id": "Fully-qualified resource ID.",
+                                "name": "Resource name.",
+                                "description": "Resource ID and name.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "HubAppFeature": {
+                              "type": "string",
+                              "allowedValues": [
+                                "DataFactory",
+                                "KeyVault",
+                                "Storage"
+                              ],
+                              "metadata": {
+                                "description": "FinOps hub app features.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "HubAppProperties": {
+                              "type": "object",
+                              "properties": {
+                                "id": {
+                                  "type": "string"
+                                },
+                                "name": {
+                                  "type": "string"
+                                },
+                                "publisher": {
+                                  "type": "string"
+                                },
+                                "suffix": {
+                                  "type": "string"
+                                },
+                                "tags": {
+                                  "type": "object"
+                                },
+                                "dataFactory": {
+                                  "type": "string"
+                                },
+                                "keyVault": {
+                                  "type": "string"
+                                },
+                                "storage": {
+                                  "type": "string"
+                                },
+                                "hub": {
+                                  "$ref": "#/definitions/_1.HubProperties"
+                                }
+                              },
+                              "metadata": {
+                                "id": "Fully-qualified name of the publisher and app, separated by a dot.",
+                                "name": "Short name of the FinOps hub app. Last segment of the app ID.",
+                                "publisher": "Fully-qualified namespace of the FinOps hub app publisher.",
+                                "suffix": "Unique suffix used for publisher resources.",
+                                "tags": "Tags to apply to all FinOps hub resources for this FinOps hub app publisher. Tags are not specific to the app since resources are shared.",
+                                "dataFactory": "Name of the Data Factory instance for this publisher.",
+                                "keyVault": "Name of the KeyVault instance for this publisher.",
+                                "storage": "Name of the storage account for this publisher.",
+                                "hub": "FinOps hub instance the app is deployed to.",
+                                "description": "FinOps hub app configuration settings.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            }
+                          },
+                          "functions": [
+                            {
+                              "namespace": "__bicep",
+                              "members": {
+                                "getAppPublisherTags": {
+                                  "parameters": [
+                                    {
+                                      "$ref": "#/definitions/HubAppProperties",
+                                      "name": "app"
+                                    },
+                                    {
+                                      "type": "string",
+                                      "name": "resourceType"
+                                    }
+                                  ],
+                                  "output": {
+                                    "type": "object",
+                                    "value": "[union(if(parameters('app').hub.options.publisherIsolation, parameters('app').tags, parameters('app').hub.tags), coalesce(tryGet(parameters('app').hub.tagsByResource, parameters('resourceType')), createObject()))]"
+                                  },
+                                  "metadata": {
+                                    "description": "Returns a tags dictionary that includes tags for the FinOps hub app publisher.",
+                                    "__bicep_imported_from!": {
+                                      "sourceTemplate": "hub-types.bicep"
+                                    }
+                                  }
+                                }
+                              }
+                            }
+                          ],
+                          "parameters": {
+                            "app": {
+                              "$ref": "#/definitions/HubAppProperties",
+                              "metadata": {
+                                "description": "Required. FinOps hub app getting deployed."
+                              }
+                            },
+                            "version": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Required. Version number of the FinOps hub app."
+                              }
+                            },
+                            "features": {
+                              "type": "array",
+                              "items": {
+                                "$ref": "#/definitions/HubAppFeature"
+                              },
+                              "defaultValue": [],
+                              "metadata": {
+                                "description": "Optional. Indicate which features the app requires. Allowed values: \"DataFactory\", \"KeyVault\", \"Storage\". Default: [] (none)."
+                              }
+                            },
+                            "storageRoles": {
+                              "type": "array",
+                              "items": {
+                                "type": "string"
+                              },
+                              "defaultValue": [],
+                              "metadata": {
+                                "description": "Optional. Indicate which RBAC roles the Data Factory identity needs on the publisher storage account. This is in addition to Storage Blob Data Contributor for reading and managing content, which is granted to apps that use the \"Storage\" feature. Roles are assigned whether or not the app uses the \"Storage\" feature since the storage account is shared across all apps from the same publisher. Default: [] (none)."
+                              }
+                            },
+                            "telemetryString": {
+                              "type": "string",
+                              "defaultValue": "",
+                              "metadata": {
+                                "description": "Optional. Custom string with additional metadata to log. Must an alphanumeric string without spaces or special characters except for underscores and dashes. Namespace + appName + telemetryString must be 50 characters or less - additional characters will be trimmed."
+                              }
+                            }
+                          },
+                          "variables": {
+                            "$fxv#0": "# Copyright (c) Microsoft Corporation.\r\n# Licensed under the MIT License.\r\n\r\n<#\r\n.SYNOPSIS\r\nManages Azure Data Factory triggers and pipelines during FinOps hub deployment.\r\n\r\n.DESCRIPTION\r\nThis script is called by Bicep deployment scripts to start/stop Data Factory triggers\r\nand optionally run pipelines. It handles two types of triggers:\r\n\r\n1. Schedule triggers - Can be started/stopped directly\r\n2. BlobEventsTriggers - Require Event Grid subscription management before start/stop\r\n\r\nBlobEventsTriggers use Event Grid to listen for storage blob events. Before stopping,\r\nthe Event Grid subscription must be removed (unsubscribed). Before starting, the\r\nsubscription must be added and fully provisioned. This script handles this automatically\r\nby detecting BlobEventsTriggers via the BlobPathBeginsWith property.\r\n\r\nThe script uses retry logic with linear backoff to handle transient API failures and\r\nwait for Event Grid subscription provisioning/deprovisioning to complete.\r\n\r\n.PARAMETER DataFactoryResourceGroup\r\nThe resource group containing the Data Factory.\r\n\r\n.PARAMETER DataFactoryName\r\nThe name of the Data Factory instance.\r\n\r\n.PARAMETER Pipelines\r\nPipe-delimited list of pipeline names to run (e.g., \"pipeline1|pipeline2\").\r\n\r\n.PARAMETER StartTriggers\r\nSwitch to start all stopped triggers (with Event Grid subscription for blob triggers).\r\n\r\n.PARAMETER StopTriggers\r\nSwitch to stop all running triggers (with Event Grid unsubscription for blob triggers).\r\n\r\n.EXAMPLE\r\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StopTriggers\r\n\r\n.EXAMPLE\r\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StartTriggers\r\n#>\r\n\r\nparam(\r\n    [string] $DataFactoryResourceGroup,\r\n    [string] $DataFactoryName,\r\n    [string] $Pipelines = \"\",\r\n    [switch] $StartTriggers,\r\n    [switch] $StopTriggers\r\n)\r\n\r\n$MAX_RETRIES = 20\r\n$DeploymentScriptOutputs = @{}\r\n\r\nfunction Write-Log($Message)\r\n{\r\n    Write-Output \"$(Get-Date -Format 'HH:mm:ss') $Message\"\r\n}\r\n\r\nfunction Invoke-WithRetry([scriptblock]$Action, [string]$Name, [int]$Delay = 5)\r\n{\r\n    for ($i = 1; $i -le $MAX_RETRIES; $i++)\r\n    {\r\n        try { return & $Action }\r\n        catch\r\n        {\r\n            Write-Log \"$Name failed (attempt $i/${MAX_RETRIES}): $($_.Exception.Message)\"\r\n            if ($i -eq $MAX_RETRIES) { throw }\r\n            Start-Sleep -Seconds ($Delay * $i)\r\n        }\r\n    }\r\n}\r\n\r\nfunction Set-BlobTriggerSubscription([string]$TriggerName, [switch]$Subscribe)\r\n{\r\n    $targetStatus = if ($Subscribe) { 'Enabled' } else { 'Disabled' }\r\n    $action = if ($Subscribe) { 'Subscribing' } else { 'Unsubscribing' }\r\n\r\n    Write-Log \"$action $TriggerName to events...\"\r\n\r\n    # Check current status before attempting subscribe/unsubscribe\r\n    $currentStatus = (Get-AzDataFactoryV2TriggerSubscriptionStatus `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -Name $TriggerName).Status\r\n\r\n    if ($currentStatus -eq $targetStatus)\r\n    {\r\n        Write-Log \"$TriggerName subscription is already $targetStatus, skipping.\"\r\n        return\r\n    }\r\n\r\n    if ($currentStatus -eq 'Provisioning' -or $currentStatus -eq 'Deprovisioning')\r\n    {\r\n        Write-Log \"$TriggerName subscription is $currentStatus, waiting for completion...\"\r\n    }\r\n    else\r\n    {\r\n        # Only call subscribe/unsubscribe when not already in a transitional state\r\n        if ($Subscribe)\r\n        {\r\n            Add-AzDataFactoryV2TriggerSubscription `\r\n                -ResourceGroupName $DataFactoryResourceGroup `\r\n                -DataFactoryName $DataFactoryName `\r\n                -Name $TriggerName | Out-Null\r\n        }\r\n        else\r\n        {\r\n            Remove-AzDataFactoryV2TriggerSubscription `\r\n                -ResourceGroupName $DataFactoryResourceGroup `\r\n                -DataFactoryName $DataFactoryName `\r\n                -Name $TriggerName | Out-Null\r\n        }\r\n    }\r\n\r\n    # Poll until provisioning completes\r\n    Invoke-WithRetry -Name \"$action status $TriggerName\" -Delay 5 -Action {\r\n        $status = Get-AzDataFactoryV2TriggerSubscriptionStatus `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -Name $TriggerName\r\n        if ($status.Status -ne $targetStatus)\r\n        {\r\n            throw \"Subscription status is $($status.Status), expected $targetStatus\"\r\n        }\r\n    }\r\n}\r\n\r\nif ($StartTriggers -or $StopTriggers)\r\n{\r\n    $triggers = Invoke-WithRetry -Name \"Get triggers\" -Action {\r\n        Get-AzDataFactoryV2Trigger `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n        | Where-Object {\r\n            ($StartTriggers -and $_.Properties.RuntimeState -ne \"Started\") `\r\n                -or ($StopTriggers -and $_.Properties.RuntimeState -ne \"Stopped\")\r\n        }\r\n    }\r\n\r\n    Write-Log \"Found $($triggers.Count) trigger(s) to $(if ($StartTriggers) { 'start' } else { 'stop' })\"\r\n\r\n    $triggers | ForEach-Object {\r\n        $triggerName = $_.Name\r\n        $isBlobTrigger = $null -ne $_.Properties.BlobPathBeginsWith\r\n\r\n        if ($StopTriggers)\r\n        {\r\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName }\r\n            Write-Log \"Stopping trigger $triggerName...\"\r\n            Invoke-WithRetry -Name \"Stop $triggerName\" -Action {\r\n                Stop-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName -Force\r\n            }\r\n        }\r\n        else\r\n        {\r\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName -Subscribe }\r\n            Write-Log \"Starting trigger $triggerName...\"\r\n            Invoke-WithRetry -Name \"Start $triggerName\" -Action {\r\n                Start-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName -Force\r\n            }\r\n        }\r\n\r\n        Invoke-WithRetry -Name \"Wait for $triggerName\" -Action {\r\n            $state = (Get-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName).Properties.RuntimeState\r\n            $expected = if ($StartTriggers) { 'Started' } else { 'Stopped' }\r\n            if ($state -ne $expected) { throw \"Trigger is $state, expected $expected\" }\r\n        }\r\n\r\n        Write-Log \"...done\"\r\n        $DeploymentScriptOutputs[$triggerName] = $true\r\n    }\r\n}\r\n\r\nif (-not [string]::IsNullOrWhiteSpace($Pipelines))\r\n{\r\n    $Pipelines.Split('|') | ForEach-Object {\r\n        Write-Log \"Running pipeline $_...\"\r\n        Invoke-AzDataFactoryV2Pipeline `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -PipelineName $_\r\n    }\r\n}\r\n",
+                            "usesDataFactory": "[contains(parameters('features'), 'DataFactory')]",
+                            "usesKeyVault": "[contains(parameters('features'), 'KeyVault')]",
+                            "usesStorage": "[contains(parameters('features'), 'Storage')]",
+                            "telemetryId": "[format('ftk-hubapp-{0}{1}{2}', parameters('app').id, if(empty(parameters('telemetryString')), '', '_'), parameters('telemetryString'))]",
+                            "telemetryProps": {
+                              "mode": "Incremental",
+                              "template": {
+                                "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                "contentVersion": "1.0.0.0",
+                                "metadata": {
+                                  "_generator": {
+                                    "name": "[format('FTK: {0}', parameters('app').id)]",
+                                    "version": "[parameters('version')]"
+                                  }
+                                },
+                                "resources": []
+                              }
+                            },
+                            "factoryManagementRoles": [
+                              "673868aa-7521-48a0-acc6-0f60742d39f5"
+                            ],
+                            "factoryStorageRoles": "[union(parameters('storageRoles'), if(not(variables('usesStorage')), createArray(), createArray('17d1049b-9a84-46fb-8f53-869881c3d3ab', 'ba92f5b4-2d11-453d-a403-e96b0029c9fe', 'acdd72a7-3385-48ef-bd42-f606fba81ae7')))]",
+                            "storageInfrastructureEncryptionProperties": "[if(not(parameters('app').hub.options.storageInfrastructureEncryption), createObject(), createObject('encryption', createObject('keySource', 'Microsoft.Storage', 'requireInfrastructureEncryption', parameters('app').hub.options.storageInfrastructureEncryption)))]"
+                          },
+                          "resources": {
+                            "dataFactory::managedVirtualNetwork::storageManagedPrivateEndpoint": {
+                              "condition": "[and(and(variables('usesDataFactory'), parameters('app').hub.options.privateRouting), variables('usesStorage'))]",
+                              "type": "Microsoft.DataFactory/factories/managedVirtualNetworks/managedPrivateEndpoints",
+                              "apiVersion": "2018-06-01",
+                              "name": "[format('{0}/{1}/{2}', parameters('app').dataFactory, 'default', parameters('app').storage)]",
+                              "properties": {
+                                "name": "[parameters('app').storage]",
+                                "groupId": "dfs",
+                                "privateLinkResourceId": "[resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage)]",
+                                "fqdns": [
+                                  "[reference('storageAccount').primaryEndpoints.dfs]"
+                                ]
+                              },
+                              "dependsOn": [
+                                "dataFactory::managedVirtualNetwork",
+                                "storageAccount"
+                              ]
+                            },
+                            "dataFactory::managedVirtualNetwork::keyVaultManagedPrivateEndpoint": {
+                              "condition": "[and(and(variables('usesDataFactory'), parameters('app').hub.options.privateRouting), variables('usesKeyVault'))]",
+                              "type": "Microsoft.DataFactory/factories/managedVirtualNetworks/managedPrivateEndpoints",
+                              "apiVersion": "2018-06-01",
+                              "name": "[format('{0}/{1}/{2}', parameters('app').dataFactory, 'default', parameters('app').keyVault)]",
+                              "properties": {
+                                "name": "[parameters('app').keyVault]",
+                                "groupId": "vault",
+                                "privateLinkResourceId": "[resourceId('Microsoft.KeyVault/vaults', parameters('app').keyVault)]",
+                                "fqdns": [
+                                  "[reference('keyVault').vaultUri]"
+                                ]
+                              },
+                              "dependsOn": [
+                                "dataFactory::managedVirtualNetwork",
+                                "keyVault"
+                              ]
+                            },
+                            "dataFactory::managedVirtualNetwork": {
+                              "condition": "[and(variables('usesDataFactory'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.DataFactory/factories/managedVirtualNetworks",
+                              "apiVersion": "2018-06-01",
+                              "name": "[format('{0}/{1}', parameters('app').dataFactory, 'default')]",
+                              "properties": {},
+                              "dependsOn": [
+                                "dataFactory"
+                              ]
+                            },
+                            "dataFactory::managedIntegrationRuntime": {
+                              "condition": "[and(variables('usesDataFactory'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.DataFactory/factories/integrationRuntimes",
+                              "apiVersion": "2018-06-01",
+                              "name": "[format('{0}/{1}', parameters('app').dataFactory, 'ManagedIntegrationRuntime')]",
+                              "properties": {
+                                "type": "Managed",
+                                "managedVirtualNetwork": {
+                                  "referenceName": "default",
+                                  "type": "ManagedVirtualNetworkReference"
+                                },
+                                "typeProperties": {
+                                  "computeProperties": {
+                                    "location": "[parameters('app').hub.location]",
+                                    "dataFlowProperties": {
+                                      "computeType": "General",
+                                      "coreCount": 8,
+                                      "timeToLive": 10,
+                                      "cleanup": false,
+                                      "customProperties": []
+                                    },
+                                    "copyComputeScaleProperties": {
+                                      "dataIntegrationUnit": 16,
+                                      "timeToLive": 30
+                                    },
+                                    "pipelineExternalComputeScaleProperties": {
+                                      "timeToLive": 30,
+                                      "numberOfPipelineNodes": 1,
+                                      "numberOfExternalNodes": 1
+                                    }
+                                  }
+                                }
+                              },
+                              "dependsOn": [
+                                "dataFactory",
+                                "dataFactory::managedVirtualNetwork"
+                              ]
+                            },
+                            "dataFactory::linkedService_keyVault": {
+                              "condition": "[and(variables('usesDataFactory'), variables('usesKeyVault'))]",
+                              "type": "Microsoft.DataFactory/factories/linkedservices",
+                              "apiVersion": "2018-06-01",
+                              "name": "[format('{0}/{1}', parameters('app').dataFactory, parameters('app').keyVault)]",
+                              "properties": {
+                                "annotations": [],
+                                "parameters": {},
+                                "type": "AzureKeyVault",
+                                "typeProperties": {
+                                  "baseUrl": "[reference(format('Microsoft.KeyVault/vaults/{0}', parameters('app').keyVault), '2023-02-01').vaultUri]"
+                                },
+                                "connectVia": "[if(parameters('app').hub.options.privateRouting, createObject('referenceName', 'ManagedIntegrationRuntime', 'type', 'IntegrationRuntimeReference'), null())]"
+                              },
+                              "dependsOn": [
+                                "dataFactory",
+                                "dataFactory::managedIntegrationRuntime",
+                                "keyVault"
+                              ]
+                            },
+                            "dataFactory::linkedService_storageAccount": {
+                              "condition": "[and(variables('usesDataFactory'), variables('usesStorage'))]",
+                              "type": "Microsoft.DataFactory/factories/linkedservices",
+                              "apiVersion": "2018-06-01",
+                              "name": "[format('{0}/{1}', parameters('app').dataFactory, parameters('app').storage)]",
+                              "properties": {
+                                "annotations": [],
+                                "parameters": {},
+                                "type": "AzureBlobFS",
+                                "typeProperties": {
+                                  "url": "[reference(format('Microsoft.Storage/storageAccounts/{0}', parameters('app').storage), '2021-08-01').primaryEndpoints.dfs]"
+                                },
+                                "connectVia": "[if(parameters('app').hub.options.privateRouting, createObject('referenceName', 'ManagedIntegrationRuntime', 'type', 'IntegrationRuntimeReference'), null())]"
+                              },
+                              "dependsOn": [
+                                "dataFactory",
+                                "dataFactory::managedIntegrationRuntime",
+                                "storageAccount"
+                              ]
+                            },
+                            "storageAccount::blobService": {
+                              "condition": "[variables('usesStorage')]",
+                              "type": "Microsoft.Storage/storageAccounts/blobServices",
+                              "apiVersion": "2022-09-01",
+                              "name": "[format('{0}/{1}', parameters('app').storage, 'default')]",
+                              "dependsOn": [
+                                "storageAccount"
+                              ]
+                            },
+                            "blobEndpoint::blobPrivateDnsZoneGroup": {
+                              "condition": "[and(variables('usesStorage'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateEndpoints/privateDnsZoneGroups",
+                              "apiVersion": "2023-11-01",
+                              "name": "[format('{0}/{1}', format('{0}-blob-ep', parameters('app').storage), 'storage-endpoint-zone')]",
+                              "properties": {
+                                "privateDnsZoneConfigs": [
+                                  {
+                                    "name": "[format('privatelink.blob.{0}', environment().suffixes.storage)]",
+                                    "properties": {
+                                      "privateDnsZoneId": "[resourceId('Microsoft.Network/privateDnsZones', format('privatelink.blob.{0}', environment().suffixes.storage))]"
+                                    }
+                                  }
+                                ]
+                              },
+                              "dependsOn": [
+                                "blobEndpoint"
+                              ]
+                            },
+                            "dfsEndpoint::dfsPrivateDnsZoneGroup": {
+                              "condition": "[and(variables('usesStorage'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateEndpoints/privateDnsZoneGroups",
+                              "apiVersion": "2023-11-01",
+                              "name": "[format('{0}/{1}', format('{0}-dfs-ep', parameters('app').storage), 'dfs-endpoint-zone')]",
+                              "properties": {
+                                "privateDnsZoneConfigs": [
+                                  {
+                                    "name": "[format('privatelink.dfs.{0}', environment().suffixes.storage)]",
+                                    "properties": {
+                                      "privateDnsZoneId": "[resourceId('Microsoft.Network/privateDnsZones', format('privatelink.dfs.{0}', environment().suffixes.storage))]"
+                                    }
+                                  }
+                                ]
+                              },
+                              "dependsOn": [
+                                "dfsEndpoint"
+                              ]
+                            },
+                            "keyVaultPrivateDnsZone::keyVaultPrivateDnsZoneLink": {
+                              "condition": "[and(variables('usesKeyVault'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateDnsZones/virtualNetworkLinks",
+                              "apiVersion": "2024-06-01",
+                              "name": "[format('{0}/{1}', format('privatelink{0}', replace(environment().suffixes.keyvaultDns, 'vault', 'vaultcore')), format('{0}-link', replace(format('privatelink{0}', replace(environment().suffixes.keyvaultDns, 'vault', 'vaultcore')), '.', '-')))]",
+                              "location": "global",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Network/privateDnsZones/virtualNetworkLinks')]",
+                              "properties": {
+                                "virtualNetwork": {
+                                  "id": "[parameters('app').hub.routing.networkId]"
+                                },
+                                "registrationEnabled": false
+                              },
+                              "dependsOn": [
+                                "keyVaultPrivateDnsZone"
+                              ]
+                            },
+                            "keyVaultEndpoint::keyVaultPrivateDnsZoneGroup": {
+                              "condition": "[and(variables('usesKeyVault'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateEndpoints/privateDnsZoneGroups",
+                              "apiVersion": "2023-11-01",
+                              "name": "[format('{0}/{1}', format('{0}-ep', parameters('app').keyVault), 'keyvault-endpoint-zone')]",
+                              "properties": {
+                                "privateDnsZoneConfigs": [
+                                  {
+                                    "name": "[format('privatelink{0}', replace(environment().suffixes.keyvaultDns, 'vault', 'vaultcore'))]",
+                                    "properties": {
+                                      "privateDnsZoneId": "[resourceId('Microsoft.Network/privateDnsZones', format('privatelink{0}', replace(environment().suffixes.keyvaultDns, 'vault', 'vaultcore')))]"
+                                    }
+                                  }
+                                ]
+                              },
+                              "dependsOn": [
+                                "keyVaultEndpoint",
+                                "keyVaultPrivateDnsZone"
+                              ]
+                            },
+                            "appTelemetry": {
+                              "condition": "[parameters('app').hub.options.enableTelemetry]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2022-09-01",
+                              "name": "[if(lessOrEquals(length(variables('telemetryId')), 64), variables('telemetryId'), substring(variables('telemetryId'), 0, 64))]",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Resources/deployments')]",
+                              "properties": "[variables('telemetryProps')]"
+                            },
+                            "dataFactory": {
+                              "condition": "[variables('usesDataFactory')]",
+                              "type": "Microsoft.DataFactory/factories",
+                              "apiVersion": "2018-06-01",
+                              "name": "[parameters('app').dataFactory]",
+                              "location": "[parameters('app').hub.location]",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.DataFactory/factories')]",
+                              "identity": {
+                                "type": "SystemAssigned"
+                              },
+                              "properties": {
+                                "globalConfigurations": {
+                                  "PipelineBillingEnabled": "true"
+                                }
+                              }
+                            },
+                            "storageRoleAssignments": {
+                              "copy": {
+                                "name": "storageRoleAssignments",
+                                "count": "[length(variables('factoryStorageRoles'))]"
+                              },
+                              "condition": "[variables('usesDataFactory')]",
+                              "type": "Microsoft.Authorization/roleAssignments",
+                              "apiVersion": "2022-04-01",
+                              "scope": "[resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage)]",
+                              "name": "[guid(resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage), variables('factoryStorageRoles')[copyIndex()], resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory))]",
+                              "properties": {
+                                "roleDefinitionId": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', variables('factoryStorageRoles')[copyIndex()])]",
+                                "principalId": "[reference('dataFactory', '2018-06-01', 'full').identity.principalId]",
+                                "principalType": "ServicePrincipal"
+                              },
+                              "dependsOn": [
+                                "dataFactory",
+                                "storageAccount"
+                              ]
+                            },
+                            "factorySelfRoleAssignments": {
+                              "copy": {
+                                "name": "factorySelfRoleAssignments",
+                                "count": "[length(variables('factoryManagementRoles'))]"
+                              },
+                              "condition": "[variables('usesDataFactory')]",
+                              "type": "Microsoft.Authorization/roleAssignments",
+                              "apiVersion": "2022-04-01",
+                              "scope": "[resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory)]",
+                              "name": "[guid(resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory), variables('factoryManagementRoles')[copyIndex()], resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory))]",
+                              "properties": {
+                                "roleDefinitionId": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', variables('factoryManagementRoles')[copyIndex()])]",
+                                "principalId": "[reference('dataFactory', '2018-06-01', 'full').identity.principalId]",
+                                "principalType": "ServicePrincipal"
+                              },
+                              "dependsOn": [
+                                "dataFactory"
+                              ]
+                            },
+                            "triggerManagerIdentity": {
+                              "condition": "[variables('usesDataFactory')]",
+                              "type": "Microsoft.ManagedIdentity/userAssignedIdentities",
+                              "apiVersion": "2023-01-31",
+                              "name": "[format('{0}_triggerManager', parameters('app').dataFactory)]",
+                              "location": "[parameters('app').hub.location]",
+                              "tags": "[union(parameters('app').tags, coalesce(tryGet(parameters('app').hub.tagsByResource, 'Microsoft.ManagedIdentity/userAssignedIdentities'), createObject()))]",
+                              "dependsOn": [
+                                "dataFactory"
+                              ]
+                            },
+                            "triggerManagerRoleAssignments": {
+                              "copy": {
+                                "name": "triggerManagerRoleAssignments",
+                                "count": "[length(variables('factoryManagementRoles'))]"
+                              },
+                              "condition": "[variables('usesDataFactory')]",
+                              "type": "Microsoft.Authorization/roleAssignments",
+                              "apiVersion": "2022-04-01",
+                              "scope": "[resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory)]",
+                              "name": "[guid(resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory), variables('factoryManagementRoles')[copyIndex()], resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', format('{0}_triggerManager', parameters('app').dataFactory)))]",
+                              "properties": {
+                                "roleDefinitionId": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', variables('factoryManagementRoles')[copyIndex()])]",
+                                "principalId": "[reference('triggerManagerIdentity').principalId]",
+                                "principalType": "ServicePrincipal"
+                              },
+                              "dependsOn": [
+                                "dataFactory",
+                                "triggerManagerIdentity"
+                              ]
+                            },
+                            "storageAccount": {
+                              "condition": "[variables('usesStorage')]",
+                              "type": "Microsoft.Storage/storageAccounts",
+                              "apiVersion": "2022-09-01",
+                              "name": "[parameters('app').storage]",
+                              "location": "[parameters('app').hub.location]",
+                              "sku": {
+                                "name": "[parameters('app').hub.options.storageSku]"
+                              },
+                              "kind": "BlockBlobStorage",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Storage/storageAccounts')]",
+                              "properties": "[shallowMerge(createArray(variables('storageInfrastructureEncryptionProperties'), createObject('supportsHttpsTrafficOnly', true(), 'allowSharedKeyAccess', true(), 'isHnsEnabled', true(), 'minimumTlsVersion', 'TLS1_2', 'allowBlobPublicAccess', false(), 'publicNetworkAccess', 'Enabled', 'networkAcls', createObject('bypass', 'AzureServices', 'defaultAction', if(parameters('app').hub.options.privateRouting, 'Deny', 'Allow')))))]"
+                            },
+                            "blobPrivateDnsZone": {
+                              "condition": "[and(variables('usesStorage'), parameters('app').hub.options.privateRouting)]",
+                              "existing": true,
+                              "type": "Microsoft.Network/privateDnsZones",
+                              "apiVersion": "2024-06-01",
+                              "name": "[format('privatelink.blob.{0}', environment().suffixes.storage)]"
+                            },
+                            "blobEndpoint": {
+                              "condition": "[and(variables('usesStorage'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateEndpoints",
+                              "apiVersion": "2023-11-01",
+                              "name": "[format('{0}-blob-ep', parameters('app').storage)]",
+                              "location": "[parameters('app').hub.location]",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Network/privateEndpoints')]",
+                              "properties": {
+                                "subnet": {
+                                  "id": "[parameters('app').hub.routing.subnets.storage]"
+                                },
+                                "privateLinkServiceConnections": [
+                                  {
+                                    "name": "blobLink",
+                                    "properties": {
+                                      "privateLinkServiceId": "[resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage)]",
+                                      "groupIds": [
+                                        "blob"
+                                      ]
+                                    }
+                                  }
+                                ]
+                              },
+                              "dependsOn": [
+                                "storageAccount"
+                              ]
+                            },
+                            "dfsPrivateDnsZone": {
+                              "condition": "[and(variables('usesStorage'), parameters('app').hub.options.privateRouting)]",
+                              "existing": true,
+                              "type": "Microsoft.Network/privateDnsZones",
+                              "apiVersion": "2024-06-01",
+                              "name": "[format('privatelink.dfs.{0}', environment().suffixes.storage)]"
+                            },
+                            "dfsEndpoint": {
+                              "condition": "[and(variables('usesStorage'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateEndpoints",
+                              "apiVersion": "2023-11-01",
+                              "name": "[format('{0}-dfs-ep', parameters('app').storage)]",
+                              "location": "[parameters('app').hub.location]",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Network/privateEndpoints')]",
+                              "properties": {
+                                "subnet": {
+                                  "id": "[parameters('app').hub.routing.subnets.storage]"
+                                },
+                                "privateLinkServiceConnections": [
+                                  {
+                                    "name": "dfsLink",
+                                    "properties": {
+                                      "privateLinkServiceId": "[resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage)]",
+                                      "groupIds": [
+                                        "dfs"
+                                      ]
+                                    }
+                                  }
+                                ]
+                              },
+                              "dependsOn": [
+                                "storageAccount"
+                              ]
+                            },
+                            "keyVault": {
+                              "condition": "[variables('usesKeyVault')]",
+                              "type": "Microsoft.KeyVault/vaults",
+                              "apiVersion": "2023-02-01",
+                              "name": "[parameters('app').keyVault]",
+                              "location": "[parameters('app').hub.location]",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.KeyVault/vaults')]",
+                              "properties": {
+                                "sku": {
+                                  "name": "[parameters('app').hub.options.keyVaultSku]",
+                                  "family": "A"
+                                },
+                                "enabledForDeployment": true,
+                                "enabledForTemplateDeployment": true,
+                                "enabledForDiskEncryption": true,
+                                "enableSoftDelete": true,
+                                "softDeleteRetentionInDays": 90,
+                                "enablePurgeProtection": "[if(parameters('app').hub.options.keyVaultEnablePurgeProtection, true(), null())]",
+                                "enableRbacAuthorization": false,
+                                "createMode": "default",
+                                "tenantId": "[subscription().tenantId]",
+                                "accessPolicies": [
+                                  {
+                                    "objectId": "[reference('dataFactory', '2018-06-01', 'full').identity.principalId]",
+                                    "tenantId": "[subscription().tenantId]",
+                                    "permissions": {
+                                      "secrets": [
+                                        "get"
+                                      ]
+                                    }
+                                  }
+                                ],
+                                "networkAcls": {
+                                  "bypass": "AzureServices",
+                                  "defaultAction": "[if(parameters('app').hub.options.privateRouting, 'Deny', 'Allow')]"
+                                }
+                              },
+                              "dependsOn": [
+                                "dataFactory"
+                              ]
+                            },
+                            "keyVaultPrivateDnsZone": {
+                              "condition": "[and(variables('usesKeyVault'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateDnsZones",
+                              "apiVersion": "2024-06-01",
+                              "name": "[format('privatelink{0}', replace(environment().suffixes.keyvaultDns, 'vault', 'vaultcore'))]",
+                              "location": "global",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Network/privateDnsZones')]",
+                              "properties": {}
+                            },
+                            "keyVaultEndpoint": {
+                              "condition": "[and(variables('usesKeyVault'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateEndpoints",
+                              "apiVersion": "2023-11-01",
+                              "name": "[format('{0}-ep', parameters('app').keyVault)]",
+                              "location": "[parameters('app').hub.location]",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Network/privateEndpoints')]",
+                              "properties": {
+                                "subnet": {
+                                  "id": "[parameters('app').hub.routing.subnets.keyVault]"
+                                },
+                                "privateLinkServiceConnections": [
+                                  {
+                                    "name": "keyVaultLink",
+                                    "properties": {
+                                      "privateLinkServiceId": "[resourceId('Microsoft.KeyVault/vaults', parameters('app').keyVault)]",
+                                      "groupIds": [
+                                        "vault"
+                                      ]
+                                    }
+                                  }
+                                ]
+                              },
+                              "dependsOn": [
+                                "keyVault"
+                              ]
+                            },
+                            "getKeyVaultPrivateEndpointConnections": {
+                              "condition": "[and(and(variables('usesDataFactory'), variables('usesKeyVault')), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2025-04-01",
+                              "name": "GetKeyVaultPrivateEndpointConnections",
+                              "properties": {
+                                "expressionEvaluationOptions": {
+                                  "scope": "inner"
+                                },
+                                "mode": "Incremental",
+                                "parameters": {
+                                  "keyVaultName": {
+                                    "value": "[parameters('app').keyVault]"
+                                  }
+                                },
+                                "template": {
+                                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                  "languageVersion": "2.1-experimental",
+                                  "contentVersion": "1.0.0.0",
+                                  "metadata": {
+                                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                                      "Enable @validate() decorator"
+                                    ],
+                                    "_generator": {
+                                      "name": "bicep",
+                                      "version": "0.40.2.10011",
+                                      "templateHash": "14430016218703995910"
+                                    }
+                                  },
+                                  "parameters": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "defaultValue": [],
+                                      "metadata": {
+                                        "description": "Optional. Array of private endpoint connections. Pending ones will be approved."
+                                      }
+                                    },
+                                    "keyVaultName": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the KeyVault."
+                                      }
+                                    }
+                                  },
+                                  "resources": {
+                                    "keyVault": {
+                                      "existing": true,
+                                      "type": "Microsoft.KeyVault/vaults",
+                                      "apiVersion": "2023-07-01",
+                                      "name": "[parameters('keyVaultName')]"
+                                    },
+                                    "privateEndpointConnection": {
+                                      "copy": {
+                                        "name": "privateEndpointConnection",
+                                        "count": "[length(parameters('privateEndpointConnections'))]"
+                                      },
+                                      "condition": "[equals(parameters('privateEndpointConnections')[copyIndex()].properties.privateLinkServiceConnectionState.status, 'Pending')]",
+                                      "type": "Microsoft.KeyVault/vaults/privateEndpointConnections",
+                                      "apiVersion": "2023-07-01",
+                                      "name": "[format('{0}/{1}', parameters('keyVaultName'), last(array(split(parameters('privateEndpointConnections')[copyIndex()].id, '/'))))]",
+                                      "properties": {
+                                        "privateLinkServiceConnectionState": {
+                                          "status": "Approved",
+                                          "description": "Approved-by-pipeline"
+                                        }
+                                      }
+                                    }
+                                  },
+                                  "outputs": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "value": "[reference('keyVault').privateEndpointConnections]"
+                                    }
+                                  }
+                                }
+                              },
+                              "dependsOn": [
+                                "dataFactory::managedVirtualNetwork::keyVaultManagedPrivateEndpoint",
+                                "getStoragePrivateEndpointConnections",
+                                "keyVault"
+                              ]
+                            },
+                            "approveKeyVaultPrivateEndpointConnections": {
+                              "condition": "[and(and(variables('usesDataFactory'), variables('usesKeyVault')), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2025-04-01",
+                              "name": "ApproveKeyVaultPrivateEndpointConnections",
+                              "properties": {
+                                "expressionEvaluationOptions": {
+                                  "scope": "inner"
+                                },
+                                "mode": "Incremental",
+                                "parameters": {
+                                  "keyVaultName": {
+                                    "value": "[parameters('app').keyVault]"
+                                  },
+                                  "privateEndpointConnections": {
+                                    "value": "[reference('getKeyVaultPrivateEndpointConnections').outputs.privateEndpointConnections.value]"
+                                  }
+                                },
+                                "template": {
+                                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                  "languageVersion": "2.1-experimental",
+                                  "contentVersion": "1.0.0.0",
+                                  "metadata": {
+                                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                                      "Enable @validate() decorator"
+                                    ],
+                                    "_generator": {
+                                      "name": "bicep",
+                                      "version": "0.40.2.10011",
+                                      "templateHash": "14430016218703995910"
+                                    }
+                                  },
+                                  "parameters": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "defaultValue": [],
+                                      "metadata": {
+                                        "description": "Optional. Array of private endpoint connections. Pending ones will be approved."
+                                      }
+                                    },
+                                    "keyVaultName": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the KeyVault."
+                                      }
+                                    }
+                                  },
+                                  "resources": {
+                                    "keyVault": {
+                                      "existing": true,
+                                      "type": "Microsoft.KeyVault/vaults",
+                                      "apiVersion": "2023-07-01",
+                                      "name": "[parameters('keyVaultName')]"
+                                    },
+                                    "privateEndpointConnection": {
+                                      "copy": {
+                                        "name": "privateEndpointConnection",
+                                        "count": "[length(parameters('privateEndpointConnections'))]"
+                                      },
+                                      "condition": "[equals(parameters('privateEndpointConnections')[copyIndex()].properties.privateLinkServiceConnectionState.status, 'Pending')]",
+                                      "type": "Microsoft.KeyVault/vaults/privateEndpointConnections",
+                                      "apiVersion": "2023-07-01",
+                                      "name": "[format('{0}/{1}', parameters('keyVaultName'), last(array(split(parameters('privateEndpointConnections')[copyIndex()].id, '/'))))]",
+                                      "properties": {
+                                        "privateLinkServiceConnectionState": {
+                                          "status": "Approved",
+                                          "description": "Approved-by-pipeline"
+                                        }
+                                      }
+                                    }
+                                  },
+                                  "outputs": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "value": "[reference('keyVault').privateEndpointConnections]"
+                                    }
+                                  }
+                                }
+                              },
+                              "dependsOn": [
+                                "getKeyVaultPrivateEndpointConnections",
+                                "keyVault"
+                              ]
+                            },
+                            "getStoragePrivateEndpointConnections": {
+                              "condition": "[and(and(variables('usesDataFactory'), variables('usesStorage')), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2025-04-01",
+                              "name": "GetStoragePrivateEndpointConnections",
+                              "properties": {
+                                "expressionEvaluationOptions": {
+                                  "scope": "inner"
+                                },
+                                "mode": "Incremental",
+                                "parameters": {
+                                  "storageAccountName": {
+                                    "value": "[parameters('app').storage]"
+                                  }
+                                },
+                                "template": {
+                                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                  "languageVersion": "2.1-experimental",
+                                  "contentVersion": "1.0.0.0",
+                                  "metadata": {
+                                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                                      "Enable @validate() decorator"
+                                    ],
+                                    "_generator": {
+                                      "name": "bicep",
+                                      "version": "0.40.2.10011",
+                                      "templateHash": "6251600796460224070"
+                                    }
+                                  },
+                                  "parameters": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "defaultValue": [],
+                                      "metadata": {
+                                        "description": "Optional. Array of private endpoint connections. Pending ones will be approved."
+                                      }
+                                    },
+                                    "storageAccountName": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the storage account."
+                                      }
+                                    }
+                                  },
+                                  "resources": {
+                                    "storageAccount": {
+                                      "existing": true,
+                                      "type": "Microsoft.Storage/storageAccounts",
+                                      "apiVersion": "2023-04-01",
+                                      "name": "[parameters('storageAccountName')]"
+                                    },
+                                    "privateEndpointConnection": {
+                                      "copy": {
+                                        "name": "privateEndpointConnection",
+                                        "count": "[length(parameters('privateEndpointConnections'))]"
+                                      },
+                                      "condition": "[equals(parameters('privateEndpointConnections')[copyIndex()].properties.privateLinkServiceConnectionState.status, 'Pending')]",
+                                      "type": "Microsoft.Storage/storageAccounts/privateEndpointConnections",
+                                      "apiVersion": "2023-04-01",
+                                      "name": "[format('{0}/{1}', parameters('storageAccountName'), last(array(split(parameters('privateEndpointConnections')[copyIndex()].id, '/'))))]",
+                                      "properties": {
+                                        "privateLinkServiceConnectionState": {
+                                          "status": "Approved",
+                                          "description": "Approved-by-pipeline",
+                                          "actionRequired": "None"
+                                        }
+                                      }
+                                    }
+                                  },
+                                  "outputs": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "value": "[reference('storageAccount').privateEndpointConnections]"
+                                    }
+                                  }
+                                }
+                              },
+                              "dependsOn": [
+                                "dataFactory::managedVirtualNetwork::storageManagedPrivateEndpoint",
+                                "stopTriggers",
+                                "storageAccount"
+                              ]
+                            },
+                            "approveStoragePrivateEndpointConnections": {
+                              "condition": "[and(and(variables('usesDataFactory'), variables('usesStorage')), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2025-04-01",
+                              "name": "ApproveStoragePrivateEndpointConnections",
+                              "properties": {
+                                "expressionEvaluationOptions": {
+                                  "scope": "inner"
+                                },
+                                "mode": "Incremental",
+                                "parameters": {
+                                  "storageAccountName": {
+                                    "value": "[parameters('app').storage]"
+                                  },
+                                  "privateEndpointConnections": {
+                                    "value": "[reference('getStoragePrivateEndpointConnections').outputs.privateEndpointConnections.value]"
+                                  }
+                                },
+                                "template": {
+                                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                  "languageVersion": "2.1-experimental",
+                                  "contentVersion": "1.0.0.0",
+                                  "metadata": {
+                                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                                      "Enable @validate() decorator"
+                                    ],
+                                    "_generator": {
+                                      "name": "bicep",
+                                      "version": "0.40.2.10011",
+                                      "templateHash": "6251600796460224070"
+                                    }
+                                  },
+                                  "parameters": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "defaultValue": [],
+                                      "metadata": {
+                                        "description": "Optional. Array of private endpoint connections. Pending ones will be approved."
+                                      }
+                                    },
+                                    "storageAccountName": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the storage account."
+                                      }
+                                    }
+                                  },
+                                  "resources": {
+                                    "storageAccount": {
+                                      "existing": true,
+                                      "type": "Microsoft.Storage/storageAccounts",
+                                      "apiVersion": "2023-04-01",
+                                      "name": "[parameters('storageAccountName')]"
+                                    },
+                                    "privateEndpointConnection": {
+                                      "copy": {
+                                        "name": "privateEndpointConnection",
+                                        "count": "[length(parameters('privateEndpointConnections'))]"
+                                      },
+                                      "condition": "[equals(parameters('privateEndpointConnections')[copyIndex()].properties.privateLinkServiceConnectionState.status, 'Pending')]",
+                                      "type": "Microsoft.Storage/storageAccounts/privateEndpointConnections",
+                                      "apiVersion": "2023-04-01",
+                                      "name": "[format('{0}/{1}', parameters('storageAccountName'), last(array(split(parameters('privateEndpointConnections')[copyIndex()].id, '/'))))]",
+                                      "properties": {
+                                        "privateLinkServiceConnectionState": {
+                                          "status": "Approved",
+                                          "description": "Approved-by-pipeline",
+                                          "actionRequired": "None"
+                                        }
+                                      }
+                                    }
+                                  },
+                                  "outputs": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "value": "[reference('storageAccount').privateEndpointConnections]"
+                                    }
+                                  }
+                                }
+                              },
+                              "dependsOn": [
+                                "getStoragePrivateEndpointConnections",
+                                "storageAccount"
+                              ]
+                            },
+                            "stopTriggers": {
+                              "condition": "[variables('usesDataFactory')]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2025-04-01",
+                              "name": "[format('{0}.{1}_ADF.StopTriggers', parameters('app').publisher, parameters('app').name)]",
+                              "properties": {
+                                "expressionEvaluationOptions": {
+                                  "scope": "inner"
+                                },
+                                "mode": "Incremental",
+                                "parameters": {
+                                  "app": {
+                                    "value": "[parameters('app')]"
+                                  },
+                                  "identityName": {
+                                    "value": "[format('{0}_triggerManager', parameters('app').dataFactory)]"
+                                  },
+                                  "scriptContent": {
+                                    "value": "[variables('$fxv#0')]"
+                                  },
+                                  "arguments": {
+                                    "value": "[join(createArray(format('-DataFactoryResourceGroup \"{0}\"', resourceGroup().name), format('-DataFactoryName \"{0}\"', parameters('app').dataFactory), '-StopTriggers'), ' ')]"
+                                  }
+                                },
+                                "template": {
+                                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                  "languageVersion": "2.1-experimental",
+                                  "contentVersion": "1.0.0.0",
+                                  "metadata": {
+                                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                                      "Enable @validate() decorator"
+                                    ],
+                                    "_generator": {
+                                      "name": "bicep",
+                                      "version": "0.40.2.10011",
+                                      "templateHash": "15790442586575518487"
+                                    }
+                                  },
+                                  "definitions": {
+                                    "EnvironmentVariable": {
+                                      "type": "object",
+                                      "properties": {
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "value": {
+                                          "type": "string"
+                                        }
+                                      }
+                                    },
+                                    "_1.HubProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "location": {
+                                          "type": "string"
+                                        },
+                                        "tags": {
+                                          "type": "object"
+                                        },
+                                        "tagsByResource": {
+                                          "type": "object"
+                                        },
+                                        "version": {
+                                          "type": "string"
+                                        },
+                                        "options": {
+                                          "type": "object",
+                                          "properties": {
+                                            "enableTelemetry": {
+                                              "type": "bool"
+                                            },
+                                            "keyVaultSku": {
+                                              "type": "string"
+                                            },
+                                            "keyVaultEnablePurgeProtection": {
+                                              "type": "bool"
+                                            },
+                                            "networkAddressPrefix": {
+                                              "type": "string"
+                                            },
+                                            "natGateway": {
+                                              "type": "bool"
+                                            },
+                                            "privateRouting": {
+                                              "type": "bool"
+                                            },
+                                            "publisherIsolation": {
+                                              "type": "bool"
+                                            },
+                                            "storageInfrastructureEncryption": {
+                                              "type": "bool"
+                                            },
+                                            "storageSku": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        },
+                                        "routing": {
+                                          "$ref": "#/definitions/_1.HubRoutingProperties"
+                                        },
+                                        "core": {
+                                          "type": "object",
+                                          "properties": {
+                                            "suffix": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "FinOps hub resource ID.",
+                                        "name": "FinOps hub instance name.",
+                                        "location": "Azure resource location of the FinOps hub instance.",
+                                        "tags": "Tags to apply to all FinOps hub resources.",
+                                        "tagsByResource": "Tags to apply to resources based on their resource type.",
+                                        "version": "FinOps hub version number.",
+                                        "options": {
+                                          "enableTelemetry": "Indicates whether telemetry should be enabled for deployments.",
+                                          "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
+                                          "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
+                                          "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
+                                          "privateRouting": "Indicates whether private network routing is enabled.",
+                                          "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
+                                          "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
+                                          "storageSku": "Storage account SKU. Allowed values: \"Premium_LRS\", \"Premium_ZRS\"."
+                                        },
+                                        "routing": "FinOps hub private network routing properties, if enabled.",
+                                        "core": {
+                                          "suffix": "Unique suffix used for shared resources."
+                                        },
+                                        "apps": {},
+                                        "description": "FinOps hub instance properties.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "_1.HubRoutingProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "networkId": {
+                                          "type": "string"
+                                        },
+                                        "networkName": {
+                                          "type": "string"
+                                        },
+                                        "scriptStorage": {
+                                          "type": "string"
+                                        },
+                                        "dnsZones": {
+                                          "type": "object",
+                                          "properties": {
+                                            "blob": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "dfs": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "file": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "queue": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "table": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            }
+                                          }
+                                        },
+                                        "subnets": {
+                                          "type": "object",
+                                          "properties": {
+                                            "dataExplorer": {
+                                              "type": "string"
+                                            },
+                                            "dataFactory": {
+                                              "type": "string"
+                                            },
+                                            "keyVault": {
+                                              "type": "string"
+                                            },
+                                            "scripts": {
+                                              "type": "string"
+                                            },
+                                            "storage": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        }
+                                      },
+                                      "metadata": {
+                                        "networkId": "Resource ID of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                        "networkName": "Name of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                        "scriptStorage": "Name of the storage account used for deployment scripts.",
+                                        "dnsZones": {
+                                          "blob": "Resource ID and name for the blob storage DNS zone.",
+                                          "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                          "file": "Resource ID and name for the file storage DNS zone.",
+                                          "queue": "Resource ID and name for the queue storage DNS zone.",
+                                          "table": "Resource ID and name for the table storage DNS zone."
+                                        },
+                                        "subnets": {
+                                          "dataExplorer": "Resource ID of the subnet for the Data Explorer instance.",
+                                          "dataFactory": "Resource ID of the subnet for Data Factory instances.",
+                                          "keyVault": "Resource ID of the subnet for Key Vault instances.",
+                                          "scripts": "Resource ID of the subnet for deployment script storage.",
+                                          "storage": "Resource ID of the subnet for storage accounts."
+                                        },
+                                        "description": "FinOps hub private network routing properties.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "_1.IdNameObject": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "Fully-qualified resource ID.",
+                                        "name": "Resource name.",
+                                        "description": "Resource ID and name.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "HubAppProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "publisher": {
+                                          "type": "string"
+                                        },
+                                        "suffix": {
+                                          "type": "string"
+                                        },
+                                        "tags": {
+                                          "type": "object"
+                                        },
+                                        "dataFactory": {
+                                          "type": "string"
+                                        },
+                                        "keyVault": {
+                                          "type": "string"
+                                        },
+                                        "storage": {
+                                          "type": "string"
+                                        },
+                                        "hub": {
+                                          "$ref": "#/definitions/_1.HubProperties"
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "Fully-qualified name of the publisher and app, separated by a dot.",
+                                        "name": "Short name of the FinOps hub app. Last segment of the app ID.",
+                                        "publisher": "Fully-qualified namespace of the FinOps hub app publisher.",
+                                        "suffix": "Unique suffix used for publisher resources.",
+                                        "tags": "Tags to apply to all FinOps hub resources for this FinOps hub app publisher. Tags are not specific to the app since resources are shared.",
+                                        "dataFactory": "Name of the Data Factory instance for this publisher.",
+                                        "keyVault": "Name of the KeyVault instance for this publisher.",
+                                        "storage": "Name of the storage account for this publisher.",
+                                        "hub": "FinOps hub instance the app is deployed to.",
+                                        "description": "FinOps hub app configuration settings.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    }
+                                  },
+                                  "parameters": {
+                                    "app": {
+                                      "$ref": "#/definitions/HubAppProperties",
+                                      "metadata": {
+                                        "description": "Required. FinOps hub app the deployment script is being run for."
+                                      }
+                                    },
+                                    "identityName": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the managed identity to create."
+                                      }
+                                    },
+                                    "scriptName": {
+                                      "type": "string",
+                                      "defaultValue": "[deployment().name]",
+                                      "metadata": {
+                                        "description": "Optional. Name of the deployment script to create. Default = (same as deployment)."
+                                      }
+                                    },
+                                    "scriptContent": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the deployment script to create."
+                                      }
+                                    },
+                                    "arguments": {
+                                      "type": "string",
+                                      "defaultValue": "",
+                                      "metadata": {
+                                        "description": "Optional. Additional arguments to pass into the deployment script."
+                                      }
+                                    },
+                                    "environmentVariables": {
+                                      "type": "array",
+                                      "items": {
+                                        "$ref": "#/definitions/EnvironmentVariable"
+                                      },
+                                      "defaultValue": [],
+                                      "metadata": {
+                                        "description": "Optional. Environment variables to use for the deployment script."
+                                      }
+                                    },
+                                    "forceUpdateTag": {
+                                      "type": "string",
+                                      "defaultValue": "",
+                                      "metadata": {
+                                        "description": "Optional. Forces the script to run again when the value changes. Default = empty (only reruns when properties change)."
+                                      }
+                                    }
+                                  },
+                                  "variables": {
+                                    "privateEndpointDeploymentRoles": "[if(not(parameters('app').hub.options.privateRouting), createArray(), createArray('69566ab7-960f-475b-8e7c-b3118f30c6bd'))]",
+                                    "containerGroupName": "[replace(replace(replace(parameters('scriptName'), '/', '-'), '.', '-'), '_', '-')]",
+                                    "privateEndpointDeploymentProperties": "[if(not(parameters('app').hub.options.privateRouting), createObject(), createObject('storageAccountSettings', createObject('storageAccountName', coalesce(parameters('app').hub.routing.scriptStorage, '')), 'containerSettings', createObject('containerGroupName', if(greater(length(variables('containerGroupName')), 63), substring(variables('containerGroupName'), 0, 62), variables('containerGroupName')), 'subnetIds', createArray(createObject('id', coalesce(parameters('app').hub.routing.subnets.scripts, ''))))))]"
+                                  },
+                                  "resources": {
+                                    "identity": {
+                                      "type": "Microsoft.ManagedIdentity/userAssignedIdentities",
+                                      "apiVersion": "2023-01-31",
+                                      "name": "[parameters('identityName')]",
+                                      "tags": "[union(parameters('app').tags, coalesce(tryGet(parameters('app').hub.tagsByResource, 'Microsoft.ManagedIdentity/userAssignedIdentities'), createObject()))]",
+                                      "location": "[parameters('app').hub.location]"
+                                    },
+                                    "scriptStorageAccount": {
+                                      "condition": "[parameters('app').hub.options.privateRouting]",
+                                      "existing": true,
+                                      "type": "Microsoft.Storage/storageAccounts",
+                                      "apiVersion": "2022-09-01",
+                                      "name": "[coalesce(parameters('app').hub.routing.scriptStorage, '')]"
+                                    },
+                                    "identityRoleAssignments": {
+                                      "copy": {
+                                        "name": "identityRoleAssignments",
+                                        "count": "[length(variables('privateEndpointDeploymentRoles'))]"
+                                      },
+                                      "condition": "[parameters('app').hub.options.privateRouting]",
+                                      "type": "Microsoft.Authorization/roleAssignments",
+                                      "apiVersion": "2022-04-01",
+                                      "scope": "[resourceId('Microsoft.Storage/storageAccounts', coalesce(parameters('app').hub.routing.scriptStorage, ''))]",
+                                      "name": "[guid(variables('privateEndpointDeploymentRoles')[copyIndex()], resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]",
+                                      "properties": {
+                                        "roleDefinitionId": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', variables('privateEndpointDeploymentRoles')[copyIndex()])]",
+                                        "principalId": "[reference('identity').principalId]",
+                                        "principalType": "ServicePrincipal"
+                                      },
+                                      "dependsOn": [
+                                        "identity"
+                                      ]
+                                    },
+                                    "script": {
+                                      "type": "Microsoft.Resources/deploymentScripts",
+                                      "apiVersion": "2023-08-01",
+                                      "name": "[parameters('scriptName')]",
+                                      "kind": "AzurePowerShell",
+                                      "location": "[if(startsWith(parameters('app').hub.location, 'china'), 'chinaeast2', parameters('app').hub.location)]",
+                                      "tags": "[union(parameters('app').tags, coalesce(tryGet(parameters('app').hub.tagsByResource, 'Microsoft.Resources/deploymentScripts'), createObject()))]",
+                                      "identity": {
+                                        "type": "UserAssigned",
+                                        "userAssignedIdentities": {
+                                          "[format('{0}', resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]": {}
+                                        }
+                                      },
+                                      "properties": "[shallowMerge(createArray(variables('privateEndpointDeploymentProperties'), createObject('azPowerShellVersion', '11.0', 'retentionInterval', 'PT1H', 'cleanupPreference', 'OnSuccess', 'scriptContent', parameters('scriptContent'), 'arguments', parameters('arguments'), 'environmentVariables', parameters('environmentVariables'), 'forceUpdateTag', if(empty(parameters('forceUpdateTag')), null(), parameters('forceUpdateTag')))))]",
+                                      "dependsOn": [
+                                        "identity",
+                                        "identityRoleAssignments"
+                                      ]
+                                    }
+                                  },
+                                  "outputs": {
+                                    "scriptOutputs": {
+                                      "type": "object",
+                                      "metadata": {
+                                        "description": "Values the script set in $DeploymentScriptOutputs. Empty if the script did not set any."
+                                      },
+                                      "value": "[coalesce(tryGet(reference('script'), 'outputs'), createObject())]"
+                                    }
+                                  }
+                                }
+                              },
+                              "dependsOn": [
+                                "appTelemetry",
+                                "dataFactory",
+                                "triggerManagerIdentity",
+                                "triggerManagerRoleAssignments"
+                              ]
+                            }
+                          },
+                          "outputs": {
+                            "dataFactoryId": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Resource ID of the Data Factory instance used by the FinOps hub app. Empty when not deployed."
+                              },
+                              "value": "[if(variables('usesDataFactory'), resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory), '')]"
+                            },
+                            "keyVaultId": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Resource ID of the Key Vault instance used by the FinOps hub app. Empty when not deployed."
+                              },
+                              "value": "[if(variables('usesKeyVault'), resourceId('Microsoft.KeyVault/vaults', parameters('app').keyVault), '')]"
+                            },
+                            "storageAccountId": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Resource ID of the storage account instance used by the FinOps hub app. Empty when not deployed."
+                              },
+                              "value": "[if(variables('usesStorage'), resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage), '')]"
+                            },
+                            "principalId": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Principal ID for the managed identity used by Data Factory. Empty when not deployed."
+                              },
+                              "value": "[if(variables('usesDataFactory'), reference('dataFactory', '2018-06-01', 'full').identity.principalId, '')]"
+                            },
+                            "triggerManagerIdentityName": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Name of the managed identity used to create and stop ADF triggers. Empty when not deployed."
+                              },
+                              "value": "[if(variables('usesDataFactory'), format('{0}_triggerManager', parameters('app').dataFactory), '')]"
+                            }
+                          }
+                        }
+                      }
+                    },
+                    "schemaFiles": {
+                      "type": "Microsoft.Resources/deployments",
+                      "apiVersion": "2025-04-01",
+                      "name": "Microsoft.CostManagement.Exports_Storage.SchemaFiles",
+                      "properties": {
+                        "expressionEvaluationOptions": {
+                          "scope": "inner"
+                        },
+                        "mode": "Incremental",
+                        "parameters": {
+                          "app": {
+                            "value": "[parameters('app')]"
+                          },
+                          "container": {
+                            "value": "[parameters('core').containers.config]"
+                          },
+                          "files": {
+                            "value": {
+                              "schemas/actualcost_c360-2025-04.json": "[variables('$fxv#0')]",
+                              "schemas/amortizedcost_c360-2025-04.json": "[variables('$fxv#1')]",
+                              "schemas/focuscost_1.2.json": "[variables('$fxv#2')]",
+                              "schemas/focuscost_1.2-preview.json": "[variables('$fxv#3')]",
+                              "schemas/focuscost_1.0r2.json": "[variables('$fxv#4')]",
+                              "schemas/focuscost_1.0.json": "[variables('$fxv#5')]",
+                              "schemas/focuscost_1.0-preview(v1).json": "[variables('$fxv#6')]",
+                              "schemas/pricesheet_2023-05-01_ea.json": "[variables('$fxv#7')]",
+                              "schemas/pricesheet_2023-05-01_mca.json": "[variables('$fxv#8')]",
+                              "schemas/reservationdetails_2023-03-01.json": "[variables('$fxv#9')]",
+                              "schemas/reservationrecommendations_2023-05-01_ea.json": "[variables('$fxv#10')]",
+                              "schemas/reservationrecommendations_2023-05-01_mca.json": "[variables('$fxv#11')]",
+                              "schemas/reservationtransactions_2023-05-01_ea.json": "[variables('$fxv#12')]",
+                              "schemas/reservationtransactions_2023-05-01_mca.json": "[variables('$fxv#13')]"
+                            }
+                          }
+                        },
+                        "template": {
+                          "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                          "languageVersion": "2.1-experimental",
+                          "contentVersion": "1.0.0.0",
+                          "metadata": {
+                            "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                            "_EXPERIMENTAL_FEATURES_ENABLED": [
+                              "Enable @validate() decorator"
+                            ],
+                            "_generator": {
+                              "name": "bicep",
+                              "version": "0.40.2.10011",
+                              "templateHash": "8959083120322629470"
+                            }
+                          },
+                          "definitions": {
+                            "_1.HubProperties": {
+                              "type": "object",
+                              "properties": {
+                                "id": {
+                                  "type": "string"
+                                },
+                                "name": {
+                                  "type": "string"
+                                },
+                                "location": {
+                                  "type": "string"
+                                },
+                                "tags": {
+                                  "type": "object"
+                                },
+                                "tagsByResource": {
+                                  "type": "object"
+                                },
+                                "version": {
+                                  "type": "string"
+                                },
+                                "options": {
+                                  "type": "object",
+                                  "properties": {
+                                    "enableTelemetry": {
+                                      "type": "bool"
+                                    },
+                                    "keyVaultSku": {
+                                      "type": "string"
+                                    },
+                                    "keyVaultEnablePurgeProtection": {
+                                      "type": "bool"
+                                    },
+                                    "networkAddressPrefix": {
+                                      "type": "string"
+                                    },
+                                    "natGateway": {
+                                      "type": "bool"
+                                    },
+                                    "privateRouting": {
+                                      "type": "bool"
+                                    },
+                                    "publisherIsolation": {
+                                      "type": "bool"
+                                    },
+                                    "storageInfrastructureEncryption": {
+                                      "type": "bool"
+                                    },
+                                    "storageSku": {
+                                      "type": "string"
+                                    }
+                                  }
+                                },
+                                "routing": {
+                                  "$ref": "#/definitions/_1.HubRoutingProperties"
+                                },
+                                "core": {
+                                  "type": "object",
+                                  "properties": {
+                                    "suffix": {
+                                      "type": "string"
+                                    }
+                                  }
+                                }
+                              },
+                              "metadata": {
+                                "id": "FinOps hub resource ID.",
+                                "name": "FinOps hub instance name.",
+                                "location": "Azure resource location of the FinOps hub instance.",
+                                "tags": "Tags to apply to all FinOps hub resources.",
+                                "tagsByResource": "Tags to apply to resources based on their resource type.",
+                                "version": "FinOps hub version number.",
+                                "options": {
+                                  "enableTelemetry": "Indicates whether telemetry should be enabled for deployments.",
+                                  "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
+                                  "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
+                                  "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                  "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
+                                  "privateRouting": "Indicates whether private network routing is enabled.",
+                                  "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
+                                  "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
+                                  "storageSku": "Storage account SKU. Allowed values: \"Premium_LRS\", \"Premium_ZRS\"."
+                                },
+                                "routing": "FinOps hub private network routing properties, if enabled.",
+                                "core": {
+                                  "suffix": "Unique suffix used for shared resources."
+                                },
+                                "apps": {},
+                                "description": "FinOps hub instance properties.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "_1.HubRoutingProperties": {
+                              "type": "object",
+                              "properties": {
+                                "networkId": {
+                                  "type": "string"
+                                },
+                                "networkName": {
+                                  "type": "string"
+                                },
+                                "scriptStorage": {
+                                  "type": "string"
+                                },
+                                "dnsZones": {
+                                  "type": "object",
+                                  "properties": {
+                                    "blob": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "dfs": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "file": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "queue": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "table": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    }
+                                  }
+                                },
+                                "subnets": {
+                                  "type": "object",
+                                  "properties": {
+                                    "dataExplorer": {
+                                      "type": "string"
+                                    },
+                                    "dataFactory": {
+                                      "type": "string"
+                                    },
+                                    "keyVault": {
+                                      "type": "string"
+                                    },
+                                    "scripts": {
+                                      "type": "string"
+                                    },
+                                    "storage": {
+                                      "type": "string"
+                                    }
+                                  }
+                                }
+                              },
+                              "metadata": {
+                                "networkId": "Resource ID of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                "networkName": "Name of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                "scriptStorage": "Name of the storage account used for deployment scripts.",
+                                "dnsZones": {
+                                  "blob": "Resource ID and name for the blob storage DNS zone.",
+                                  "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                  "file": "Resource ID and name for the file storage DNS zone.",
+                                  "queue": "Resource ID and name for the queue storage DNS zone.",
+                                  "table": "Resource ID and name for the table storage DNS zone."
+                                },
+                                "subnets": {
+                                  "dataExplorer": "Resource ID of the subnet for the Data Explorer instance.",
+                                  "dataFactory": "Resource ID of the subnet for Data Factory instances.",
+                                  "keyVault": "Resource ID of the subnet for Key Vault instances.",
+                                  "scripts": "Resource ID of the subnet for deployment script storage.",
+                                  "storage": "Resource ID of the subnet for storage accounts."
+                                },
+                                "description": "FinOps hub private network routing properties.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "_1.IdNameObject": {
+                              "type": "object",
+                              "properties": {
+                                "id": {
+                                  "type": "string"
+                                },
+                                "name": {
+                                  "type": "string"
+                                }
+                              },
+                              "metadata": {
+                                "id": "Fully-qualified resource ID.",
+                                "name": "Resource name.",
+                                "description": "Resource ID and name.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "HubAppProperties": {
+                              "type": "object",
+                              "properties": {
+                                "id": {
+                                  "type": "string"
+                                },
+                                "name": {
+                                  "type": "string"
+                                },
+                                "publisher": {
+                                  "type": "string"
+                                },
+                                "suffix": {
+                                  "type": "string"
+                                },
+                                "tags": {
+                                  "type": "object"
+                                },
+                                "dataFactory": {
+                                  "type": "string"
+                                },
+                                "keyVault": {
+                                  "type": "string"
+                                },
+                                "storage": {
+                                  "type": "string"
+                                },
+                                "hub": {
+                                  "$ref": "#/definitions/_1.HubProperties"
+                                }
+                              },
+                              "metadata": {
+                                "id": "Fully-qualified name of the publisher and app, separated by a dot.",
+                                "name": "Short name of the FinOps hub app. Last segment of the app ID.",
+                                "publisher": "Fully-qualified namespace of the FinOps hub app publisher.",
+                                "suffix": "Unique suffix used for publisher resources.",
+                                "tags": "Tags to apply to all FinOps hub resources for this FinOps hub app publisher. Tags are not specific to the app since resources are shared.",
+                                "dataFactory": "Name of the Data Factory instance for this publisher.",
+                                "keyVault": "Name of the KeyVault instance for this publisher.",
+                                "storage": "Name of the storage account for this publisher.",
+                                "hub": "FinOps hub instance the app is deployed to.",
+                                "description": "FinOps hub app configuration settings.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            }
+                          },
+                          "parameters": {
+                            "app": {
+                              "$ref": "#/definitions/HubAppProperties",
+                              "metadata": {
+                                "description": "Required. FinOps hub app that storage is getting updated for."
+                              }
+                            },
+                            "container": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Required. Name of the storage container to create or update."
+                              }
+                            },
+                            "files": {
+                              "type": "object",
+                              "defaultValue": {},
+                              "metadata": {
+                                "description": "Optional. Dictionary of key/value pairs for the files to upload to the specified container. The key is the target path under the container and the value is the contents of the file. Default: {} (no files to upload)."
+                              }
+                            },
+                            "forceCreateBlobManagerIdentity": {
+                              "type": "bool",
+                              "defaultValue": false,
+                              "metadata": {
+                                "description": "Optional. Indicates whether to create the blob manager user assigned identity even if files are not being uploaded. Default: false."
+                              }
+                            }
+                          },
+                          "variables": {
+                            "$fxv#0": "# Copyright (c) Microsoft Corporation.\r\n# Licensed under the MIT License.\r\n\r\n# Get storage context\r\n$storageContext = @{\r\n    Context   = New-AzStorageContext -StorageAccountName $env:storageAccountName -UseConnectedAccount\r\n    Container = $env:containerName\r\n}\r\n\r\n# Uploading files\r\n$files = $env:files | ConvertFrom-Json -Depth 10\r\nWrite-Output \"Uploading ${$files.PSObject.Properties.Count} files...\"\r\n$files.PSObject.Properties | ForEach-Object {\r\n    $filePath = $_.Name\r\n    $tempPath = \"./$($filePath -replace \"/\", \"_\")\"\r\n    Write-Output \"  Uploading $filePath...\"\r\n    $_.Value | Out-File $tempPath\r\n    Set-AzStorageBlobContent @storageContext -File $tempPath -Blob $filePath -Force | Out-Null\r\n}\r\n",
+                            "fileCount": "[length(items(parameters('files')))]",
+                            "hasFiles": "[greater(variables('fileCount'), 0)]"
+                          },
+                          "resources": {
+                            "storageAccount::blobService::targetContainer": {
+                              "type": "Microsoft.Storage/storageAccounts/blobServices/containers",
+                              "apiVersion": "2022-09-01",
+                              "name": "[format('{0}/{1}/{2}', parameters('app').storage, 'default', parameters('container'))]",
+                              "properties": {
+                                "publicAccess": "None",
+                                "metadata": {}
+                              }
+                            },
+                            "storageAccount::blobService": {
+                              "existing": true,
+                              "type": "Microsoft.Storage/storageAccounts/blobServices",
+                              "apiVersion": "2022-09-01",
+                              "name": "[format('{0}/{1}', parameters('app').storage, 'default')]"
+                            },
+                            "storageAccount": {
+                              "existing": true,
+                              "type": "Microsoft.Storage/storageAccounts",
+                              "apiVersion": "2022-09-01",
+                              "name": "[parameters('app').storage]"
+                            },
+                            "identity": {
+                              "condition": "[or(variables('hasFiles'), parameters('forceCreateBlobManagerIdentity'))]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2025-04-01",
+                              "name": "[format('{0}.Identity', deployment().name)]",
+                              "properties": {
+                                "expressionEvaluationOptions": {
+                                  "scope": "inner"
+                                },
+                                "mode": "Incremental",
+                                "parameters": {
+                                  "app": {
+                                    "value": "[parameters('app')]"
+                                  },
+                                  "identityName": {
+                                    "value": "[format('{0}_blobManager', parameters('app').storage)]"
+                                  },
+                                  "roleAssignmentResourceId": {
+                                    "value": "[resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage)]"
+                                  },
+                                  "roles": {
+                                    "value": [
+                                      "ba92f5b4-2d11-453d-a403-e96b0029c9fe",
+                                      "69566ab7-960f-475b-8e7c-b3118f30c6bd"
+                                    ]
+                                  }
+                                },
+                                "template": {
+                                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                  "languageVersion": "2.1-experimental",
+                                  "contentVersion": "1.0.0.0",
+                                  "metadata": {
+                                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                                      "Enable @validate() decorator"
+                                    ],
+                                    "_generator": {
+                                      "name": "bicep",
+                                      "version": "0.40.2.10011",
+                                      "templateHash": "17649985755359546818"
+                                    }
+                                  },
+                                  "definitions": {
+                                    "_1.HubProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "location": {
+                                          "type": "string"
+                                        },
+                                        "tags": {
+                                          "type": "object"
+                                        },
+                                        "tagsByResource": {
+                                          "type": "object"
+                                        },
+                                        "version": {
+                                          "type": "string"
+                                        },
+                                        "options": {
+                                          "type": "object",
+                                          "properties": {
+                                            "enableTelemetry": {
+                                              "type": "bool"
+                                            },
+                                            "keyVaultSku": {
+                                              "type": "string"
+                                            },
+                                            "keyVaultEnablePurgeProtection": {
+                                              "type": "bool"
+                                            },
+                                            "networkAddressPrefix": {
+                                              "type": "string"
+                                            },
+                                            "natGateway": {
+                                              "type": "bool"
+                                            },
+                                            "privateRouting": {
+                                              "type": "bool"
+                                            },
+                                            "publisherIsolation": {
+                                              "type": "bool"
+                                            },
+                                            "storageInfrastructureEncryption": {
+                                              "type": "bool"
+                                            },
+                                            "storageSku": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        },
+                                        "routing": {
+                                          "$ref": "#/definitions/_1.HubRoutingProperties"
+                                        },
+                                        "core": {
+                                          "type": "object",
+                                          "properties": {
+                                            "suffix": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "FinOps hub resource ID.",
+                                        "name": "FinOps hub instance name.",
+                                        "location": "Azure resource location of the FinOps hub instance.",
+                                        "tags": "Tags to apply to all FinOps hub resources.",
+                                        "tagsByResource": "Tags to apply to resources based on their resource type.",
+                                        "version": "FinOps hub version number.",
+                                        "options": {
+                                          "enableTelemetry": "Indicates whether telemetry should be enabled for deployments.",
+                                          "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
+                                          "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
+                                          "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
+                                          "privateRouting": "Indicates whether private network routing is enabled.",
+                                          "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
+                                          "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
+                                          "storageSku": "Storage account SKU. Allowed values: \"Premium_LRS\", \"Premium_ZRS\"."
+                                        },
+                                        "routing": "FinOps hub private network routing properties, if enabled.",
+                                        "core": {
+                                          "suffix": "Unique suffix used for shared resources."
+                                        },
+                                        "apps": {},
+                                        "description": "FinOps hub instance properties.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "_1.HubRoutingProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "networkId": {
+                                          "type": "string"
+                                        },
+                                        "networkName": {
+                                          "type": "string"
+                                        },
+                                        "scriptStorage": {
+                                          "type": "string"
+                                        },
+                                        "dnsZones": {
+                                          "type": "object",
+                                          "properties": {
+                                            "blob": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "dfs": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "file": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "queue": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "table": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            }
+                                          }
+                                        },
+                                        "subnets": {
+                                          "type": "object",
+                                          "properties": {
+                                            "dataExplorer": {
+                                              "type": "string"
+                                            },
+                                            "dataFactory": {
+                                              "type": "string"
+                                            },
+                                            "keyVault": {
+                                              "type": "string"
+                                            },
+                                            "scripts": {
+                                              "type": "string"
+                                            },
+                                            "storage": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        }
+                                      },
+                                      "metadata": {
+                                        "networkId": "Resource ID of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                        "networkName": "Name of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                        "scriptStorage": "Name of the storage account used for deployment scripts.",
+                                        "dnsZones": {
+                                          "blob": "Resource ID and name for the blob storage DNS zone.",
+                                          "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                          "file": "Resource ID and name for the file storage DNS zone.",
+                                          "queue": "Resource ID and name for the queue storage DNS zone.",
+                                          "table": "Resource ID and name for the table storage DNS zone."
+                                        },
+                                        "subnets": {
+                                          "dataExplorer": "Resource ID of the subnet for the Data Explorer instance.",
+                                          "dataFactory": "Resource ID of the subnet for Data Factory instances.",
+                                          "keyVault": "Resource ID of the subnet for Key Vault instances.",
+                                          "scripts": "Resource ID of the subnet for deployment script storage.",
+                                          "storage": "Resource ID of the subnet for storage accounts."
+                                        },
+                                        "description": "FinOps hub private network routing properties.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "_1.IdNameObject": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "Fully-qualified resource ID.",
+                                        "name": "Resource name.",
+                                        "description": "Resource ID and name.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "HubAppProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "publisher": {
+                                          "type": "string"
+                                        },
+                                        "suffix": {
+                                          "type": "string"
+                                        },
+                                        "tags": {
+                                          "type": "object"
+                                        },
+                                        "dataFactory": {
+                                          "type": "string"
+                                        },
+                                        "keyVault": {
+                                          "type": "string"
+                                        },
+                                        "storage": {
+                                          "type": "string"
+                                        },
+                                        "hub": {
+                                          "$ref": "#/definitions/_1.HubProperties"
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "Fully-qualified name of the publisher and app, separated by a dot.",
+                                        "name": "Short name of the FinOps hub app. Last segment of the app ID.",
+                                        "publisher": "Fully-qualified namespace of the FinOps hub app publisher.",
+                                        "suffix": "Unique suffix used for publisher resources.",
+                                        "tags": "Tags to apply to all FinOps hub resources for this FinOps hub app publisher. Tags are not specific to the app since resources are shared.",
+                                        "dataFactory": "Name of the Data Factory instance for this publisher.",
+                                        "keyVault": "Name of the KeyVault instance for this publisher.",
+                                        "storage": "Name of the storage account for this publisher.",
+                                        "hub": "FinOps hub instance the app is deployed to.",
+                                        "description": "FinOps hub app configuration settings.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    }
+                                  },
+                                  "functions": [
+                                    {
+                                      "namespace": "__bicep",
+                                      "members": {
+                                        "getAppPublisherTags": {
+                                          "parameters": [
+                                            {
+                                              "$ref": "#/definitions/HubAppProperties",
+                                              "name": "app"
+                                            },
+                                            {
+                                              "type": "string",
+                                              "name": "resourceType"
+                                            }
+                                          ],
+                                          "output": {
+                                            "type": "object",
+                                            "value": "[union(if(parameters('app').hub.options.publisherIsolation, parameters('app').tags, parameters('app').hub.tags), coalesce(tryGet(parameters('app').hub.tagsByResource, parameters('resourceType')), createObject()))]"
+                                          },
+                                          "metadata": {
+                                            "description": "Returns a tags dictionary that includes tags for the FinOps hub app publisher.",
+                                            "__bicep_imported_from!": {
+                                              "sourceTemplate": "hub-types.bicep"
+                                            }
+                                          }
+                                        }
+                                      }
+                                    }
+                                  ],
+                                  "parameters": {
+                                    "app": {
+                                      "$ref": "#/definitions/HubAppProperties",
+                                      "metadata": {
+                                        "description": "Required. FinOps hub app the identity is associated with."
+                                      }
+                                    },
+                                    "identityName": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the user assigned identity."
+                                      }
+                                    },
+                                    "roleAssignmentResourceId": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Resource ID of the resource access is being granted for."
+                                      }
+                                    },
+                                    "roles": {
+                                      "type": "array",
+                                      "items": {
+                                        "type": "string"
+                                      },
+                                      "metadata": {
+                                        "description": "Required. List of RBAC role assignment GUIDs."
+                                      }
+                                    }
+                                  },
+                                  "resources": {
+                                    "identity": {
+                                      "type": "Microsoft.ManagedIdentity/userAssignedIdentities",
+                                      "apiVersion": "2023-01-31",
+                                      "name": "[parameters('identityName')]",
+                                      "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.ManagedIdentity/userAssignedIdentities')]",
+                                      "location": "[parameters('app').hub.location]"
+                                    },
+                                    "identityRoleAssignments": {
+                                      "copy": {
+                                        "name": "identityRoleAssignments",
+                                        "count": "[length(parameters('roles'))]"
+                                      },
+                                      "type": "Microsoft.Authorization/roleAssignments",
+                                      "apiVersion": "2022-04-01",
+                                      "name": "[guid(parameters('roleAssignmentResourceId'), parameters('roles')[copyIndex()], resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]",
+                                      "properties": {
+                                        "roleDefinitionId": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', parameters('roles')[copyIndex()])]",
+                                        "principalId": "[reference('identity').principalId]",
+                                        "principalType": "ServicePrincipal"
+                                      },
+                                      "dependsOn": [
+                                        "identity"
+                                      ]
+                                    }
+                                  },
+                                  "outputs": {
+                                    "id": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Resource ID of the user assigned identity."
+                                      },
+                                      "value": "[resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName'))]"
+                                    },
+                                    "name": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Name of the user assigned identity."
+                                      },
+                                      "value": "[parameters('identityName')]"
+                                    },
+                                    "principalId": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Principal ID of the user assigned identity."
+                                      },
+                                      "value": "[reference('identity').principalId]"
+                                    }
+                                  }
+                                }
+                              }
+                            },
+                            "uploadFiles": {
+                              "condition": "[variables('hasFiles')]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2025-04-01",
+                              "name": "[format('{0}.Upload', deployment().name)]",
+                              "properties": {
+                                "expressionEvaluationOptions": {
+                                  "scope": "inner"
+                                },
+                                "mode": "Incremental",
+                                "parameters": {
+                                  "app": {
+                                    "value": "[parameters('app')]"
+                                  },
+                                  "identityName": {
+                                    "value": "[reference('identity').outputs.name.value]"
+                                  },
+                                  "environmentVariables": {
+                                    "value": [
+                                      {
+                                        "name": "storageAccountName",
+                                        "value": "[parameters('app').storage]"
+                                      },
+                                      {
+                                        "name": "containerName",
+                                        "value": "[parameters('container')]"
+                                      },
+                                      {
+                                        "name": "files",
+                                        "value": "[string(parameters('files'))]"
+                                      }
+                                    ]
+                                  },
+                                  "scriptContent": {
+                                    "value": "[variables('$fxv#0')]"
+                                  }
+                                },
+                                "template": {
+                                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                  "languageVersion": "2.1-experimental",
+                                  "contentVersion": "1.0.0.0",
+                                  "metadata": {
+                                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                                      "Enable @validate() decorator"
+                                    ],
+                                    "_generator": {
+                                      "name": "bicep",
+                                      "version": "0.40.2.10011",
+                                      "templateHash": "15790442586575518487"
+                                    }
+                                  },
+                                  "definitions": {
+                                    "EnvironmentVariable": {
+                                      "type": "object",
+                                      "properties": {
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "value": {
+                                          "type": "string"
+                                        }
+                                      }
+                                    },
+                                    "_1.HubProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "location": {
+                                          "type": "string"
+                                        },
+                                        "tags": {
+                                          "type": "object"
+                                        },
+                                        "tagsByResource": {
+                                          "type": "object"
+                                        },
+                                        "version": {
+                                          "type": "string"
+                                        },
+                                        "options": {
+                                          "type": "object",
+                                          "properties": {
+                                            "enableTelemetry": {
+                                              "type": "bool"
+                                            },
+                                            "keyVaultSku": {
+                                              "type": "string"
+                                            },
+                                            "keyVaultEnablePurgeProtection": {
+                                              "type": "bool"
+                                            },
+                                            "networkAddressPrefix": {
+                                              "type": "string"
+                                            },
+                                            "natGateway": {
+                                              "type": "bool"
+                                            },
+                                            "privateRouting": {
+                                              "type": "bool"
+                                            },
+                                            "publisherIsolation": {
+                                              "type": "bool"
+                                            },
+                                            "storageInfrastructureEncryption": {
+                                              "type": "bool"
+                                            },
+                                            "storageSku": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        },
+                                        "routing": {
+                                          "$ref": "#/definitions/_1.HubRoutingProperties"
+                                        },
+                                        "core": {
+                                          "type": "object",
+                                          "properties": {
+                                            "suffix": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "FinOps hub resource ID.",
+                                        "name": "FinOps hub instance name.",
+                                        "location": "Azure resource location of the FinOps hub instance.",
+                                        "tags": "Tags to apply to all FinOps hub resources.",
+                                        "tagsByResource": "Tags to apply to resources based on their resource type.",
+                                        "version": "FinOps hub version number.",
+                                        "options": {
+                                          "enableTelemetry": "Indicates whether telemetry should be enabled for deployments.",
+                                          "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
+                                          "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
+                                          "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
+                                          "privateRouting": "Indicates whether private network routing is enabled.",
+                                          "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
+                                          "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
+                                          "storageSku": "Storage account SKU. Allowed values: \"Premium_LRS\", \"Premium_ZRS\"."
+                                        },
+                                        "routing": "FinOps hub private network routing properties, if enabled.",
+                                        "core": {
+                                          "suffix": "Unique suffix used for shared resources."
+                                        },
+                                        "apps": {},
+                                        "description": "FinOps hub instance properties.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "_1.HubRoutingProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "networkId": {
+                                          "type": "string"
+                                        },
+                                        "networkName": {
+                                          "type": "string"
+                                        },
+                                        "scriptStorage": {
+                                          "type": "string"
+                                        },
+                                        "dnsZones": {
+                                          "type": "object",
+                                          "properties": {
+                                            "blob": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "dfs": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "file": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "queue": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "table": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            }
+                                          }
+                                        },
+                                        "subnets": {
+                                          "type": "object",
+                                          "properties": {
+                                            "dataExplorer": {
+                                              "type": "string"
+                                            },
+                                            "dataFactory": {
+                                              "type": "string"
+                                            },
+                                            "keyVault": {
+                                              "type": "string"
+                                            },
+                                            "scripts": {
+                                              "type": "string"
+                                            },
+                                            "storage": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        }
+                                      },
+                                      "metadata": {
+                                        "networkId": "Resource ID of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                        "networkName": "Name of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                        "scriptStorage": "Name of the storage account used for deployment scripts.",
+                                        "dnsZones": {
+                                          "blob": "Resource ID and name for the blob storage DNS zone.",
+                                          "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                          "file": "Resource ID and name for the file storage DNS zone.",
+                                          "queue": "Resource ID and name for the queue storage DNS zone.",
+                                          "table": "Resource ID and name for the table storage DNS zone."
+                                        },
+                                        "subnets": {
+                                          "dataExplorer": "Resource ID of the subnet for the Data Explorer instance.",
+                                          "dataFactory": "Resource ID of the subnet for Data Factory instances.",
+                                          "keyVault": "Resource ID of the subnet for Key Vault instances.",
+                                          "scripts": "Resource ID of the subnet for deployment script storage.",
+                                          "storage": "Resource ID of the subnet for storage accounts."
+                                        },
+                                        "description": "FinOps hub private network routing properties.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "_1.IdNameObject": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "Fully-qualified resource ID.",
+                                        "name": "Resource name.",
+                                        "description": "Resource ID and name.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "HubAppProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "publisher": {
+                                          "type": "string"
+                                        },
+                                        "suffix": {
+                                          "type": "string"
+                                        },
+                                        "tags": {
+                                          "type": "object"
+                                        },
+                                        "dataFactory": {
+                                          "type": "string"
+                                        },
+                                        "keyVault": {
+                                          "type": "string"
+                                        },
+                                        "storage": {
+                                          "type": "string"
+                                        },
+                                        "hub": {
+                                          "$ref": "#/definitions/_1.HubProperties"
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "Fully-qualified name of the publisher and app, separated by a dot.",
+                                        "name": "Short name of the FinOps hub app. Last segment of the app ID.",
+                                        "publisher": "Fully-qualified namespace of the FinOps hub app publisher.",
+                                        "suffix": "Unique suffix used for publisher resources.",
+                                        "tags": "Tags to apply to all FinOps hub resources for this FinOps hub app publisher. Tags are not specific to the app since resources are shared.",
+                                        "dataFactory": "Name of the Data Factory instance for this publisher.",
+                                        "keyVault": "Name of the KeyVault instance for this publisher.",
+                                        "storage": "Name of the storage account for this publisher.",
+                                        "hub": "FinOps hub instance the app is deployed to.",
+                                        "description": "FinOps hub app configuration settings.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    }
+                                  },
+                                  "parameters": {
+                                    "app": {
+                                      "$ref": "#/definitions/HubAppProperties",
+                                      "metadata": {
+                                        "description": "Required. FinOps hub app the deployment script is being run for."
+                                      }
+                                    },
+                                    "identityName": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the managed identity to create."
+                                      }
+                                    },
+                                    "scriptName": {
+                                      "type": "string",
+                                      "defaultValue": "[deployment().name]",
+                                      "metadata": {
+                                        "description": "Optional. Name of the deployment script to create. Default = (same as deployment)."
+                                      }
+                                    },
+                                    "scriptContent": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the deployment script to create."
+                                      }
+                                    },
+                                    "arguments": {
+                                      "type": "string",
+                                      "defaultValue": "",
+                                      "metadata": {
+                                        "description": "Optional. Additional arguments to pass into the deployment script."
+                                      }
+                                    },
+                                    "environmentVariables": {
+                                      "type": "array",
+                                      "items": {
+                                        "$ref": "#/definitions/EnvironmentVariable"
+                                      },
+                                      "defaultValue": [],
+                                      "metadata": {
+                                        "description": "Optional. Environment variables to use for the deployment script."
+                                      }
+                                    },
+                                    "forceUpdateTag": {
+                                      "type": "string",
+                                      "defaultValue": "",
+                                      "metadata": {
+                                        "description": "Optional. Forces the script to run again when the value changes. Default = empty (only reruns when properties change)."
+                                      }
+                                    }
+                                  },
+                                  "variables": {
+                                    "privateEndpointDeploymentRoles": "[if(not(parameters('app').hub.options.privateRouting), createArray(), createArray('69566ab7-960f-475b-8e7c-b3118f30c6bd'))]",
+                                    "containerGroupName": "[replace(replace(replace(parameters('scriptName'), '/', '-'), '.', '-'), '_', '-')]",
+                                    "privateEndpointDeploymentProperties": "[if(not(parameters('app').hub.options.privateRouting), createObject(), createObject('storageAccountSettings', createObject('storageAccountName', coalesce(parameters('app').hub.routing.scriptStorage, '')), 'containerSettings', createObject('containerGroupName', if(greater(length(variables('containerGroupName')), 63), substring(variables('containerGroupName'), 0, 62), variables('containerGroupName')), 'subnetIds', createArray(createObject('id', coalesce(parameters('app').hub.routing.subnets.scripts, ''))))))]"
+                                  },
+                                  "resources": {
+                                    "identity": {
+                                      "type": "Microsoft.ManagedIdentity/userAssignedIdentities",
+                                      "apiVersion": "2023-01-31",
+                                      "name": "[parameters('identityName')]",
+                                      "tags": "[union(parameters('app').tags, coalesce(tryGet(parameters('app').hub.tagsByResource, 'Microsoft.ManagedIdentity/userAssignedIdentities'), createObject()))]",
+                                      "location": "[parameters('app').hub.location]"
+                                    },
+                                    "scriptStorageAccount": {
+                                      "condition": "[parameters('app').hub.options.privateRouting]",
+                                      "existing": true,
+                                      "type": "Microsoft.Storage/storageAccounts",
+                                      "apiVersion": "2022-09-01",
+                                      "name": "[coalesce(parameters('app').hub.routing.scriptStorage, '')]"
+                                    },
+                                    "identityRoleAssignments": {
+                                      "copy": {
+                                        "name": "identityRoleAssignments",
+                                        "count": "[length(variables('privateEndpointDeploymentRoles'))]"
+                                      },
+                                      "condition": "[parameters('app').hub.options.privateRouting]",
+                                      "type": "Microsoft.Authorization/roleAssignments",
+                                      "apiVersion": "2022-04-01",
+                                      "scope": "[resourceId('Microsoft.Storage/storageAccounts', coalesce(parameters('app').hub.routing.scriptStorage, ''))]",
+                                      "name": "[guid(variables('privateEndpointDeploymentRoles')[copyIndex()], resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]",
+                                      "properties": {
+                                        "roleDefinitionId": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', variables('privateEndpointDeploymentRoles')[copyIndex()])]",
+                                        "principalId": "[reference('identity').principalId]",
+                                        "principalType": "ServicePrincipal"
+                                      },
+                                      "dependsOn": [
+                                        "identity"
+                                      ]
+                                    },
+                                    "script": {
+                                      "type": "Microsoft.Resources/deploymentScripts",
+                                      "apiVersion": "2023-08-01",
+                                      "name": "[parameters('scriptName')]",
+                                      "kind": "AzurePowerShell",
+                                      "location": "[if(startsWith(parameters('app').hub.location, 'china'), 'chinaeast2', parameters('app').hub.location)]",
+                                      "tags": "[union(parameters('app').tags, coalesce(tryGet(parameters('app').hub.tagsByResource, 'Microsoft.Resources/deploymentScripts'), createObject()))]",
+                                      "identity": {
+                                        "type": "UserAssigned",
+                                        "userAssignedIdentities": {
+                                          "[format('{0}', resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]": {}
+                                        }
+                                      },
+                                      "properties": "[shallowMerge(createArray(variables('privateEndpointDeploymentProperties'), createObject('azPowerShellVersion', '11.0', 'retentionInterval', 'PT1H', 'cleanupPreference', 'OnSuccess', 'scriptContent', parameters('scriptContent'), 'arguments', parameters('arguments'), 'environmentVariables', parameters('environmentVariables'), 'forceUpdateTag', if(empty(parameters('forceUpdateTag')), null(), parameters('forceUpdateTag')))))]",
+                                      "dependsOn": [
+                                        "identity",
+                                        "identityRoleAssignments"
+                                      ]
+                                    }
+                                  },
+                                  "outputs": {
+                                    "scriptOutputs": {
+                                      "type": "object",
+                                      "metadata": {
+                                        "description": "Values the script set in $DeploymentScriptOutputs. Empty if the script did not set any."
+                                      },
+                                      "value": "[coalesce(tryGet(reference('script'), 'outputs'), createObject())]"
+                                    }
+                                  }
+                                }
+                              },
+                              "dependsOn": [
+                                "identity"
+                              ]
+                            }
+                          },
+                          "outputs": {
+                            "containerName": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "The name of the storage container."
+                              },
+                              "value": "[parameters('container')]"
+                            },
+                            "filesUploaded": {
+                              "type": "int",
+                              "metadata": {
+                                "description": "The number of files uploaded to the storage container."
+                              },
+                              "value": "[variables('fileCount')]"
+                            },
+                            "identityId": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Resource ID of the user assigned identity used to upload files. Will be empty if no files are uploaded or forceCreateBlobManagerIdentity is false."
+                              },
+                              "value": "[if(or(variables('hasFiles'), parameters('forceCreateBlobManagerIdentity')), reference('identity').outputs.id.value, '')]"
+                            },
+                            "identityName": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Name of the user assigned identity used to upload files. Will be empty if no files are uploaded or forceCreateBlobManagerIdentity is false."
+                              },
+                              "value": "[if(or(variables('hasFiles'), parameters('forceCreateBlobManagerIdentity')), reference('identity').outputs.name.value, '')]"
+                            },
+                            "identityPrincipalId": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Principal ID of the user assigned identity used to upload files. Will be empty if no files are uploaded or forceCreateBlobManagerIdentity is false."
+                              },
+                              "value": "[if(or(variables('hasFiles'), parameters('forceCreateBlobManagerIdentity')), reference('identity').outputs.principalId.value, '')]"
+                            }
+                          }
+                        }
+                      },
+                      "dependsOn": [
+                        "appRegistration"
+                      ]
+                    },
+                    "exportContainer": {
+                      "type": "Microsoft.Resources/deployments",
+                      "apiVersion": "2025-04-01",
+                      "name": "Microsoft.CostManagement.Exports_Storage.ExportContainer",
+                      "properties": {
+                        "expressionEvaluationOptions": {
+                          "scope": "inner"
+                        },
+                        "mode": "Incremental",
+                        "parameters": {
+                          "app": {
+                            "value": "[parameters('app')]"
+                          },
+                          "container": {
+                            "value": "[variables('MSEXPORTS')]"
+                          }
+                        },
+                        "template": {
+                          "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                          "languageVersion": "2.1-experimental",
+                          "contentVersion": "1.0.0.0",
+                          "metadata": {
+                            "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                            "_EXPERIMENTAL_FEATURES_ENABLED": [
+                              "Enable @validate() decorator"
+                            ],
+                            "_generator": {
+                              "name": "bicep",
+                              "version": "0.40.2.10011",
+                              "templateHash": "8959083120322629470"
+                            }
+                          },
+                          "definitions": {
+                            "_1.HubProperties": {
+                              "type": "object",
+                              "properties": {
+                                "id": {
+                                  "type": "string"
+                                },
+                                "name": {
+                                  "type": "string"
+                                },
+                                "location": {
+                                  "type": "string"
+                                },
+                                "tags": {
+                                  "type": "object"
+                                },
+                                "tagsByResource": {
+                                  "type": "object"
+                                },
+                                "version": {
+                                  "type": "string"
+                                },
+                                "options": {
+                                  "type": "object",
+                                  "properties": {
+                                    "enableTelemetry": {
+                                      "type": "bool"
+                                    },
+                                    "keyVaultSku": {
+                                      "type": "string"
+                                    },
+                                    "keyVaultEnablePurgeProtection": {
+                                      "type": "bool"
+                                    },
+                                    "networkAddressPrefix": {
+                                      "type": "string"
+                                    },
+                                    "natGateway": {
+                                      "type": "bool"
+                                    },
+                                    "privateRouting": {
+                                      "type": "bool"
+                                    },
+                                    "publisherIsolation": {
+                                      "type": "bool"
+                                    },
+                                    "storageInfrastructureEncryption": {
+                                      "type": "bool"
+                                    },
+                                    "storageSku": {
+                                      "type": "string"
+                                    }
+                                  }
+                                },
+                                "routing": {
+                                  "$ref": "#/definitions/_1.HubRoutingProperties"
+                                },
+                                "core": {
+                                  "type": "object",
+                                  "properties": {
+                                    "suffix": {
+                                      "type": "string"
+                                    }
+                                  }
+                                }
+                              },
+                              "metadata": {
+                                "id": "FinOps hub resource ID.",
+                                "name": "FinOps hub instance name.",
+                                "location": "Azure resource location of the FinOps hub instance.",
+                                "tags": "Tags to apply to all FinOps hub resources.",
+                                "tagsByResource": "Tags to apply to resources based on their resource type.",
+                                "version": "FinOps hub version number.",
+                                "options": {
+                                  "enableTelemetry": "Indicates whether telemetry should be enabled for deployments.",
+                                  "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
+                                  "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
+                                  "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                  "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
+                                  "privateRouting": "Indicates whether private network routing is enabled.",
+                                  "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
+                                  "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
+                                  "storageSku": "Storage account SKU. Allowed values: \"Premium_LRS\", \"Premium_ZRS\"."
+                                },
+                                "routing": "FinOps hub private network routing properties, if enabled.",
+                                "core": {
+                                  "suffix": "Unique suffix used for shared resources."
+                                },
+                                "apps": {},
+                                "description": "FinOps hub instance properties.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "_1.HubRoutingProperties": {
+                              "type": "object",
+                              "properties": {
+                                "networkId": {
+                                  "type": "string"
+                                },
+                                "networkName": {
+                                  "type": "string"
+                                },
+                                "scriptStorage": {
+                                  "type": "string"
+                                },
+                                "dnsZones": {
+                                  "type": "object",
+                                  "properties": {
+                                    "blob": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "dfs": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "file": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "queue": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "table": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    }
+                                  }
+                                },
+                                "subnets": {
+                                  "type": "object",
+                                  "properties": {
+                                    "dataExplorer": {
+                                      "type": "string"
+                                    },
+                                    "dataFactory": {
+                                      "type": "string"
+                                    },
+                                    "keyVault": {
+                                      "type": "string"
+                                    },
+                                    "scripts": {
+                                      "type": "string"
+                                    },
+                                    "storage": {
+                                      "type": "string"
+                                    }
+                                  }
+                                }
+                              },
+                              "metadata": {
+                                "networkId": "Resource ID of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                "networkName": "Name of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                "scriptStorage": "Name of the storage account used for deployment scripts.",
+                                "dnsZones": {
+                                  "blob": "Resource ID and name for the blob storage DNS zone.",
+                                  "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                  "file": "Resource ID and name for the file storage DNS zone.",
+                                  "queue": "Resource ID and name for the queue storage DNS zone.",
+                                  "table": "Resource ID and name for the table storage DNS zone."
+                                },
+                                "subnets": {
+                                  "dataExplorer": "Resource ID of the subnet for the Data Explorer instance.",
+                                  "dataFactory": "Resource ID of the subnet for Data Factory instances.",
+                                  "keyVault": "Resource ID of the subnet for Key Vault instances.",
+                                  "scripts": "Resource ID of the subnet for deployment script storage.",
+                                  "storage": "Resource ID of the subnet for storage accounts."
+                                },
+                                "description": "FinOps hub private network routing properties.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "_1.IdNameObject": {
+                              "type": "object",
+                              "properties": {
+                                "id": {
+                                  "type": "string"
+                                },
+                                "name": {
+                                  "type": "string"
+                                }
+                              },
+                              "metadata": {
+                                "id": "Fully-qualified resource ID.",
+                                "name": "Resource name.",
+                                "description": "Resource ID and name.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "HubAppProperties": {
+                              "type": "object",
+                              "properties": {
+                                "id": {
+                                  "type": "string"
+                                },
+                                "name": {
+                                  "type": "string"
+                                },
+                                "publisher": {
+                                  "type": "string"
+                                },
+                                "suffix": {
+                                  "type": "string"
+                                },
+                                "tags": {
+                                  "type": "object"
+                                },
+                                "dataFactory": {
+                                  "type": "string"
+                                },
+                                "keyVault": {
+                                  "type": "string"
+                                },
+                                "storage": {
+                                  "type": "string"
+                                },
+                                "hub": {
+                                  "$ref": "#/definitions/_1.HubProperties"
+                                }
+                              },
+                              "metadata": {
+                                "id": "Fully-qualified name of the publisher and app, separated by a dot.",
+                                "name": "Short name of the FinOps hub app. Last segment of the app ID.",
+                                "publisher": "Fully-qualified namespace of the FinOps hub app publisher.",
+                                "suffix": "Unique suffix used for publisher resources.",
+                                "tags": "Tags to apply to all FinOps hub resources for this FinOps hub app publisher. Tags are not specific to the app since resources are shared.",
+                                "dataFactory": "Name of the Data Factory instance for this publisher.",
+                                "keyVault": "Name of the KeyVault instance for this publisher.",
+                                "storage": "Name of the storage account for this publisher.",
+                                "hub": "FinOps hub instance the app is deployed to.",
+                                "description": "FinOps hub app configuration settings.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            }
+                          },
+                          "parameters": {
+                            "app": {
+                              "$ref": "#/definitions/HubAppProperties",
+                              "metadata": {
+                                "description": "Required. FinOps hub app that storage is getting updated for."
+                              }
+                            },
+                            "container": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Required. Name of the storage container to create or update."
+                              }
+                            },
+                            "files": {
+                              "type": "object",
+                              "defaultValue": {},
+                              "metadata": {
+                                "description": "Optional. Dictionary of key/value pairs for the files to upload to the specified container. The key is the target path under the container and the value is the contents of the file. Default: {} (no files to upload)."
+                              }
+                            },
+                            "forceCreateBlobManagerIdentity": {
+                              "type": "bool",
+                              "defaultValue": false,
+                              "metadata": {
+                                "description": "Optional. Indicates whether to create the blob manager user assigned identity even if files are not being uploaded. Default: false."
+                              }
+                            }
+                          },
+                          "variables": {
+                            "$fxv#0": "# Copyright (c) Microsoft Corporation.\r\n# Licensed under the MIT License.\r\n\r\n# Get storage context\r\n$storageContext = @{\r\n    Context   = New-AzStorageContext -StorageAccountName $env:storageAccountName -UseConnectedAccount\r\n    Container = $env:containerName\r\n}\r\n\r\n# Uploading files\r\n$files = $env:files | ConvertFrom-Json -Depth 10\r\nWrite-Output \"Uploading ${$files.PSObject.Properties.Count} files...\"\r\n$files.PSObject.Properties | ForEach-Object {\r\n    $filePath = $_.Name\r\n    $tempPath = \"./$($filePath -replace \"/\", \"_\")\"\r\n    Write-Output \"  Uploading $filePath...\"\r\n    $_.Value | Out-File $tempPath\r\n    Set-AzStorageBlobContent @storageContext -File $tempPath -Blob $filePath -Force | Out-Null\r\n}\r\n",
+                            "fileCount": "[length(items(parameters('files')))]",
+                            "hasFiles": "[greater(variables('fileCount'), 0)]"
+                          },
+                          "resources": {
+                            "storageAccount::blobService::targetContainer": {
+                              "type": "Microsoft.Storage/storageAccounts/blobServices/containers",
+                              "apiVersion": "2022-09-01",
+                              "name": "[format('{0}/{1}/{2}', parameters('app').storage, 'default', parameters('container'))]",
+                              "properties": {
+                                "publicAccess": "None",
+                                "metadata": {}
+                              }
+                            },
+                            "storageAccount::blobService": {
+                              "existing": true,
+                              "type": "Microsoft.Storage/storageAccounts/blobServices",
+                              "apiVersion": "2022-09-01",
+                              "name": "[format('{0}/{1}', parameters('app').storage, 'default')]"
+                            },
+                            "storageAccount": {
+                              "existing": true,
+                              "type": "Microsoft.Storage/storageAccounts",
+                              "apiVersion": "2022-09-01",
+                              "name": "[parameters('app').storage]"
+                            },
+                            "identity": {
+                              "condition": "[or(variables('hasFiles'), parameters('forceCreateBlobManagerIdentity'))]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2025-04-01",
+                              "name": "[format('{0}.Identity', deployment().name)]",
+                              "properties": {
+                                "expressionEvaluationOptions": {
+                                  "scope": "inner"
+                                },
+                                "mode": "Incremental",
+                                "parameters": {
+                                  "app": {
+                                    "value": "[parameters('app')]"
+                                  },
+                                  "identityName": {
+                                    "value": "[format('{0}_blobManager', parameters('app').storage)]"
+                                  },
+                                  "roleAssignmentResourceId": {
+                                    "value": "[resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage)]"
+                                  },
+                                  "roles": {
+                                    "value": [
+                                      "ba92f5b4-2d11-453d-a403-e96b0029c9fe",
+                                      "69566ab7-960f-475b-8e7c-b3118f30c6bd"
+                                    ]
+                                  }
+                                },
+                                "template": {
+                                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                  "languageVersion": "2.1-experimental",
+                                  "contentVersion": "1.0.0.0",
+                                  "metadata": {
+                                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                                      "Enable @validate() decorator"
+                                    ],
+                                    "_generator": {
+                                      "name": "bicep",
+                                      "version": "0.40.2.10011",
+                                      "templateHash": "17649985755359546818"
+                                    }
+                                  },
+                                  "definitions": {
+                                    "_1.HubProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "location": {
+                                          "type": "string"
+                                        },
+                                        "tags": {
+                                          "type": "object"
+                                        },
+                                        "tagsByResource": {
+                                          "type": "object"
+                                        },
+                                        "version": {
+                                          "type": "string"
+                                        },
+                                        "options": {
+                                          "type": "object",
+                                          "properties": {
+                                            "enableTelemetry": {
+                                              "type": "bool"
+                                            },
+                                            "keyVaultSku": {
+                                              "type": "string"
+                                            },
+                                            "keyVaultEnablePurgeProtection": {
+                                              "type": "bool"
+                                            },
+                                            "networkAddressPrefix": {
+                                              "type": "string"
+                                            },
+                                            "natGateway": {
+                                              "type": "bool"
+                                            },
+                                            "privateRouting": {
+                                              "type": "bool"
+                                            },
+                                            "publisherIsolation": {
+                                              "type": "bool"
+                                            },
+                                            "storageInfrastructureEncryption": {
+                                              "type": "bool"
+                                            },
+                                            "storageSku": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        },
+                                        "routing": {
+                                          "$ref": "#/definitions/_1.HubRoutingProperties"
+                                        },
+                                        "core": {
+                                          "type": "object",
+                                          "properties": {
+                                            "suffix": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "FinOps hub resource ID.",
+                                        "name": "FinOps hub instance name.",
+                                        "location": "Azure resource location of the FinOps hub instance.",
+                                        "tags": "Tags to apply to all FinOps hub resources.",
+                                        "tagsByResource": "Tags to apply to resources based on their resource type.",
+                                        "version": "FinOps hub version number.",
+                                        "options": {
+                                          "enableTelemetry": "Indicates whether telemetry should be enabled for deployments.",
+                                          "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
+                                          "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
+                                          "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
+                                          "privateRouting": "Indicates whether private network routing is enabled.",
+                                          "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
+                                          "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
+                                          "storageSku": "Storage account SKU. Allowed values: \"Premium_LRS\", \"Premium_ZRS\"."
+                                        },
+                                        "routing": "FinOps hub private network routing properties, if enabled.",
+                                        "core": {
+                                          "suffix": "Unique suffix used for shared resources."
+                                        },
+                                        "apps": {},
+                                        "description": "FinOps hub instance properties.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "_1.HubRoutingProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "networkId": {
+                                          "type": "string"
+                                        },
+                                        "networkName": {
+                                          "type": "string"
+                                        },
+                                        "scriptStorage": {
+                                          "type": "string"
+                                        },
+                                        "dnsZones": {
+                                          "type": "object",
+                                          "properties": {
+                                            "blob": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "dfs": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "file": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "queue": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "table": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            }
+                                          }
+                                        },
+                                        "subnets": {
+                                          "type": "object",
+                                          "properties": {
+                                            "dataExplorer": {
+                                              "type": "string"
+                                            },
+                                            "dataFactory": {
+                                              "type": "string"
+                                            },
+                                            "keyVault": {
+                                              "type": "string"
+                                            },
+                                            "scripts": {
+                                              "type": "string"
+                                            },
+                                            "storage": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        }
+                                      },
+                                      "metadata": {
+                                        "networkId": "Resource ID of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                        "networkName": "Name of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                        "scriptStorage": "Name of the storage account used for deployment scripts.",
+                                        "dnsZones": {
+                                          "blob": "Resource ID and name for the blob storage DNS zone.",
+                                          "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                          "file": "Resource ID and name for the file storage DNS zone.",
+                                          "queue": "Resource ID and name for the queue storage DNS zone.",
+                                          "table": "Resource ID and name for the table storage DNS zone."
+                                        },
+                                        "subnets": {
+                                          "dataExplorer": "Resource ID of the subnet for the Data Explorer instance.",
+                                          "dataFactory": "Resource ID of the subnet for Data Factory instances.",
+                                          "keyVault": "Resource ID of the subnet for Key Vault instances.",
+                                          "scripts": "Resource ID of the subnet for deployment script storage.",
+                                          "storage": "Resource ID of the subnet for storage accounts."
+                                        },
+                                        "description": "FinOps hub private network routing properties.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "_1.IdNameObject": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "Fully-qualified resource ID.",
+                                        "name": "Resource name.",
+                                        "description": "Resource ID and name.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "HubAppProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "publisher": {
+                                          "type": "string"
+                                        },
+                                        "suffix": {
+                                          "type": "string"
+                                        },
+                                        "tags": {
+                                          "type": "object"
+                                        },
+                                        "dataFactory": {
+                                          "type": "string"
+                                        },
+                                        "keyVault": {
+                                          "type": "string"
+                                        },
+                                        "storage": {
+                                          "type": "string"
+                                        },
+                                        "hub": {
+                                          "$ref": "#/definitions/_1.HubProperties"
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "Fully-qualified name of the publisher and app, separated by a dot.",
+                                        "name": "Short name of the FinOps hub app. Last segment of the app ID.",
+                                        "publisher": "Fully-qualified namespace of the FinOps hub app publisher.",
+                                        "suffix": "Unique suffix used for publisher resources.",
+                                        "tags": "Tags to apply to all FinOps hub resources for this FinOps hub app publisher. Tags are not specific to the app since resources are shared.",
+                                        "dataFactory": "Name of the Data Factory instance for this publisher.",
+                                        "keyVault": "Name of the KeyVault instance for this publisher.",
+                                        "storage": "Name of the storage account for this publisher.",
+                                        "hub": "FinOps hub instance the app is deployed to.",
+                                        "description": "FinOps hub app configuration settings.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    }
+                                  },
+                                  "functions": [
+                                    {
+                                      "namespace": "__bicep",
+                                      "members": {
+                                        "getAppPublisherTags": {
+                                          "parameters": [
+                                            {
+                                              "$ref": "#/definitions/HubAppProperties",
+                                              "name": "app"
+                                            },
+                                            {
+                                              "type": "string",
+                                              "name": "resourceType"
+                                            }
+                                          ],
+                                          "output": {
+                                            "type": "object",
+                                            "value": "[union(if(parameters('app').hub.options.publisherIsolation, parameters('app').tags, parameters('app').hub.tags), coalesce(tryGet(parameters('app').hub.tagsByResource, parameters('resourceType')), createObject()))]"
+                                          },
+                                          "metadata": {
+                                            "description": "Returns a tags dictionary that includes tags for the FinOps hub app publisher.",
+                                            "__bicep_imported_from!": {
+                                              "sourceTemplate": "hub-types.bicep"
+                                            }
+                                          }
+                                        }
+                                      }
+                                    }
+                                  ],
+                                  "parameters": {
+                                    "app": {
+                                      "$ref": "#/definitions/HubAppProperties",
+                                      "metadata": {
+                                        "description": "Required. FinOps hub app the identity is associated with."
+                                      }
+                                    },
+                                    "identityName": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the user assigned identity."
+                                      }
+                                    },
+                                    "roleAssignmentResourceId": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Resource ID of the resource access is being granted for."
+                                      }
+                                    },
+                                    "roles": {
+                                      "type": "array",
+                                      "items": {
+                                        "type": "string"
+                                      },
+                                      "metadata": {
+                                        "description": "Required. List of RBAC role assignment GUIDs."
+                                      }
+                                    }
+                                  },
+                                  "resources": {
+                                    "identity": {
+                                      "type": "Microsoft.ManagedIdentity/userAssignedIdentities",
+                                      "apiVersion": "2023-01-31",
+                                      "name": "[parameters('identityName')]",
+                                      "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.ManagedIdentity/userAssignedIdentities')]",
+                                      "location": "[parameters('app').hub.location]"
+                                    },
+                                    "identityRoleAssignments": {
+                                      "copy": {
+                                        "name": "identityRoleAssignments",
+                                        "count": "[length(parameters('roles'))]"
+                                      },
+                                      "type": "Microsoft.Authorization/roleAssignments",
+                                      "apiVersion": "2022-04-01",
+                                      "name": "[guid(parameters('roleAssignmentResourceId'), parameters('roles')[copyIndex()], resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]",
+                                      "properties": {
+                                        "roleDefinitionId": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', parameters('roles')[copyIndex()])]",
+                                        "principalId": "[reference('identity').principalId]",
+                                        "principalType": "ServicePrincipal"
+                                      },
+                                      "dependsOn": [
+                                        "identity"
+                                      ]
+                                    }
+                                  },
+                                  "outputs": {
+                                    "id": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Resource ID of the user assigned identity."
+                                      },
+                                      "value": "[resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName'))]"
+                                    },
+                                    "name": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Name of the user assigned identity."
+                                      },
+                                      "value": "[parameters('identityName')]"
+                                    },
+                                    "principalId": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Principal ID of the user assigned identity."
+                                      },
+                                      "value": "[reference('identity').principalId]"
+                                    }
+                                  }
+                                }
+                              }
+                            },
+                            "uploadFiles": {
+                              "condition": "[variables('hasFiles')]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2025-04-01",
+                              "name": "[format('{0}.Upload', deployment().name)]",
+                              "properties": {
+                                "expressionEvaluationOptions": {
+                                  "scope": "inner"
+                                },
+                                "mode": "Incremental",
+                                "parameters": {
+                                  "app": {
+                                    "value": "[parameters('app')]"
+                                  },
+                                  "identityName": {
+                                    "value": "[reference('identity').outputs.name.value]"
+                                  },
+                                  "environmentVariables": {
+                                    "value": [
+                                      {
+                                        "name": "storageAccountName",
+                                        "value": "[parameters('app').storage]"
+                                      },
+                                      {
+                                        "name": "containerName",
+                                        "value": "[parameters('container')]"
+                                      },
+                                      {
+                                        "name": "files",
+                                        "value": "[string(parameters('files'))]"
+                                      }
+                                    ]
+                                  },
+                                  "scriptContent": {
+                                    "value": "[variables('$fxv#0')]"
+                                  }
+                                },
+                                "template": {
+                                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                  "languageVersion": "2.1-experimental",
+                                  "contentVersion": "1.0.0.0",
+                                  "metadata": {
+                                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                                      "Enable @validate() decorator"
+                                    ],
+                                    "_generator": {
+                                      "name": "bicep",
+                                      "version": "0.40.2.10011",
+                                      "templateHash": "15790442586575518487"
+                                    }
+                                  },
+                                  "definitions": {
+                                    "EnvironmentVariable": {
+                                      "type": "object",
+                                      "properties": {
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "value": {
+                                          "type": "string"
+                                        }
+                                      }
+                                    },
+                                    "_1.HubProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "location": {
+                                          "type": "string"
+                                        },
+                                        "tags": {
+                                          "type": "object"
+                                        },
+                                        "tagsByResource": {
+                                          "type": "object"
+                                        },
+                                        "version": {
+                                          "type": "string"
+                                        },
+                                        "options": {
+                                          "type": "object",
+                                          "properties": {
+                                            "enableTelemetry": {
+                                              "type": "bool"
+                                            },
+                                            "keyVaultSku": {
+                                              "type": "string"
+                                            },
+                                            "keyVaultEnablePurgeProtection": {
+                                              "type": "bool"
+                                            },
+                                            "networkAddressPrefix": {
+                                              "type": "string"
+                                            },
+                                            "natGateway": {
+                                              "type": "bool"
+                                            },
+                                            "privateRouting": {
+                                              "type": "bool"
+                                            },
+                                            "publisherIsolation": {
+                                              "type": "bool"
+                                            },
+                                            "storageInfrastructureEncryption": {
+                                              "type": "bool"
+                                            },
+                                            "storageSku": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        },
+                                        "routing": {
+                                          "$ref": "#/definitions/_1.HubRoutingProperties"
+                                        },
+                                        "core": {
+                                          "type": "object",
+                                          "properties": {
+                                            "suffix": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "FinOps hub resource ID.",
+                                        "name": "FinOps hub instance name.",
+                                        "location": "Azure resource location of the FinOps hub instance.",
+                                        "tags": "Tags to apply to all FinOps hub resources.",
+                                        "tagsByResource": "Tags to apply to resources based on their resource type.",
+                                        "version": "FinOps hub version number.",
+                                        "options": {
+                                          "enableTelemetry": "Indicates whether telemetry should be enabled for deployments.",
+                                          "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
+                                          "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
+                                          "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
+                                          "privateRouting": "Indicates whether private network routing is enabled.",
+                                          "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
+                                          "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
+                                          "storageSku": "Storage account SKU. Allowed values: \"Premium_LRS\", \"Premium_ZRS\"."
+                                        },
+                                        "routing": "FinOps hub private network routing properties, if enabled.",
+                                        "core": {
+                                          "suffix": "Unique suffix used for shared resources."
+                                        },
+                                        "apps": {},
+                                        "description": "FinOps hub instance properties.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "_1.HubRoutingProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "networkId": {
+                                          "type": "string"
+                                        },
+                                        "networkName": {
+                                          "type": "string"
+                                        },
+                                        "scriptStorage": {
+                                          "type": "string"
+                                        },
+                                        "dnsZones": {
+                                          "type": "object",
+                                          "properties": {
+                                            "blob": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "dfs": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "file": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "queue": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "table": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            }
+                                          }
+                                        },
+                                        "subnets": {
+                                          "type": "object",
+                                          "properties": {
+                                            "dataExplorer": {
+                                              "type": "string"
+                                            },
+                                            "dataFactory": {
+                                              "type": "string"
+                                            },
+                                            "keyVault": {
+                                              "type": "string"
+                                            },
+                                            "scripts": {
+                                              "type": "string"
+                                            },
+                                            "storage": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        }
+                                      },
+                                      "metadata": {
+                                        "networkId": "Resource ID of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                        "networkName": "Name of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                        "scriptStorage": "Name of the storage account used for deployment scripts.",
+                                        "dnsZones": {
+                                          "blob": "Resource ID and name for the blob storage DNS zone.",
+                                          "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                          "file": "Resource ID and name for the file storage DNS zone.",
+                                          "queue": "Resource ID and name for the queue storage DNS zone.",
+                                          "table": "Resource ID and name for the table storage DNS zone."
+                                        },
+                                        "subnets": {
+                                          "dataExplorer": "Resource ID of the subnet for the Data Explorer instance.",
+                                          "dataFactory": "Resource ID of the subnet for Data Factory instances.",
+                                          "keyVault": "Resource ID of the subnet for Key Vault instances.",
+                                          "scripts": "Resource ID of the subnet for deployment script storage.",
+                                          "storage": "Resource ID of the subnet for storage accounts."
+                                        },
+                                        "description": "FinOps hub private network routing properties.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "_1.IdNameObject": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "Fully-qualified resource ID.",
+                                        "name": "Resource name.",
+                                        "description": "Resource ID and name.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "HubAppProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "publisher": {
+                                          "type": "string"
+                                        },
+                                        "suffix": {
+                                          "type": "string"
+                                        },
+                                        "tags": {
+                                          "type": "object"
+                                        },
+                                        "dataFactory": {
+                                          "type": "string"
+                                        },
+                                        "keyVault": {
+                                          "type": "string"
+                                        },
+                                        "storage": {
+                                          "type": "string"
+                                        },
+                                        "hub": {
+                                          "$ref": "#/definitions/_1.HubProperties"
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "Fully-qualified name of the publisher and app, separated by a dot.",
+                                        "name": "Short name of the FinOps hub app. Last segment of the app ID.",
+                                        "publisher": "Fully-qualified namespace of the FinOps hub app publisher.",
+                                        "suffix": "Unique suffix used for publisher resources.",
+                                        "tags": "Tags to apply to all FinOps hub resources for this FinOps hub app publisher. Tags are not specific to the app since resources are shared.",
+                                        "dataFactory": "Name of the Data Factory instance for this publisher.",
+                                        "keyVault": "Name of the KeyVault instance for this publisher.",
+                                        "storage": "Name of the storage account for this publisher.",
+                                        "hub": "FinOps hub instance the app is deployed to.",
+                                        "description": "FinOps hub app configuration settings.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    }
+                                  },
+                                  "parameters": {
+                                    "app": {
+                                      "$ref": "#/definitions/HubAppProperties",
+                                      "metadata": {
+                                        "description": "Required. FinOps hub app the deployment script is being run for."
+                                      }
+                                    },
+                                    "identityName": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the managed identity to create."
+                                      }
+                                    },
+                                    "scriptName": {
+                                      "type": "string",
+                                      "defaultValue": "[deployment().name]",
+                                      "metadata": {
+                                        "description": "Optional. Name of the deployment script to create. Default = (same as deployment)."
+                                      }
+                                    },
+                                    "scriptContent": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the deployment script to create."
+                                      }
+                                    },
+                                    "arguments": {
+                                      "type": "string",
+                                      "defaultValue": "",
+                                      "metadata": {
+                                        "description": "Optional. Additional arguments to pass into the deployment script."
+                                      }
+                                    },
+                                    "environmentVariables": {
+                                      "type": "array",
+                                      "items": {
+                                        "$ref": "#/definitions/EnvironmentVariable"
+                                      },
+                                      "defaultValue": [],
+                                      "metadata": {
+                                        "description": "Optional. Environment variables to use for the deployment script."
+                                      }
+                                    },
+                                    "forceUpdateTag": {
+                                      "type": "string",
+                                      "defaultValue": "",
+                                      "metadata": {
+                                        "description": "Optional. Forces the script to run again when the value changes. Default = empty (only reruns when properties change)."
+                                      }
+                                    }
+                                  },
+                                  "variables": {
+                                    "privateEndpointDeploymentRoles": "[if(not(parameters('app').hub.options.privateRouting), createArray(), createArray('69566ab7-960f-475b-8e7c-b3118f30c6bd'))]",
+                                    "containerGroupName": "[replace(replace(replace(parameters('scriptName'), '/', '-'), '.', '-'), '_', '-')]",
+                                    "privateEndpointDeploymentProperties": "[if(not(parameters('app').hub.options.privateRouting), createObject(), createObject('storageAccountSettings', createObject('storageAccountName', coalesce(parameters('app').hub.routing.scriptStorage, '')), 'containerSettings', createObject('containerGroupName', if(greater(length(variables('containerGroupName')), 63), substring(variables('containerGroupName'), 0, 62), variables('containerGroupName')), 'subnetIds', createArray(createObject('id', coalesce(parameters('app').hub.routing.subnets.scripts, ''))))))]"
+                                  },
+                                  "resources": {
+                                    "identity": {
+                                      "type": "Microsoft.ManagedIdentity/userAssignedIdentities",
+                                      "apiVersion": "2023-01-31",
+                                      "name": "[parameters('identityName')]",
+                                      "tags": "[union(parameters('app').tags, coalesce(tryGet(parameters('app').hub.tagsByResource, 'Microsoft.ManagedIdentity/userAssignedIdentities'), createObject()))]",
+                                      "location": "[parameters('app').hub.location]"
+                                    },
+                                    "scriptStorageAccount": {
+                                      "condition": "[parameters('app').hub.options.privateRouting]",
+                                      "existing": true,
+                                      "type": "Microsoft.Storage/storageAccounts",
+                                      "apiVersion": "2022-09-01",
+                                      "name": "[coalesce(parameters('app').hub.routing.scriptStorage, '')]"
+                                    },
+                                    "identityRoleAssignments": {
+                                      "copy": {
+                                        "name": "identityRoleAssignments",
+                                        "count": "[length(variables('privateEndpointDeploymentRoles'))]"
+                                      },
+                                      "condition": "[parameters('app').hub.options.privateRouting]",
+                                      "type": "Microsoft.Authorization/roleAssignments",
+                                      "apiVersion": "2022-04-01",
+                                      "scope": "[resourceId('Microsoft.Storage/storageAccounts', coalesce(parameters('app').hub.routing.scriptStorage, ''))]",
+                                      "name": "[guid(variables('privateEndpointDeploymentRoles')[copyIndex()], resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]",
+                                      "properties": {
+                                        "roleDefinitionId": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', variables('privateEndpointDeploymentRoles')[copyIndex()])]",
+                                        "principalId": "[reference('identity').principalId]",
+                                        "principalType": "ServicePrincipal"
+                                      },
+                                      "dependsOn": [
+                                        "identity"
+                                      ]
+                                    },
+                                    "script": {
+                                      "type": "Microsoft.Resources/deploymentScripts",
+                                      "apiVersion": "2023-08-01",
+                                      "name": "[parameters('scriptName')]",
+                                      "kind": "AzurePowerShell",
+                                      "location": "[if(startsWith(parameters('app').hub.location, 'china'), 'chinaeast2', parameters('app').hub.location)]",
+                                      "tags": "[union(parameters('app').tags, coalesce(tryGet(parameters('app').hub.tagsByResource, 'Microsoft.Resources/deploymentScripts'), createObject()))]",
+                                      "identity": {
+                                        "type": "UserAssigned",
+                                        "userAssignedIdentities": {
+                                          "[format('{0}', resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]": {}
+                                        }
+                                      },
+                                      "properties": "[shallowMerge(createArray(variables('privateEndpointDeploymentProperties'), createObject('azPowerShellVersion', '11.0', 'retentionInterval', 'PT1H', 'cleanupPreference', 'OnSuccess', 'scriptContent', parameters('scriptContent'), 'arguments', parameters('arguments'), 'environmentVariables', parameters('environmentVariables'), 'forceUpdateTag', if(empty(parameters('forceUpdateTag')), null(), parameters('forceUpdateTag')))))]",
+                                      "dependsOn": [
+                                        "identity",
+                                        "identityRoleAssignments"
+                                      ]
+                                    }
+                                  },
+                                  "outputs": {
+                                    "scriptOutputs": {
+                                      "type": "object",
+                                      "metadata": {
+                                        "description": "Values the script set in $DeploymentScriptOutputs. Empty if the script did not set any."
+                                      },
+                                      "value": "[coalesce(tryGet(reference('script'), 'outputs'), createObject())]"
+                                    }
+                                  }
+                                }
+                              },
+                              "dependsOn": [
+                                "identity"
+                              ]
+                            }
+                          },
+                          "outputs": {
+                            "containerName": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "The name of the storage container."
+                              },
+                              "value": "[parameters('container')]"
+                            },
+                            "filesUploaded": {
+                              "type": "int",
+                              "metadata": {
+                                "description": "The number of files uploaded to the storage container."
+                              },
+                              "value": "[variables('fileCount')]"
+                            },
+                            "identityId": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Resource ID of the user assigned identity used to upload files. Will be empty if no files are uploaded or forceCreateBlobManagerIdentity is false."
+                              },
+                              "value": "[if(or(variables('hasFiles'), parameters('forceCreateBlobManagerIdentity')), reference('identity').outputs.id.value, '')]"
+                            },
+                            "identityName": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Name of the user assigned identity used to upload files. Will be empty if no files are uploaded or forceCreateBlobManagerIdentity is false."
+                              },
+                              "value": "[if(or(variables('hasFiles'), parameters('forceCreateBlobManagerIdentity')), reference('identity').outputs.name.value, '')]"
+                            },
+                            "identityPrincipalId": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Principal ID of the user assigned identity used to upload files. Will be empty if no files are uploaded or forceCreateBlobManagerIdentity is false."
+                              },
+                              "value": "[if(or(variables('hasFiles'), parameters('forceCreateBlobManagerIdentity')), reference('identity').outputs.principalId.value, '')]"
+                            }
+                          }
+                        }
+                      },
+                      "dependsOn": [
+                        "appRegistration"
+                      ]
+                    },
+                    "trigger_ExportManifestAdded": {
+                      "type": "Microsoft.Resources/deployments",
+                      "apiVersion": "2025-04-01",
+                      "name": "Microsoft.CostManagement.Exports_ADF.ExportManifestTrigger",
+                      "properties": {
+                        "expressionEvaluationOptions": {
+                          "scope": "inner"
+                        },
+                        "mode": "Incremental",
+                        "parameters": {
+                          "dataFactoryName": {
+                            "value": "[parameters('app').dataFactory]"
+                          },
+                          "triggerName": {
+                            "value": "[format('{0}_ManifestAdded', variables('MSEXPORTS'))]"
+                          },
+                          "pipelineName": {
+                            "value": "[format('{0}_ExecuteETL', variables('MSEXPORTS'))]"
+                          },
+                          "pipelineParameters": {
+                            "value": {
+                              "folderPath": "@triggerBody().folderPath",
+                              "fileName": "@triggerBody().fileName"
+                            }
+                          },
+                          "storageAccountName": {
+                            "value": "[parameters('app').storage]"
+                          },
+                          "storageContainer": {
+                            "value": "[variables('MSEXPORTS')]"
+                          },
+                          "storagePathEndsWith": {
+                            "value": "manifest.json"
+                          }
+                        },
+                        "template": {
+                          "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                          "languageVersion": "2.1-experimental",
+                          "contentVersion": "1.0.0.0",
+                          "metadata": {
+                            "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                            "_EXPERIMENTAL_FEATURES_ENABLED": [
+                              "Enable @validate() decorator"
+                            ],
+                            "_generator": {
+                              "name": "bicep",
+                              "version": "0.40.2.10011",
+                              "templateHash": "5177211882575524866"
+                            }
+                          },
+                          "parameters": {
+                            "dataFactoryName": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Required. Name of the publisher-specific Data Factory instance."
+                              }
+                            },
+                            "triggerName": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Required. Name of the Data Factory trigger to create or update."
+                              }
+                            },
+                            "storageAccountName": {
+                              "type": "string",
+                              "defaultValue": "",
+                              "metadata": {
+                                "description": "Optional. Azure storage container to monitor for updates and trigger events for."
+                              }
+                            },
+                            "storageContainer": {
+                              "type": "string",
+                              "defaultValue": "",
+                              "metadata": {
+                                "description": "Optional. Azure storage container to monitor for updates and trigger events for."
+                              }
+                            },
+                            "storagePathStartsWith": {
+                              "type": "string",
+                              "defaultValue": "",
+                              "metadata": {
+                                "description": "Optional. Beginning of the storage path within the specified storageContainer to monitor for updates and trigger events for."
+                              }
+                            },
+                            "storagePathEndsWith": {
+                              "type": "string",
+                              "defaultValue": "",
+                              "metadata": {
+                                "description": "Optional. End of the storage path to monitor for updates and trigger events for."
+                              }
+                            },
+                            "pipelineName": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Required. Name of the Data Factory pipeline to execute when the trigger is executed."
+                              }
+                            },
+                            "pipelineParameters": {
+                              "type": "object",
+                              "metadata": {
+                                "description": "Required. Parameters to pass to the pipeline when the trigger is executed."
+                              }
+                            }
+                          },
+                          "resources": {
+                            "dataFactory::storageTrigger": {
+                              "condition": "[not(empty(parameters('storageAccountName')))]",
+                              "type": "Microsoft.DataFactory/factories/triggers",
+                              "apiVersion": "2018-06-01",
+                              "name": "[format('{0}/{1}', parameters('dataFactoryName'), parameters('triggerName'))]",
+                              "properties": {
+                                "annotations": [],
+                                "pipelines": [
+                                  {
+                                    "pipelineReference": {
+                                      "referenceName": "[parameters('pipelineName')]",
+                                      "type": "PipelineReference"
+                                    },
+                                    "parameters": "[parameters('pipelineParameters')]"
+                                  }
+                                ],
+                                "type": "BlobEventsTrigger",
+                                "typeProperties": {
+                                  "blobPathBeginsWith": "[format('/{0}/blobs/{1}', parameters('storageContainer'), parameters('storagePathStartsWith'))]",
+                                  "blobPathEndsWith": "[parameters('storagePathEndsWith')]",
+                                  "ignoreEmptyBlobs": true,
+                                  "scope": "[resourceId('Microsoft.Storage/storageAccounts', parameters('storageAccountName'))]",
+                                  "events": [
+                                    "Microsoft.Storage.BlobCreated"
+                                  ]
+                                }
+                              }
+                            },
+                            "storageAccount": {
+                              "existing": true,
+                              "type": "Microsoft.Storage/storageAccounts",
+                              "apiVersion": "2022-09-01",
+                              "name": "[parameters('storageAccountName')]"
+                            },
+                            "dataFactory": {
+                              "existing": true,
+                              "type": "Microsoft.DataFactory/factories",
+                              "apiVersion": "2018-06-01",
+                              "name": "[parameters('dataFactoryName')]"
+                            }
+                          },
+                          "outputs": {
+                            "triggerName": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Name of the trigger resource that was created."
+                              },
+                              "value": "[parameters('triggerName')]"
+                            }
+                          }
+                        }
+                      },
+                      "dependsOn": [
+                        "appRegistration",
+                        "dataFactory::pipeline_ExecuteExportsETL"
+                      ]
+                    }
+                  },
+                  "outputs": {
+                    "app": {
+                      "$ref": "#/definitions/HubAppProperties",
+                      "metadata": {
+                        "description": "Properties of the hub app."
+                      },
+                      "value": "[parameters('app')]"
+                    },
+                    "schemaFilesUploaded": {
+                      "type": "int",
+                      "metadata": {
+                        "description": "Number of schema files uploaded."
+                      },
+                      "value": "[reference('schemaFiles').outputs.filesUploaded.value]"
+                    },
+                    "metadata": {
+                      "$ref": "#/definitions/ExportsMetadata",
+                      "metadata": {
+                        "description": "Metadata describing resources created by the Cost Management Exports app."
+                      },
+                      "value": {
+                        "id": "Microsoft.CostManagement.Exports",
+                        "version": "[variables('finOpsToolkitVersion')]",
+                        "containers": {
+                          "msexports": "[reference('exportContainer').outputs.containerName.value]"
+                        },
+                        "datasets": {
+                          "msexportsManifest": "[format('{0}_manifest', variables('MSEXPORTS'))]",
+                          "msexports": "[replace(variables('MSEXPORTS'), '-', '_')]",
+                          "msexportsGzip": "[format('{0}_gzip', variables('MSEXPORTS'))]",
+                          "msexportsParquet": "[format('{0}_parquet', variables('MSEXPORTS'))]"
+                        }
+                      }
+                    }
+                  }
+                }
+              },
+              "dependsOn": [
+                "core"
+              ]
+            },
+            "cmManagedExports": {
+              "condition": "[parameters('enableManagedExports')]",
+              "type": "Microsoft.Resources/deployments",
+              "apiVersion": "2025-04-01",
+              "name": "Microsoft.CostManagement.ManagedExports",
+              "properties": {
+                "expressionEvaluationOptions": {
+                  "scope": "inner"
+                },
+                "mode": "Incremental",
+                "parameters": {
+                  "app": {
+                    "value": "[__bicep.newApp(variables('hub'), 'Microsoft.CostManagement', 'ManagedExports')]"
+                  },
+                  "core": {
+                    "value": "[reference('core').outputs.metadata.value]"
+                  },
+                  "exports": {
+                    "value": "[reference('cmExports').outputs.metadata.value]"
+                  }
+                },
+                "template": {
+                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                  "languageVersion": "2.1-experimental",
+                  "contentVersion": "1.0.0.0",
+                  "metadata": {
+                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                      "Enable @validate() decorator"
+                    ],
+                    "_generator": {
+                      "name": "bicep",
+                      "version": "0.40.2.10011",
+                      "templateHash": "145506471471082705"
+                    },
+                    "hubApp": {
+                      "id": "Microsoft.CostManagement.ManagedExports",
+                      "version": "15.0",
+                      "dependencies": [
+                        "Microsoft.FinOpsHubs.Core",
+                        "Microsoft.CostManagement.Exports"
+                      ],
+                      "metadata": "https://microsoft.github.io/finops-toolkit/deploy/finops-hub/15.0/Microsoft.CostManagement/ManagedExports/metadata.bicep"
+                    }
+                  },
+                  "definitions": {
+                    "_1.HubProperties": {
+                      "type": "object",
+                      "properties": {
+                        "id": {
+                          "type": "string"
+                        },
+                        "name": {
+                          "type": "string"
+                        },
+                        "location": {
+                          "type": "string"
+                        },
+                        "tags": {
+                          "type": "object"
+                        },
+                        "tagsByResource": {
+                          "type": "object"
+                        },
+                        "version": {
+                          "type": "string"
+                        },
+                        "options": {
+                          "type": "object",
+                          "properties": {
+                            "enableTelemetry": {
+                              "type": "bool"
+                            },
+                            "keyVaultSku": {
+                              "type": "string"
+                            },
+                            "keyVaultEnablePurgeProtection": {
+                              "type": "bool"
+                            },
+                            "networkAddressPrefix": {
+                              "type": "string"
+                            },
+                            "natGateway": {
+                              "type": "bool"
+                            },
+                            "privateRouting": {
+                              "type": "bool"
+                            },
+                            "publisherIsolation": {
+                              "type": "bool"
+                            },
+                            "storageInfrastructureEncryption": {
+                              "type": "bool"
+                            },
+                            "storageSku": {
+                              "type": "string"
+                            }
+                          }
+                        },
+                        "routing": {
+                          "$ref": "#/definitions/_1.HubRoutingProperties"
+                        },
+                        "core": {
+                          "type": "object",
+                          "properties": {
+                            "suffix": {
+                              "type": "string"
+                            }
+                          }
+                        }
+                      },
+                      "metadata": {
+                        "id": "FinOps hub resource ID.",
+                        "name": "FinOps hub instance name.",
+                        "location": "Azure resource location of the FinOps hub instance.",
+                        "tags": "Tags to apply to all FinOps hub resources.",
+                        "tagsByResource": "Tags to apply to resources based on their resource type.",
+                        "version": "FinOps hub version number.",
+                        "options": {
+                          "enableTelemetry": "Indicates whether telemetry should be enabled for deployments.",
+                          "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
+                          "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
+                          "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
+                          "privateRouting": "Indicates whether private network routing is enabled.",
+                          "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
+                          "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
+                          "storageSku": "Storage account SKU. Allowed values: \"Premium_LRS\", \"Premium_ZRS\"."
+                        },
+                        "routing": "FinOps hub private network routing properties, if enabled.",
+                        "core": {
+                          "suffix": "Unique suffix used for shared resources."
+                        },
+                        "apps": {},
+                        "description": "FinOps hub instance properties.",
+                        "__bicep_imported_from!": {
+                          "sourceTemplate": "../../fx/hub-types.bicep"
+                        }
+                      }
+                    },
+                    "_1.HubRoutingProperties": {
+                      "type": "object",
+                      "properties": {
+                        "networkId": {
+                          "type": "string"
+                        },
+                        "networkName": {
+                          "type": "string"
+                        },
+                        "scriptStorage": {
+                          "type": "string"
+                        },
+                        "dnsZones": {
+                          "type": "object",
+                          "properties": {
+                            "blob": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            },
+                            "dfs": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            },
+                            "file": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            },
+                            "queue": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            },
+                            "table": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            }
+                          }
+                        },
+                        "subnets": {
+                          "type": "object",
+                          "properties": {
+                            "dataExplorer": {
+                              "type": "string"
+                            },
+                            "dataFactory": {
+                              "type": "string"
+                            },
+                            "keyVault": {
+                              "type": "string"
+                            },
+                            "scripts": {
+                              "type": "string"
+                            },
+                            "storage": {
+                              "type": "string"
+                            }
+                          }
+                        }
+                      },
+                      "metadata": {
+                        "networkId": "Resource ID of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                        "networkName": "Name of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                        "scriptStorage": "Name of the storage account used for deployment scripts.",
+                        "dnsZones": {
+                          "blob": "Resource ID and name for the blob storage DNS zone.",
+                          "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                          "file": "Resource ID and name for the file storage DNS zone.",
+                          "queue": "Resource ID and name for the queue storage DNS zone.",
+                          "table": "Resource ID and name for the table storage DNS zone."
+                        },
+                        "subnets": {
+                          "dataExplorer": "Resource ID of the subnet for the Data Explorer instance.",
+                          "dataFactory": "Resource ID of the subnet for Data Factory instances.",
+                          "keyVault": "Resource ID of the subnet for Key Vault instances.",
+                          "scripts": "Resource ID of the subnet for deployment script storage.",
+                          "storage": "Resource ID of the subnet for storage accounts."
+                        },
+                        "description": "FinOps hub private network routing properties.",
+                        "__bicep_imported_from!": {
+                          "sourceTemplate": "../../fx/hub-types.bicep"
+                        }
+                      }
+                    },
+                    "_1.IdNameObject": {
+                      "type": "object",
+                      "properties": {
+                        "id": {
+                          "type": "string"
+                        },
+                        "name": {
+                          "type": "string"
+                        }
+                      },
+                      "metadata": {
+                        "id": "Fully-qualified resource ID.",
+                        "name": "Resource name.",
+                        "description": "Resource ID and name.",
+                        "__bicep_imported_from!": {
+                          "sourceTemplate": "../../fx/hub-types.bicep"
+                        }
+                      }
+                    },
+                    "CoreMetadata": {
+                      "type": "object",
+                      "properties": {
+                        "id": {
+                          "type": "string",
+                          "metadata": {
+                            "description": "Fully-qualified app identifier."
+                          }
+                        },
+                        "version": {
+                          "type": "string",
+                          "metadata": {
+                            "description": "App version."
+                          }
+                        },
+                        "storageUrlForPowerBI": {
+                          "type": "string",
+                          "metadata": {
+                            "description": "URL to use when connecting Power BI reports to data."
+                          }
+                        },
+                        "principalId": {
+                          "type": "string",
+                          "metadata": {
+                            "description": "Object ID of the Data Factory managed identity. Needed when configuring managed exports."
+                          }
+                        },
+                        "ingestionIdFileNameSeparator": {
+                          "type": "string",
+                          "metadata": {
+                            "description": "Separator characters used between the ingestion ID and file name for ingested files. Used to identify uniqueness and clean up old files with old ingestion IDs."
+                          }
+                        },
+                        "containers": {
+                          "type": "object",
+                          "properties": {
+                            "config": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Configuration container for settings, queries, and schemas."
+                              }
+                            },
+                            "ingestion": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Ingestion container for normalized data."
+                              }
+                            }
+                          },
+                          "metadata": {
+                            "description": "Storage container names."
+                          }
+                        },
+                        "datasets": {
+                          "type": "object",
+                          "properties": {
+                            "config": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "JSON dataset for configuration files."
+                              }
+                            },
+                            "ingestion": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Parquet dataset for ingested data."
+                              }
+                            },
+                            "ingestionFiles": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Parquet dataset for listing ingested files."
+                              }
+                            },
+                            "ingestionManifest": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "JSON dataset for ingestion manifest files."
+                              }
+                            }
+                          },
+                          "metadata": {
+                            "description": "Data Factory dataset names."
+                          }
+                        },
+                        "linkedServices": {
+                          "type": "object",
+                          "properties": {
+                            "azurerm": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "REST linked service for Azure Resource Manager API calls."
+                              }
+                            }
+                          },
+                          "metadata": {
+                            "description": "Data Factory linked service names."
+                          }
+                        },
+                        "settings": {
+                          "type": "object",
+                          "properties": {
+                            "container": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Container name for the hub settings file."
+                              }
+                            },
+                            "file": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "File name of the hub settings file."
+                              }
+                            }
+                          },
+                          "metadata": {
+                            "description": "Metadata for the hub settings file."
+                          }
+                        }
+                      },
+                      "metadata": {
+                        "description": "Metadata for resources created by the Core app.",
+                        "__bicep_imported_from!": {
+                          "sourceTemplate": "../../Microsoft.FinOpsHubs/Core/metadata.bicep",
+                          "originalIdentifier": "AppMetadata"
+                        }
+                      }
+                    },
+                    "ExportsMetadata": {
+                      "type": "object",
+                      "properties": {
+                        "id": {
+                          "type": "string",
+                          "metadata": {
+                            "description": "Fully-qualified app identifier."
+                          }
+                        },
+                        "version": {
+                          "type": "string",
+                          "metadata": {
+                            "description": "App version."
+                          }
+                        },
+                        "containers": {
+                          "type": "object",
+                          "properties": {
+                            "msexports": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Container for raw Cost Management export files."
+                              }
+                            }
+                          },
+                          "metadata": {
+                            "description": "Storage container names."
+                          }
+                        },
+                        "datasets": {
+                          "type": "object",
+                          "properties": {
+                            "msexportsManifest": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "JSON dataset for export manifest files."
+                              }
+                            },
+                            "msexports": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "CSV dataset for raw export files."
+                              }
+                            },
+                            "msexportsGzip": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Gzip dataset for compressed export files."
+                              }
+                            },
+                            "msexportsParquet": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Parquet dataset for converted export files."
+                              }
+                            }
+                          },
+                          "metadata": {
+                            "description": "Data Factory dataset names."
+                          }
+                        }
+                      },
+                      "metadata": {
+                        "description": "Metadata for resources created by the Cost Management Exports app.",
+                        "__bicep_imported_from!": {
+                          "sourceTemplate": "../Exports/metadata.bicep",
+                          "originalIdentifier": "AppMetadata"
+                        }
+                      }
+                    },
+                    "HubAppProperties": {
+                      "type": "object",
+                      "properties": {
+                        "id": {
+                          "type": "string"
+                        },
+                        "name": {
+                          "type": "string"
+                        },
+                        "publisher": {
+                          "type": "string"
+                        },
+                        "suffix": {
+                          "type": "string"
+                        },
+                        "tags": {
+                          "type": "object"
+                        },
+                        "dataFactory": {
+                          "type": "string"
+                        },
+                        "keyVault": {
+                          "type": "string"
+                        },
+                        "storage": {
+                          "type": "string"
+                        },
+                        "hub": {
+                          "$ref": "#/definitions/_1.HubProperties"
+                        }
+                      },
+                      "metadata": {
+                        "id": "Fully-qualified name of the publisher and app, separated by a dot.",
+                        "name": "Short name of the FinOps hub app. Last segment of the app ID.",
+                        "publisher": "Fully-qualified namespace of the FinOps hub app publisher.",
+                        "suffix": "Unique suffix used for publisher resources.",
+                        "tags": "Tags to apply to all FinOps hub resources for this FinOps hub app publisher. Tags are not specific to the app since resources are shared.",
+                        "dataFactory": "Name of the Data Factory instance for this publisher.",
+                        "keyVault": "Name of the KeyVault instance for this publisher.",
+                        "storage": "Name of the storage account for this publisher.",
+                        "hub": "FinOps hub instance the app is deployed to.",
+                        "description": "FinOps hub app configuration settings.",
+                        "__bicep_imported_from!": {
+                          "sourceTemplate": "../../fx/hub-types.bicep"
+                        }
+                      }
+                    },
+                    "ManagedExportsMetadata": {
+                      "type": "object",
+                      "properties": {
+                        "id": {
+                          "type": "string",
+                          "metadata": {
+                            "description": "Fully-qualified app identifier."
+                          }
+                        },
+                        "version": {
+                          "type": "string",
+                          "metadata": {
+                            "description": "App version."
+                          }
+                        },
+                        "pipelines": {
+                          "type": "object",
+                          "properties": {
+                            "startBackfillProcess": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Pipeline to start the backfill process."
+                              }
+                            },
+                            "startExportProcess": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Pipeline to start the export process."
+                              }
+                            },
+                            "configureExports": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Pipeline to configure Cost Management exports."
+                              }
+                            }
+                          },
+                          "metadata": {
+                            "description": "Data Factory pipeline names for public API."
+                          }
+                        }
+                      },
+                      "metadata": {
+                        "description": "Metadata for resources created by the Cost Management Managed Exports app.",
+                        "__bicep_imported_from!": {
+                          "sourceTemplate": "metadata.bicep",
+                          "originalIdentifier": "AppMetadata"
+                        }
+                      }
+                    }
+                  },
+                  "functions": [
+                    {
+                      "namespace": "__bicep",
+                      "members": {
+                        "getExportBody": {
+                          "parameters": [
+                            {
+                              "type": "string",
+                              "name": "exportContainerName"
+                            },
+                            {
+                              "type": "string",
+                              "name": "datasetType"
+                            },
+                            {
+                              "type": "string",
+                              "name": "schemaVersion"
+                            },
+                            {
+                              "type": "bool",
+                              "name": "isMonthly"
+                            },
+                            {
+                              "type": "string",
+                              "name": "exportFormat"
+                            },
+                            {
+                              "type": "string",
+                              "name": "compressionMode"
+                            },
+                            {
+                              "type": "string",
+                              "name": "partitionData"
+                            },
+                            {
+                              "type": "string",
+                              "name": "dataOverwriteBehavior"
+                            }
+                          ],
+                          "output": {
+                            "type": "string",
+                            "value": "[format('{{ \"properties\": {{ \"definition\": {{ \"dataSet\": {{ \"configuration\": {{ \"dataVersion\": \"{0}\", \"filters\": [] }}, \"granularity\": \"Daily\" }}, \"timeframe\": \"{1}\", \"type\": \"{2}\" }}, \"deliveryInfo\": {{ \"destination\": {{ \"container\": \"{3}\", \"rootFolderPath\": \"@{{if(startswith(item().scope, ''/''), substring(item().scope, 1, sub(length(item().scope), 1)) ,item().scope)}}\", \"type\": \"AzureBlob\", \"resourceId\": \"@{{variables(''storageAccountId'')}}\" }} }}, \"schedule\": {{ \"recurrence\": \"{4}\", \"recurrencePeriod\": {{ \"from\": \"2024-01-01T00:00:00.000Z\", \"to\": \"2050-02-01T00:00:00.000Z\" }}, \"status\": \"Inactive\" }}, \"format\": \"{5}\", \"partitionData\": \"{6}\", \"dataOverwriteBehavior\": \"{7}\", \"compressionMode\": \"{8}\" }}, \"id\": \"@{{variables(''resourceManagementUri'')}}@{{item().scope}}/providers/Microsoft.CostManagement/exports/@{{variables(''exportName'')}}\", \"name\": \"@{{variables(''exportName'')}}\", \"type\": \"Microsoft.CostManagement/reports\", \"identity\": {{ \"type\": \"systemAssigned\" }}, \"location\": \"global\" }}', parameters('schemaVersion'), if(parameters('isMonthly'), 'TheLastMonth', 'MonthToDate'), parameters('datasetType'), parameters('exportContainerName'), if(parameters('isMonthly'), 'Monthly', 'Daily'), parameters('exportFormat'), parameters('partitionData'), parameters('dataOverwriteBehavior'), parameters('compressionMode'))]"
+                          }
+                        },
+                        "getExportBodyV2": {
+                          "parameters": [
+                            {
+                              "type": "string",
+                              "name": "exportContainerName"
+                            },
+                            {
+                              "type": "string",
+                              "name": "datasetType"
+                            },
+                            {
+                              "type": "bool",
+                              "name": "isMonthly"
+                            },
+                            {
+                              "type": "string",
+                              "name": "exportFormat"
+                            },
+                            {
+                              "type": "string",
+                              "name": "compressionMode"
+                            },
+                            {
+                              "type": "string",
+                              "name": "partitionData"
+                            },
+                            {
+                              "type": "string",
+                              "name": "dataOverwriteBehavior"
+                            },
+                            {
+                              "type": "string",
+                              "name": "recommendationScope"
+                            },
+                            {
+                              "type": "string",
+                              "name": "recommendationLookbackPeriod"
+                            },
+                            {
+                              "type": "string",
+                              "name": "resourceType"
+                            }
+                          ],
+                          "output": {
+                            "type": "string",
+                            "value": "[if(equals(toLower(parameters('datasetType')), 'focuscost'), format('{{ \"properties\": {{ \"definition\": {{ \"dataSet\": {{ \"configuration\": {{ \"dataVersion\": \"{0}\", \"filters\": [] }}, \"granularity\": \"Daily\" }}, \"timeframe\": \"{1}\", \"type\": \"{2}\" }}, \"deliveryInfo\": {{ \"destination\": {{ \"container\": \"{3}\", \"rootFolderPath\": \"@{{if(startswith(item().scope, ''/''), substring(item().scope, 1, sub(length(item().scope), 1)) ,item().scope)}}\", \"type\": \"AzureBlob\", \"resourceId\": \"@{{variables(''storageAccountId'')}}\" }} }}, \"schedule\": {{ \"recurrence\": \"{4}\", \"recurrencePeriod\": {{ \"from\": \"2024-01-01T00:00:00.000Z\", \"to\": \"2050-02-01T00:00:00.000Z\" }}, \"status\": \"Inactive\" }}, \"format\": \"{5}\", \"partitionData\": \"{6}\", \"dataOverwriteBehavior\": \"{7}\", \"compressionMode\": \"{8}\" }}, \"id\": \"@{{variables(''resourceManagementUri'')}}@{{item().scope}}/providers/Microsoft.CostManagement/exports/@{{toLower(concat(variables(''finOpsHub''), ''-{9}-costdetails''))}}\", \"name\": \"@{{toLower(concat(variables(''finOpsHub''), ''-{10}-costdetails''))}}\", \"type\": \"Microsoft.CostManagement/reports\", \"identity\": {{ \"type\": \"systemAssigned\" }}, \"location\": \"global\" }}', variables('exportDataVersions')[toLower(parameters('datasetType'))], if(parameters('isMonthly'), 'TheLastMonth', 'MonthToDate'), parameters('datasetType'), parameters('exportContainerName'), if(parameters('isMonthly'), 'Monthly', 'Daily'), parameters('exportFormat'), parameters('partitionData'), parameters('dataOverwriteBehavior'), parameters('compressionMode'), if(parameters('isMonthly'), 'monthly', 'daily'), if(parameters('isMonthly'), 'monthly', 'daily')), if(equals(toLower(parameters('datasetType')), 'reservationdetails'), format('{{ \"properties\": {{ \"definition\": {{ \"dataSet\": {{ \"configuration\": {{ \"dataVersion\": \"{0}\", \"filters\": [] }}, \"granularity\": \"Daily\" }}, \"timeframe\": \"{1}\", \"type\": \"{2}\" }}, \"deliveryInfo\": {{ \"destination\": {{ \"container\": \"{3}\", \"rootFolderPath\": \"@{{if(startswith(item().scope, ''/''), substring(item().scope, 1, sub(length(item().scope), 1)) ,item().scope)}}\", \"type\": \"AzureBlob\", \"resourceId\": \"@{{variables(''storageAccountId'')}}\" }} }}, \"schedule\": {{ \"recurrence\": \"{4}\", \"recurrencePeriod\": {{ \"from\": \"2024-01-01T00:00:00.000Z\", \"to\": \"2050-02-01T00:00:00.000Z\" }}, \"status\": \"Inactive\" }}, \"format\": \"{5}\", \"partitionData\": \"{6}\", \"dataOverwriteBehavior\": \"{7}\", \"compressionMode\": \"{8}\" }}, \"id\": \"@{{variables(''resourceManagementUri'')}}@{{item().scope}}/providers/Microsoft.CostManagement/exports/@{{toLower(concat(variables(''finOpsHub''), ''-{9}-{10}''))}}\", \"name\": \"@{{toLower(concat(variables(''finOpsHub''), ''-{11}-{12}''))}}\", \"type\": \"Microsoft.CostManagement/reports\", \"identity\": {{ \"type\": \"systemAssigned\" }}, \"location\": \"global\" }}', variables('exportDataVersions')[toLower(parameters('datasetType'))], if(parameters('isMonthly'), 'TheLastMonth', 'MonthToDate'), parameters('datasetType'), parameters('exportContainerName'), if(parameters('isMonthly'), 'Monthly', 'Daily'), parameters('exportFormat'), parameters('partitionData'), parameters('dataOverwriteBehavior'), parameters('compressionMode'), if(parameters('isMonthly'), 'monthly', 'daily'), toLower(parameters('datasetType')), if(parameters('isMonthly'), 'monthly', 'daily'), toLower(parameters('datasetType'))), if(or(equals(toLower(parameters('datasetType')), 'pricesheet'), equals(toLower(parameters('datasetType')), 'reservationtransactions')), format('{{ \"properties\": {{ \"definition\": {{ \"dataSet\": {{ \"configuration\": {{ \"dataVersion\": \"{0}\", \"filters\": [] }}}}, \"timeframe\": \"{1}\", \"type\": \"{2}\" }}, \"deliveryInfo\": {{ \"destination\": {{ \"container\": \"{3}\", \"rootFolderPath\": \"@{{if(startswith(item().scope, ''/''), substring(item().scope, 1, sub(length(item().scope), 1)) ,item().scope)}}\", \"type\": \"AzureBlob\", \"resourceId\": \"@{{variables(''storageAccountId'')}}\" }} }}, \"schedule\": {{ \"recurrence\": \"{4}\", \"recurrencePeriod\": {{ \"from\": \"2024-01-01T00:00:00.000Z\", \"to\": \"2050-02-01T00:00:00.000Z\" }}, \"status\": \"Inactive\" }}, \"format\": \"{5}\", \"partitionData\": \"{6}\", \"dataOverwriteBehavior\": \"{7}\", \"compressionMode\": \"{8}\" }}, \"id\": \"@{{variables(''resourceManagementUri'')}}@{{item().scope}}/providers/Microsoft.CostManagement/exports/@{{toLower(concat(variables(''finOpsHub''), ''-{9}-{10}''))}}\", \"name\": \"@{{toLower(concat(variables(''finOpsHub''), ''-{11}-{12}''))}}\", \"type\": \"Microsoft.CostManagement/reports\", \"identity\": {{ \"type\": \"systemAssigned\" }}, \"location\": \"global\" }}', variables('exportDataVersions')[toLower(parameters('datasetType'))], if(parameters('isMonthly'), 'TheCurrentMonth', 'MonthToDate'), parameters('datasetType'), parameters('exportContainerName'), if(parameters('isMonthly'), 'Monthly', 'Daily'), parameters('exportFormat'), parameters('partitionData'), parameters('dataOverwriteBehavior'), parameters('compressionMode'), if(parameters('isMonthly'), 'monthly', 'daily'), toLower(parameters('datasetType')), if(parameters('isMonthly'), 'monthly', 'daily'), toLower(parameters('datasetType'))), if(equals(toLower(parameters('datasetType')), 'reservationrecommendations'), format('{{ \"properties\": {{ \"definition\": {{ \"dataSet\": {{ \"configuration\": {{ \"dataVersion\": \"{0}\", \"filters\": [ {{ \"name\": \"reservationScope\", \"value\": \"{1}\" }}, {{ \"name\": \"resourceType\", \"value\": \"{2}\" }}, {{ \"name\": \"lookBackPeriod\", \"value\": \"{3}\" }}] }}}}, \"timeframe\": \"{4}\", \"type\": \"{5}\" }}, \"deliveryInfo\": {{ \"destination\": {{ \"container\": \"{6}\", \"rootFolderPath\": \"@{{if(startswith(item().scope, ''/''), substring(item().scope, 1, sub(length(item().scope), 1)) ,item().scope)}}\", \"type\": \"AzureBlob\", \"resourceId\": \"@{{variables(''storageAccountId'')}}\" }} }}, \"schedule\": {{ \"recurrence\": \"{7}\", \"recurrencePeriod\": {{ \"from\": \"2024-01-01T00:00:00.000Z\", \"to\": \"2050-02-01T00:00:00.000Z\" }}, \"status\": \"Inactive\" }}, \"format\": \"{8}\", \"partitionData\": \"{9}\", \"dataOverwriteBehavior\": \"{10}\", \"compressionMode\": \"{11}\" }}, \"id\": \"@{{variables(''resourceManagementUri'')}}@{{item().scope}}/providers/Microsoft.CostManagement/exports/@{{toLower(concat(variables(''finOpsHub''), ''-{12}-costdetails''))}}\", \"name\": \"@{{toLower(concat(variables(''finOpsHub''), ''-{13}-costdetails''))}}\", \"type\": \"Microsoft.CostManagement/reports\", \"identity\": {{ \"type\": \"systemAssigned\" }}, \"location\": \"global\" }}', variables('exportDataVersions')[toLower(parameters('datasetType'))], parameters('recommendationScope'), parameters('resourceType'), parameters('recommendationLookbackPeriod'), if(parameters('isMonthly'), 'TheLastMonth', 'MonthToDate'), parameters('datasetType'), parameters('exportContainerName'), if(parameters('isMonthly'), 'Monthly', 'Daily'), parameters('exportFormat'), parameters('partitionData'), parameters('dataOverwriteBehavior'), parameters('compressionMode'), if(parameters('isMonthly'), 'monthly', 'daily'), if(parameters('isMonthly'), 'monthly', 'daily')), 'undefined'))))]"
+                          }
+                        },
+                        "isSupportedVersion": {
+                          "parameters": [
+                            {
+                              "type": "string",
+                              "name": "version"
+                            },
+                            {
+                              "type": "string",
+                              "name": "minVersion"
+                            },
+                            {
+                              "type": "string",
+                              "name": "maxVersion"
+                            }
+                          ],
+                          "output": {
+                            "type": "bool",
+                            "value": "[and(or(empty(parameters('minVersion')), greaterOrEquals(_1.versionToNumber(parameters('version')), _1.versionToNumber(parameters('minVersion')))), or(empty(parameters('maxVersion')), lessOrEquals(_1.versionToNumber(parameters('version')), _1.versionToNumber(parameters('maxVersion')))))]"
+                          },
+                          "metadata": {
+                            "description": "Checks if a version string falls within the specified range. Use empty string to skip a bound. Example: isSupportedVersion('13.1', '13.0', '') checks >= 13.0 with no upper limit.",
+                            "__bicep_imported_from!": {
+                              "sourceTemplate": "../../fx/hub-types.bicep"
+                            }
+                          }
+                        }
+                      }
+                    },
+                    {
+                      "namespace": "_1",
+                      "members": {
+                        "versionToNumber": {
+                          "parameters": [
+                            {
+                              "type": "string",
+                              "name": "version"
+                            }
+                          ],
+                          "output": {
+                            "type": "int",
+                            "value": "[add(mul(int(split(split(parameters('version'), '-')[0], '.')[0]), 1000), if(greater(length(split(split(parameters('version'), '-')[0], '.')), 1), int(split(split(parameters('version'), '-')[0], '.')[1]), 0))]"
+                          },
+                          "metadata": {
+                            "description": "Converts a version string (e.g., \"13.0\", \"13.1\", \"14.0-dev\") to a comparable integer using major * 1000 + minor. Prerelease suffixes (e.g., \"-dev\") and patch versions are ignored.",
+                            "__bicep_imported_from!": {
+                              "sourceTemplate": "../../fx/hub-types.bicep"
+                            }
+                          }
+                        }
+                      }
+                    }
+                  ],
+                  "parameters": {
+                    "app": {
+                      "$ref": "#/definitions/HubAppProperties",
+                      "metadata": {
+                        "description": "Required. FinOps hub app getting deployed."
+                      }
+                    },
+                    "core": {
+                      "$ref": "#/definitions/CoreMetadata",
+                      "validate": [
+                        "[lambda('x', __bicep.isSupportedVersion(lambdaVariables('x').version, '13.0', ''))]",
+                        "Cost Management Managed Exports requires FinOps hubs version 13.0 or higher."
+                      ],
+                      "metadata": {
+                        "description": "Required. Metadata describing shared resources from the Core app. Must be v13 or higher."
+                      }
+                    },
+                    "exports": {
+                      "$ref": "#/definitions/ExportsMetadata",
+                      "validate": [
+                        "[lambda('x', __bicep.isSupportedVersion(lambdaVariables('x').version, '13.0', ''))]",
+                        "Cost Management Managed Exports requires Cost Management Exports version 13.0 or higher."
+                      ],
+                      "metadata": {
+                        "description": "Required. Metadata describing shared resources from the Exports app. Must be v13 or higher."
+                      }
+                    }
+                  },
+                  "variables": {
+                    "exportsApiVersion": "2023-07-01-preview",
+                    "exportDataVersions": {
+                      "focuscost": "1.2-preview",
+                      "pricesheet": "2023-05-01",
+                      "reservationdetails": "2023-03-01",
+                      "reservationrecommendations": "2023-05-01",
+                      "reservationtransactions": "2023-05-01"
+                    },
+                    "finOpsToolkitVersion": "15.0"
+                  },
+                  "resources": {
+                    "dataFactory::dataset_config": {
+                      "existing": true,
+                      "type": "Microsoft.DataFactory/factories/datasets",
+                      "apiVersion": "2018-06-01",
+                      "name": "[format('{0}/{1}', parameters('app').dataFactory, parameters('core').datasets.config)]"
+                    },
+                    "dataFactory::trigger_DailySchedule": {
+                      "type": "Microsoft.DataFactory/factories/triggers",
+                      "apiVersion": "2018-06-01",
+                      "name": "[format('{0}/{1}', parameters('app').dataFactory, format('{0}_DailySchedule', parameters('core').containers.config))]",
+                      "properties": {
+                        "pipelines": [
+                          {
+                            "pipelineReference": {
+                              "referenceName": "[format('{0}_StartExportProcess', parameters('core').containers.config)]",
+                              "type": "PipelineReference"
+                            },
+                            "parameters": {
+                              "Recurrence": "Daily"
+                            }
+                          }
+                        ],
+                        "type": "ScheduleTrigger",
+                        "typeProperties": {
+                          "recurrence": {
+                            "frequency": "Hour",
+                            "interval": 24,
+                            "startTime": "[if(equals(reference('timeZones').outputs.Timezone.value, 'UTC'), '2023-01-01T01:01:00Z', '2023-01-01T01:01:00')]",
+                            "timeZone": "[reference('timeZones').outputs.Timezone.value]"
+                          }
+                        }
+                      },
+                      "dependsOn": [
+                        "dataFactory::pipeline_StartExportProcess",
+                        "timeZones"
+                      ]
+                    },
+                    "dataFactory::trigger_MonthlySchedule": {
+                      "type": "Microsoft.DataFactory/factories/triggers",
+                      "apiVersion": "2018-06-01",
+                      "name": "[format('{0}/{1}', parameters('app').dataFactory, format('{0}_MonthlySchedule', parameters('core').containers.config))]",
+                      "properties": {
+                        "pipelines": [
+                          {
+                            "pipelineReference": {
+                              "referenceName": "[format('{0}_StartExportProcess', parameters('core').containers.config)]",
+                              "type": "PipelineReference"
+                            },
+                            "parameters": {
+                              "Recurrence": "Monthly"
+                            }
+                          }
+                        ],
+                        "type": "ScheduleTrigger",
+                        "typeProperties": {
+                          "recurrence": {
+                            "frequency": "Month",
+                            "interval": 1,
+                            "startTime": "[if(equals(reference('timeZones').outputs.Timezone.value, 'UTC'), '2023-01-05T01:11:00Z', '2023-01-05T01:11:00')]",
+                            "timeZone": "[reference('timeZones').outputs.Timezone.value]",
+                            "schedule": {
+                              "monthDays": [
+                                2,
+                                5,
+                                19
+                              ]
+                            }
+                          }
+                        }
+                      },
+                      "dependsOn": [
+                        "dataFactory::pipeline_StartExportProcess",
+                        "timeZones"
+                      ]
+                    },
+                    "dataFactory::pipeline_StartBackfillProcess": {
+                      "type": "Microsoft.DataFactory/factories/pipelines",
+                      "apiVersion": "2018-06-01",
+                      "name": "[format('{0}/{1}', parameters('app').dataFactory, format('{0}_StartBackfillProcess', parameters('core').containers.config))]",
+                      "properties": {
+                        "activities": [
+                          {
+                            "name": "Get Config",
+                            "type": "Lookup",
+                            "dependsOn": [],
+                            "policy": {
+                              "timeout": "0.00:05:00",
+                              "retry": 2,
+                              "retryIntervalInSeconds": 30,
+                              "secureOutput": false,
+                              "secureInput": false
+                            },
+                            "userProperties": [],
+                            "typeProperties": {
+                              "source": {
+                                "type": "JsonSource",
+                                "storeSettings": {
+                                  "type": "AzureBlobFSReadSettings",
+                                  "recursive": true,
+                                  "enablePartitionDiscovery": false
+                                },
+                                "formatSettings": {
+                                  "type": "JsonReadSettings"
+                                }
+                              },
+                              "dataset": {
+                                "referenceName": "[parameters('core').datasets.config]",
+                                "type": "DatasetReference",
+                                "parameters": {
+                                  "fileName": {
+                                    "value": "@variables('fileName')",
+                                    "type": "Expression"
+                                  },
+                                  "folderPath": {
+                                    "value": "@variables('folderPath')",
+                                    "type": "Expression"
+                                  }
+                                }
+                              }
+                            }
+                          },
+                          {
+                            "name": "Set backfill end date",
+                            "type": "SetVariable",
+                            "dependsOn": [
+                              {
+                                "activity": "Get Config",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              }
+                            ],
+                            "userProperties": [],
+                            "typeProperties": {
+                              "variableName": "endDate",
+                              "value": {
+                                "value": "@addDays(startOfMonth(utcNow()), -1)",
+                                "type": "Expression"
+                              }
+                            }
+                          },
+                          {
+                            "name": "Set backfill start date",
+                            "type": "SetVariable",
+                            "dependsOn": [
+                              {
+                                "activity": "Get Config",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              }
+                            ],
+                            "userProperties": [],
+                            "typeProperties": {
+                              "variableName": "startDate",
+                              "value": {
+                                "value": "@subtractFromTime(startOfMonth(utcNow()), activity('Get Config').output.firstRow.retention.ingestion.months, 'Month')",
+                                "type": "Expression"
+                              }
+                            }
+                          },
+                          {
+                            "name": "Set export start date",
+                            "type": "SetVariable",
+                            "dependsOn": [
+                              {
+                                "activity": "Set backfill start date",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              }
+                            ],
+                            "userProperties": [],
+                            "typeProperties": {
+                              "variableName": "thisMonth",
+                              "value": {
+                                "value": "@startOfMonth(variables('endDate'))",
+                                "type": "Expression"
+                              }
+                            }
+                          },
+                          {
+                            "name": "Set export end date",
+                            "type": "SetVariable",
+                            "dependsOn": [
+                              {
+                                "activity": "Set export start date",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              }
+                            ],
+                            "userProperties": [],
+                            "typeProperties": {
+                              "variableName": "nextMonth",
+                              "value": {
+                                "value": "@startOfMonth(subtractFromTime(variables('thisMonth'), 1, 'Month'))",
+                                "type": "Expression"
+                              }
+                            }
+                          },
+                          {
+                            "name": "Every Month",
+                            "type": "Until",
+                            "dependsOn": [
+                              {
+                                "activity": "Set export end date",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              },
+                              {
+                                "activity": "Set backfill end date",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              }
+                            ],
+                            "userProperties": [],
+                            "typeProperties": {
+                              "expression": {
+                                "value": "@less(variables('thisMonth'), variables('startDate'))",
+                                "type": "Expression"
+                              },
+                              "activities": [
+                                {
+                                  "name": "Update export start date",
+                                  "type": "SetVariable",
+                                  "dependsOn": [
+                                    {
+                                      "activity": "Backfill data",
+                                      "dependencyConditions": [
+                                        "Completed"
+                                      ]
+                                    }
+                                  ],
+                                  "userProperties": [],
+                                  "typeProperties": {
+                                    "variableName": "thisMonth",
+                                    "value": {
+                                      "value": "@variables('nextMonth')",
+                                      "type": "Expression"
+                                    }
+                                  }
+                                },
+                                {
+                                  "name": "Update export end date",
+                                  "type": "SetVariable",
+                                  "dependsOn": [
+                                    {
+                                      "activity": "Update export start date",
+                                      "dependencyConditions": [
+                                        "Completed"
+                                      ]
+                                    }
+                                  ],
+                                  "userProperties": [],
+                                  "typeProperties": {
+                                    "variableName": "nextMonth",
+                                    "value": {
+                                      "value": "@subtractFromTime(variables('thisMonth'), 1, 'Month')",
+                                      "type": "Expression"
+                                    }
+                                  }
+                                },
+                                {
+                                  "name": "Backfill data",
+                                  "type": "ExecutePipeline",
+                                  "dependsOn": [],
+                                  "userProperties": [],
+                                  "typeProperties": {
+                                    "pipeline": {
+                                      "referenceName": "[format('{0}_RunBackfillJob', parameters('core').containers.config)]",
+                                      "type": "PipelineReference"
+                                    },
+                                    "waitOnCompletion": true,
+                                    "parameters": {
+                                      "StartDate": {
+                                        "value": "@variables('thisMonth')",
+                                        "type": "Expression"
+                                      },
+                                      "EndDate": {
+                                        "value": "@addDays(addToTime(variables('thisMonth'), 1, 'Month'), -1)",
+                                        "type": "Expression"
+                                      }
+                                    }
+                                  }
+                                }
+                              ],
+                              "timeout": "0.02:00:00"
+                            }
+                          }
+                        ],
+                        "concurrency": 1,
+                        "variables": {
+                          "exportName": {
+                            "type": "String"
+                          },
+                          "storageAccountId": {
+                            "type": "String",
+                            "defaultValue": "[resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage)]"
+                          },
+                          "finOpsHub": {
+                            "type": "String",
+                            "defaultValue": "[parameters('app').hub.name]"
+                          },
+                          "resourceManagementUri": {
+                            "type": "String",
+                            "defaultValue": "[environment().resourceManager]"
+                          },
+                          "fileName": {
+                            "type": "String",
+                            "defaultValue": "[parameters('core').settings.file]"
+                          },
+                          "folderPath": {
+                            "type": "String",
+                            "defaultValue": "[parameters('core').containers.config]"
+                          },
+                          "endDate": {
+                            "type": "String"
+                          },
+                          "startDate": {
+                            "type": "String"
+                          },
+                          "thisMonth": {
+                            "type": "String"
+                          },
+                          "nextMonth": {
+                            "type": "String"
+                          }
+                        }
+                      },
+                      "dependsOn": [
+                        "dataFactory::pipeline_RunBackfillJob"
+                      ]
+                    },
+                    "dataFactory::pipeline_RunBackfillJob": {
+                      "type": "Microsoft.DataFactory/factories/pipelines",
+                      "apiVersion": "2018-06-01",
+                      "name": "[format('{0}/{1}', parameters('app').dataFactory, format('{0}_RunBackfillJob', parameters('core').containers.config))]",
+                      "properties": {
+                        "activities": [
+                          {
+                            "name": "Get Config",
+                            "type": "Lookup",
+                            "dependsOn": [],
+                            "policy": {
+                              "timeout": "0.00:05:00",
+                              "retry": 2,
+                              "retryIntervalInSeconds": 30,
+                              "secureOutput": false,
+                              "secureInput": false
+                            },
+                            "userProperties": [],
+                            "typeProperties": {
+                              "source": {
+                                "type": "JsonSource",
+                                "storeSettings": {
+                                  "type": "AzureBlobFSReadSettings",
+                                  "recursive": true,
+                                  "enablePartitionDiscovery": false
+                                },
+                                "formatSettings": {
+                                  "type": "JsonReadSettings"
+                                }
+                              },
+                              "dataset": {
+                                "referenceName": "[parameters('core').datasets.config]",
+                                "type": "DatasetReference",
+                                "parameters": {
+                                  "fileName": {
+                                    "value": "@variables('fileName')",
+                                    "type": "Expression"
+                                  },
+                                  "folderPath": {
+                                    "value": "@variables('folderPath')",
+                                    "type": "Expression"
+                                  }
+                                }
+                              }
+                            }
+                          },
+                          {
+                            "name": "Set Scopes",
+                            "description": "Save scopes to test if it is an array",
+                            "type": "SetVariable",
+                            "dependsOn": [
+                              {
+                                "activity": "Get Config",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              }
+                            ],
+                            "policy": {
+                              "secureOutput": false,
+                              "secureInput": false
+                            },
+                            "userProperties": [],
+                            "typeProperties": {
+                              "variableName": "scopesArray",
+                              "value": {
+                                "value": "@activity('Get Config').output.firstRow.scopes",
+                                "type": "Expression"
+                              }
+                            }
+                          },
+                          {
+                            "name": "Set Scopes as Array",
+                            "description": "Wraps a single scope object into an array to work around the PowerShell bug where single-item arrays are sometimes written as a single object instead of an array.",
+                            "type": "SetVariable",
+                            "dependsOn": [
+                              {
+                                "activity": "Set Scopes",
+                                "dependencyConditions": [
+                                  "Failed"
+                                ]
+                              }
+                            ],
+                            "policy": {
+                              "secureOutput": false,
+                              "secureInput": false
+                            },
+                            "userProperties": [],
+                            "typeProperties": {
+                              "variableName": "scopesArray",
+                              "value": {
+                                "value": "@createArray(activity('Get Config').output.firstRow.scopes)",
+                                "type": "Expression"
+                              }
+                            }
+                          },
+                          {
+                            "name": "Filter Invalid Scopes",
+                            "description": "Remove any invalid scopes to avoid errors.",
+                            "type": "Filter",
+                            "dependsOn": [
+                              {
+                                "activity": "Set Scopes",
+                                "dependencyConditions": [
+                                  "Succeeded",
+                                  "Failed"
+                                ]
+                              },
+                              {
+                                "activity": "Set Scopes as Array",
+                                "dependencyConditions": [
+                                  "Skipped",
+                                  "Succeeded"
+                                ]
+                              }
+                            ],
+                            "userProperties": [],
+                            "typeProperties": {
+                              "items": {
+                                "value": "@variables('scopesArray')",
+                                "type": "Expression"
+                              },
+                              "condition": {
+                                "value": "@and(not(empty(item().scope)), not(equals(item().scope, '/')))",
+                                "type": "Expression"
+                              }
+                            }
+                          },
+                          {
+                            "name": "ForEach Export Scope",
+                            "type": "ForEach",
+                            "dependsOn": [
+                              {
+                                "activity": "Filter Invalid Scopes",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              }
+                            ],
+                            "userProperties": [],
+                            "typeProperties": {
+                              "items": {
+                                "value": "@activity('Filter Invalid Scopes').output.Value",
+                                "type": "Expression"
+                              },
+                              "isSequential": true,
+                              "activities": [
+                                {
+                                  "name": "Set backfill export name",
+                                  "type": "SetVariable",
+                                  "dependsOn": [],
+                                  "userProperties": [],
+                                  "typeProperties": {
+                                    "variableName": "exportName",
+                                    "value": {
+                                      "value": "@toLower(concat(variables('finOpsHub'), '-monthly-costdetails'))",
+                                      "type": "Expression"
+                                    }
+                                  }
+                                },
+                                {
+                                  "name": "Trigger backfill export",
+                                  "type": "WebActivity",
+                                  "dependsOn": [
+                                    {
+                                      "activity": "Set backfill export name",
+                                      "dependencyConditions": [
+                                        "Completed"
+                                      ]
+                                    }
+                                  ],
+                                  "policy": {
+                                    "timeout": "0.00:05:00",
+                                    "retry": 1,
+                                    "retryIntervalInSeconds": 30,
+                                    "secureOutput": false,
+                                    "secureInput": false
+                                  },
+                                  "userProperties": [],
+                                  "typeProperties": {
+                                    "url": {
+                                      "value": "[format('@{{variables(''resourceManagementUri'')}}@{{item().scope}}/providers/Microsoft.CostManagement/exports/@{{variables(''exportName'')}}/run?api-version={0}', variables('exportsApiVersion'))]",
+                                      "type": "Expression"
+                                    },
+                                    "method": "POST",
+                                    "headers": {
+                                      "x-ms-command-name": "[format('FinOpsToolkit.Hubs.config_RunBackfill@{0}', variables('finOpsToolkitVersion'))]",
+                                      "Content-Type": "application/json",
+                                      "ClientType": "[format('FinOpsToolkit.Hubs@{0}', variables('finOpsToolkitVersion'))]"
+                                    },
+                                    "body": "{\"timePeriod\" : { \"from\" : \"@{pipeline().parameters.StartDate}\", \"to\" : \"@{pipeline().parameters.EndDate}\" }}",
+                                    "authentication": {
+                                      "type": "MSI",
+                                      "resource": {
+                                        "value": "@variables('resourceManagementUri')",
+                                        "type": "Expression"
+                                      }
+                                    }
+                                  }
+                                }
+                              ]
+                            }
+                          }
+                        ],
+                        "concurrency": 1,
+                        "parameters": {
+                          "StartDate": {
+                            "type": "string"
+                          },
+                          "EndDate": {
+                            "type": "string"
+                          }
+                        },
+                        "variables": {
+                          "exportName": {
+                            "type": "String"
+                          },
+                          "storageAccountId": {
+                            "type": "String",
+                            "defaultValue": "[resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage)]"
+                          },
+                          "finOpsHub": {
+                            "type": "String",
+                            "defaultValue": "[parameters('app').hub.name]"
+                          },
+                          "resourceManagementUri": {
+                            "type": "String",
+                            "defaultValue": "[environment().resourceManager]"
+                          },
+                          "fileName": {
+                            "type": "String",
+                            "defaultValue": "[parameters('core').settings.file]"
+                          },
+                          "folderPath": {
+                            "type": "String",
+                            "defaultValue": "[parameters('core').containers.config]"
+                          },
+                          "scopesArray": {
+                            "type": "Array"
+                          }
+                        }
+                      }
+                    },
+                    "dataFactory::pipeline_StartExportProcess": {
+                      "type": "Microsoft.DataFactory/factories/pipelines",
+                      "apiVersion": "2018-06-01",
+                      "name": "[format('{0}/{1}', parameters('app').dataFactory, format('{0}_StartExportProcess', parameters('core').containers.config))]",
+                      "properties": {
+                        "activities": [
+                          {
+                            "name": "Get Config",
+                            "type": "Lookup",
+                            "dependsOn": [],
+                            "policy": {
+                              "timeout": "0.00:05:00",
+                              "retry": 2,
+                              "retryIntervalInSeconds": 30,
+                              "secureOutput": false,
+                              "secureInput": false
+                            },
+                            "userProperties": [],
+                            "typeProperties": {
+                              "source": {
+                                "type": "JsonSource",
+                                "storeSettings": {
+                                  "type": "AzureBlobFSReadSettings",
+                                  "recursive": true,
+                                  "enablePartitionDiscovery": false
+                                },
+                                "formatSettings": {
+                                  "type": "JsonReadSettings"
+                                }
+                              },
+                              "dataset": {
+                                "referenceName": "[parameters('core').datasets.config]",
+                                "type": "DatasetReference",
+                                "parameters": {
+                                  "fileName": {
+                                    "value": "@variables('fileName')",
+                                    "type": "Expression"
+                                  },
+                                  "folderPath": {
+                                    "value": "@variables('folderPath')",
+                                    "type": "Expression"
+                                  }
+                                }
+                              }
+                            }
+                          },
+                          {
+                            "name": "Set Scopes",
+                            "description": "Save scopes to test if it is an array",
+                            "type": "SetVariable",
+                            "dependsOn": [
+                              {
+                                "activity": "Get Config",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              }
+                            ],
+                            "policy": {
+                              "secureOutput": false,
+                              "secureInput": false
+                            },
+                            "userProperties": [],
+                            "typeProperties": {
+                              "variableName": "scopesArray",
+                              "value": {
+                                "value": "@activity('Get Config').output.firstRow.scopes",
+                                "type": "Expression"
+                              }
+                            }
+                          },
+                          {
+                            "name": "Set Scopes as Array",
+                            "description": "Wraps a single scope object into an array to work around the PowerShell bug where single-item arrays are sometimes written as a single object instead of an array.",
+                            "type": "SetVariable",
+                            "dependsOn": [
+                              {
+                                "activity": "Set Scopes",
+                                "dependencyConditions": [
+                                  "Failed"
+                                ]
+                              }
+                            ],
+                            "policy": {
+                              "secureOutput": false,
+                              "secureInput": false
+                            },
+                            "userProperties": [],
+                            "typeProperties": {
+                              "variableName": "scopesArray",
+                              "value": {
+                                "value": "@createArray(activity('Get Config').output.firstRow.scopes)",
+                                "type": "Expression"
+                              }
+                            }
+                          },
+                          {
+                            "name": "Filter Invalid Scopes",
+                            "description": "Remove any invalid scopes to avoid errors.",
+                            "type": "Filter",
+                            "dependsOn": [
+                              {
+                                "activity": "Set Scopes",
+                                "dependencyConditions": [
+                                  "Succeeded",
+                                  "Failed"
+                                ]
+                              },
+                              {
+                                "activity": "Set Scopes as Array",
+                                "dependencyConditions": [
+                                  "Succeeded",
+                                  "Skipped"
+                                ]
+                              }
+                            ],
+                            "userProperties": [],
+                            "typeProperties": {
+                              "items": {
+                                "value": "@variables('scopesArray')",
+                                "type": "Expression"
+                              },
+                              "condition": {
+                                "value": "@and(not(empty(item().scope)), not(equals(item().scope, '/')))",
+                                "type": "Expression"
+                              }
+                            }
+                          },
+                          {
+                            "name": "ForEach Export Scope",
+                            "type": "ForEach",
+                            "dependsOn": [
+                              {
+                                "activity": "Filter Invalid Scopes",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              }
+                            ],
+                            "userProperties": [],
+                            "typeProperties": {
+                              "items": {
+                                "value": "@activity('Filter Invalid Scopes').output.Value",
+                                "type": "Expression"
+                              },
+                              "isSequential": true,
+                              "activities": [
+                                {
+                                  "name": "Get exports for scope",
+                                  "type": "WebActivity",
+                                  "dependsOn": [],
+                                  "policy": {
+                                    "timeout": "0.00:05:00",
+                                    "retry": 2,
+                                    "retryIntervalInSeconds": 30,
+                                    "secureOutput": false,
+                                    "secureInput": false
+                                  },
+                                  "userProperties": [],
+                                  "typeProperties": {
+                                    "url": {
+                                      "value": "[format('@{{variables(''resourceManagementUri'')}}@{{item().scope}}/providers/Microsoft.CostManagement/exports?api-version={0}', variables('exportsApiVersion'))]",
+                                      "type": "Expression"
+                                    },
+                                    "method": "GET",
+                                    "authentication": {
+                                      "type": "MSI",
+                                      "resource": {
+                                        "value": "@variables('resourceManagementUri')",
+                                        "type": "Expression"
+                                      }
+                                    }
+                                  }
+                                },
+                                {
+                                  "name": "Run exports for scope",
+                                  "type": "ExecutePipeline",
+                                  "dependsOn": [
+                                    {
+                                      "activity": "Get exports for scope",
+                                      "dependencyConditions": [
+                                        "Succeeded"
+                                      ]
+                                    }
+                                  ],
+                                  "userProperties": [],
+                                  "typeProperties": {
+                                    "pipeline": {
+                                      "referenceName": "[format('{0}_RunExportJobs', parameters('core').containers.config)]",
+                                      "type": "PipelineReference"
+                                    },
+                                    "waitOnCompletion": true,
+                                    "parameters": {
+                                      "ExportScopes": {
+                                        "value": "@activity('Get exports for scope').output.value",
+                                        "type": "Expression"
+                                      },
+                                      "Recurrence": {
+                                        "value": "@pipeline().parameters.Recurrence",
+                                        "type": "Expression"
+                                      }
+                                    }
+                                  }
+                                }
+                              ]
+                            }
+                          }
+                        ],
+                        "concurrency": 1,
+                        "parameters": {
+                          "Recurrence": {
+                            "type": "string",
+                            "defaultValue": "Daily"
+                          }
+                        },
+                        "variables": {
+                          "fileName": {
+                            "type": "String",
+                            "defaultValue": "[parameters('core').settings.file]"
+                          },
+                          "folderPath": {
+                            "type": "String",
+                            "defaultValue": "[parameters('core').containers.config]"
+                          },
+                          "finOpsHub": {
+                            "type": "String",
+                            "defaultValue": "[parameters('app').hub.name]"
+                          },
+                          "resourceManagementUri": {
+                            "type": "String",
+                            "defaultValue": "[environment().resourceManager]"
+                          },
+                          "scopesArray": {
+                            "type": "Array"
+                          }
+                        }
+                      },
+                      "dependsOn": [
+                        "dataFactory::pipeline_RunExportJobs"
+                      ]
+                    },
+                    "dataFactory::pipeline_RunExportJobs": {
+                      "type": "Microsoft.DataFactory/factories/pipelines",
+                      "apiVersion": "2018-06-01",
+                      "name": "[format('{0}/{1}', parameters('app').dataFactory, format('{0}_RunExportJobs', parameters('core').containers.config))]",
+                      "properties": {
+                        "activities": [
+                          {
+                            "name": "ForEach export scope",
+                            "type": "ForEach",
+                            "dependsOn": [],
+                            "userProperties": [],
+                            "typeProperties": {
+                              "items": {
+                                "value": "@pipeline().parameters.exportScopes",
+                                "type": "Expression"
+                              },
+                              "isSequential": true,
+                              "activities": [
+                                {
+                                  "name": "If scheduled",
+                                  "type": "IfCondition",
+                                  "dependsOn": [],
+                                  "userProperties": [],
+                                  "typeProperties": {
+                                    "expression": {
+                                      "value": "@and( startswith(toLower(item().name), toLower(variables('hubName'))), and(contains(string(item().properties.schedule), 'recurrence'), equals(toLower(item().properties.schedule.recurrence), toLower(pipeline().parameters.Recurrence))))",
+                                      "type": "Expression"
+                                    },
+                                    "ifTrueActivities": [
+                                      {
+                                        "name": "Trigger export",
+                                        "type": "WebActivity",
+                                        "dependsOn": [],
+                                        "policy": {
+                                          "timeout": "0.00:05:00",
+                                          "retry": 0,
+                                          "retryIntervalInSeconds": 30,
+                                          "secureOutput": false,
+                                          "secureInput": false
+                                        },
+                                        "userProperties": [],
+                                        "typeProperties": {
+                                          "method": "POST",
+                                          "url": {
+                                            "value": "[format('@{{replace(toLower(concat(variables(''resourceManagementUri''),item().id)), ''com//'', ''com/'')}}/run?api-version={0}', variables('exportsApiVersion'))]",
+                                            "type": "Expression"
+                                          },
+                                          "headers": {
+                                            "x-ms-command-name": "[format('FinOpsToolkit.Hubs.config_RunExportJobs@{0}', variables('finOpsToolkitVersion'))]",
+                                            "ClientType": "[format('FinOpsToolkit.Hubs@{0}', variables('finOpsToolkitVersion'))]"
+                                          },
+                                          "body": " ",
+                                          "authentication": {
+                                            "type": "MSI",
+                                            "resource": {
+                                              "value": "@variables('resourceManagementUri')",
+                                              "type": "Expression"
+                                            }
+                                          }
+                                        }
+                                      }
+                                    ]
+                                  }
+                                }
+                              ]
+                            }
+                          }
+                        ],
+                        "concurrency": 1,
+                        "parameters": {
+                          "ExportScopes": {
+                            "type": "array"
+                          },
+                          "Recurrence": {
+                            "type": "string",
+                            "defaultValue": "Daily"
+                          }
+                        },
+                        "variables": {
+                          "resourceManagementUri": {
+                            "type": "String",
+                            "defaultValue": "[environment().resourceManager]"
+                          },
+                          "hubName": {
+                            "type": "String",
+                            "defaultValue": "[parameters('app').hub.name]"
+                          }
+                        }
+                      },
+                      "dependsOn": [
+                        "dataFactory::dataset_config"
+                      ]
+                    },
+                    "dataFactory::pipeline_ConfigureExports": {
+                      "type": "Microsoft.DataFactory/factories/pipelines",
+                      "apiVersion": "2018-06-01",
+                      "name": "[format('{0}/{1}', parameters('app').dataFactory, format('{0}_ConfigureExports', parameters('core').containers.config))]",
+                      "properties": {
+                        "activities": [
+                          {
+                            "name": "Get Config",
+                            "type": "Lookup",
+                            "dependsOn": [],
+                            "policy": {
+                              "timeout": "0.00:05:00",
+                              "retry": 2,
+                              "retryIntervalInSeconds": 30,
+                              "secureOutput": false,
+                              "secureInput": false
+                            },
+                            "userProperties": [],
+                            "typeProperties": {
+                              "source": {
+                                "type": "JsonSource",
+                                "storeSettings": {
+                                  "type": "AzureBlobFSReadSettings",
+                                  "recursive": true,
+                                  "enablePartitionDiscovery": false
+                                },
+                                "formatSettings": {
+                                  "type": "JsonReadSettings"
+                                }
+                              },
+                              "dataset": {
+                                "referenceName": "[parameters('core').datasets.config]",
+                                "type": "DatasetReference",
+                                "parameters": {
+                                  "fileName": {
+                                    "value": "@variables('fileName')",
+                                    "type": "Expression"
+                                  },
+                                  "folderPath": {
+                                    "value": "@variables('folderPath')",
+                                    "type": "Expression"
+                                  }
+                                }
+                              }
+                            }
+                          },
+                          {
+                            "name": "Save Scopes",
+                            "type": "SetVariable",
+                            "dependsOn": [
+                              {
+                                "activity": "Get Config",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              }
+                            ],
+                            "policy": {
+                              "secureOutput": false,
+                              "secureInput": false
+                            },
+                            "userProperties": [],
+                            "typeProperties": {
+                              "variableName": "scopesArray",
+                              "value": {
+                                "value": "@activity('Get Config').output.firstRow.scopes",
+                                "type": "Expression"
+                              }
+                            }
+                          },
+                          {
+                            "name": "Save Scopes as Array",
+                            "type": "SetVariable",
+                            "dependsOn": [
+                              {
+                                "activity": "Save Scopes",
+                                "dependencyConditions": [
+                                  "Failed"
+                                ]
+                              }
+                            ],
+                            "policy": {
+                              "secureOutput": false,
+                              "secureInput": false
+                            },
+                            "userProperties": [],
+                            "typeProperties": {
+                              "variableName": "scopesArray",
+                              "value": {
+                                "value": "@array(activity('Get Config').output.firstRow.scopes)",
+                                "type": "Expression"
+                              }
+                            }
+                          },
+                          {
+                            "name": "Filter Invalid Scopes",
+                            "type": "Filter",
+                            "dependsOn": [
+                              {
+                                "activity": "Save Scopes",
+                                "dependencyConditions": [
+                                  "Succeeded",
+                                  "Failed"
+                                ]
+                              },
+                              {
+                                "activity": "Save Scopes as Array",
+                                "dependencyConditions": [
+                                  "Skipped",
+                                  "Succeeded"
+                                ]
+                              }
+                            ],
+                            "userProperties": [],
+                            "typeProperties": {
+                              "items": {
+                                "value": "@variables('scopesArray')",
+                                "type": "Expression"
+                              },
+                              "condition": {
+                                "value": "@and(not(empty(item().scope)), not(equals(item().scope, '/')))",
+                                "type": "Expression"
+                              }
+                            }
+                          },
+                          {
+                            "name": "ForEach Export Scope",
+                            "type": "ForEach",
+                            "dependsOn": [
+                              {
+                                "activity": "Filter Invalid Scopes",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              }
+                            ],
+                            "userProperties": [],
+                            "typeProperties": {
+                              "items": {
+                                "value": "@activity('Filter Invalid Scopes').output.value",
+                                "type": "Expression"
+                              },
+                              "isSequential": true,
+                              "activities": [
+                                {
+                                  "name": "Set Export Type",
+                                  "type": "SetVariable",
+                                  "dependsOn": [],
+                                  "policy": {
+                                    "secureOutput": false,
+                                    "secureInput": false
+                                  },
+                                  "userProperties": [],
+                                  "typeProperties": {
+                                    "variableName": "exportScopeType",
+                                    "value": {
+                                      "value": "@if(contains(toLower(item().scope), 'providers/microsoft.billing/billingaccounts'), if(contains(toLower(item().scope), ':'), 'mca', if(contains(toLower(item().scope), '/departments/'), 'ea-department', 'ea')), if(contains(toLower(item().scope), 'subscriptions/'), 'subscription', 'undefined'))",
+                                      "type": "Expression"
+                                    }
+                                  }
+                                },
+                                {
+                                  "name": "Switch Export Type",
+                                  "type": "Switch",
+                                  "dependsOn": [
+                                    {
+                                      "activity": "Set Export Type",
+                                      "dependencyConditions": [
+                                        "Succeeded"
+                                      ]
+                                    }
+                                  ],
+                                  "userProperties": [],
+                                  "typeProperties": {
+                                    "on": {
+                                      "value": "@toLower(variables('exportScopeType'))",
+                                      "type": "Expression"
+                                    },
+                                    "cases": [
+                                      {
+                                        "value": "ea",
+                                        "activities": [
+                                          {
+                                            "name": "Open month focus export",
+                                            "type": "WebActivity",
+                                            "dependsOn": [],
+                                            "policy": {
+                                              "timeout": "0.00:05:00",
+                                              "retry": 2,
+                                              "retryIntervalInSeconds": 30,
+                                              "secureOutput": false,
+                                              "secureInput": false
+                                            },
+                                            "userProperties": [],
+                                            "typeProperties": {
+                                              "url": {
+                                                "value": "[format('@{{variables(''resourceManagementUri'')}}@{{item().scope}}/providers/Microsoft.CostManagement/exports/@{{toLower(concat(variables(''finOpsHub''), ''-daily-costdetails''))}}?api-version={0}', variables('exportsApiVersion'))]",
+                                                "type": "Expression"
+                                              },
+                                              "method": "PUT",
+                                              "body": {
+                                                "value": "[__bicep.getExportBodyV2(parameters('exports').containers.msexports, 'FocusCost', false(), 'Parquet', 'Snappy', 'true', 'CreateNewReport', '', '', '')]",
+                                                "type": "Expression"
+                                              },
+                                              "headers": {
+                                                "x-ms-command-name": "[format('FinOpsToolkit.Hubs.config_RunExportJobs.CostsDaily@{0}', variables('finOpsToolkitVersion'))]",
+                                                "ClientType": "[format('FinOpsToolkit.Hubs@{0}', variables('finOpsToolkitVersion'))]"
+                                              },
+                                              "authentication": {
+                                                "type": "MSI",
+                                                "resource": {
+                                                  "value": "@variables('resourceManagementUri')",
+                                                  "type": "Expression"
+                                                }
+                                              }
+                                            }
+                                          },
+                                          {
+                                            "name": "Closed month focus export",
+                                            "type": "WebActivity",
+                                            "dependsOn": [
+                                              {
+                                                "activity": "Open month focus export",
+                                                "dependencyConditions": [
+                                                  "Succeeded"
+                                                ]
+                                              }
+                                            ],
+                                            "policy": {
+                                              "timeout": "0.00:05:00",
+                                              "retry": 2,
+                                              "retryIntervalInSeconds": 30,
+                                              "secureOutput": false,
+                                              "secureInput": false
+                                            },
+                                            "userProperties": [],
+                                            "typeProperties": {
+                                              "url": {
+                                                "value": "[format('@{{variables(''resourceManagementUri'')}}@{{item().scope}}/providers/Microsoft.CostManagement/exports/@{{toLower(concat(variables(''finOpsHub''), ''-monthly-costdetails''))}}?api-version={0}', variables('exportsApiVersion'))]",
+                                                "type": "Expression"
+                                              },
+                                              "method": "PUT",
+                                              "body": {
+                                                "value": "[__bicep.getExportBodyV2(parameters('exports').containers.msexports, 'FocusCost', true(), 'Parquet', 'Snappy', 'true', 'CreateNewReport', '', '', '')]",
+                                                "type": "Expression"
+                                              },
+                                              "headers": {
+                                                "x-ms-command-name": "[format('FinOpsToolkit.Hubs.config_RunExportJobs.CostsMonthly@{0}', variables('finOpsToolkitVersion'))]",
+                                                "ClientType": "[format('FinOpsToolkit.Hubs@{0}', variables('finOpsToolkitVersion'))]"
+                                              },
+                                              "authentication": {
+                                                "type": "MSI",
+                                                "resource": {
+                                                  "value": "@variables('resourceManagementUri')",
+                                                  "type": "Expression"
+                                                }
+                                              }
+                                            }
+                                          },
+                                          {
+                                            "name": "Monthly pricesheet export",
+                                            "type": "WebActivity",
+                                            "dependsOn": [
+                                              {
+                                                "activity": "Closed month focus export",
+                                                "dependencyConditions": [
+                                                  "Succeeded"
+                                                ]
+                                              }
+                                            ],
+                                            "policy": {
+                                              "timeout": "0.00:05:00",
+                                              "retry": 2,
+                                              "retryIntervalInSeconds": 30,
+                                              "secureOutput": false,
+                                              "secureInput": false
+                                            },
+                                            "userProperties": [],
+                                            "typeProperties": {
+                                              "url": {
+                                                "value": "[format('@{{variables(''resourceManagementUri'')}}@{{item().scope}}/providers/Microsoft.CostManagement/exports/@{{toLower(concat(variables(''finOpsHub''), ''-monthly-pricesheet''))}}?api-version={0}', variables('exportsApiVersion'))]",
+                                                "type": "Expression"
+                                              },
+                                              "method": "PUT",
+                                              "body": {
+                                                "value": "[__bicep.getExportBodyV2(parameters('exports').containers.msexports, 'Pricesheet', true(), 'Parquet', 'Snappy', 'true', 'CreateNewReport', '', '', '')]",
+                                                "type": "Expression"
+                                              },
+                                              "headers": {
+                                                "x-ms-command-name": "[format('FinOpsToolkit.Hubs.config_RunExportJobs.Prices@{0}', variables('finOpsToolkitVersion'))]",
+                                                "ClientType": "[format('FinOpsToolkit.Hubs@{0}', variables('finOpsToolkitVersion'))]"
+                                              },
+                                              "authentication": {
+                                                "type": "MSI",
+                                                "resource": {
+                                                  "value": "@variables('resourceManagementUri')",
+                                                  "type": "Expression"
+                                                }
+                                              }
+                                            }
+                                          },
+                                          {
+                                            "name": "Trigger EA monthly pricesheet export",
+                                            "type": "WebActivity",
+                                            "dependsOn": [
+                                              {
+                                                "activity": "Monthly pricesheet export",
+                                                "dependencyConditions": [
+                                                  "Succeeded"
+                                                ]
+                                              }
+                                            ],
+                                            "policy": {
+                                              "timeout": "0.00:05:00",
+                                              "retry": 0,
+                                              "retryIntervalInSeconds": 30,
+                                              "secureOutput": false,
+                                              "secureInput": false
+                                            },
+                                            "userProperties": [],
+                                            "typeProperties": {
+                                              "method": "POST",
+                                              "url": {
+                                                "value": "[format('@{{variables(''resourceManagementUri'')}}@{{item().scope}}/providers/Microsoft.CostManagement/exports/@{{toLower(concat(variables(''finOpsHub''), ''-monthly-pricesheet''))}}/run?api-version={0}', variables('exportsApiVersion'))]",
+                                                "type": "Expression"
+                                              },
+                                              "headers": {
+                                                "x-ms-command-name": "[format('FinOpsToolkit.Hubs.config_RunExportJobs.Prices@{0}', variables('finOpsToolkitVersion'))]",
+                                                "ClientType": "[format('FinOpsToolkit.Hubs@{0}', variables('finOpsToolkitVersion'))]"
+                                              },
+                                              "body": " ",
+                                              "authentication": {
+                                                "type": "MSI",
+                                                "resource": {
+                                                  "value": "@variables('resourceManagementUri')",
+                                                  "type": "Expression"
+                                                }
+                                              }
+                                            }
+                                          },
+                                          {
+                                            "name": "Daily reservation details export",
+                                            "type": "WebActivity",
+                                            "dependsOn": [
+                                              {
+                                                "activity": "Monthly pricesheet export",
+                                                "dependencyConditions": [
+                                                  "Succeeded"
+                                                ]
+                                              }
+                                            ],
+                                            "policy": {
+                                              "timeout": "0.00:05:00",
+                                              "retry": 2,
+                                              "retryIntervalInSeconds": 30,
+                                              "secureOutput": false,
+                                              "secureInput": false
+                                            },
+                                            "userProperties": [],
+                                            "typeProperties": {
+                                              "url": {
+                                                "value": "[format('@{{variables(''resourceManagementUri'')}}@{{item().scope}}/providers/Microsoft.CostManagement/exports/@{{toLower(concat(variables(''finOpsHub''), ''-daily-reservationdetails''))}}?api-version={0}', variables('exportsApiVersion'))]",
+                                                "type": "Expression"
+                                              },
+                                              "method": "PUT",
+                                              "body": {
+                                                "value": "[__bicep.getExportBodyV2(parameters('exports').containers.msexports, 'ReservationDetails', false(), 'CSV', 'None', 'true', 'CreateNewReport', '', '', '')]",
+                                                "type": "Expression"
+                                              },
+                                              "headers": {
+                                                "x-ms-command-name": "[format('FinOpsToolkit.Hubs.config_RunExportJobs.ReservationDetails@{0}', variables('finOpsToolkitVersion'))]",
+                                                "ClientType": "[format('FinOpsToolkit.Hubs@{0}', variables('finOpsToolkitVersion'))]"
+                                              },
+                                              "authentication": {
+                                                "type": "MSI",
+                                                "resource": {
+                                                  "value": "@variables('resourceManagementUri')",
+                                                  "type": "Expression"
+                                                }
+                                              }
+                                            }
+                                          },
+                                          {
+                                            "name": "Daily reservation transactions export",
+                                            "type": "WebActivity",
+                                            "dependsOn": [
+                                              {
+                                                "activity": "Daily reservation details export",
+                                                "dependencyConditions": [
+                                                  "Succeeded"
+                                                ]
+                                              }
+                                            ],
+                                            "policy": {
+                                              "timeout": "0.00:05:00",
+                                              "retry": 2,
+                                              "retryIntervalInSeconds": 30,
+                                              "secureOutput": false,
+                                              "secureInput": false
+                                            },
+                                            "userProperties": [],
+                                            "typeProperties": {
+                                              "url": {
+                                                "value": "[format('@{{variables(''resourceManagementUri'')}}@{{item().scope}}/providers/Microsoft.CostManagement/exports/@{{toLower(concat(variables(''finOpsHub''), ''-daily-reservationtransactions''))}}?api-version={0}', variables('exportsApiVersion'))]",
+                                                "type": "Expression"
+                                              },
+                                              "method": "PUT",
+                                              "body": {
+                                                "value": "[__bicep.getExportBodyV2(parameters('exports').containers.msexports, 'ReservationTransactions', false(), 'CSV', 'None', 'true', 'CreateNewReport', '', '', '')]",
+                                                "type": "Expression"
+                                              },
+                                              "headers": {
+                                                "x-ms-command-name": "[format('FinOpsToolkit.Hubs.config_RunExportJobs.ReservationTransactions@{0}', variables('finOpsToolkitVersion'))]",
+                                                "ClientType": "[format('FinOpsToolkit.Hubs@{0}', variables('finOpsToolkitVersion'))]"
+                                              },
+                                              "authentication": {
+                                                "type": "MSI",
+                                                "resource": {
+                                                  "value": "@variables('resourceManagementUri')",
+                                                  "type": "Expression"
+                                                }
+                                              }
+                                            }
+                                          },
+                                          {
+                                            "name": "Daily shared 30day virtual machines",
+                                            "type": "WebActivity",
+                                            "dependsOn": [
+                                              {
+                                                "activity": "Daily reservation transactions export",
+                                                "dependencyConditions": [
+                                                  "Succeeded"
+                                                ]
+                                              }
+                                            ],
+                                            "policy": {
+                                              "timeout": "0.00:05:00",
+                                              "retry": 2,
+                                              "retryIntervalInSeconds": 30,
+                                              "secureOutput": false,
+                                              "secureInput": false
+                                            },
+                                            "userProperties": [],
+                                            "typeProperties": {
+                                              "url": {
+                                                "value": "[format('@{{variables(''resourceManagementUri'')}}@{{item().scope}}/providers/Microsoft.CostManagement/exports/@{{toLower(concat(variables(''finOpsHub''), ''-daily-recommendations-shared-last30days-virtualmachines''))}}?api-version={0}', variables('exportsApiVersion'))]",
+                                                "type": "Expression"
+                                              },
+                                              "method": "PUT",
+                                              "body": {
+                                                "value": "[__bicep.getExportBodyV2(parameters('exports').containers.msexports, 'ReservationRecommendations', false(), 'CSV', 'None', 'true', 'CreateNewReport', 'Shared', 'Last30Days', 'VirtualMachines')]",
+                                                "type": "Expression"
+                                              },
+                                              "headers": {
+                                                "x-ms-command-name": "[format('FinOpsToolkit.Hubs.config_RunExportJobs.ReservationRecommendations.VM.Shared.30d@{0}', variables('finOpsToolkitVersion'))]",
+                                                "ClientType": "[format('FinOpsToolkit.Hubs@{0}', variables('finOpsToolkitVersion'))]"
+                                              },
+                                              "authentication": {
+                                                "type": "MSI",
+                                                "resource": {
+                                                  "value": "@variables('resourceManagementUri')",
+                                                  "type": "Expression"
+                                                }
+                                              }
+                                            }
+                                          }
+                                        ]
+                                      },
+                                      {
+                                        "value": "ea-department",
+                                        "activities": [
+                                          {
+                                            "name": "EA Department open month focus export",
+                                            "type": "WebActivity",
+                                            "dependsOn": [],
+                                            "policy": {
+                                              "timeout": "0.00:05:00",
+                                              "retry": 2,
+                                              "retryIntervalInSeconds": 30,
+                                              "secureOutput": false,
+                                              "secureInput": false
+                                            },
+                                            "userProperties": [],
+                                            "typeProperties": {
+                                              "url": {
+                                                "value": "[format('@{{variables(''resourceManagementUri'')}}@{{item().scope}}/providers/Microsoft.CostManagement/exports/@{{toLower(concat(variables(''finOpsHub''), ''-daily-costdetails''))}}?api-version={0}', variables('exportsApiVersion'))]",
+                                                "type": "Expression"
+                                              },
+                                              "method": "PUT",
+                                              "body": {
+                                                "value": "[__bicep.getExportBodyV2(parameters('exports').containers.msexports, 'FocusCost', false(), 'Parquet', 'Snappy', 'true', 'CreateNewReport', '', '', '')]",
+                                                "type": "Expression"
+                                              },
+                                              "headers": {
+                                                "x-ms-command-name": "[format('FinOpsToolkit.Hubs.config_RunExportJobs.CostsDaily@{0}', variables('finOpsToolkitVersion'))]",
+                                                "ClientType": "[format('FinOpsToolkit.Hubs@{0}', variables('finOpsToolkitVersion'))]"
+                                              },
+                                              "authentication": {
+                                                "type": "MSI",
+                                                "resource": {
+                                                  "value": "@variables('resourceManagementUri')",
+                                                  "type": "Expression"
+                                                }
+                                              }
+                                            }
+                                          },
+                                          {
+                                            "name": "EA Department closed month focus export",
+                                            "type": "WebActivity",
+                                            "dependsOn": [
+                                              {
+                                                "activity": "EA Department open month focus export",
+                                                "dependencyConditions": [
+                                                  "Succeeded"
+                                                ]
+                                              }
+                                            ],
+                                            "policy": {
+                                              "timeout": "0.00:05:00",
+                                              "retry": 2,
+                                              "retryIntervalInSeconds": 30,
+                                              "secureOutput": false,
+                                              "secureInput": false
+                                            },
+                                            "userProperties": [],
+                                            "typeProperties": {
+                                              "url": {
+                                                "value": "[format('@{{variables(''resourceManagementUri'')}}@{{item().scope}}/providers/Microsoft.CostManagement/exports/@{{toLower(concat(variables(''finOpsHub''), ''-monthly-costdetails''))}}?api-version={0}', variables('exportsApiVersion'))]",
+                                                "type": "Expression"
+                                              },
+                                              "method": "PUT",
+                                              "body": {
+                                                "value": "[__bicep.getExportBodyV2(parameters('exports').containers.msexports, 'FocusCost', true(), 'Parquet', 'Snappy', 'true', 'CreateNewReport', '', '', '')]",
+                                                "type": "Expression"
+                                              },
+                                              "headers": {
+                                                "x-ms-command-name": "[format('FinOpsToolkit.Hubs.config_RunExportJobs.CostsMonthly@{0}', variables('finOpsToolkitVersion'))]",
+                                                "ClientType": "[format('FinOpsToolkit.Hubs@{0}', variables('finOpsToolkitVersion'))]"
+                                              },
+                                              "authentication": {
+                                                "type": "MSI",
+                                                "resource": {
+                                                  "value": "@variables('resourceManagementUri')",
+                                                  "type": "Expression"
+                                                }
+                                              }
+                                            }
+                                          }
+                                        ]
+                                      },
+                                      {
+                                        "value": "subscription",
+                                        "activities": [
+                                          {
+                                            "name": "Subscription open month focus export",
+                                            "type": "WebActivity",
+                                            "dependsOn": [],
+                                            "policy": {
+                                              "timeout": "0.00:05:00",
+                                              "retry": 2,
+                                              "retryIntervalInSeconds": 30,
+                                              "secureOutput": false,
+                                              "secureInput": false
+                                            },
+                                            "userProperties": [],
+                                            "typeProperties": {
+                                              "url": {
+                                                "value": "[format('@{{variables(''resourceManagementUri'')}}@{{item().scope}}/providers/Microsoft.CostManagement/exports/@{{toLower(concat(variables(''finOpsHub''), ''-daily-costdetails''))}}?api-version={0}', variables('exportsApiVersion'))]",
+                                                "type": "Expression"
+                                              },
+                                              "method": "PUT",
+                                              "body": {
+                                                "value": "[__bicep.getExportBodyV2(parameters('exports').containers.msexports, 'FocusCost', false(), 'Parquet', 'Snappy', 'true', 'CreateNewReport', '', '', '')]",
+                                                "type": "Expression"
+                                              },
+                                              "headers": {
+                                                "x-ms-command-name": "[format('FinOpsToolkit.Hubs.config_RunExportJobs.CostsDaily@{0}', variables('finOpsToolkitVersion'))]",
+                                                "ClientType": "[format('FinOpsToolkit.Hubs@{0}', variables('finOpsToolkitVersion'))]"
+                                              },
+                                              "authentication": {
+                                                "type": "MSI",
+                                                "resource": {
+                                                  "value": "@variables('resourceManagementUri')",
+                                                  "type": "Expression"
+                                                }
+                                              }
+                                            }
+                                          },
+                                          {
+                                            "name": "Subscription closed month focus export",
+                                            "type": "WebActivity",
+                                            "dependsOn": [
+                                              {
+                                                "activity": "Subscription open month focus export",
+                                                "dependencyConditions": [
+                                                  "Succeeded"
+                                                ]
+                                              }
+                                            ],
+                                            "policy": {
+                                              "timeout": "0.00:05:00",
+                                              "retry": 2,
+                                              "retryIntervalInSeconds": 30,
+                                              "secureOutput": false,
+                                              "secureInput": false
+                                            },
+                                            "userProperties": [],
+                                            "typeProperties": {
+                                              "url": {
+                                                "value": "[format('@{{variables(''resourceManagementUri'')}}@{{item().scope}}/providers/Microsoft.CostManagement/exports/@{{toLower(concat(variables(''finOpsHub''), ''-monthly-costdetails''))}}?api-version={0}', variables('exportsApiVersion'))]",
+                                                "type": "Expression"
+                                              },
+                                              "method": "PUT",
+                                              "body": {
+                                                "value": "[__bicep.getExportBodyV2(parameters('exports').containers.msexports, 'FocusCost', true(), 'Parquet', 'Snappy', 'true', 'CreateNewReport', '', '', '')]",
+                                                "type": "Expression"
+                                              },
+                                              "headers": {
+                                                "x-ms-command-name": "[format('FinOpsToolkit.Hubs.config_RunExportJobs.CostsMonthly@{0}', variables('finOpsToolkitVersion'))]",
+                                                "ClientType": "[format('FinOpsToolkit.Hubs@{0}', variables('finOpsToolkitVersion'))]"
+                                              },
+                                              "authentication": {
+                                                "type": "MSI",
+                                                "resource": {
+                                                  "value": "@variables('resourceManagementUri')",
+                                                  "type": "Expression"
+                                                }
+                                              }
+                                            }
+                                          }
+                                        ]
+                                      },
+                                      {
+                                        "value": "mca",
+                                        "activities": [
+                                          {
+                                            "name": "Export Type Unsupported Error",
+                                            "type": "Fail",
+                                            "dependsOn": [],
+                                            "userProperties": [],
+                                            "typeProperties": {
+                                              "message": {
+                                                "value": "@concat('MCA agreements are not supported for managed exports :',variables('exportScope'))",
+                                                "type": "Expression"
+                                              },
+                                              "errorCode": "ExportTypeUnsupported"
+                                            }
+                                          }
+                                        ]
+                                      }
+                                    ],
+                                    "defaultActivities": [
+                                      {
+                                        "name": "Export Type Not Defined Error",
+                                        "type": "Fail",
+                                        "dependsOn": [],
+                                        "userProperties": [],
+                                        "typeProperties": {
+                                          "message": {
+                                            "value": "@concat('Unable to determine the export scope type for :',variables('exportScope'))",
+                                            "type": "Expression"
+                                          },
+                                          "errorCode": "ExportTypeNotDefined"
+                                        }
+                                      }
+                                    ]
+                                  }
+                                }
+                              ]
+                            }
+                          }
+                        ],
+                        "concurrency": 1,
+                        "variables": {
+                          "scopesArray": {
+                            "type": "Array"
+                          },
+                          "exportName": {
+                            "type": "String"
+                          },
+                          "exportScope": {
+                            "type": "String"
+                          },
+                          "exportScopeType": {
+                            "type": "String"
+                          },
+                          "storageAccountId": {
+                            "type": "String",
+                            "defaultValue": "[resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage)]"
+                          },
+                          "finOpsHub": {
+                            "type": "String",
+                            "defaultValue": "[parameters('app').hub.name]"
+                          },
+                          "resourceManagementUri": {
+                            "type": "String",
+                            "defaultValue": "[environment().resourceManager]"
+                          },
+                          "fileName": {
+                            "type": "String",
+                            "defaultValue": "[parameters('core').settings.file]"
+                          },
+                          "folderPath": {
+                            "type": "String",
+                            "defaultValue": "[parameters('core').containers.config]"
+                          }
+                        }
+                      }
+                    },
+                    "storageAccount": {
+                      "existing": true,
+                      "type": "Microsoft.Storage/storageAccounts",
+                      "apiVersion": "2022-09-01",
+                      "name": "[parameters('app').storage]"
+                    },
+                    "dataFactory": {
+                      "existing": true,
+                      "type": "Microsoft.DataFactory/factories",
+                      "apiVersion": "2018-06-01",
+                      "name": "[parameters('app').dataFactory]"
+                    },
+                    "appRegistration": {
+                      "type": "Microsoft.Resources/deployments",
+                      "apiVersion": "2025-04-01",
+                      "name": "Microsoft.CostManagement.ManagedExports_Register",
+                      "properties": {
+                        "expressionEvaluationOptions": {
+                          "scope": "inner"
+                        },
+                        "mode": "Incremental",
+                        "parameters": {
+                          "app": {
+                            "value": "[parameters('app')]"
+                          },
+                          "version": {
+                            "value": "[variables('finOpsToolkitVersion')]"
+                          },
+                          "features": {
+                            "value": [
+                              "DataFactory"
+                            ]
+                          },
+                          "storageRoles": {
+                            "value": [
+                              "f58310d9-a9f6-439a-9e8d-f62e7b41a168"
+                            ]
+                          }
+                        },
+                        "template": {
+                          "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                          "languageVersion": "2.1-experimental",
+                          "contentVersion": "1.0.0.0",
+                          "metadata": {
+                            "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                            "_EXPERIMENTAL_FEATURES_ENABLED": [
+                              "Enable @validate() decorator"
+                            ],
+                            "_generator": {
+                              "name": "bicep",
+                              "version": "0.40.2.10011",
+                              "templateHash": "6663838570021556637"
+                            }
+                          },
+                          "definitions": {
+                            "_1.HubProperties": {
+                              "type": "object",
+                              "properties": {
+                                "id": {
+                                  "type": "string"
+                                },
+                                "name": {
+                                  "type": "string"
+                                },
+                                "location": {
+                                  "type": "string"
+                                },
+                                "tags": {
+                                  "type": "object"
+                                },
+                                "tagsByResource": {
+                                  "type": "object"
+                                },
+                                "version": {
+                                  "type": "string"
+                                },
+                                "options": {
+                                  "type": "object",
+                                  "properties": {
+                                    "enableTelemetry": {
+                                      "type": "bool"
+                                    },
+                                    "keyVaultSku": {
+                                      "type": "string"
+                                    },
+                                    "keyVaultEnablePurgeProtection": {
+                                      "type": "bool"
+                                    },
+                                    "networkAddressPrefix": {
+                                      "type": "string"
+                                    },
+                                    "natGateway": {
+                                      "type": "bool"
+                                    },
+                                    "privateRouting": {
+                                      "type": "bool"
+                                    },
+                                    "publisherIsolation": {
+                                      "type": "bool"
+                                    },
+                                    "storageInfrastructureEncryption": {
+                                      "type": "bool"
+                                    },
+                                    "storageSku": {
+                                      "type": "string"
+                                    }
+                                  }
+                                },
+                                "routing": {
+                                  "$ref": "#/definitions/_1.HubRoutingProperties"
+                                },
+                                "core": {
+                                  "type": "object",
+                                  "properties": {
+                                    "suffix": {
+                                      "type": "string"
+                                    }
+                                  }
+                                }
+                              },
+                              "metadata": {
+                                "id": "FinOps hub resource ID.",
+                                "name": "FinOps hub instance name.",
+                                "location": "Azure resource location of the FinOps hub instance.",
+                                "tags": "Tags to apply to all FinOps hub resources.",
+                                "tagsByResource": "Tags to apply to resources based on their resource type.",
+                                "version": "FinOps hub version number.",
+                                "options": {
+                                  "enableTelemetry": "Indicates whether telemetry should be enabled for deployments.",
+                                  "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
+                                  "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
+                                  "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                  "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
+                                  "privateRouting": "Indicates whether private network routing is enabled.",
+                                  "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
+                                  "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
+                                  "storageSku": "Storage account SKU. Allowed values: \"Premium_LRS\", \"Premium_ZRS\"."
+                                },
+                                "routing": "FinOps hub private network routing properties, if enabled.",
+                                "core": {
+                                  "suffix": "Unique suffix used for shared resources."
+                                },
+                                "apps": {},
+                                "description": "FinOps hub instance properties.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "_1.HubRoutingProperties": {
+                              "type": "object",
+                              "properties": {
+                                "networkId": {
+                                  "type": "string"
+                                },
+                                "networkName": {
+                                  "type": "string"
+                                },
+                                "scriptStorage": {
+                                  "type": "string"
+                                },
+                                "dnsZones": {
+                                  "type": "object",
+                                  "properties": {
+                                    "blob": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "dfs": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "file": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "queue": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "table": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    }
+                                  }
+                                },
+                                "subnets": {
+                                  "type": "object",
+                                  "properties": {
+                                    "dataExplorer": {
+                                      "type": "string"
+                                    },
+                                    "dataFactory": {
+                                      "type": "string"
+                                    },
+                                    "keyVault": {
+                                      "type": "string"
+                                    },
+                                    "scripts": {
+                                      "type": "string"
+                                    },
+                                    "storage": {
+                                      "type": "string"
+                                    }
+                                  }
+                                }
+                              },
+                              "metadata": {
+                                "networkId": "Resource ID of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                "networkName": "Name of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                "scriptStorage": "Name of the storage account used for deployment scripts.",
+                                "dnsZones": {
+                                  "blob": "Resource ID and name for the blob storage DNS zone.",
+                                  "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                  "file": "Resource ID and name for the file storage DNS zone.",
+                                  "queue": "Resource ID and name for the queue storage DNS zone.",
+                                  "table": "Resource ID and name for the table storage DNS zone."
+                                },
+                                "subnets": {
+                                  "dataExplorer": "Resource ID of the subnet for the Data Explorer instance.",
+                                  "dataFactory": "Resource ID of the subnet for Data Factory instances.",
+                                  "keyVault": "Resource ID of the subnet for Key Vault instances.",
+                                  "scripts": "Resource ID of the subnet for deployment script storage.",
+                                  "storage": "Resource ID of the subnet for storage accounts."
+                                },
+                                "description": "FinOps hub private network routing properties.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "_1.IdNameObject": {
+                              "type": "object",
+                              "properties": {
+                                "id": {
+                                  "type": "string"
+                                },
+                                "name": {
+                                  "type": "string"
+                                }
+                              },
+                              "metadata": {
+                                "id": "Fully-qualified resource ID.",
+                                "name": "Resource name.",
+                                "description": "Resource ID and name.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "HubAppFeature": {
+                              "type": "string",
+                              "allowedValues": [
+                                "DataFactory",
+                                "KeyVault",
+                                "Storage"
+                              ],
+                              "metadata": {
+                                "description": "FinOps hub app features.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "HubAppProperties": {
+                              "type": "object",
+                              "properties": {
+                                "id": {
+                                  "type": "string"
+                                },
+                                "name": {
+                                  "type": "string"
+                                },
+                                "publisher": {
+                                  "type": "string"
+                                },
+                                "suffix": {
+                                  "type": "string"
+                                },
+                                "tags": {
+                                  "type": "object"
+                                },
+                                "dataFactory": {
+                                  "type": "string"
+                                },
+                                "keyVault": {
+                                  "type": "string"
+                                },
+                                "storage": {
+                                  "type": "string"
+                                },
+                                "hub": {
+                                  "$ref": "#/definitions/_1.HubProperties"
+                                }
+                              },
+                              "metadata": {
+                                "id": "Fully-qualified name of the publisher and app, separated by a dot.",
+                                "name": "Short name of the FinOps hub app. Last segment of the app ID.",
+                                "publisher": "Fully-qualified namespace of the FinOps hub app publisher.",
+                                "suffix": "Unique suffix used for publisher resources.",
+                                "tags": "Tags to apply to all FinOps hub resources for this FinOps hub app publisher. Tags are not specific to the app since resources are shared.",
+                                "dataFactory": "Name of the Data Factory instance for this publisher.",
+                                "keyVault": "Name of the KeyVault instance for this publisher.",
+                                "storage": "Name of the storage account for this publisher.",
+                                "hub": "FinOps hub instance the app is deployed to.",
+                                "description": "FinOps hub app configuration settings.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            }
+                          },
+                          "functions": [
+                            {
+                              "namespace": "__bicep",
+                              "members": {
+                                "getAppPublisherTags": {
+                                  "parameters": [
+                                    {
+                                      "$ref": "#/definitions/HubAppProperties",
+                                      "name": "app"
+                                    },
+                                    {
+                                      "type": "string",
+                                      "name": "resourceType"
+                                    }
+                                  ],
+                                  "output": {
+                                    "type": "object",
+                                    "value": "[union(if(parameters('app').hub.options.publisherIsolation, parameters('app').tags, parameters('app').hub.tags), coalesce(tryGet(parameters('app').hub.tagsByResource, parameters('resourceType')), createObject()))]"
+                                  },
+                                  "metadata": {
+                                    "description": "Returns a tags dictionary that includes tags for the FinOps hub app publisher.",
+                                    "__bicep_imported_from!": {
+                                      "sourceTemplate": "hub-types.bicep"
+                                    }
+                                  }
+                                }
+                              }
+                            }
+                          ],
+                          "parameters": {
+                            "app": {
+                              "$ref": "#/definitions/HubAppProperties",
+                              "metadata": {
+                                "description": "Required. FinOps hub app getting deployed."
+                              }
+                            },
+                            "version": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Required. Version number of the FinOps hub app."
+                              }
+                            },
+                            "features": {
+                              "type": "array",
+                              "items": {
+                                "$ref": "#/definitions/HubAppFeature"
+                              },
+                              "defaultValue": [],
+                              "metadata": {
+                                "description": "Optional. Indicate which features the app requires. Allowed values: \"DataFactory\", \"KeyVault\", \"Storage\". Default: [] (none)."
+                              }
+                            },
+                            "storageRoles": {
+                              "type": "array",
+                              "items": {
+                                "type": "string"
+                              },
+                              "defaultValue": [],
+                              "metadata": {
+                                "description": "Optional. Indicate which RBAC roles the Data Factory identity needs on the publisher storage account. This is in addition to Storage Blob Data Contributor for reading and managing content, which is granted to apps that use the \"Storage\" feature. Roles are assigned whether or not the app uses the \"Storage\" feature since the storage account is shared across all apps from the same publisher. Default: [] (none)."
+                              }
+                            },
+                            "telemetryString": {
+                              "type": "string",
+                              "defaultValue": "",
+                              "metadata": {
+                                "description": "Optional. Custom string with additional metadata to log. Must an alphanumeric string without spaces or special characters except for underscores and dashes. Namespace + appName + telemetryString must be 50 characters or less - additional characters will be trimmed."
+                              }
+                            }
+                          },
+                          "variables": {
+                            "$fxv#0": "# Copyright (c) Microsoft Corporation.\r\n# Licensed under the MIT License.\r\n\r\n<#\r\n.SYNOPSIS\r\nManages Azure Data Factory triggers and pipelines during FinOps hub deployment.\r\n\r\n.DESCRIPTION\r\nThis script is called by Bicep deployment scripts to start/stop Data Factory triggers\r\nand optionally run pipelines. It handles two types of triggers:\r\n\r\n1. Schedule triggers - Can be started/stopped directly\r\n2. BlobEventsTriggers - Require Event Grid subscription management before start/stop\r\n\r\nBlobEventsTriggers use Event Grid to listen for storage blob events. Before stopping,\r\nthe Event Grid subscription must be removed (unsubscribed). Before starting, the\r\nsubscription must be added and fully provisioned. This script handles this automatically\r\nby detecting BlobEventsTriggers via the BlobPathBeginsWith property.\r\n\r\nThe script uses retry logic with linear backoff to handle transient API failures and\r\nwait for Event Grid subscription provisioning/deprovisioning to complete.\r\n\r\n.PARAMETER DataFactoryResourceGroup\r\nThe resource group containing the Data Factory.\r\n\r\n.PARAMETER DataFactoryName\r\nThe name of the Data Factory instance.\r\n\r\n.PARAMETER Pipelines\r\nPipe-delimited list of pipeline names to run (e.g., \"pipeline1|pipeline2\").\r\n\r\n.PARAMETER StartTriggers\r\nSwitch to start all stopped triggers (with Event Grid subscription for blob triggers).\r\n\r\n.PARAMETER StopTriggers\r\nSwitch to stop all running triggers (with Event Grid unsubscription for blob triggers).\r\n\r\n.EXAMPLE\r\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StopTriggers\r\n\r\n.EXAMPLE\r\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StartTriggers\r\n#>\r\n\r\nparam(\r\n    [string] $DataFactoryResourceGroup,\r\n    [string] $DataFactoryName,\r\n    [string] $Pipelines = \"\",\r\n    [switch] $StartTriggers,\r\n    [switch] $StopTriggers\r\n)\r\n\r\n$MAX_RETRIES = 20\r\n$DeploymentScriptOutputs = @{}\r\n\r\nfunction Write-Log($Message)\r\n{\r\n    Write-Output \"$(Get-Date -Format 'HH:mm:ss') $Message\"\r\n}\r\n\r\nfunction Invoke-WithRetry([scriptblock]$Action, [string]$Name, [int]$Delay = 5)\r\n{\r\n    for ($i = 1; $i -le $MAX_RETRIES; $i++)\r\n    {\r\n        try { return & $Action }\r\n        catch\r\n        {\r\n            Write-Log \"$Name failed (attempt $i/${MAX_RETRIES}): $($_.Exception.Message)\"\r\n            if ($i -eq $MAX_RETRIES) { throw }\r\n            Start-Sleep -Seconds ($Delay * $i)\r\n        }\r\n    }\r\n}\r\n\r\nfunction Set-BlobTriggerSubscription([string]$TriggerName, [switch]$Subscribe)\r\n{\r\n    $targetStatus = if ($Subscribe) { 'Enabled' } else { 'Disabled' }\r\n    $action = if ($Subscribe) { 'Subscribing' } else { 'Unsubscribing' }\r\n\r\n    Write-Log \"$action $TriggerName to events...\"\r\n\r\n    # Check current status before attempting subscribe/unsubscribe\r\n    $currentStatus = (Get-AzDataFactoryV2TriggerSubscriptionStatus `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -Name $TriggerName).Status\r\n\r\n    if ($currentStatus -eq $targetStatus)\r\n    {\r\n        Write-Log \"$TriggerName subscription is already $targetStatus, skipping.\"\r\n        return\r\n    }\r\n\r\n    if ($currentStatus -eq 'Provisioning' -or $currentStatus -eq 'Deprovisioning')\r\n    {\r\n        Write-Log \"$TriggerName subscription is $currentStatus, waiting for completion...\"\r\n    }\r\n    else\r\n    {\r\n        # Only call subscribe/unsubscribe when not already in a transitional state\r\n        if ($Subscribe)\r\n        {\r\n            Add-AzDataFactoryV2TriggerSubscription `\r\n                -ResourceGroupName $DataFactoryResourceGroup `\r\n                -DataFactoryName $DataFactoryName `\r\n                -Name $TriggerName | Out-Null\r\n        }\r\n        else\r\n        {\r\n            Remove-AzDataFactoryV2TriggerSubscription `\r\n                -ResourceGroupName $DataFactoryResourceGroup `\r\n                -DataFactoryName $DataFactoryName `\r\n                -Name $TriggerName | Out-Null\r\n        }\r\n    }\r\n\r\n    # Poll until provisioning completes\r\n    Invoke-WithRetry -Name \"$action status $TriggerName\" -Delay 5 -Action {\r\n        $status = Get-AzDataFactoryV2TriggerSubscriptionStatus `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -Name $TriggerName\r\n        if ($status.Status -ne $targetStatus)\r\n        {\r\n            throw \"Subscription status is $($status.Status), expected $targetStatus\"\r\n        }\r\n    }\r\n}\r\n\r\nif ($StartTriggers -or $StopTriggers)\r\n{\r\n    $triggers = Invoke-WithRetry -Name \"Get triggers\" -Action {\r\n        Get-AzDataFactoryV2Trigger `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n        | Where-Object {\r\n            ($StartTriggers -and $_.Properties.RuntimeState -ne \"Started\") `\r\n                -or ($StopTriggers -and $_.Properties.RuntimeState -ne \"Stopped\")\r\n        }\r\n    }\r\n\r\n    Write-Log \"Found $($triggers.Count) trigger(s) to $(if ($StartTriggers) { 'start' } else { 'stop' })\"\r\n\r\n    $triggers | ForEach-Object {\r\n        $triggerName = $_.Name\r\n        $isBlobTrigger = $null -ne $_.Properties.BlobPathBeginsWith\r\n\r\n        if ($StopTriggers)\r\n        {\r\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName }\r\n            Write-Log \"Stopping trigger $triggerName...\"\r\n            Invoke-WithRetry -Name \"Stop $triggerName\" -Action {\r\n                Stop-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName -Force\r\n            }\r\n        }\r\n        else\r\n        {\r\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName -Subscribe }\r\n            Write-Log \"Starting trigger $triggerName...\"\r\n            Invoke-WithRetry -Name \"Start $triggerName\" -Action {\r\n                Start-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName -Force\r\n            }\r\n        }\r\n\r\n        Invoke-WithRetry -Name \"Wait for $triggerName\" -Action {\r\n            $state = (Get-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName).Properties.RuntimeState\r\n            $expected = if ($StartTriggers) { 'Started' } else { 'Stopped' }\r\n            if ($state -ne $expected) { throw \"Trigger is $state, expected $expected\" }\r\n        }\r\n\r\n        Write-Log \"...done\"\r\n        $DeploymentScriptOutputs[$triggerName] = $true\r\n    }\r\n}\r\n\r\nif (-not [string]::IsNullOrWhiteSpace($Pipelines))\r\n{\r\n    $Pipelines.Split('|') | ForEach-Object {\r\n        Write-Log \"Running pipeline $_...\"\r\n        Invoke-AzDataFactoryV2Pipeline `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -PipelineName $_\r\n    }\r\n}\r\n",
+                            "usesDataFactory": "[contains(parameters('features'), 'DataFactory')]",
+                            "usesKeyVault": "[contains(parameters('features'), 'KeyVault')]",
+                            "usesStorage": "[contains(parameters('features'), 'Storage')]",
+                            "telemetryId": "[format('ftk-hubapp-{0}{1}{2}', parameters('app').id, if(empty(parameters('telemetryString')), '', '_'), parameters('telemetryString'))]",
+                            "telemetryProps": {
+                              "mode": "Incremental",
+                              "template": {
+                                "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                "contentVersion": "1.0.0.0",
+                                "metadata": {
+                                  "_generator": {
+                                    "name": "[format('FTK: {0}', parameters('app').id)]",
+                                    "version": "[parameters('version')]"
+                                  }
+                                },
+                                "resources": []
+                              }
+                            },
+                            "factoryManagementRoles": [
+                              "673868aa-7521-48a0-acc6-0f60742d39f5"
+                            ],
+                            "factoryStorageRoles": "[union(parameters('storageRoles'), if(not(variables('usesStorage')), createArray(), createArray('17d1049b-9a84-46fb-8f53-869881c3d3ab', 'ba92f5b4-2d11-453d-a403-e96b0029c9fe', 'acdd72a7-3385-48ef-bd42-f606fba81ae7')))]",
+                            "storageInfrastructureEncryptionProperties": "[if(not(parameters('app').hub.options.storageInfrastructureEncryption), createObject(), createObject('encryption', createObject('keySource', 'Microsoft.Storage', 'requireInfrastructureEncryption', parameters('app').hub.options.storageInfrastructureEncryption)))]"
+                          },
+                          "resources": {
+                            "dataFactory::managedVirtualNetwork::storageManagedPrivateEndpoint": {
+                              "condition": "[and(and(variables('usesDataFactory'), parameters('app').hub.options.privateRouting), variables('usesStorage'))]",
+                              "type": "Microsoft.DataFactory/factories/managedVirtualNetworks/managedPrivateEndpoints",
+                              "apiVersion": "2018-06-01",
+                              "name": "[format('{0}/{1}/{2}', parameters('app').dataFactory, 'default', parameters('app').storage)]",
+                              "properties": {
+                                "name": "[parameters('app').storage]",
+                                "groupId": "dfs",
+                                "privateLinkResourceId": "[resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage)]",
+                                "fqdns": [
+                                  "[reference('storageAccount').primaryEndpoints.dfs]"
+                                ]
+                              },
+                              "dependsOn": [
+                                "dataFactory::managedVirtualNetwork",
+                                "storageAccount"
+                              ]
+                            },
+                            "dataFactory::managedVirtualNetwork::keyVaultManagedPrivateEndpoint": {
+                              "condition": "[and(and(variables('usesDataFactory'), parameters('app').hub.options.privateRouting), variables('usesKeyVault'))]",
+                              "type": "Microsoft.DataFactory/factories/managedVirtualNetworks/managedPrivateEndpoints",
+                              "apiVersion": "2018-06-01",
+                              "name": "[format('{0}/{1}/{2}', parameters('app').dataFactory, 'default', parameters('app').keyVault)]",
+                              "properties": {
+                                "name": "[parameters('app').keyVault]",
+                                "groupId": "vault",
+                                "privateLinkResourceId": "[resourceId('Microsoft.KeyVault/vaults', parameters('app').keyVault)]",
+                                "fqdns": [
+                                  "[reference('keyVault').vaultUri]"
+                                ]
+                              },
+                              "dependsOn": [
+                                "dataFactory::managedVirtualNetwork",
+                                "keyVault"
+                              ]
+                            },
+                            "dataFactory::managedVirtualNetwork": {
+                              "condition": "[and(variables('usesDataFactory'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.DataFactory/factories/managedVirtualNetworks",
+                              "apiVersion": "2018-06-01",
+                              "name": "[format('{0}/{1}', parameters('app').dataFactory, 'default')]",
+                              "properties": {},
+                              "dependsOn": [
+                                "dataFactory"
+                              ]
+                            },
+                            "dataFactory::managedIntegrationRuntime": {
+                              "condition": "[and(variables('usesDataFactory'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.DataFactory/factories/integrationRuntimes",
+                              "apiVersion": "2018-06-01",
+                              "name": "[format('{0}/{1}', parameters('app').dataFactory, 'ManagedIntegrationRuntime')]",
+                              "properties": {
+                                "type": "Managed",
+                                "managedVirtualNetwork": {
+                                  "referenceName": "default",
+                                  "type": "ManagedVirtualNetworkReference"
+                                },
+                                "typeProperties": {
+                                  "computeProperties": {
+                                    "location": "[parameters('app').hub.location]",
+                                    "dataFlowProperties": {
+                                      "computeType": "General",
+                                      "coreCount": 8,
+                                      "timeToLive": 10,
+                                      "cleanup": false,
+                                      "customProperties": []
+                                    },
+                                    "copyComputeScaleProperties": {
+                                      "dataIntegrationUnit": 16,
+                                      "timeToLive": 30
+                                    },
+                                    "pipelineExternalComputeScaleProperties": {
+                                      "timeToLive": 30,
+                                      "numberOfPipelineNodes": 1,
+                                      "numberOfExternalNodes": 1
+                                    }
+                                  }
+                                }
+                              },
+                              "dependsOn": [
+                                "dataFactory",
+                                "dataFactory::managedVirtualNetwork"
+                              ]
+                            },
+                            "dataFactory::linkedService_keyVault": {
+                              "condition": "[and(variables('usesDataFactory'), variables('usesKeyVault'))]",
+                              "type": "Microsoft.DataFactory/factories/linkedservices",
+                              "apiVersion": "2018-06-01",
+                              "name": "[format('{0}/{1}', parameters('app').dataFactory, parameters('app').keyVault)]",
+                              "properties": {
+                                "annotations": [],
+                                "parameters": {},
+                                "type": "AzureKeyVault",
+                                "typeProperties": {
+                                  "baseUrl": "[reference(format('Microsoft.KeyVault/vaults/{0}', parameters('app').keyVault), '2023-02-01').vaultUri]"
+                                },
+                                "connectVia": "[if(parameters('app').hub.options.privateRouting, createObject('referenceName', 'ManagedIntegrationRuntime', 'type', 'IntegrationRuntimeReference'), null())]"
+                              },
+                              "dependsOn": [
+                                "dataFactory",
+                                "dataFactory::managedIntegrationRuntime",
+                                "keyVault"
+                              ]
+                            },
+                            "dataFactory::linkedService_storageAccount": {
+                              "condition": "[and(variables('usesDataFactory'), variables('usesStorage'))]",
+                              "type": "Microsoft.DataFactory/factories/linkedservices",
+                              "apiVersion": "2018-06-01",
+                              "name": "[format('{0}/{1}', parameters('app').dataFactory, parameters('app').storage)]",
+                              "properties": {
+                                "annotations": [],
+                                "parameters": {},
+                                "type": "AzureBlobFS",
+                                "typeProperties": {
+                                  "url": "[reference(format('Microsoft.Storage/storageAccounts/{0}', parameters('app').storage), '2021-08-01').primaryEndpoints.dfs]"
+                                },
+                                "connectVia": "[if(parameters('app').hub.options.privateRouting, createObject('referenceName', 'ManagedIntegrationRuntime', 'type', 'IntegrationRuntimeReference'), null())]"
+                              },
+                              "dependsOn": [
+                                "dataFactory",
+                                "dataFactory::managedIntegrationRuntime",
+                                "storageAccount"
+                              ]
+                            },
+                            "storageAccount::blobService": {
+                              "condition": "[variables('usesStorage')]",
+                              "type": "Microsoft.Storage/storageAccounts/blobServices",
+                              "apiVersion": "2022-09-01",
+                              "name": "[format('{0}/{1}', parameters('app').storage, 'default')]",
+                              "dependsOn": [
+                                "storageAccount"
+                              ]
+                            },
+                            "blobEndpoint::blobPrivateDnsZoneGroup": {
+                              "condition": "[and(variables('usesStorage'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateEndpoints/privateDnsZoneGroups",
+                              "apiVersion": "2023-11-01",
+                              "name": "[format('{0}/{1}', format('{0}-blob-ep', parameters('app').storage), 'storage-endpoint-zone')]",
+                              "properties": {
+                                "privateDnsZoneConfigs": [
+                                  {
+                                    "name": "[format('privatelink.blob.{0}', environment().suffixes.storage)]",
+                                    "properties": {
+                                      "privateDnsZoneId": "[resourceId('Microsoft.Network/privateDnsZones', format('privatelink.blob.{0}', environment().suffixes.storage))]"
+                                    }
+                                  }
+                                ]
+                              },
+                              "dependsOn": [
+                                "blobEndpoint"
+                              ]
+                            },
+                            "dfsEndpoint::dfsPrivateDnsZoneGroup": {
+                              "condition": "[and(variables('usesStorage'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateEndpoints/privateDnsZoneGroups",
+                              "apiVersion": "2023-11-01",
+                              "name": "[format('{0}/{1}', format('{0}-dfs-ep', parameters('app').storage), 'dfs-endpoint-zone')]",
+                              "properties": {
+                                "privateDnsZoneConfigs": [
+                                  {
+                                    "name": "[format('privatelink.dfs.{0}', environment().suffixes.storage)]",
+                                    "properties": {
+                                      "privateDnsZoneId": "[resourceId('Microsoft.Network/privateDnsZones', format('privatelink.dfs.{0}', environment().suffixes.storage))]"
+                                    }
+                                  }
+                                ]
+                              },
+                              "dependsOn": [
+                                "dfsEndpoint"
+                              ]
+                            },
+                            "keyVaultPrivateDnsZone::keyVaultPrivateDnsZoneLink": {
+                              "condition": "[and(variables('usesKeyVault'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateDnsZones/virtualNetworkLinks",
+                              "apiVersion": "2024-06-01",
+                              "name": "[format('{0}/{1}', format('privatelink{0}', replace(environment().suffixes.keyvaultDns, 'vault', 'vaultcore')), format('{0}-link', replace(format('privatelink{0}', replace(environment().suffixes.keyvaultDns, 'vault', 'vaultcore')), '.', '-')))]",
+                              "location": "global",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Network/privateDnsZones/virtualNetworkLinks')]",
+                              "properties": {
+                                "virtualNetwork": {
+                                  "id": "[parameters('app').hub.routing.networkId]"
+                                },
+                                "registrationEnabled": false
+                              },
+                              "dependsOn": [
+                                "keyVaultPrivateDnsZone"
+                              ]
+                            },
+                            "keyVaultEndpoint::keyVaultPrivateDnsZoneGroup": {
+                              "condition": "[and(variables('usesKeyVault'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateEndpoints/privateDnsZoneGroups",
+                              "apiVersion": "2023-11-01",
+                              "name": "[format('{0}/{1}', format('{0}-ep', parameters('app').keyVault), 'keyvault-endpoint-zone')]",
+                              "properties": {
+                                "privateDnsZoneConfigs": [
+                                  {
+                                    "name": "[format('privatelink{0}', replace(environment().suffixes.keyvaultDns, 'vault', 'vaultcore'))]",
+                                    "properties": {
+                                      "privateDnsZoneId": "[resourceId('Microsoft.Network/privateDnsZones', format('privatelink{0}', replace(environment().suffixes.keyvaultDns, 'vault', 'vaultcore')))]"
+                                    }
+                                  }
+                                ]
+                              },
+                              "dependsOn": [
+                                "keyVaultEndpoint",
+                                "keyVaultPrivateDnsZone"
+                              ]
+                            },
+                            "appTelemetry": {
+                              "condition": "[parameters('app').hub.options.enableTelemetry]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2022-09-01",
+                              "name": "[if(lessOrEquals(length(variables('telemetryId')), 64), variables('telemetryId'), substring(variables('telemetryId'), 0, 64))]",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Resources/deployments')]",
+                              "properties": "[variables('telemetryProps')]"
+                            },
+                            "dataFactory": {
+                              "condition": "[variables('usesDataFactory')]",
+                              "type": "Microsoft.DataFactory/factories",
+                              "apiVersion": "2018-06-01",
+                              "name": "[parameters('app').dataFactory]",
+                              "location": "[parameters('app').hub.location]",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.DataFactory/factories')]",
+                              "identity": {
+                                "type": "SystemAssigned"
+                              },
+                              "properties": {
+                                "globalConfigurations": {
+                                  "PipelineBillingEnabled": "true"
+                                }
+                              }
+                            },
+                            "storageRoleAssignments": {
+                              "copy": {
+                                "name": "storageRoleAssignments",
+                                "count": "[length(variables('factoryStorageRoles'))]"
+                              },
+                              "condition": "[variables('usesDataFactory')]",
+                              "type": "Microsoft.Authorization/roleAssignments",
+                              "apiVersion": "2022-04-01",
+                              "scope": "[resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage)]",
+                              "name": "[guid(resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage), variables('factoryStorageRoles')[copyIndex()], resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory))]",
+                              "properties": {
+                                "roleDefinitionId": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', variables('factoryStorageRoles')[copyIndex()])]",
+                                "principalId": "[reference('dataFactory', '2018-06-01', 'full').identity.principalId]",
+                                "principalType": "ServicePrincipal"
+                              },
+                              "dependsOn": [
+                                "dataFactory",
+                                "storageAccount"
+                              ]
+                            },
+                            "factorySelfRoleAssignments": {
+                              "copy": {
+                                "name": "factorySelfRoleAssignments",
+                                "count": "[length(variables('factoryManagementRoles'))]"
+                              },
+                              "condition": "[variables('usesDataFactory')]",
+                              "type": "Microsoft.Authorization/roleAssignments",
+                              "apiVersion": "2022-04-01",
+                              "scope": "[resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory)]",
+                              "name": "[guid(resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory), variables('factoryManagementRoles')[copyIndex()], resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory))]",
+                              "properties": {
+                                "roleDefinitionId": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', variables('factoryManagementRoles')[copyIndex()])]",
+                                "principalId": "[reference('dataFactory', '2018-06-01', 'full').identity.principalId]",
+                                "principalType": "ServicePrincipal"
+                              },
+                              "dependsOn": [
+                                "dataFactory"
+                              ]
+                            },
+                            "triggerManagerIdentity": {
+                              "condition": "[variables('usesDataFactory')]",
+                              "type": "Microsoft.ManagedIdentity/userAssignedIdentities",
+                              "apiVersion": "2023-01-31",
+                              "name": "[format('{0}_triggerManager', parameters('app').dataFactory)]",
+                              "location": "[parameters('app').hub.location]",
+                              "tags": "[union(parameters('app').tags, coalesce(tryGet(parameters('app').hub.tagsByResource, 'Microsoft.ManagedIdentity/userAssignedIdentities'), createObject()))]",
+                              "dependsOn": [
+                                "dataFactory"
+                              ]
+                            },
+                            "triggerManagerRoleAssignments": {
+                              "copy": {
+                                "name": "triggerManagerRoleAssignments",
+                                "count": "[length(variables('factoryManagementRoles'))]"
+                              },
+                              "condition": "[variables('usesDataFactory')]",
+                              "type": "Microsoft.Authorization/roleAssignments",
+                              "apiVersion": "2022-04-01",
+                              "scope": "[resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory)]",
+                              "name": "[guid(resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory), variables('factoryManagementRoles')[copyIndex()], resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', format('{0}_triggerManager', parameters('app').dataFactory)))]",
+                              "properties": {
+                                "roleDefinitionId": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', variables('factoryManagementRoles')[copyIndex()])]",
+                                "principalId": "[reference('triggerManagerIdentity').principalId]",
+                                "principalType": "ServicePrincipal"
+                              },
+                              "dependsOn": [
+                                "dataFactory",
+                                "triggerManagerIdentity"
+                              ]
+                            },
+                            "storageAccount": {
+                              "condition": "[variables('usesStorage')]",
+                              "type": "Microsoft.Storage/storageAccounts",
+                              "apiVersion": "2022-09-01",
+                              "name": "[parameters('app').storage]",
+                              "location": "[parameters('app').hub.location]",
+                              "sku": {
+                                "name": "[parameters('app').hub.options.storageSku]"
+                              },
+                              "kind": "BlockBlobStorage",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Storage/storageAccounts')]",
+                              "properties": "[shallowMerge(createArray(variables('storageInfrastructureEncryptionProperties'), createObject('supportsHttpsTrafficOnly', true(), 'allowSharedKeyAccess', true(), 'isHnsEnabled', true(), 'minimumTlsVersion', 'TLS1_2', 'allowBlobPublicAccess', false(), 'publicNetworkAccess', 'Enabled', 'networkAcls', createObject('bypass', 'AzureServices', 'defaultAction', if(parameters('app').hub.options.privateRouting, 'Deny', 'Allow')))))]"
+                            },
+                            "blobPrivateDnsZone": {
+                              "condition": "[and(variables('usesStorage'), parameters('app').hub.options.privateRouting)]",
+                              "existing": true,
+                              "type": "Microsoft.Network/privateDnsZones",
+                              "apiVersion": "2024-06-01",
+                              "name": "[format('privatelink.blob.{0}', environment().suffixes.storage)]"
+                            },
+                            "blobEndpoint": {
+                              "condition": "[and(variables('usesStorage'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateEndpoints",
+                              "apiVersion": "2023-11-01",
+                              "name": "[format('{0}-blob-ep', parameters('app').storage)]",
+                              "location": "[parameters('app').hub.location]",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Network/privateEndpoints')]",
+                              "properties": {
+                                "subnet": {
+                                  "id": "[parameters('app').hub.routing.subnets.storage]"
+                                },
+                                "privateLinkServiceConnections": [
+                                  {
+                                    "name": "blobLink",
+                                    "properties": {
+                                      "privateLinkServiceId": "[resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage)]",
+                                      "groupIds": [
+                                        "blob"
+                                      ]
+                                    }
+                                  }
+                                ]
+                              },
+                              "dependsOn": [
+                                "storageAccount"
+                              ]
+                            },
+                            "dfsPrivateDnsZone": {
+                              "condition": "[and(variables('usesStorage'), parameters('app').hub.options.privateRouting)]",
+                              "existing": true,
+                              "type": "Microsoft.Network/privateDnsZones",
+                              "apiVersion": "2024-06-01",
+                              "name": "[format('privatelink.dfs.{0}', environment().suffixes.storage)]"
+                            },
+                            "dfsEndpoint": {
+                              "condition": "[and(variables('usesStorage'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateEndpoints",
+                              "apiVersion": "2023-11-01",
+                              "name": "[format('{0}-dfs-ep', parameters('app').storage)]",
+                              "location": "[parameters('app').hub.location]",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Network/privateEndpoints')]",
+                              "properties": {
+                                "subnet": {
+                                  "id": "[parameters('app').hub.routing.subnets.storage]"
+                                },
+                                "privateLinkServiceConnections": [
+                                  {
+                                    "name": "dfsLink",
+                                    "properties": {
+                                      "privateLinkServiceId": "[resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage)]",
+                                      "groupIds": [
+                                        "dfs"
+                                      ]
+                                    }
+                                  }
+                                ]
+                              },
+                              "dependsOn": [
+                                "storageAccount"
+                              ]
+                            },
+                            "keyVault": {
+                              "condition": "[variables('usesKeyVault')]",
+                              "type": "Microsoft.KeyVault/vaults",
+                              "apiVersion": "2023-02-01",
+                              "name": "[parameters('app').keyVault]",
+                              "location": "[parameters('app').hub.location]",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.KeyVault/vaults')]",
+                              "properties": {
+                                "sku": {
+                                  "name": "[parameters('app').hub.options.keyVaultSku]",
+                                  "family": "A"
+                                },
+                                "enabledForDeployment": true,
+                                "enabledForTemplateDeployment": true,
+                                "enabledForDiskEncryption": true,
+                                "enableSoftDelete": true,
+                                "softDeleteRetentionInDays": 90,
+                                "enablePurgeProtection": "[if(parameters('app').hub.options.keyVaultEnablePurgeProtection, true(), null())]",
+                                "enableRbacAuthorization": false,
+                                "createMode": "default",
+                                "tenantId": "[subscription().tenantId]",
+                                "accessPolicies": [
+                                  {
+                                    "objectId": "[reference('dataFactory', '2018-06-01', 'full').identity.principalId]",
+                                    "tenantId": "[subscription().tenantId]",
+                                    "permissions": {
+                                      "secrets": [
+                                        "get"
+                                      ]
+                                    }
+                                  }
+                                ],
+                                "networkAcls": {
+                                  "bypass": "AzureServices",
+                                  "defaultAction": "[if(parameters('app').hub.options.privateRouting, 'Deny', 'Allow')]"
+                                }
+                              },
+                              "dependsOn": [
+                                "dataFactory"
+                              ]
+                            },
+                            "keyVaultPrivateDnsZone": {
+                              "condition": "[and(variables('usesKeyVault'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateDnsZones",
+                              "apiVersion": "2024-06-01",
+                              "name": "[format('privatelink{0}', replace(environment().suffixes.keyvaultDns, 'vault', 'vaultcore'))]",
+                              "location": "global",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Network/privateDnsZones')]",
+                              "properties": {}
+                            },
+                            "keyVaultEndpoint": {
+                              "condition": "[and(variables('usesKeyVault'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateEndpoints",
+                              "apiVersion": "2023-11-01",
+                              "name": "[format('{0}-ep', parameters('app').keyVault)]",
+                              "location": "[parameters('app').hub.location]",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Network/privateEndpoints')]",
+                              "properties": {
+                                "subnet": {
+                                  "id": "[parameters('app').hub.routing.subnets.keyVault]"
+                                },
+                                "privateLinkServiceConnections": [
+                                  {
+                                    "name": "keyVaultLink",
+                                    "properties": {
+                                      "privateLinkServiceId": "[resourceId('Microsoft.KeyVault/vaults', parameters('app').keyVault)]",
+                                      "groupIds": [
+                                        "vault"
+                                      ]
+                                    }
+                                  }
+                                ]
+                              },
+                              "dependsOn": [
+                                "keyVault"
+                              ]
+                            },
+                            "getKeyVaultPrivateEndpointConnections": {
+                              "condition": "[and(and(variables('usesDataFactory'), variables('usesKeyVault')), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2025-04-01",
+                              "name": "GetKeyVaultPrivateEndpointConnections",
+                              "properties": {
+                                "expressionEvaluationOptions": {
+                                  "scope": "inner"
+                                },
+                                "mode": "Incremental",
+                                "parameters": {
+                                  "keyVaultName": {
+                                    "value": "[parameters('app').keyVault]"
+                                  }
+                                },
+                                "template": {
+                                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                  "languageVersion": "2.1-experimental",
+                                  "contentVersion": "1.0.0.0",
+                                  "metadata": {
+                                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                                      "Enable @validate() decorator"
+                                    ],
+                                    "_generator": {
+                                      "name": "bicep",
+                                      "version": "0.40.2.10011",
+                                      "templateHash": "14430016218703995910"
+                                    }
+                                  },
+                                  "parameters": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "defaultValue": [],
+                                      "metadata": {
+                                        "description": "Optional. Array of private endpoint connections. Pending ones will be approved."
+                                      }
+                                    },
+                                    "keyVaultName": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the KeyVault."
+                                      }
+                                    }
+                                  },
+                                  "resources": {
+                                    "keyVault": {
+                                      "existing": true,
+                                      "type": "Microsoft.KeyVault/vaults",
+                                      "apiVersion": "2023-07-01",
+                                      "name": "[parameters('keyVaultName')]"
+                                    },
+                                    "privateEndpointConnection": {
+                                      "copy": {
+                                        "name": "privateEndpointConnection",
+                                        "count": "[length(parameters('privateEndpointConnections'))]"
+                                      },
+                                      "condition": "[equals(parameters('privateEndpointConnections')[copyIndex()].properties.privateLinkServiceConnectionState.status, 'Pending')]",
+                                      "type": "Microsoft.KeyVault/vaults/privateEndpointConnections",
+                                      "apiVersion": "2023-07-01",
+                                      "name": "[format('{0}/{1}', parameters('keyVaultName'), last(array(split(parameters('privateEndpointConnections')[copyIndex()].id, '/'))))]",
+                                      "properties": {
+                                        "privateLinkServiceConnectionState": {
+                                          "status": "Approved",
+                                          "description": "Approved-by-pipeline"
+                                        }
+                                      }
+                                    }
+                                  },
+                                  "outputs": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "value": "[reference('keyVault').privateEndpointConnections]"
+                                    }
+                                  }
+                                }
+                              },
+                              "dependsOn": [
+                                "dataFactory::managedVirtualNetwork::keyVaultManagedPrivateEndpoint",
+                                "getStoragePrivateEndpointConnections",
+                                "keyVault"
+                              ]
+                            },
+                            "approveKeyVaultPrivateEndpointConnections": {
+                              "condition": "[and(and(variables('usesDataFactory'), variables('usesKeyVault')), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2025-04-01",
+                              "name": "ApproveKeyVaultPrivateEndpointConnections",
+                              "properties": {
+                                "expressionEvaluationOptions": {
+                                  "scope": "inner"
+                                },
+                                "mode": "Incremental",
+                                "parameters": {
+                                  "keyVaultName": {
+                                    "value": "[parameters('app').keyVault]"
+                                  },
+                                  "privateEndpointConnections": {
+                                    "value": "[reference('getKeyVaultPrivateEndpointConnections').outputs.privateEndpointConnections.value]"
+                                  }
+                                },
+                                "template": {
+                                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                  "languageVersion": "2.1-experimental",
+                                  "contentVersion": "1.0.0.0",
+                                  "metadata": {
+                                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                                      "Enable @validate() decorator"
+                                    ],
+                                    "_generator": {
+                                      "name": "bicep",
+                                      "version": "0.40.2.10011",
+                                      "templateHash": "14430016218703995910"
+                                    }
+                                  },
+                                  "parameters": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "defaultValue": [],
+                                      "metadata": {
+                                        "description": "Optional. Array of private endpoint connections. Pending ones will be approved."
+                                      }
+                                    },
+                                    "keyVaultName": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the KeyVault."
+                                      }
+                                    }
+                                  },
+                                  "resources": {
+                                    "keyVault": {
+                                      "existing": true,
+                                      "type": "Microsoft.KeyVault/vaults",
+                                      "apiVersion": "2023-07-01",
+                                      "name": "[parameters('keyVaultName')]"
+                                    },
+                                    "privateEndpointConnection": {
+                                      "copy": {
+                                        "name": "privateEndpointConnection",
+                                        "count": "[length(parameters('privateEndpointConnections'))]"
+                                      },
+                                      "condition": "[equals(parameters('privateEndpointConnections')[copyIndex()].properties.privateLinkServiceConnectionState.status, 'Pending')]",
+                                      "type": "Microsoft.KeyVault/vaults/privateEndpointConnections",
+                                      "apiVersion": "2023-07-01",
+                                      "name": "[format('{0}/{1}', parameters('keyVaultName'), last(array(split(parameters('privateEndpointConnections')[copyIndex()].id, '/'))))]",
+                                      "properties": {
+                                        "privateLinkServiceConnectionState": {
+                                          "status": "Approved",
+                                          "description": "Approved-by-pipeline"
+                                        }
+                                      }
+                                    }
+                                  },
+                                  "outputs": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "value": "[reference('keyVault').privateEndpointConnections]"
+                                    }
+                                  }
+                                }
+                              },
+                              "dependsOn": [
+                                "getKeyVaultPrivateEndpointConnections",
+                                "keyVault"
+                              ]
+                            },
+                            "getStoragePrivateEndpointConnections": {
+                              "condition": "[and(and(variables('usesDataFactory'), variables('usesStorage')), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2025-04-01",
+                              "name": "GetStoragePrivateEndpointConnections",
+                              "properties": {
+                                "expressionEvaluationOptions": {
+                                  "scope": "inner"
+                                },
+                                "mode": "Incremental",
+                                "parameters": {
+                                  "storageAccountName": {
+                                    "value": "[parameters('app').storage]"
+                                  }
+                                },
+                                "template": {
+                                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                  "languageVersion": "2.1-experimental",
+                                  "contentVersion": "1.0.0.0",
+                                  "metadata": {
+                                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                                      "Enable @validate() decorator"
+                                    ],
+                                    "_generator": {
+                                      "name": "bicep",
+                                      "version": "0.40.2.10011",
+                                      "templateHash": "6251600796460224070"
+                                    }
+                                  },
+                                  "parameters": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "defaultValue": [],
+                                      "metadata": {
+                                        "description": "Optional. Array of private endpoint connections. Pending ones will be approved."
+                                      }
+                                    },
+                                    "storageAccountName": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the storage account."
+                                      }
+                                    }
+                                  },
+                                  "resources": {
+                                    "storageAccount": {
+                                      "existing": true,
+                                      "type": "Microsoft.Storage/storageAccounts",
+                                      "apiVersion": "2023-04-01",
+                                      "name": "[parameters('storageAccountName')]"
+                                    },
+                                    "privateEndpointConnection": {
+                                      "copy": {
+                                        "name": "privateEndpointConnection",
+                                        "count": "[length(parameters('privateEndpointConnections'))]"
+                                      },
+                                      "condition": "[equals(parameters('privateEndpointConnections')[copyIndex()].properties.privateLinkServiceConnectionState.status, 'Pending')]",
+                                      "type": "Microsoft.Storage/storageAccounts/privateEndpointConnections",
+                                      "apiVersion": "2023-04-01",
+                                      "name": "[format('{0}/{1}', parameters('storageAccountName'), last(array(split(parameters('privateEndpointConnections')[copyIndex()].id, '/'))))]",
+                                      "properties": {
+                                        "privateLinkServiceConnectionState": {
+                                          "status": "Approved",
+                                          "description": "Approved-by-pipeline",
+                                          "actionRequired": "None"
+                                        }
+                                      }
+                                    }
+                                  },
+                                  "outputs": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "value": "[reference('storageAccount').privateEndpointConnections]"
+                                    }
+                                  }
+                                }
+                              },
+                              "dependsOn": [
+                                "dataFactory::managedVirtualNetwork::storageManagedPrivateEndpoint",
+                                "stopTriggers",
+                                "storageAccount"
+                              ]
+                            },
+                            "approveStoragePrivateEndpointConnections": {
+                              "condition": "[and(and(variables('usesDataFactory'), variables('usesStorage')), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2025-04-01",
+                              "name": "ApproveStoragePrivateEndpointConnections",
+                              "properties": {
+                                "expressionEvaluationOptions": {
+                                  "scope": "inner"
+                                },
+                                "mode": "Incremental",
+                                "parameters": {
+                                  "storageAccountName": {
+                                    "value": "[parameters('app').storage]"
+                                  },
+                                  "privateEndpointConnections": {
+                                    "value": "[reference('getStoragePrivateEndpointConnections').outputs.privateEndpointConnections.value]"
+                                  }
+                                },
+                                "template": {
+                                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                  "languageVersion": "2.1-experimental",
+                                  "contentVersion": "1.0.0.0",
+                                  "metadata": {
+                                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                                      "Enable @validate() decorator"
+                                    ],
+                                    "_generator": {
+                                      "name": "bicep",
+                                      "version": "0.40.2.10011",
+                                      "templateHash": "6251600796460224070"
+                                    }
+                                  },
+                                  "parameters": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "defaultValue": [],
+                                      "metadata": {
+                                        "description": "Optional. Array of private endpoint connections. Pending ones will be approved."
+                                      }
+                                    },
+                                    "storageAccountName": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the storage account."
+                                      }
+                                    }
+                                  },
+                                  "resources": {
+                                    "storageAccount": {
+                                      "existing": true,
+                                      "type": "Microsoft.Storage/storageAccounts",
+                                      "apiVersion": "2023-04-01",
+                                      "name": "[parameters('storageAccountName')]"
+                                    },
+                                    "privateEndpointConnection": {
+                                      "copy": {
+                                        "name": "privateEndpointConnection",
+                                        "count": "[length(parameters('privateEndpointConnections'))]"
+                                      },
+                                      "condition": "[equals(parameters('privateEndpointConnections')[copyIndex()].properties.privateLinkServiceConnectionState.status, 'Pending')]",
+                                      "type": "Microsoft.Storage/storageAccounts/privateEndpointConnections",
+                                      "apiVersion": "2023-04-01",
+                                      "name": "[format('{0}/{1}', parameters('storageAccountName'), last(array(split(parameters('privateEndpointConnections')[copyIndex()].id, '/'))))]",
+                                      "properties": {
+                                        "privateLinkServiceConnectionState": {
+                                          "status": "Approved",
+                                          "description": "Approved-by-pipeline",
+                                          "actionRequired": "None"
+                                        }
+                                      }
+                                    }
+                                  },
+                                  "outputs": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "value": "[reference('storageAccount').privateEndpointConnections]"
+                                    }
+                                  }
+                                }
+                              },
+                              "dependsOn": [
+                                "getStoragePrivateEndpointConnections",
+                                "storageAccount"
+                              ]
+                            },
+                            "stopTriggers": {
+                              "condition": "[variables('usesDataFactory')]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2025-04-01",
+                              "name": "[format('{0}.{1}_ADF.StopTriggers', parameters('app').publisher, parameters('app').name)]",
+                              "properties": {
+                                "expressionEvaluationOptions": {
+                                  "scope": "inner"
+                                },
+                                "mode": "Incremental",
+                                "parameters": {
+                                  "app": {
+                                    "value": "[parameters('app')]"
+                                  },
+                                  "identityName": {
+                                    "value": "[format('{0}_triggerManager', parameters('app').dataFactory)]"
+                                  },
+                                  "scriptContent": {
+                                    "value": "[variables('$fxv#0')]"
+                                  },
+                                  "arguments": {
+                                    "value": "[join(createArray(format('-DataFactoryResourceGroup \"{0}\"', resourceGroup().name), format('-DataFactoryName \"{0}\"', parameters('app').dataFactory), '-StopTriggers'), ' ')]"
+                                  }
+                                },
+                                "template": {
+                                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                  "languageVersion": "2.1-experimental",
+                                  "contentVersion": "1.0.0.0",
+                                  "metadata": {
+                                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                                      "Enable @validate() decorator"
+                                    ],
+                                    "_generator": {
+                                      "name": "bicep",
+                                      "version": "0.40.2.10011",
+                                      "templateHash": "15790442586575518487"
+                                    }
+                                  },
+                                  "definitions": {
+                                    "EnvironmentVariable": {
+                                      "type": "object",
+                                      "properties": {
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "value": {
+                                          "type": "string"
+                                        }
+                                      }
+                                    },
+                                    "_1.HubProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "location": {
+                                          "type": "string"
+                                        },
+                                        "tags": {
+                                          "type": "object"
+                                        },
+                                        "tagsByResource": {
+                                          "type": "object"
+                                        },
+                                        "version": {
+                                          "type": "string"
+                                        },
+                                        "options": {
+                                          "type": "object",
+                                          "properties": {
+                                            "enableTelemetry": {
+                                              "type": "bool"
+                                            },
+                                            "keyVaultSku": {
+                                              "type": "string"
+                                            },
+                                            "keyVaultEnablePurgeProtection": {
+                                              "type": "bool"
+                                            },
+                                            "networkAddressPrefix": {
+                                              "type": "string"
+                                            },
+                                            "natGateway": {
+                                              "type": "bool"
+                                            },
+                                            "privateRouting": {
+                                              "type": "bool"
+                                            },
+                                            "publisherIsolation": {
+                                              "type": "bool"
+                                            },
+                                            "storageInfrastructureEncryption": {
+                                              "type": "bool"
+                                            },
+                                            "storageSku": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        },
+                                        "routing": {
+                                          "$ref": "#/definitions/_1.HubRoutingProperties"
+                                        },
+                                        "core": {
+                                          "type": "object",
+                                          "properties": {
+                                            "suffix": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "FinOps hub resource ID.",
+                                        "name": "FinOps hub instance name.",
+                                        "location": "Azure resource location of the FinOps hub instance.",
+                                        "tags": "Tags to apply to all FinOps hub resources.",
+                                        "tagsByResource": "Tags to apply to resources based on their resource type.",
+                                        "version": "FinOps hub version number.",
+                                        "options": {
+                                          "enableTelemetry": "Indicates whether telemetry should be enabled for deployments.",
+                                          "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
+                                          "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
+                                          "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
+                                          "privateRouting": "Indicates whether private network routing is enabled.",
+                                          "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
+                                          "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
+                                          "storageSku": "Storage account SKU. Allowed values: \"Premium_LRS\", \"Premium_ZRS\"."
+                                        },
+                                        "routing": "FinOps hub private network routing properties, if enabled.",
+                                        "core": {
+                                          "suffix": "Unique suffix used for shared resources."
+                                        },
+                                        "apps": {},
+                                        "description": "FinOps hub instance properties.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "_1.HubRoutingProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "networkId": {
+                                          "type": "string"
+                                        },
+                                        "networkName": {
+                                          "type": "string"
+                                        },
+                                        "scriptStorage": {
+                                          "type": "string"
+                                        },
+                                        "dnsZones": {
+                                          "type": "object",
+                                          "properties": {
+                                            "blob": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "dfs": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "file": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "queue": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "table": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            }
+                                          }
+                                        },
+                                        "subnets": {
+                                          "type": "object",
+                                          "properties": {
+                                            "dataExplorer": {
+                                              "type": "string"
+                                            },
+                                            "dataFactory": {
+                                              "type": "string"
+                                            },
+                                            "keyVault": {
+                                              "type": "string"
+                                            },
+                                            "scripts": {
+                                              "type": "string"
+                                            },
+                                            "storage": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        }
+                                      },
+                                      "metadata": {
+                                        "networkId": "Resource ID of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                        "networkName": "Name of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                        "scriptStorage": "Name of the storage account used for deployment scripts.",
+                                        "dnsZones": {
+                                          "blob": "Resource ID and name for the blob storage DNS zone.",
+                                          "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                          "file": "Resource ID and name for the file storage DNS zone.",
+                                          "queue": "Resource ID and name for the queue storage DNS zone.",
+                                          "table": "Resource ID and name for the table storage DNS zone."
+                                        },
+                                        "subnets": {
+                                          "dataExplorer": "Resource ID of the subnet for the Data Explorer instance.",
+                                          "dataFactory": "Resource ID of the subnet for Data Factory instances.",
+                                          "keyVault": "Resource ID of the subnet for Key Vault instances.",
+                                          "scripts": "Resource ID of the subnet for deployment script storage.",
+                                          "storage": "Resource ID of the subnet for storage accounts."
+                                        },
+                                        "description": "FinOps hub private network routing properties.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "_1.IdNameObject": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "Fully-qualified resource ID.",
+                                        "name": "Resource name.",
+                                        "description": "Resource ID and name.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "HubAppProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "publisher": {
+                                          "type": "string"
+                                        },
+                                        "suffix": {
+                                          "type": "string"
+                                        },
+                                        "tags": {
+                                          "type": "object"
+                                        },
+                                        "dataFactory": {
+                                          "type": "string"
+                                        },
+                                        "keyVault": {
+                                          "type": "string"
+                                        },
+                                        "storage": {
+                                          "type": "string"
+                                        },
+                                        "hub": {
+                                          "$ref": "#/definitions/_1.HubProperties"
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "Fully-qualified name of the publisher and app, separated by a dot.",
+                                        "name": "Short name of the FinOps hub app. Last segment of the app ID.",
+                                        "publisher": "Fully-qualified namespace of the FinOps hub app publisher.",
+                                        "suffix": "Unique suffix used for publisher resources.",
+                                        "tags": "Tags to apply to all FinOps hub resources for this FinOps hub app publisher. Tags are not specific to the app since resources are shared.",
+                                        "dataFactory": "Name of the Data Factory instance for this publisher.",
+                                        "keyVault": "Name of the KeyVault instance for this publisher.",
+                                        "storage": "Name of the storage account for this publisher.",
+                                        "hub": "FinOps hub instance the app is deployed to.",
+                                        "description": "FinOps hub app configuration settings.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    }
+                                  },
+                                  "parameters": {
+                                    "app": {
+                                      "$ref": "#/definitions/HubAppProperties",
+                                      "metadata": {
+                                        "description": "Required. FinOps hub app the deployment script is being run for."
+                                      }
+                                    },
+                                    "identityName": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the managed identity to create."
+                                      }
+                                    },
+                                    "scriptName": {
+                                      "type": "string",
+                                      "defaultValue": "[deployment().name]",
+                                      "metadata": {
+                                        "description": "Optional. Name of the deployment script to create. Default = (same as deployment)."
+                                      }
+                                    },
+                                    "scriptContent": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the deployment script to create."
+                                      }
+                                    },
+                                    "arguments": {
+                                      "type": "string",
+                                      "defaultValue": "",
+                                      "metadata": {
+                                        "description": "Optional. Additional arguments to pass into the deployment script."
+                                      }
+                                    },
+                                    "environmentVariables": {
+                                      "type": "array",
+                                      "items": {
+                                        "$ref": "#/definitions/EnvironmentVariable"
+                                      },
+                                      "defaultValue": [],
+                                      "metadata": {
+                                        "description": "Optional. Environment variables to use for the deployment script."
+                                      }
+                                    },
+                                    "forceUpdateTag": {
+                                      "type": "string",
+                                      "defaultValue": "",
+                                      "metadata": {
+                                        "description": "Optional. Forces the script to run again when the value changes. Default = empty (only reruns when properties change)."
+                                      }
+                                    }
+                                  },
+                                  "variables": {
+                                    "privateEndpointDeploymentRoles": "[if(not(parameters('app').hub.options.privateRouting), createArray(), createArray('69566ab7-960f-475b-8e7c-b3118f30c6bd'))]",
+                                    "containerGroupName": "[replace(replace(replace(parameters('scriptName'), '/', '-'), '.', '-'), '_', '-')]",
+                                    "privateEndpointDeploymentProperties": "[if(not(parameters('app').hub.options.privateRouting), createObject(), createObject('storageAccountSettings', createObject('storageAccountName', coalesce(parameters('app').hub.routing.scriptStorage, '')), 'containerSettings', createObject('containerGroupName', if(greater(length(variables('containerGroupName')), 63), substring(variables('containerGroupName'), 0, 62), variables('containerGroupName')), 'subnetIds', createArray(createObject('id', coalesce(parameters('app').hub.routing.subnets.scripts, ''))))))]"
+                                  },
+                                  "resources": {
+                                    "identity": {
+                                      "type": "Microsoft.ManagedIdentity/userAssignedIdentities",
+                                      "apiVersion": "2023-01-31",
+                                      "name": "[parameters('identityName')]",
+                                      "tags": "[union(parameters('app').tags, coalesce(tryGet(parameters('app').hub.tagsByResource, 'Microsoft.ManagedIdentity/userAssignedIdentities'), createObject()))]",
+                                      "location": "[parameters('app').hub.location]"
+                                    },
+                                    "scriptStorageAccount": {
+                                      "condition": "[parameters('app').hub.options.privateRouting]",
+                                      "existing": true,
+                                      "type": "Microsoft.Storage/storageAccounts",
+                                      "apiVersion": "2022-09-01",
+                                      "name": "[coalesce(parameters('app').hub.routing.scriptStorage, '')]"
+                                    },
+                                    "identityRoleAssignments": {
+                                      "copy": {
+                                        "name": "identityRoleAssignments",
+                                        "count": "[length(variables('privateEndpointDeploymentRoles'))]"
+                                      },
+                                      "condition": "[parameters('app').hub.options.privateRouting]",
+                                      "type": "Microsoft.Authorization/roleAssignments",
+                                      "apiVersion": "2022-04-01",
+                                      "scope": "[resourceId('Microsoft.Storage/storageAccounts', coalesce(parameters('app').hub.routing.scriptStorage, ''))]",
+                                      "name": "[guid(variables('privateEndpointDeploymentRoles')[copyIndex()], resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]",
+                                      "properties": {
+                                        "roleDefinitionId": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', variables('privateEndpointDeploymentRoles')[copyIndex()])]",
+                                        "principalId": "[reference('identity').principalId]",
+                                        "principalType": "ServicePrincipal"
+                                      },
+                                      "dependsOn": [
+                                        "identity"
+                                      ]
+                                    },
+                                    "script": {
+                                      "type": "Microsoft.Resources/deploymentScripts",
+                                      "apiVersion": "2023-08-01",
+                                      "name": "[parameters('scriptName')]",
+                                      "kind": "AzurePowerShell",
+                                      "location": "[if(startsWith(parameters('app').hub.location, 'china'), 'chinaeast2', parameters('app').hub.location)]",
+                                      "tags": "[union(parameters('app').tags, coalesce(tryGet(parameters('app').hub.tagsByResource, 'Microsoft.Resources/deploymentScripts'), createObject()))]",
+                                      "identity": {
+                                        "type": "UserAssigned",
+                                        "userAssignedIdentities": {
+                                          "[format('{0}', resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]": {}
+                                        }
+                                      },
+                                      "properties": "[shallowMerge(createArray(variables('privateEndpointDeploymentProperties'), createObject('azPowerShellVersion', '11.0', 'retentionInterval', 'PT1H', 'cleanupPreference', 'OnSuccess', 'scriptContent', parameters('scriptContent'), 'arguments', parameters('arguments'), 'environmentVariables', parameters('environmentVariables'), 'forceUpdateTag', if(empty(parameters('forceUpdateTag')), null(), parameters('forceUpdateTag')))))]",
+                                      "dependsOn": [
+                                        "identity",
+                                        "identityRoleAssignments"
+                                      ]
+                                    }
+                                  },
+                                  "outputs": {
+                                    "scriptOutputs": {
+                                      "type": "object",
+                                      "metadata": {
+                                        "description": "Values the script set in $DeploymentScriptOutputs. Empty if the script did not set any."
+                                      },
+                                      "value": "[coalesce(tryGet(reference('script'), 'outputs'), createObject())]"
+                                    }
+                                  }
+                                }
+                              },
+                              "dependsOn": [
+                                "appTelemetry",
+                                "dataFactory",
+                                "triggerManagerIdentity",
+                                "triggerManagerRoleAssignments"
+                              ]
+                            }
+                          },
+                          "outputs": {
+                            "dataFactoryId": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Resource ID of the Data Factory instance used by the FinOps hub app. Empty when not deployed."
+                              },
+                              "value": "[if(variables('usesDataFactory'), resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory), '')]"
+                            },
+                            "keyVaultId": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Resource ID of the Key Vault instance used by the FinOps hub app. Empty when not deployed."
+                              },
+                              "value": "[if(variables('usesKeyVault'), resourceId('Microsoft.KeyVault/vaults', parameters('app').keyVault), '')]"
+                            },
+                            "storageAccountId": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Resource ID of the storage account instance used by the FinOps hub app. Empty when not deployed."
+                              },
+                              "value": "[if(variables('usesStorage'), resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage), '')]"
+                            },
+                            "principalId": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Principal ID for the managed identity used by Data Factory. Empty when not deployed."
+                              },
+                              "value": "[if(variables('usesDataFactory'), reference('dataFactory', '2018-06-01', 'full').identity.principalId, '')]"
+                            },
+                            "triggerManagerIdentityName": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Name of the managed identity used to create and stop ADF triggers. Empty when not deployed."
+                              },
+                              "value": "[if(variables('usesDataFactory'), format('{0}_triggerManager', parameters('app').dataFactory), '')]"
+                            }
+                          }
+                        }
+                      }
+                    },
+                    "timeZones": {
+                      "type": "Microsoft.Resources/deployments",
+                      "apiVersion": "2025-04-01",
+                      "name": "Microsoft.CostManagement.ManagedExports_TimeZones",
+                      "properties": {
+                        "expressionEvaluationOptions": {
+                          "scope": "inner"
+                        },
+                        "mode": "Incremental",
+                        "parameters": {
+                          "location": {
+                            "value": "[parameters('app').hub.location]"
+                          }
+                        },
+                        "template": {
+                          "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                          "languageVersion": "2.1-experimental",
+                          "contentVersion": "1.0.0.0",
+                          "metadata": {
+                            "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                            "_EXPERIMENTAL_FEATURES_ENABLED": [
+                              "Enable @validate() decorator"
+                            ],
+                            "_generator": {
+                              "name": "bicep",
+                              "version": "0.40.2.10011",
+                              "templateHash": "16313653251874799366"
+                            }
+                          },
+                          "parameters": {
+                            "location": {
+                              "type": "string",
+                              "defaultValue": "[resourceGroup().location]",
+                              "metadata": {
+                                "description": "Optional. The location to use for the managed identity and deployment script to auto-start triggers. Default = (resource group location)."
+                              }
+                            },
+                            "timezoneobject": {
+                              "type": "object",
+                              "defaultValue": {
+                                "australiaeast": "AUS Eastern Standard Time",
+                                "australiacentral": "AUS Eastern Standard Time",
+                                "australiacentral2": "AUS Eastern Standard Time",
+                                "australiasoutheast": "AUS Eastern Standard Time",
+                                "brazilsouth": "E. South America Standard Time",
+                                "canadacentral": "Central Standard Time",
+                                "canadaeast": "Eastern Standard Time",
+                                "centralindia": "India Standard Time",
+                                "centralus": "Central Standard Time",
+                                "eastasia": "China Standard Time",
+                                "eastus": "Eastern Standard Time",
+                                "eastus2": "Eastern Standard Time",
+                                "francecentral": "W. Europe Standard Time",
+                                "germanynorth": "W. Europe Standard Time",
+                                "germanywestcentral": "W. Europe Standard Time",
+                                "japaneast": "Tokyo Standard Time",
+                                "japanwest": "Tokyo Standard Time",
+                                "koreacentral": "Korea Standard Time",
+                                "koreasouth": "Korea Standard Time",
+                                "northcentralus": "Central Standard Time",
+                                "northeurope": "GMT Standard Time",
+                                "norwayeast": "W. Europe Standard Time",
+                                "norwaywest": "W. Europe Standard Time",
+                                "southcentralus": "Central Standard Time",
+                                "southindia": "India Standard Time",
+                                "southeastasia": "Singapore Standard Time",
+                                "switzerlandnorth": "W. Europe Standard Time",
+                                "switzerlandwest": "W. Europe Standard Time",
+                                "uksouth": "GMT Standard Time",
+                                "ukwest": "GMT Standard Time",
+                                "usdodcentral": "Central Standard Time",
+                                "usdodeast": "Eastern Standard Time",
+                                "usgovvirginia": "Eastern Standard Time",
+                                "usgovtexas": "Central Standard Time",
+                                "usgovarizona": "US Mountain Standard Time",
+                                "usgoviowa": "Central Standard Time",
+                                "westcentralus": "Central Standard Time",
+                                "westeurope": "W. Europe Standard Time",
+                                "westindia": "India Standard Time",
+                                "westus": "Pacific Standard Time",
+                                "westus2": "Pacific Standard Time"
+                              }
+                            },
+                            "utchrs": {
+                              "type": "string",
+                              "defaultValue": "[utcNow('hh')]"
+                            },
+                            "utcmins": {
+                              "type": "string",
+                              "defaultValue": "[utcNow('mm')]"
+                            },
+                            "utcsecs": {
+                              "type": "string",
+                              "defaultValue": "[utcNow('ss')]"
+                            }
+                          },
+                          "variables": {
+                            "loc": "[toLower(replace(parameters('location'), ' ', ''))]",
+                            "timezone": "[coalesce(tryGet(parameters('timezoneobject'), variables('loc')), 'UTC')]"
+                          },
+                          "resources": {},
+                          "outputs": {
+                            "AzureRegion": {
+                              "type": "string",
+                              "value": "[parameters('location')]"
+                            },
+                            "Timezone": {
+                              "type": "string",
+                              "value": "[variables('timezone')]"
+                            },
+                            "UtcHours": {
+                              "type": "string",
+                              "value": "[parameters('utchrs')]"
+                            },
+                            "UtcMinutes": {
+                              "type": "string",
+                              "value": "[parameters('utcmins')]"
+                            },
+                            "UtcSeconds": {
+                              "type": "string",
+                              "value": "[parameters('utcsecs')]"
+                            }
+                          }
+                        }
+                      }
+                    },
+                    "trigger_SettingsUpdated": {
+                      "type": "Microsoft.Resources/deployments",
+                      "apiVersion": "2025-04-01",
+                      "name": "Microsoft.FinOpsHubs.Core_SettingsUpdatedTrigger",
+                      "properties": {
+                        "expressionEvaluationOptions": {
+                          "scope": "inner"
+                        },
+                        "mode": "Incremental",
+                        "parameters": {
+                          "dataFactoryName": {
+                            "value": "[parameters('app').dataFactory]"
+                          },
+                          "triggerName": {
+                            "value": "[format('{0}_SettingsUpdated', parameters('core').containers.config)]"
+                          },
+                          "pipelineName": {
+                            "value": "[format('{0}_ConfigureExports', parameters('core').containers.config)]"
+                          },
+                          "pipelineParameters": {
+                            "value": {}
+                          },
+                          "storageAccountName": {
+                            "value": "[parameters('app').storage]"
+                          },
+                          "storageContainer": {
+                            "value": "[parameters('core').containers.config]"
+                          },
+                          "storagePathEndsWith": {
+                            "value": "[parameters('core').settings.file]"
+                          }
+                        },
+                        "template": {
+                          "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                          "languageVersion": "2.1-experimental",
+                          "contentVersion": "1.0.0.0",
+                          "metadata": {
+                            "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                            "_EXPERIMENTAL_FEATURES_ENABLED": [
+                              "Enable @validate() decorator"
+                            ],
+                            "_generator": {
+                              "name": "bicep",
+                              "version": "0.40.2.10011",
+                              "templateHash": "5177211882575524866"
+                            }
+                          },
+                          "parameters": {
+                            "dataFactoryName": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Required. Name of the publisher-specific Data Factory instance."
+                              }
+                            },
+                            "triggerName": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Required. Name of the Data Factory trigger to create or update."
+                              }
+                            },
+                            "storageAccountName": {
+                              "type": "string",
+                              "defaultValue": "",
+                              "metadata": {
+                                "description": "Optional. Azure storage container to monitor for updates and trigger events for."
+                              }
+                            },
+                            "storageContainer": {
+                              "type": "string",
+                              "defaultValue": "",
+                              "metadata": {
+                                "description": "Optional. Azure storage container to monitor for updates and trigger events for."
+                              }
+                            },
+                            "storagePathStartsWith": {
+                              "type": "string",
+                              "defaultValue": "",
+                              "metadata": {
+                                "description": "Optional. Beginning of the storage path within the specified storageContainer to monitor for updates and trigger events for."
+                              }
+                            },
+                            "storagePathEndsWith": {
+                              "type": "string",
+                              "defaultValue": "",
+                              "metadata": {
+                                "description": "Optional. End of the storage path to monitor for updates and trigger events for."
+                              }
+                            },
+                            "pipelineName": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Required. Name of the Data Factory pipeline to execute when the trigger is executed."
+                              }
+                            },
+                            "pipelineParameters": {
+                              "type": "object",
+                              "metadata": {
+                                "description": "Required. Parameters to pass to the pipeline when the trigger is executed."
+                              }
+                            }
+                          },
+                          "resources": {
+                            "dataFactory::storageTrigger": {
+                              "condition": "[not(empty(parameters('storageAccountName')))]",
+                              "type": "Microsoft.DataFactory/factories/triggers",
+                              "apiVersion": "2018-06-01",
+                              "name": "[format('{0}/{1}', parameters('dataFactoryName'), parameters('triggerName'))]",
+                              "properties": {
+                                "annotations": [],
+                                "pipelines": [
+                                  {
+                                    "pipelineReference": {
+                                      "referenceName": "[parameters('pipelineName')]",
+                                      "type": "PipelineReference"
+                                    },
+                                    "parameters": "[parameters('pipelineParameters')]"
+                                  }
+                                ],
+                                "type": "BlobEventsTrigger",
+                                "typeProperties": {
+                                  "blobPathBeginsWith": "[format('/{0}/blobs/{1}', parameters('storageContainer'), parameters('storagePathStartsWith'))]",
+                                  "blobPathEndsWith": "[parameters('storagePathEndsWith')]",
+                                  "ignoreEmptyBlobs": true,
+                                  "scope": "[resourceId('Microsoft.Storage/storageAccounts', parameters('storageAccountName'))]",
+                                  "events": [
+                                    "Microsoft.Storage.BlobCreated"
+                                  ]
+                                }
+                              }
+                            },
+                            "storageAccount": {
+                              "existing": true,
+                              "type": "Microsoft.Storage/storageAccounts",
+                              "apiVersion": "2022-09-01",
+                              "name": "[parameters('storageAccountName')]"
+                            },
+                            "dataFactory": {
+                              "existing": true,
+                              "type": "Microsoft.DataFactory/factories",
+                              "apiVersion": "2018-06-01",
+                              "name": "[parameters('dataFactoryName')]"
+                            }
+                          },
+                          "outputs": {
+                            "triggerName": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Name of the trigger resource that was created."
+                              },
+                              "value": "[parameters('triggerName')]"
+                            }
+                          }
+                        }
+                      },
+                      "dependsOn": [
+                        "dataFactory::pipeline_ConfigureExports"
+                      ]
+                    }
+                  },
+                  "outputs": {
+                    "metadata": {
+                      "$ref": "#/definitions/ManagedExportsMetadata",
+                      "metadata": {
+                        "description": "Metadata describing resources created by the Cost Management Managed Exports app."
+                      },
+                      "value": {
+                        "id": "Microsoft.CostManagement.ManagedExports",
+                        "version": "[variables('finOpsToolkitVersion')]",
+                        "pipelines": {
+                          "configureExports": "[format('{0}_ConfigureExports', parameters('core').containers.config)]",
+                          "startBackfillProcess": "[format('{0}_StartBackfillProcess', parameters('core').containers.config)]",
+                          "startExportProcess": "[format('{0}_StartExportProcess', parameters('core').containers.config)]"
+                        }
+                      }
+                    }
+                  }
+                }
+              },
+              "dependsOn": [
+                "cmExports",
+                "core"
+              ]
+            },
+            "analytics": {
+              "condition": "[or(variables('useFabric'), variables('useAzureDataExplorer'))]",
+              "type": "Microsoft.Resources/deployments",
+              "apiVersion": "2025-04-01",
+              "name": "Microsoft.FinOpsHubs.Analytics",
+              "properties": {
+                "expressionEvaluationOptions": {
+                  "scope": "inner"
+                },
+                "mode": "Incremental",
+                "parameters": {
+                  "app": {
+                    "value": "[__bicep.newApp(variables('hub'), 'Microsoft.FinOpsHubs', 'Analytics')]"
+                  },
+                  "core": {
+                    "value": "[reference('core').outputs.metadata.value]"
+                  },
+                  "fabricQueryUri": {
+                    "value": "[parameters('fabricQueryUri')]"
+                  },
+                  "fabricCapacityUnits": {
+                    "value": "[parameters('fabricCapacityUnits')]"
+                  },
+                  "clusterName": {
+                    "value": "[parameters('dataExplorerName')]"
+                  },
+                  "clusterSku": {
+                    "value": "[parameters('dataExplorerSku')]"
+                  },
+                  "clusterCapacity": {
+                    "value": "[parameters('dataExplorerCapacity')]"
+                  },
+                  "rawRetentionInDays": {
+                    "value": "[reference('core').outputs.rawRetentionInDays.value]"
+                  }
+                },
+                "template": {
+                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                  "languageVersion": "2.1-experimental",
+                  "contentVersion": "1.0.0.0",
+                  "metadata": {
+                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                      "Enable @validate() decorator"
+                    ],
+                    "_generator": {
+                      "name": "bicep",
+                      "version": "0.40.2.10011",
+                      "templateHash": "12961192081775428375"
+                    },
+                    "hubApp": {
+                      "id": "Microsoft.FinOpsHubs.Analytics",
+                      "version": "15.0",
+                      "dependencies": [
+                        "Microsoft.FinOpsHubs.Core"
+                      ],
+                      "metadata": "https://microsoft.github.io/finops-toolkit/deploy/finops-hub/15.0/Microsoft.FinOpsHubs/Analytics/metadata.bicep"
+                    }
+                  },
+                  "definitions": {
+                    "_1.HubProperties": {
+                      "type": "object",
+                      "properties": {
+                        "id": {
+                          "type": "string"
+                        },
+                        "name": {
+                          "type": "string"
+                        },
+                        "location": {
+                          "type": "string"
+                        },
+                        "tags": {
+                          "type": "object"
+                        },
+                        "tagsByResource": {
+                          "type": "object"
+                        },
+                        "version": {
+                          "type": "string"
+                        },
+                        "options": {
+                          "type": "object",
+                          "properties": {
+                            "enableTelemetry": {
+                              "type": "bool"
+                            },
+                            "keyVaultSku": {
+                              "type": "string"
+                            },
+                            "keyVaultEnablePurgeProtection": {
+                              "type": "bool"
+                            },
+                            "networkAddressPrefix": {
+                              "type": "string"
+                            },
+                            "natGateway": {
+                              "type": "bool"
+                            },
+                            "privateRouting": {
+                              "type": "bool"
+                            },
+                            "publisherIsolation": {
+                              "type": "bool"
+                            },
+                            "storageInfrastructureEncryption": {
+                              "type": "bool"
+                            },
+                            "storageSku": {
+                              "type": "string"
+                            }
+                          }
+                        },
+                        "routing": {
+                          "$ref": "#/definitions/_1.HubRoutingProperties"
+                        },
+                        "core": {
+                          "type": "object",
+                          "properties": {
+                            "suffix": {
+                              "type": "string"
+                            }
+                          }
+                        }
+                      },
+                      "metadata": {
+                        "id": "FinOps hub resource ID.",
+                        "name": "FinOps hub instance name.",
+                        "location": "Azure resource location of the FinOps hub instance.",
+                        "tags": "Tags to apply to all FinOps hub resources.",
+                        "tagsByResource": "Tags to apply to resources based on their resource type.",
+                        "version": "FinOps hub version number.",
+                        "options": {
+                          "enableTelemetry": "Indicates whether telemetry should be enabled for deployments.",
+                          "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
+                          "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
+                          "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
+                          "privateRouting": "Indicates whether private network routing is enabled.",
+                          "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
+                          "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
+                          "storageSku": "Storage account SKU. Allowed values: \"Premium_LRS\", \"Premium_ZRS\"."
+                        },
+                        "routing": "FinOps hub private network routing properties, if enabled.",
+                        "core": {
+                          "suffix": "Unique suffix used for shared resources."
+                        },
+                        "apps": {},
+                        "description": "FinOps hub instance properties.",
+                        "__bicep_imported_from!": {
+                          "sourceTemplate": "../../fx/hub-types.bicep"
+                        }
+                      }
+                    },
+                    "_1.HubRoutingProperties": {
+                      "type": "object",
+                      "properties": {
+                        "networkId": {
+                          "type": "string"
+                        },
+                        "networkName": {
+                          "type": "string"
+                        },
+                        "scriptStorage": {
+                          "type": "string"
+                        },
+                        "dnsZones": {
+                          "type": "object",
+                          "properties": {
+                            "blob": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            },
+                            "dfs": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            },
+                            "file": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            },
+                            "queue": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            },
+                            "table": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            }
+                          }
+                        },
+                        "subnets": {
+                          "type": "object",
+                          "properties": {
+                            "dataExplorer": {
+                              "type": "string"
+                            },
+                            "dataFactory": {
+                              "type": "string"
+                            },
+                            "keyVault": {
+                              "type": "string"
+                            },
+                            "scripts": {
+                              "type": "string"
+                            },
+                            "storage": {
+                              "type": "string"
+                            }
+                          }
+                        }
+                      },
+                      "metadata": {
+                        "networkId": "Resource ID of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                        "networkName": "Name of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                        "scriptStorage": "Name of the storage account used for deployment scripts.",
+                        "dnsZones": {
+                          "blob": "Resource ID and name for the blob storage DNS zone.",
+                          "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                          "file": "Resource ID and name for the file storage DNS zone.",
+                          "queue": "Resource ID and name for the queue storage DNS zone.",
+                          "table": "Resource ID and name for the table storage DNS zone."
+                        },
+                        "subnets": {
+                          "dataExplorer": "Resource ID of the subnet for the Data Explorer instance.",
+                          "dataFactory": "Resource ID of the subnet for Data Factory instances.",
+                          "keyVault": "Resource ID of the subnet for Key Vault instances.",
+                          "scripts": "Resource ID of the subnet for deployment script storage.",
+                          "storage": "Resource ID of the subnet for storage accounts."
+                        },
+                        "description": "FinOps hub private network routing properties.",
+                        "__bicep_imported_from!": {
+                          "sourceTemplate": "../../fx/hub-types.bicep"
+                        }
+                      }
+                    },
+                    "_1.IdNameObject": {
+                      "type": "object",
+                      "properties": {
+                        "id": {
+                          "type": "string"
+                        },
+                        "name": {
+                          "type": "string"
+                        }
+                      },
+                      "metadata": {
+                        "id": "Fully-qualified resource ID.",
+                        "name": "Resource name.",
+                        "description": "Resource ID and name.",
+                        "__bicep_imported_from!": {
+                          "sourceTemplate": "../../fx/hub-types.bicep"
+                        }
+                      }
+                    },
+                    "AnalyticsMetadata": {
+                      "type": "object",
+                      "properties": {
+                        "id": {
+                          "type": "string",
+                          "metadata": {
+                            "description": "Fully-qualified app identifier."
+                          }
+                        },
+                        "version": {
+                          "type": "string",
+                          "metadata": {
+                            "description": "App version."
+                          }
+                        },
+                        "cluster": {
+                          "type": "object",
+                          "properties": {
+                            "id": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Resource ID of the cluster. Empty if using Fabric."
+                              }
+                            },
+                            "name": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Name of the cluster. Empty if using Fabric."
+                              }
+                            },
+                            "uri": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "URI of the cluster or Fabric query endpoint."
+                              }
+                            },
+                            "principalId": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Object ID of the cluster system-assigned managed identity. Empty if using Fabric."
+                              }
+                            }
+                          },
+                          "metadata": {
+                            "description": "Data Explorer cluster or Fabric endpoint properties."
+                          }
+                        },
+                        "databases": {
+                          "type": "object",
+                          "properties": {
+                            "ingestion": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Database used for data ingestion."
+                              }
+                            },
+                            "hub": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Database used for queries."
+                              }
+                            }
+                          },
+                          "metadata": {
+                            "description": "Database names."
+                          }
+                        },
+                        "linkedServices": {
+                          "type": "object",
+                          "properties": {
+                            "hubDataExplorer": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Linked service for Azure Data Explorer or Microsoft Fabric."
+                              }
+                            },
+                            "ftkRepo": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "HTTP linked service for the FinOps toolkit GitHub repository."
+                              }
+                            }
+                          },
+                          "metadata": {
+                            "description": "Data Factory linked service names."
+                          }
+                        },
+                        "datasets": {
+                          "type": "object",
+                          "properties": {
+                            "hubDataExplorer": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Dataset for Azure Data Explorer or Microsoft Fabric."
+                              }
+                            },
+                            "ftkReleaseFile": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Dataset for FinOps toolkit release files from GitHub."
+                              }
+                            }
+                          },
+                          "metadata": {
+                            "description": "Data Factory dataset names."
+                          }
+                        }
+                      },
+                      "metadata": {
+                        "description": "Metadata for resources created by the Analytics app.",
+                        "__bicep_imported_from!": {
+                          "sourceTemplate": "metadata.bicep",
+                          "originalIdentifier": "AppMetadata"
+                        }
+                      }
+                    },
+                    "CoreMetadata": {
+                      "type": "object",
+                      "properties": {
+                        "id": {
+                          "type": "string",
+                          "metadata": {
+                            "description": "Fully-qualified app identifier."
+                          }
+                        },
+                        "version": {
+                          "type": "string",
+                          "metadata": {
+                            "description": "App version."
+                          }
+                        },
+                        "storageUrlForPowerBI": {
+                          "type": "string",
+                          "metadata": {
+                            "description": "URL to use when connecting Power BI reports to data."
+                          }
+                        },
+                        "principalId": {
+                          "type": "string",
+                          "metadata": {
+                            "description": "Object ID of the Data Factory managed identity. Needed when configuring managed exports."
+                          }
+                        },
+                        "ingestionIdFileNameSeparator": {
+                          "type": "string",
+                          "metadata": {
+                            "description": "Separator characters used between the ingestion ID and file name for ingested files. Used to identify uniqueness and clean up old files with old ingestion IDs."
+                          }
+                        },
+                        "containers": {
+                          "type": "object",
+                          "properties": {
+                            "config": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Configuration container for settings, queries, and schemas."
+                              }
+                            },
+                            "ingestion": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Ingestion container for normalized data."
+                              }
+                            }
+                          },
+                          "metadata": {
+                            "description": "Storage container names."
+                          }
+                        },
+                        "datasets": {
+                          "type": "object",
+                          "properties": {
+                            "config": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "JSON dataset for configuration files."
+                              }
+                            },
+                            "ingestion": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Parquet dataset for ingested data."
+                              }
+                            },
+                            "ingestionFiles": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Parquet dataset for listing ingested files."
+                              }
+                            },
+                            "ingestionManifest": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "JSON dataset for ingestion manifest files."
+                              }
+                            }
+                          },
+                          "metadata": {
+                            "description": "Data Factory dataset names."
+                          }
+                        },
+                        "linkedServices": {
+                          "type": "object",
+                          "properties": {
+                            "azurerm": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "REST linked service for Azure Resource Manager API calls."
+                              }
+                            }
+                          },
+                          "metadata": {
+                            "description": "Data Factory linked service names."
+                          }
+                        },
+                        "settings": {
+                          "type": "object",
+                          "properties": {
+                            "container": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Container name for the hub settings file."
+                              }
+                            },
+                            "file": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "File name of the hub settings file."
+                              }
+                            }
+                          },
+                          "metadata": {
+                            "description": "Metadata for the hub settings file."
+                          }
+                        }
+                      },
+                      "metadata": {
+                        "description": "Metadata for resources created by the Core app.",
+                        "__bicep_imported_from!": {
+                          "sourceTemplate": "../Core/metadata.bicep",
+                          "originalIdentifier": "AppMetadata"
+                        }
+                      }
+                    },
+                    "HubAppProperties": {
+                      "type": "object",
+                      "properties": {
+                        "id": {
+                          "type": "string"
+                        },
+                        "name": {
+                          "type": "string"
+                        },
+                        "publisher": {
+                          "type": "string"
+                        },
+                        "suffix": {
+                          "type": "string"
+                        },
+                        "tags": {
+                          "type": "object"
+                        },
+                        "dataFactory": {
+                          "type": "string"
+                        },
+                        "keyVault": {
+                          "type": "string"
+                        },
+                        "storage": {
+                          "type": "string"
+                        },
+                        "hub": {
+                          "$ref": "#/definitions/_1.HubProperties"
+                        }
+                      },
+                      "metadata": {
+                        "id": "Fully-qualified name of the publisher and app, separated by a dot.",
+                        "name": "Short name of the FinOps hub app. Last segment of the app ID.",
+                        "publisher": "Fully-qualified namespace of the FinOps hub app publisher.",
+                        "suffix": "Unique suffix used for publisher resources.",
+                        "tags": "Tags to apply to all FinOps hub resources for this FinOps hub app publisher. Tags are not specific to the app since resources are shared.",
+                        "dataFactory": "Name of the Data Factory instance for this publisher.",
+                        "keyVault": "Name of the KeyVault instance for this publisher.",
+                        "storage": "Name of the storage account for this publisher.",
+                        "hub": "FinOps hub instance the app is deployed to.",
+                        "description": "FinOps hub app configuration settings.",
+                        "__bicep_imported_from!": {
+                          "sourceTemplate": "../../fx/hub-types.bicep"
+                        }
+                      }
+                    }
+                  },
+                  "functions": [
+                    {
+                      "namespace": "__bicep",
+                      "members": {
+                        "isSupportedVersion": {
+                          "parameters": [
+                            {
+                              "type": "string",
+                              "name": "version"
+                            },
+                            {
+                              "type": "string",
+                              "name": "minVersion"
+                            },
+                            {
+                              "type": "string",
+                              "name": "maxVersion"
+                            }
+                          ],
+                          "output": {
+                            "type": "bool",
+                            "value": "[and(or(empty(parameters('minVersion')), greaterOrEquals(_1.versionToNumber(parameters('version')), _1.versionToNumber(parameters('minVersion')))), or(empty(parameters('maxVersion')), lessOrEquals(_1.versionToNumber(parameters('version')), _1.versionToNumber(parameters('maxVersion')))))]"
+                          },
+                          "metadata": {
+                            "description": "Checks if a version string falls within the specified range. Use empty string to skip a bound. Example: isSupportedVersion('13.1', '13.0', '') checks >= 13.0 with no upper limit.",
+                            "__bicep_imported_from!": {
+                              "sourceTemplate": "../../fx/hub-types.bicep"
+                            }
+                          }
+                        },
+                        "privateRoutingForLinkedServices": {
+                          "parameters": [
+                            {
+                              "$ref": "#/definitions/_1.HubProperties",
+                              "name": "hub"
+                            }
+                          ],
+                          "output": {
+                            "type": "object",
+                            "value": "[if(parameters('hub').options.privateRouting, createObject('connectVia', createObject('referenceName', 'ManagedIntegrationRuntime', 'type', 'IntegrationRuntimeReference')), createObject())]"
+                          },
+                          "metadata": {
+                            "description": "Returns an object that represents the properties needed to enable private routing for linked services. Use property expansion (`...value`) to apply to a linkedServices resource.",
+                            "__bicep_imported_from!": {
+                              "sourceTemplate": "../../fx/hub-types.bicep"
+                            }
+                          }
+                        }
+                      }
+                    },
+                    {
+                      "namespace": "_1",
+                      "members": {
+                        "versionToNumber": {
+                          "parameters": [
+                            {
+                              "type": "string",
+                              "name": "version"
+                            }
+                          ],
+                          "output": {
+                            "type": "int",
+                            "value": "[add(mul(int(split(split(parameters('version'), '-')[0], '.')[0]), 1000), if(greater(length(split(split(parameters('version'), '-')[0], '.')), 1), int(split(split(parameters('version'), '-')[0], '.')[1]), 0))]"
+                          },
+                          "metadata": {
+                            "description": "Converts a version string (e.g., \"13.0\", \"13.1\", \"14.0-dev\") to a comparable integer using major * 1000 + minor. Prerelease suffixes (e.g., \"-dev\") and patch versions are ignored.",
+                            "__bicep_imported_from!": {
+                              "sourceTemplate": "../../fx/hub-types.bicep"
+                            }
+                          }
+                        }
+                      }
+                    }
+                  ],
+                  "parameters": {
+                    "app": {
+                      "$ref": "#/definitions/HubAppProperties",
+                      "metadata": {
+                        "description": "Required. FinOps hub app getting deployed."
+                      }
+                    },
+                    "core": {
+                      "$ref": "#/definitions/CoreMetadata",
+                      "validate": [
+                        "[lambda('x', __bicep.isSupportedVersion(lambdaVariables('x').version, '13.0', ''))]",
+                        "FinOps hubs Analytics requires FinOps hubs version 13.0 or higher."
+                      ],
+                      "metadata": {
+                        "description": "Required. Metadata describing shared resources from the Core app. Must be v13 or higher."
+                      }
+                    },
+                    "clusterName": {
+                      "type": "string",
+                      "defaultValue": "",
+                      "maxLength": 22,
+                      "metadata": {
+                        "description": "Optional. Name of the Azure Data Explorer cluster to use for advanced analytics. If empty, Azure Data Explorer will not be deployed. Required to use with Power BI if you have more than $2-5M/mo in costs being monitored. Default: \"\" (do not use)."
+                      }
+                    },
+                    "clusterSku": {
+                      "type": "string",
+                      "defaultValue": "Dev(No SLA)_Standard_E2a_v4",
+                      "allowedValues": [
+                        "Dev(No SLA)_Standard_E2a_v4",
+                        "Dev(No SLA)_Standard_D11_v2",
+                        "Standard_D11_v2",
+                        "Standard_D12_v2",
+                        "Standard_D13_v2",
+                        "Standard_D14_v2",
+                        "Standard_D16d_v5",
+                        "Standard_D32d_v4",
+                        "Standard_D32d_v5",
+                        "Standard_DS13_v2+1TB_PS",
+                        "Standard_DS13_v2+2TB_PS",
+                        "Standard_DS14_v2+3TB_PS",
+                        "Standard_DS14_v2+4TB_PS",
+                        "Standard_E2a_v4",
+                        "Standard_E2ads_v5",
+                        "Standard_E2d_v4",
+                        "Standard_E2d_v5",
+                        "Standard_E4a_v4",
+                        "Standard_E4ads_v5",
+                        "Standard_E4d_v4",
+                        "Standard_E4d_v5",
+                        "Standard_E8a_v4",
+                        "Standard_E8ads_v5",
+                        "Standard_E8as_v4+1TB_PS",
+                        "Standard_E8as_v4+2TB_PS",
+                        "Standard_E8as_v5+1TB_PS",
+                        "Standard_E8as_v5+2TB_PS",
+                        "Standard_E8d_v4",
+                        "Standard_E8d_v5",
+                        "Standard_E8s_v4+1TB_PS",
+                        "Standard_E8s_v4+2TB_PS",
+                        "Standard_E8s_v5+1TB_PS",
+                        "Standard_E8s_v5+2TB_PS",
+                        "Standard_E16a_v4",
+                        "Standard_E16ads_v5",
+                        "Standard_E16as_v4+3TB_PS",
+                        "Standard_E16as_v4+4TB_PS",
+                        "Standard_E16as_v5+3TB_PS",
+                        "Standard_E16as_v5+4TB_PS",
+                        "Standard_E16d_v4",
+                        "Standard_E16d_v5",
+                        "Standard_E16s_v4+3TB_PS",
+                        "Standard_E16s_v4+4TB_PS",
+                        "Standard_E16s_v5+3TB_PS",
+                        "Standard_E16s_v5+4TB_PS",
+                        "Standard_E64i_v3",
+                        "Standard_E80ids_v4",
+                        "Standard_EC8ads_v5",
+                        "Standard_EC8as_v5+1TB_PS",
+                        "Standard_EC8as_v5+2TB_PS",
+                        "Standard_EC16ads_v5",
+                        "Standard_EC16as_v5+3TB_PS",
+                        "Standard_EC16as_v5+4TB_PS",
+                        "Standard_L4s",
+                        "Standard_L8as_v3",
+                        "Standard_L8s",
+                        "Standard_L8s_v2",
+                        "Standard_L8s_v3",
+                        "Standard_L16as_v3",
+                        "Standard_L16s",
+                        "Standard_L16s_v2",
+                        "Standard_L16s_v3",
+                        "Standard_L32as_v3",
+                        "Standard_L32s_v3"
+                      ],
+                      "metadata": {
+                        "description": "Optional. Name of the Azure Data Explorer SKU. Default: \"Dev(No SLA)_Standard_E2a_v4\"."
+                      }
+                    },
+                    "clusterCapacity": {
+                      "type": "int",
+                      "defaultValue": 1,
+                      "minValue": 1,
+                      "maxValue": 1000,
+                      "metadata": {
+                        "description": "Optional. Number of nodes to use in the cluster. Allowed values: 1 for the Basic SKU tier and 2-1000 for Standard. Default: 1 for dev/test SKUs, 2 for standard SKUs."
+                      }
+                    },
+                    "fabricQueryUri": {
+                      "type": "string",
+                      "defaultValue": "",
+                      "metadata": {
+                        "description": "Optional. Microsoft Fabric eventhouse query URI. Default: \"\" (do not use)."
+                      }
+                    },
+                    "fabricCapacityUnits": {
+                      "type": "int",
+                      "defaultValue": 2,
+                      "minValue": 1,
+                      "maxValue": 2048,
+                      "metadata": {
+                        "description": "Optional. Number of capacity units for the Microsoft Fabric capacity. This is the number in your Fabric SKU (e.g., Trial = 1, F2 = 2, F64 = 64). This is used to manage parallelization in data pipelines. If you change capacity, please redeploy the template. Allowed values: 1 for the Fabric trial and 2-2048 based on the assigned Fabric capacity (e.g., F2-F2048). Default: 2."
+                      }
+                    },
+                    "forceUpdateTag": {
+                      "type": "string",
+                      "defaultValue": "[utcNow()]",
+                      "metadata": {
+                        "description": "Optional. Forces the table to be updated if different from the last time it was deployed."
+                      }
+                    },
+                    "continueOnErrors": {
+                      "type": "bool",
+                      "defaultValue": false,
+                      "metadata": {
+                        "description": "Optional. If true, ingestion will continue even if some rows fail to ingest. Default: false."
+                      }
+                    },
+                    "rawRetentionInDays": {
+                      "type": "int",
+                      "metadata": {
+                        "description": "Required. Number of days of data to retain in the Data Explorer *_raw tables."
+                      }
+                    }
+                  },
+                  "variables": {
+                    "$fxv#0": "// Copyright (c) Microsoft Corporation.\r\n// Licensed under the MIT License.\r\n\r\n.create-or-alter function \r\nwith (docstring = 'Return details about the specified ID.', folder = 'OpenData/Internal')\r\n_resource_type_1(id: string) {\r\n    dynamic({\r\n        \"arizeai.observabilityeval/organizations\": { \"SingularDisplayName\": \"Azure Native Arize AI Cloud Service\" }\r\n        ,\"astronomer.astro/organizations\": { \"SingularDisplayName\": \"Astro Organization\" }\r\n        ,\"citrix.services/xenappessentials\": { \"SingularDisplayName\": \"Citrix Virtual Apps Essentials\" }\r\n        ,\"citrix.services/xendesktopessentials\": { \"SingularDisplayName\": \"Citrix Virtual Desktops Essentials\" }\r\n        ,\"commvault.contentstore/cloudaccounts\": { \"SingularDisplayName\": \"Commvault Cloud Account\" }\r\n        ,\"commvault.contentstore/cloudaccounts/plans\": { \"SingularDisplayName\": \"Commvault.ContentStore cloud accounts plan\" }\r\n        ,\"commvault.contentstore/cloudaccounts/protectiongroups\": { \"SingularDisplayName\": \"Commvault.ContentStore cloud accounts protection group\" }\r\n        ,\"commvault.contentstore/cloudaccounts/protectiongroups/protecteditems\": { \"SingularDisplayName\": \"Commvault.ContentStore cloud accounts protection groups protected item\" }\r\n        ,\"commvault.contentstore/cloudaccounts/storages\": { \"SingularDisplayName\": \"Commvault.ContentStore cloud accounts storage\" }\r\n        ,\"dell.storage/filesystems\": { \"SingularDisplayName\": \"Dell PowerScale\" }\r\n        ,\"dynatrace.observability/monitors\": { \"SingularDisplayName\": \"Dynatrace\" }\r\n        ,\"github.network/networksettings\": { \"SingularDisplayName\": \"GitHub.Network network setting\" }\r\n        ,\"informatica.datamanagement/organizations\": { \"SingularDisplayName\": \"Informatica Organization\" }\r\n        ,\"lambdatest.hyperexecute/organizations\": { \"SingularDisplayName\": \"Azure Native LambdaTest - HyperExecute Cloud Service\" }\r\n        ,\"microsoft.aad/domainservices\": { \"SingularDisplayName\": \"Microsoft Entra Domain Services\" }\r\n        ,\"microsoft.aadiam/diagnosticsettings\": { \"SingularDisplayName\": \"Microsoft.aadiam diagnostic setting\" }\r\n        ,\"microsoft.aadiam/privatelinkforazuread\": { \"SingularDisplayName\": \"Private Link for Microsoft Entra ID\" }\r\n        ,\"microsoft.advisor/advisorscore\": { \"SingularDisplayName\": \"Microsoft.Advisor advisor score\" }\r\n        ,\"microsoft.advisor/assessments\": { \"SingularDisplayName\": \"Microsoft.Advisor assessment\" }\r\n        ,\"microsoft.advisor/configurations\": { \"SingularDisplayName\": \"Microsoft.Advisor configuration\" }\r\n        ,\"microsoft.advisor/generaterecommendations\": { \"SingularDisplayName\": \"Microsoft.Advisor generate recommendation\" }\r\n        ,\"microsoft.advisor/metadata\": { \"SingularDisplayName\": \"Microsoft.Advisor metadata\" }\r\n        ,\"microsoft.advisor/recommendations\": { \"SingularDisplayName\": \"Microsoft.Advisor recommendation\" }\r\n        ,\"microsoft.advisor/recommendations/suppressions\": { \"SingularDisplayName\": \"Microsoft.Advisor recommendations suppression\" }\r\n        ,\"microsoft.advisor/resiliencyreviews\": { \"SingularDisplayName\": \"Microsoft.Advisor resiliency review\" }\r\n        ,\"microsoft.agfoodplatform/farmbeats\": { \"SingularDisplayName\": \"Azure Data Manager for Agriculture\" }\r\n        ,\"microsoft.agfoodplatform/farmbeatsextensiondefinitions\": { \"SingularDisplayName\": \"Microsoft.AgFoodPlatform farm beats extension definition\" }\r\n        ,\"microsoft.agfoodplatform/farmbeatssolutiondefinitions\": { \"SingularDisplayName\": \"Microsoft.AgFoodPlatform farm beats solution definition\" }\r\n        ,\"microsoft.agricultureplatform/agriservices\": { \"SingularDisplayName\": \"Agriculture data solutions\" }\r\n        ,\"microsoft.akshybrid/agentpools\": { \"SingularDisplayName\": \"Microsoft.AksHybrid agent pool\" }\r\n        ,\"microsoft.akshybrid/provisionedclusters\": { \"SingularDisplayName\": \"Microsoft.AksHybrid provisioned cluster\" }\r\n        ,\"microsoft.akshybrid/upgradeprofiles\": { \"SingularDisplayName\": \"Microsoft.AksHybrid upgrade profile\" }\r\n        ,\"microsoft.alertsmanagement/actionrules\": { \"SingularDisplayName\": \"Alert processing rule\" }\r\n        ,\"microsoft.alertsmanagement/alerts\": { \"SingularDisplayName\": \"Microsoft.AlertsManagement alert\" }\r\n        ,\"microsoft.alertsmanagement/alerts/enrichments\": { \"SingularDisplayName\": \"Microsoft.AlertsManagement alerts enrichment\" }\r\n        ,\"microsoft.alertsmanagement/prometheusrulegroups\": { \"SingularDisplayName\": \"Prometheus rule group\" }\r\n        ,\"microsoft.alertsmanagement/smartdetectoralertrules\": { \"SingularDisplayName\": \"Smart detector alert rule\" }\r\n        ,\"microsoft.alertsmanagement/smartgroups\": { \"SingularDisplayName\": \"Microsoft.AlertsManagement smart group\" }\r\n        ,\"microsoft.alertsmanagement/tenantactivitylogalerts\": { \"SingularDisplayName\": \"Microsoft.AlertsManagement tenant activity log alert\" }\r\n        ,\"microsoft.all/arcvirtualmachines\": { \"SingularDisplayName\": \"Azure Arc virtual machine\" }\r\n        ,\"microsoft.all/hcivirtualmachines\": { \"SingularDisplayName\": \"Azure Local Virtual Machine - Azure Arc\" }\r\n        ,\"microsoft.all/virtualmachines\": { \"SingularDisplayName\": \"Virtual machine\" }\r\n        ,\"microsoft.analysisservices/servers\": { \"SingularDisplayName\": \"Analysis Services server\" }\r\n        ,\"microsoft.anybuild/clusters\": { \"SingularDisplayName\": \"AnyBuild cluster\" }\r\n        ,\"microsoft.apicenter/deletedservices\": { \"SingularDisplayName\": \"Microsoft.ApiCenter deleted service\" }\r\n        ,\"microsoft.apicenter/services\": { \"SingularDisplayName\": \"API Center\" }\r\n        ,\"microsoft.apicenter/services/workspaces\": { \"SingularDisplayName\": \"Workspace\" }\r\n        ,\"microsoft.apimanagement/gateways\": { \"SingularDisplayName\": \"API Management gateway\" }\r\n        ,\"microsoft.apimanagement/gateways/configconnections\": { \"SingularDisplayName\": \"Microsoft.ApiManagement gateways config connection\" }\r\n        ,\"microsoft.apimanagement/service\": { \"SingularDisplayName\": \"API Management service\" }\r\n        ,\"microsoft.apimanagement/service/workspaces\": { \"SingularDisplayName\": \"Workspace\" }\r\n        ,\"microsoft.apisecurity/defendersettings\": { \"SingularDisplayName\": \"Microsoft.ApiSecurity defender setting\" }\r\n        ,\"microsoft.app/agents\": { \"SingularDisplayName\": \"SRE Agent\" }\r\n        ,\"microsoft.app/builders\": { \"SingularDisplayName\": \"Microsoft.App builder\" }\r\n        ,\"microsoft.app/builders/builds\": { \"SingularDisplayName\": \"Microsoft.App builders build\" }\r\n        ,\"microsoft.app/connectedenvironments\": { \"SingularDisplayName\": \"Container Apps Connected Environment\" }\r\n        ,\"microsoft.app/containerapps\": { \"SingularDisplayName\": \"Container App\" }\r\n        ,\"microsoft.app/jobs\": { \"SingularDisplayName\": \"Container App Job\" }\r\n        ,\"microsoft.app/logicapps\": { \"SingularDisplayName\": \"Logic app\" }\r\n        ,\"microsoft.app/logicapps/workflows\": { \"SingularDisplayName\": \"Logic app workflow\" }\r\n        ,\"microsoft.app/managedenvironments\": { \"SingularDisplayName\": \"Container Apps Environment\" }\r\n        ,\"microsoft.app/sessionpools\": { \"SingularDisplayName\": \"Container App Session Pool\" }\r\n        ,\"microsoft.app/spaces\": { \"SingularDisplayName\": \"App Space\" }\r\n        ,\"microsoft.appassessment/migrateprojects\": { \"SingularDisplayName\": \"Microsoft.AppAssessment migrate project\" }\r\n        ,\"microsoft.appassessment/migrateprojects/assessments\": { \"SingularDisplayName\": \"Microsoft.AppAssessment migrate projects assessment\" }\r\n        ,\"microsoft.appassessment/migrateprojects/assessments/assessedapplications\": { \"SingularDisplayName\": \"Microsoft.AppAssessment migrate projects assessments assessed application\" }\r\n        ,\"microsoft.appassessment/migrateprojects/assessments/assessedmachines\": { \"SingularDisplayName\": \"Microsoft.AppAssessment migrate projects assessments assessed machine\" }\r\n        ,\"microsoft.appassessment/migrateprojects/assessments/machinestoassess\": { \"SingularDisplayName\": \"Microsoft.AppAssessment migrate projects assessments machines to asses\" }\r\n        ,\"microsoft.appassessment/migrateprojects/sites\": { \"SingularDisplayName\": \"Microsoft.AppAssessment migrate projects site\" }\r\n        ,\"microsoft.appassessment/migrateprojects/sites/applianceconfigurations\": { \"SingularDisplayName\": \"Microsoft.AppAssessment migrate projects sites appliance configuration\" }\r\n        ,\"microsoft.appcomplianceautomation/reports\": { \"SingularDisplayName\": \"Microsoft.AppComplianceAutomation report\" }\r\n        ,\"microsoft.appcomplianceautomation/reports/evidences\": { \"SingularDisplayName\": \"Microsoft.AppComplianceAutomation reports evidence\" }\r\n        ,\"microsoft.appcomplianceautomation/reports/scopingconfigurations\": { \"SingularDisplayName\": \"Microsoft.AppComplianceAutomation reports scoping configuration\" }\r\n        ,\"microsoft.appcomplianceautomation/reports/snapshots\": { \"SingularDisplayName\": \"Microsoft.AppComplianceAutomation reports snapshot\" }\r\n        ,\"microsoft.appcomplianceautomation/reports/snapshots/controls\": { \"SingularDisplayName\": \"Microsoft.AppComplianceAutomation reports snapshots control\" }\r\n        ,\"microsoft.appcomplianceautomation/reports/webhooks\": { \"SingularDisplayName\": \"Microsoft.AppComplianceAutomation reports webhook\" }\r\n        ,\"microsoft.appconfiguration/configurationstores\": { \"SingularDisplayName\": \"App Configuration\" }\r\n        ,\"microsoft.applicationmigration/discoveryhubs\": { \"SingularDisplayName\": \"Microsoft.ApplicationMigration discovery hub\" }\r\n        ,\"microsoft.applicationmigration/discoveryhubs/applications\": { \"SingularDisplayName\": \"Microsoft.ApplicationMigration discovery hubs application\" }\r\n        ,\"microsoft.applicationmigration/discoveryhubs/applications/members\": { \"SingularDisplayName\": \"Microsoft.ApplicationMigration discovery hubs applications member\" }\r\n        ,\"microsoft.applicationmigration/pgsqlsites\": { \"SingularDisplayName\": \"Microsoft.ApplicationMigration pgsqlsite\" }\r\n        ,\"microsoft.applicationmigration/pgsqlsites/agents\": { \"SingularDisplayName\": \"Microsoft.ApplicationMigration pgsqlsites agent\" }\r\n        ,\"microsoft.applicationmigration/pgsqlsites/pgsqldatabases\": { \"SingularDisplayName\": \"Microsoft.ApplicationMigration pgsqlsites pgsqldatabase\" }\r\n        ,\"microsoft.applicationmigration/pgsqlsites/pgsqlinstances\": { \"SingularDisplayName\": \"Microsoft.ApplicationMigration pgsqlsites pgsqlinstance\" }\r\n        ,\"microsoft.appplatform/spring\": { \"SingularDisplayName\": \"Azure Spring Apps\" }\r\n        ,\"microsoft.appsecurity/appprotectmanagedrulesetmanifests\": { \"SingularDisplayName\": \"Microsoft.AppSecurity app protect managed rule set manifest\" }\r\n        ,\"microsoft.appsecurity/policies\": { \"SingularDisplayName\": \"App Protect Policy\" }\r\n        ,\"microsoft.arc/all\": { \"SingularDisplayName\": \"Azure Arc enabled resource\" }\r\n        ,\"microsoft.arc/allfairfax\": { \"SingularDisplayName\": \"Azure Arc enabled resource\" }\r\n        ,\"microsoft.arc/kubernetesresources\": { \"SingularDisplayName\": \"Azure Arc Kubernetes cluster\" }\r\n        ,\"microsoft.arc/kubernetesresourcesfairfax\": { \"SingularDisplayName\": \"Azure Arc Kubernetes cluster\" }\r\n        ,\"microsoft.arcnetworking/arcnwloadbalancers\": { \"SingularDisplayName\": \"Microsoft.ArcNetworking arc nw load balancer\" }\r\n        ,\"microsoft.aszlabhardware/labservers\": { \"SingularDisplayName\": \"Microsoft.AszLabHardware labserver\" }\r\n        ,\"microsoft.aszlabhardware/reservations\": { \"SingularDisplayName\": \"Microsoft.AszLabHardware reservation\" }\r\n        ,\"microsoft.aszlabhardware/reservations/servers\": { \"SingularDisplayName\": \"Microsoft.AszLabHardware reservations server\" }\r\n        ,\"microsoft.aszlabhardware/servers\": { \"SingularDisplayName\": \"Microsoft.AszLabHardware server\" }\r\n        ,\"microsoft.attestation/attestationproviders\": { \"SingularDisplayName\": \"Attestation provider\" }\r\n        ,\"microsoft.authorization/accessreviewhistorydefinitions\": { \"SingularDisplayName\": \"Microsoft.Authorization access review history definition\" }\r\n        ,\"microsoft.authorization/accessreviewscheduledefinitions\": { \"SingularDisplayName\": \"Microsoft.Authorization access review schedule definition\" }\r\n        ,\"microsoft.authorization/accessreviewscheduledefinitions/instances\": { \"SingularDisplayName\": \"Microsoft.Authorization access review schedule definitions instance\" }\r\n        ,\"microsoft.authorization/accessreviewscheduledefinitions/instances/decisions\": { \"SingularDisplayName\": \"Microsoft.Authorization access review schedule definitions instances decision\" }\r\n        ,\"microsoft.authorization/accessreviewschedulesettings\": { \"SingularDisplayName\": \"Microsoft.Authorization access review schedule setting\" }\r\n        ,\"microsoft.authorization/datapolicymanifests\": { \"SingularDisplayName\": \"Microsoft.Authorization data policy manifest\" }\r\n        ,\"microsoft.authorization/denyassignments\": { \"SingularDisplayName\": \"Microsoft.Authorization deny assignment\" }\r\n        ,\"microsoft.authorization/locks\": { \"SingularDisplayName\": \"Microsoft.Authorization lock\" }\r\n        ,\"microsoft.authorization/policyassignments\": { \"SingularDisplayName\": \"Microsoft.Authorization policy assignment\" }\r\n        ,\"microsoft.authorization/policydefinitions\": { \"SingularDisplayName\": \"Microsoft.Authorization policy definition\" }\r\n        ,\"microsoft.authorization/policydefinitions/versions\": { \"SingularDisplayName\": \"Microsoft.Authorization policy definitions version\" }\r\n        ,\"microsoft.authorization/policyexemptions\": { \"SingularDisplayName\": \"Microsoft.Authorization policy exemption\" }\r\n        ,\"microsoft.authorization/policysetdefinitions\": { \"SingularDisplayName\": \"Microsoft.Authorization policy set definition\" }\r\n        ,\"microsoft.authorization/policysetdefinitions/versions\": { \"SingularDisplayName\": \"Microsoft.Authorization policy set definitions version\" }\r\n        ,\"microsoft.authorization/privatelinkassociations\": { \"SingularDisplayName\": \"Microsoft.Authorization private link association\" }\r\n        ,\"microsoft.authorization/provideroperations\": { \"SingularDisplayName\": \"Microsoft.Authorization provider operation\" }\r\n        ,\"microsoft.authorization/resourcemanagementprivatelinks\": { \"SingularDisplayName\": \"Resource management private link\" }\r\n        ,\"microsoft.authorization/roleassignmentapprovals\": { \"SingularDisplayName\": \"Microsoft.Authorization role assignment approval\" }\r\n        ,\"microsoft.authorization/roleassignmentapprovals/stages\": { \"SingularDisplayName\": \"Microsoft.Authorization role assignment approvals stage\" }\r\n        ,\"microsoft.authorization/roleassignments\": { \"SingularDisplayName\": \"Microsoft.Authorization role assignment\" }\r\n        ,\"microsoft.authorization/roleassignmentscheduleinstances\": { \"SingularDisplayName\": \"Microsoft.Authorization role assignment schedule instance\" }\r\n        ,\"microsoft.authorization/roleassignmentschedulerequests\": { \"SingularDisplayName\": \"Microsoft.Authorization role assignment schedule request\" }\r\n        ,\"microsoft.authorization/roleassignmentschedules\": { \"SingularDisplayName\": \"Microsoft.Authorization role assignment schedule\" }\r\n        ,\"microsoft.authorization/roledefinitions\": { \"SingularDisplayName\": \"Microsoft.Authorization role definition\" }\r\n        ,\"microsoft.authorization/roleeligibilityscheduleinstances\": { \"SingularDisplayName\": \"Microsoft.Authorization role eligibility schedule instance\" }\r\n        ,\"microsoft.authorization/roleeligibilityschedulerequests\": { \"SingularDisplayName\": \"Microsoft.Authorization role eligibility schedule request\" }\r\n        ,\"microsoft.authorization/roleeligibilityschedules\": { \"SingularDisplayName\": \"Microsoft.Authorization role eligibility schedule\" }\r\n        ,\"microsoft.authorization/rolemanagementalertconfigurations\": { \"SingularDisplayName\": \"Microsoft.Authorization role management alert configuration\" }\r\n        ,\"microsoft.authorization/rolemanagementalertdefinitions\": { \"SingularDisplayName\": \"Microsoft.Authorization role management alert definition\" }\r\n        ,\"microsoft.authorization/rolemanagementalertoperations\": { \"SingularDisplayName\": \"Microsoft.Authorization role management alert operation\" }\r\n        ,\"microsoft.authorization/rolemanagementalerts\": { \"SingularDisplayName\": \"Microsoft.Authorization role management alert\" }\r\n        ,\"microsoft.authorization/rolemanagementalerts/alertincidents\": { \"SingularDisplayName\": \"Microsoft.Authorization role management alerts alert incident\" }\r\n        ,\"microsoft.authorization/rolemanagementpolicies\": { \"SingularDisplayName\": \"Microsoft.Authorization role management policy\" }\r\n        ,\"microsoft.authorization/rolemanagementpolicyassignments\": { \"SingularDisplayName\": \"Microsoft.Authorization role management policy assignment\" }\r\n        ,\"microsoft.automanage/bestpractices\": { \"SingularDisplayName\": \"Microsoft.Automanage best practice\" }\r\n        ,\"microsoft.automanage/bestpractices/versions\": { \"SingularDisplayName\": \"Microsoft.Automanage best practices version\" }\r\n        ,\"microsoft.automanage/configurationprofileassignments\": { \"SingularDisplayName\": \"Microsoft.Automanage configuration profile assignment\" }\r\n        ,\"microsoft.automanage/configurationprofileassignments/reports\": { \"SingularDisplayName\": \"Microsoft.Automanage configuration profile assignments report\" }\r\n        ,\"microsoft.automanage/configurationprofiles\": { \"SingularDisplayName\": \"Microsoft.Automanage configuration profile\" }\r\n        ,\"microsoft.automanage/configurationprofiles/versions\": { \"SingularDisplayName\": \"Microsoft.Automanage configuration profiles version\" }\r\n        ,\"microsoft.automanage/serviceprincipals\": { \"SingularDisplayName\": \"ServicePrincipals\" }\r\n        ,\"microsoft.automation/automationaccounts\": { \"SingularDisplayName\": \"Automation account\" }\r\n        ,\"microsoft.automation/automationaccounts/hybridrunbookworkergroups\": { \"SingularDisplayName\": \"Automation hybrid worker group\" }\r\n        ,\"microsoft.automation/automationaccounts/runbooks\": { \"SingularDisplayName\": \"Automation runbook\" }\r\n        ,\"microsoft.autonomousdevelopmentplatform/accounts\": { \"SingularDisplayName\": \"Microsoft.AutonomousDevelopmentPlatform account\" }\r\n        ,\"microsoft.autonomousdevelopmentplatform/accounts/datapools\": { \"SingularDisplayName\": \"Microsoft.AutonomousDevelopmentPlatform accounts data pool\" }\r\n        ,\"microsoft.autonomousdevelopmentplatform/workspaces\": { \"SingularDisplayName\": \"Microsoft.AutonomousDevelopmentPlatform workspace\" }\r\n        ,\"microsoft.avs/privateclouds\": { \"SingularDisplayName\": \"Azure VMware Solution private cloud\" }\r\n        ,\"microsoft.awsconnector/accessanalyzeranalyzers\": { \"SingularDisplayName\": \"Access Analyzer Analyzer\" }\r\n        ,\"microsoft.awsconnector/acmcertificatesummaries\": { \"SingularDisplayName\": \"ACM Certificate Summary\" }\r\n        ,\"microsoft.awsconnector/apigatewayrestapis\": { \"SingularDisplayName\": \"Api Gateway Rest Api\" }\r\n        ,\"microsoft.awsconnector/apigatewaystages\": { \"SingularDisplayName\": \"Api Gateway Stage\" }\r\n        ,\"microsoft.awsconnector/applicationautoscalingscalabletargets\": { \"SingularDisplayName\": \"Application Auto Scaling Scalable Target\" }\r\n        ,\"microsoft.awsconnector/appsyncgraphqlapis\": { \"SingularDisplayName\": \"App Sync Graphql Api\" }\r\n        ,\"microsoft.awsconnector/autoscalingautoscalinggroups\": { \"SingularDisplayName\": \"Auto Scaling Auto Scaling Group\" }\r\n        ,\"microsoft.awsconnector/cloudformationstacks\": { \"SingularDisplayName\": \"Cloud Formation Stack\" }\r\n        ,\"microsoft.awsconnector/cloudformationstacksets\": { \"SingularDisplayName\": \"Cloud Formation Stack Set\" }\r\n        ,\"microsoft.awsconnector/cloudfrontdistributions\": { \"SingularDisplayName\": \"Cloud Front Distribution\" }\r\n        ,\"microsoft.awsconnector/cloudtrailtrails\": { \"SingularDisplayName\": \"Cloud Trail Trail\" }\r\n        ,\"microsoft.awsconnector/cloudwatchalarms\": { \"SingularDisplayName\": \"Cloud Watch Alarm\" }\r\n        ,\"microsoft.awsconnector/codebuildprojects\": { \"SingularDisplayName\": \"Code Build Project\" }\r\n        ,\"microsoft.awsconnector/codebuildsourcecredentialsinfos\": { \"SingularDisplayName\": \"Code Build Source Credentials Info\" }\r\n        ,\"microsoft.awsconnector/configserviceconfigurationrecorders\": { \"SingularDisplayName\": \"Config  Service Configuration Recorder\" }\r\n        ,\"microsoft.awsconnector/configserviceconfigurationrecorderstatuses\": { \"SingularDisplayName\": \"Config  Service Configuration Recorder Status\" }\r\n        ,\"microsoft.awsconnector/configservicedeliverychannels\": { \"SingularDisplayName\": \"Config  Service Delivery Channel\" }\r\n        ,\"microsoft.awsconnector/databasemigrationservicereplicationinstances\": { \"SingularDisplayName\": \"Database  Migration  Service Replication Instance\" }\r\n        ,\"microsoft.awsconnector/daxclusters\": { \"SingularDisplayName\": \"DAX Cluster\" }\r\n        ,\"microsoft.awsconnector/dynamodbcontinuousbackupsdescriptions\": { \"SingularDisplayName\": \"Dynamo DB Continuous Backups Description\" }\r\n        ,\"microsoft.awsconnector/dynamodbtables\": { \"SingularDisplayName\": \"Dynamo DB Table\" }\r\n        ,\"microsoft.awsconnector/ec2accountattributes\": { \"SingularDisplayName\": \"EC2 Account Attribute\" }\r\n        ,\"microsoft.awsconnector/ec2addresses\": { \"SingularDisplayName\": \"EC2 Address\" }\r\n        ,\"microsoft.awsconnector/ec2flowlogs\": { \"SingularDisplayName\": \"EC2 Flow Log\" }\r\n        ,\"microsoft.awsconnector/ec2images\": { \"SingularDisplayName\": \"EC2 Image\" }\r\n        ,\"microsoft.awsconnector/ec2instances\": { \"SingularDisplayName\": \"Microsoft.AwsConnector ec2 instance\" }\r\n        ,\"microsoft.awsconnector/ec2instancestatuses\": { \"SingularDisplayName\": \"EC2 Instance Status\" }\r\n        ,\"microsoft.awsconnector/ec2ipams\": { \"SingularDisplayName\": \"EC2 Ipam\" }\r\n        ,\"microsoft.awsconnector/ec2keypairs\": { \"SingularDisplayName\": \"EC2 Key Pair\" }\r\n        ,\"microsoft.awsconnector/ec2networkacls\": { \"SingularDisplayName\": \"EC2 Network Acl\" }\r\n        ,\"microsoft.awsconnector/ec2networkinterfaces\": { \"SingularDisplayName\": \"EC2 Network Interface\" }\r\n        ,\"microsoft.awsconnector/ec2routetables\": { \"SingularDisplayName\": \"EC2 Route Table\" }\r\n        ,\"microsoft.awsconnector/ec2securitygroups\": { \"SingularDisplayName\": \"EC2 Security Group\" }\r\n        ,\"microsoft.awsconnector/ec2snapshots\": { \"SingularDisplayName\": \"EC2 Snapshot\" }\r\n        ,\"microsoft.awsconnector/ec2subnets\": { \"SingularDisplayName\": \"EC2 Subnet\" }\r\n        ,\"microsoft.awsconnector/ec2volumes\": { \"SingularDisplayName\": \"EC2 Volume\" }\r\n        ,\"microsoft.awsconnector/ec2vpcendpoints\": { \"SingularDisplayName\": \"EC2 VPCEndpoint\" }\r\n        ,\"microsoft.awsconnector/ec2vpcpeeringconnections\": { \"SingularDisplayName\": \"EC2 VPCPeering Connection\" }\r\n        ,\"microsoft.awsconnector/ec2vpcs\": { \"SingularDisplayName\": \"EC2 VPC\" }\r\n        ,\"microsoft.awsconnector/ecrimagedetails\": { \"SingularDisplayName\": \"ECR Image Detail\" }\r\n        ,\"microsoft.awsconnector/ecrrepositories\": { \"SingularDisplayName\": \"ECR Repository\" }\r\n        ,\"microsoft.awsconnector/ecsclusters\": { \"SingularDisplayName\": \"ECS Cluster\" }\r\n        ,\"microsoft.awsconnector/ecsservices\": { \"SingularDisplayName\": \"ECS Service\" }\r\n        ,\"microsoft.awsconnector/ecstaskdefinitions\": { \"SingularDisplayName\": \"ECS Task Definition\" }\r\n        ,\"microsoft.awsconnector/efsfilesystems\": { \"SingularDisplayName\": \"EFS File System\" }\r\n        ,\"microsoft.awsconnector/efsmounttargets\": { \"SingularDisplayName\": \"EFS Mount Target\" }\r\n        ,\"microsoft.awsconnector/eksnodegroups\": { \"SingularDisplayName\": \"EKS Nodegroup\" }\r\n        ,\"microsoft.awsconnector/elasticbeanstalkapplications\": { \"SingularDisplayName\": \"Elastic Beanstalk Application\" }\r\n        ,\"microsoft.awsconnector/elasticbeanstalkconfigurationtemplates\": { \"SingularDisplayName\": \"Elastic Beanstalk Configuration Template\" }\r\n        ,\"microsoft.awsconnector/elasticbeanstalkenvironments\": { \"SingularDisplayName\": \"Elastic Beanstalk Environment\" }\r\n        ,\"microsoft.awsconnector/elasticloadbalancingv2listeners\": { \"SingularDisplayName\": \"Elastic Load Balancing V2 Listener\" }\r\n        ,\"microsoft.awsconnector/elasticloadbalancingv2loadbalancers\": { \"SingularDisplayName\": \"Elastic Load Balancing V2 Load Balancer\" }\r\n        ,\"microsoft.awsconnector/elasticloadbalancingv2targetgroups\": { \"SingularDisplayName\": \"Elastic Load Balancing V2 Target Group\" }\r\n        ,\"microsoft.awsconnector/elasticloadbalancingv2targethealthdescriptions\": { \"SingularDisplayName\": \"Elastic  Load  Balancing v2 Target Health Description\" }\r\n        ,\"microsoft.awsconnector/elasticsearchdomains\": { \"SingularDisplayName\": \"Elasticsearch Domain\" }\r\n        ,\"microsoft.awsconnector/emrclusters\": { \"SingularDisplayName\": \"EMR Cluster\" }\r\n        ,\"microsoft.awsconnector/guarddutydetectors\": { \"SingularDisplayName\": \"Guard Duty Detector\" }\r\n        ,\"microsoft.awsconnector/iamaccesskeylastuseds\": { \"SingularDisplayName\": \"IAM Access Key Last Used\" }\r\n        ,\"microsoft.awsconnector/iamaccesskeymetadata\": { \"SingularDisplayName\": \"IAM 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}\r\n        ,\"microsoft.billing/billingaccounts/departments/enrollmentaccounts\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts departments enrollment account\" }\r\n        ,\"microsoft.billing/billingaccounts/enrollmentaccounts\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts enrollment account\" }\r\n        ,\"microsoft.billing/billingaccounts/enrollmentaccounts/billingroleassignments\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts enrollment accounts billing role assignment\" }\r\n        ,\"microsoft.billing/billingaccounts/enrollmentaccounts/billingroledefinitions\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts enrollment accounts billing role definition\" }\r\n        ,\"microsoft.billing/billingaccounts/incentiveschedules\": { \"SingularDisplayName\": \"Incentive Schedule\" }\r\n        ,\"microsoft.billing/billingaccounts/incentiveschedules/milestones\": { \"SingularDisplayName\": \"Milestone\" }\r\n        ,\"microsoft.billing/billingaccounts/invoices\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts invoice\" }\r\n        ,\"microsoft.billing/billingaccounts/invoicesections\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts invoice section\" }\r\n        ,\"microsoft.billing/billingaccounts/invoicesections/billingsubscriptions\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts invoice sections billing subscription\" }\r\n        ,\"microsoft.billing/billingaccounts/invoicesections/products\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts invoice sections product\" }\r\n        ,\"microsoft.billing/billingaccounts/invoicesections/transfers\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts invoice sections transfer\" }\r\n        ,\"microsoft.billing/billingaccounts/lineofcredit\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts line of credit\" }\r\n        ,\"microsoft.billing/billingaccounts/migrations\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts migration\" }\r\n        ,\"microsoft.billing/billingaccounts/paymentmethods\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts payment method\" }\r\n        ,\"microsoft.billing/billingaccounts/policies\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts policy\" }\r\n        ,\"microsoft.billing/billingaccounts/products\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts product\" }\r\n        ,\"microsoft.billing/billingaccounts/reservationorders\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts reservation order\" }\r\n        ,\"microsoft.billing/billingaccounts/reservationorders/reservations\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts reservation orders reservation\" }\r\n        ,\"microsoft.billing/billingaccounts/savingsplanorders\": { \"SingularDisplayName\": \"Savings plan order\" }\r\n        ,\"microsoft.billing/billingaccounts/savingsplanorders/savingsplans\": { \"SingularDisplayName\": \"Savings plan\" }\r\n        ,\"microsoft.billing/billingperiods\": { \"SingularDisplayName\": \"Microsoft.Billing billing period\" }\r\n        ,\"microsoft.billing/billingproperty\": { \"SingularDisplayName\": \"Microsoft.Billing billing property\" }\r\n        ,\"microsoft.billing/billingrequests\": { \"SingularDisplayName\": \"Microsoft.Billing billing request\" }\r\n        ,\"microsoft.billing/billingroleassignments\": { \"SingularDisplayName\": \"Microsoft.Billing billing role assignment\" }\r\n        ,\"microsoft.billing/billingroledefinitions\": { \"SingularDisplayName\": \"Microsoft.Billing billing role definition\" }\r\n        ,\"microsoft.billing/enrollmentaccounts\": { \"SingularDisplayName\": \"Microsoft.Billing enrollment account\" }\r\n        ,\"microsoft.billing/paymentmethods\": { \"SingularDisplayName\": \"Microsoft.Billing payment method\" }\r\n        ,\"microsoft.billing/policies\": { \"SingularDisplayName\": \"Microsoft.Billing policy\" }\r\n        ,\"microsoft.billing/promotions\": { \"SingularDisplayName\": \"Microsoft.Billing promotion\" }\r\n        ,\"microsoft.billing/transfers\": { \"SingularDisplayName\": \"Microsoft.Billing transfer\" }\r\n        ,\"microsoft.billingbenefits/credits\": { \"SingularDisplayName\": \"Credit\" }\r\n        ,\"microsoft.billingbenefits/discounts\": { \"SingularDisplayName\": \"Discount\" }\r\n        ,\"microsoft.billingbenefits/incentiveschedules\": { \"SingularDisplayName\": \"Incentive Schedule\" }\r\n        ,\"microsoft.billingbenefits/incentiveschedules/milestones\": { \"SingularDisplayName\": \"Milestone\" }\r\n        ,\"microsoft.billingbenefits/maccs\": { \"SingularDisplayName\": \"Microsoft Azure Consumption Commitment\" }\r\n        ,\"microsoft.billingbenefits/reservationorderaliases\": { \"SingularDisplayName\": \"Microsoft.BillingBenefits reservation order aliase\" }\r\n        ,\"microsoft.billingbenefits/savingsplanorderaliases\": { \"SingularDisplayName\": \"Microsoft.BillingBenefits savings plan order aliase\" }\r\n        ,\"microsoft.billingbenefits/savingsplanorders\": { \"SingularDisplayName\": \"Savings plan order\" }\r\n        ,\"microsoft.billingbenefits/savingsplanorders/savingsplans\": { \"SingularDisplayName\": \"Savings plan\" }\r\n        ,\"microsoft.bing/accounts\": { \"SingularDisplayName\": \"Bing Resource\" }\r\n        ,\"microsoft.blockchain/blockchainmembers\": { \"SingularDisplayName\": \"Microsoft.Blockchain blockchain member\" }\r\n        ,\"microsoft.blockchain/blockchainmembers/transactionnodes\": { \"SingularDisplayName\": \"Microsoft.Blockchain blockchain members transaction node\" }\r\n        ,\"microsoft.blockchaintokens/tokenservices\": { \"SingularDisplayName\": \"Microsoft.BlockchainTokens token service\" }\r\n        ,\"microsoft.blockchaintokens/tokenservices/blockchainnetworks\": { \"SingularDisplayName\": \"Microsoft.BlockchainTokens token services blockchain network\" }\r\n        ,\"microsoft.blockchaintokens/tokenservices/groups\": { \"SingularDisplayName\": \"Microsoft.BlockchainTokens token services group\" }\r\n        ,\"microsoft.blockchaintokens/tokenservices/groups/accounts\": { \"SingularDisplayName\": \"Microsoft.BlockchainTokens token services groups account\" }\r\n        ,\"microsoft.blockchaintokens/tokenservices/tokentemplates\": { \"SingularDisplayName\": \"Microsoft.BlockchainTokens token services token template\" }\r\n        ,\"microsoft.bluefin/instances\": { \"SingularDisplayName\": \"Microsoft.Bluefin instance\" }\r\n        ,\"microsoft.bluefin/instances/datasets\": { \"SingularDisplayName\": \"Microsoft.Bluefin instances dataset\" }\r\n        ,\"microsoft.bluefin/instances/pipelines\": { \"SingularDisplayName\": \"Microsoft.Bluefin instances pipeline\" }\r\n        ,\"microsoft.blueprint/blueprintassignments\": { \"SingularDisplayName\": \"Microsoft.Blueprint blueprint assignment\" }\r\n        ,\"microsoft.blueprint/blueprints\": { \"SingularDisplayName\": \"Microsoft.Blueprint blueprint\" }\r\n        ,\"microsoft.blueprint/blueprints/artifacts\": { \"SingularDisplayName\": \"Microsoft.Blueprint blueprints artifact\" }\r\n        ,\"microsoft.blueprint/blueprints/versions\": { \"SingularDisplayName\": \"Microsoft.Blueprint blueprints version\" }\r\n        ,\"microsoft.botservice/botservices\": { \"SingularDisplayName\": \"Bot Service\" }\r\n        ,\"microsoft.cache/redis\": { \"SingularDisplayName\": \"Redis cache\" }\r\n        ,\"microsoft.cache/redisenterprise\": { \"SingularDisplayName\": \"Azure Managed Redis\" }\r\n        ,\"microsoft.cache/redisenterprise/databases\": { \"SingularDisplayName\": \"Redis Enterprise database\" }\r\n        ,\"microsoft.capacity/reservationorders\": { \"SingularDisplayName\": \"Reservation order\" }\r\n        ,\"microsoft.capacity/reservationorders/reservations\": { \"SingularDisplayName\": \"Reservation\" }\r\n        ,\"microsoft.cascade/sites\": { \"SingularDisplayName\": \"Microsoft.Cascade site\" }\r\n        ,\"microsoft.cdn/cdnwebapplicationfirewallpolicies\": { \"SingularDisplayName\": \"Content Delivery Network WAF policy\" }\r\n        ,\"microsoft.cdn/edgeactions\": { \"SingularDisplayName\": \"Edge Action\" }\r\n        ,\"microsoft.cdn/profiles\": { \"SingularDisplayName\": \"Front Door and CDN profile\" }\r\n        ,\"microsoft.cdn/profiles/afdendpoints\": { \"SingularDisplayName\": \"Endpoint\" }\r\n        ,\"microsoft.cdn/profiles/afdendpoints/routes\": { \"SingularDisplayName\": \"Route\" }\r\n        ,\"microsoft.cdn/profiles/customdomains\": { \"SingularDisplayName\": \"Custom domain\" }\r\n        ,\"microsoft.cdn/profiles/endpoints\": { \"SingularDisplayName\": \"CDN endpoint\" }\r\n        ,\"microsoft.cdn/profiles/endpoints/customdomains\": { \"SingularDisplayName\": \"CDN custom domain\" }\r\n        ,\"microsoft.cdn/profiles/endpoints/origins\": { \"SingularDisplayName\": \"CDN origin\" }\r\n        ,\"microsoft.cdn/profiles/origingroups\": { \"SingularDisplayName\": \"Origin group\" }\r\n        ,\"microsoft.cdn/profiles/origingroups/origins\": { \"SingularDisplayName\": \"Origin\" }\r\n        ,\"microsoft.cdn/profiles/rulesets\": { \"SingularDisplayName\": \"Rule set\" }\r\n        ,\"microsoft.cdn/profiles/rulesets/rules\": { \"SingularDisplayName\": \"Rule\" }\r\n        ,\"microsoft.cdn/profiles/secrets\": { \"SingularDisplayName\": \"Secret\" }\r\n        ,\"microsoft.cdn/profiles/securitypolicies\": { \"SingularDisplayName\": \"Security policy\" }\r\n        ,\"microsoft.certificateregistration/certificateorders\": { \"SingularDisplayName\": \"App Service certificate\" }\r\n        ,\"microsoft.certify/testsuites\": { \"SingularDisplayName\": \"Microsoft.Certify test suite\" }\r\n        ,\"microsoft.certify/validationjobs\": { \"SingularDisplayName\": \"Microsoft.Certify validation job\" }\r\n        ,\"microsoft.changeanalysis/profile\": { \"SingularDisplayName\": \"Microsoft.ChangeAnalysis profile\" }\r\n        ,\"microsoft.changesafety/changestates\": { \"SingularDisplayName\": \"Microsoft.ChangeSafety change state\" }\r\n        ,\"microsoft.changesafety/changestates/stageprogressions\": { \"SingularDisplayName\": \"Microsoft.ChangeSafety change states stage progression\" }\r\n        ,\"microsoft.changesafety/stagemaps\": { \"SingularDisplayName\": \"Microsoft.ChangeSafety stage map\" }\r\n        ,\"microsoft.changesafety/validations\": { \"SingularDisplayName\": \"Microsoft.ChangeSafety validation\" }\r\n        ,\"microsoft.changesafety/validators\": { \"SingularDisplayName\": \"Microsoft.ChangeSafety validator\" }\r\n        ,\"microsoft.changesafety/validators/versions\": { \"SingularDisplayName\": \"Microsoft.ChangeSafety validators version\" }\r\n        ,\"microsoft.chaos/experiments\": { \"SingularDisplayName\": \"Chaos Experiment\" }\r\n        ,\"microsoft.chaos/privateaccesses\": { \"SingularDisplayName\": \"Agent Private Access\" }\r\n        ,\"microsoft.chaos/targets\": { \"SingularDisplayName\": \"Microsoft.Chaos target\" }\r\n        ,\"microsoft.chaos/targets/capabilities\": { \"SingularDisplayName\": \"Microsoft.Chaos targets capability\" }\r\n        ,\"microsoft.classiccompute/domainnames\": { \"SingularDisplayName\": \"Cloud service (classic)\" }\r\n        ,\"microsoft.classiccompute/domainnames/slots/roles\": { \"SingularDisplayName\": \"Cloud service role (classic)\" }\r\n        ,\"microsoft.classiccompute/virtualmachines\": { \"SingularDisplayName\": \"Virtual machine (classic)\" }\r\n        ,\"microsoft.classicnetwork/networksecuritygroups\": { \"SingularDisplayName\": \"Network security group (classic)\" }\r\n        ,\"microsoft.classicnetwork/reservedips\": { \"SingularDisplayName\": \"Reserved IP address (classic)\" }\r\n        ,\"microsoft.classicnetwork/virtualnetworks\": { \"SingularDisplayName\": \"Virtual network (classic)\" }\r\n    })[tolower(id)]\r\n}\r\n",
+                    "$fxv#1": "// Copyright (c) Microsoft Corporation.\r\n// Licensed under the MIT License.\r\n\r\n.create-or-alter function \r\nwith (docstring = 'Return details about the specified ID.', folder = 'OpenData/Internal')\r\n_resource_type_2(id: string) {\r\n    dynamic({\r\n        \"microsoft.classicstorage/storageaccounts\": { \"SingularDisplayName\": \"Storage account (classic)\" }\r\n        ,\"microsoft.classicstorage/storageaccounts/disks\": { \"SingularDisplayName\": \"Disk (classic)\" }\r\n        ,\"microsoft.classicstorage/storageaccounts/osimages\": { \"SingularDisplayName\": \"OS image (classic)\" }\r\n        ,\"microsoft.classicstorage/storageaccounts/vmimages\": { \"SingularDisplayName\": \"VM image (classic)\" }\r\n        ,\"microsoft.cleanroom/cleanrooms\": { \"SingularDisplayName\": \"Microsoft.CleanRoom cleanroom\" }\r\n        ,\"microsoft.cleanroom/collaborations\": { \"SingularDisplayName\": \"Microsoft.CleanRoom collaboration\" }\r\n        ,\"microsoft.cleanroom/collaborations/contracts\": { \"SingularDisplayName\": \"Microsoft.CleanRoom collaborations contract\" }\r\n        ,\"microsoft.cleanroom/consortiums\": { \"SingularDisplayName\": \"Microsoft.CleanRoom consortium\" }\r\n        ,\"microsoft.cleanroom/microservices\": { \"SingularDisplayName\": \"Microsoft.CleanRoom microservice\" }\r\n        ,\"microsoft.cloud/hubs\": { \"SingularDisplayName\": \"FinOps hub\" }\r\n        ,\"microsoft.clouddeviceplatform/delegatedidentities\": { \"SingularDisplayName\": \"Microsoft.CloudDevicePlatform delegated identity\" }\r\n        ,\"microsoft.cloudhealth/healthmodels\": { \"SingularDisplayName\": \"Health Model\" }\r\n        ,\"microsoft.cloudtest/accounts\": { \"SingularDisplayName\": \"CloudTest Account\" }\r\n        ,\"microsoft.cloudtest/buildcaches\": { \"SingularDisplayName\": \"1ES Build Cache\" }\r\n        ,\"microsoft.cloudtest/hostedpools\": { \"SingularDisplayName\": \"1ES Hosted Pool\" }\r\n        ,\"microsoft.cloudtest/images\": { \"SingularDisplayName\": \"1ES Image\" }\r\n        ,\"microsoft.cloudtest/pools\": { \"SingularDisplayName\": \"CloudTest Pool\" }\r\n        ,\"microsoft.clusterstor/nodes\": { \"SingularDisplayName\": \"ClusterStor\" }\r\n        ,\"microsoft.codesigning/codesigningaccounts\": { \"SingularDisplayName\": \"Trusted Signing Account\" }\r\n        ,\"microsoft.codespaces/plans\": { \"SingularDisplayName\": \"Microsoft.Codespaces plan\" }\r\n        ,\"microsoft.cognitiveservices/accounts\": { \"SingularDisplayName\": \"Azure AI Foundry\" }\r\n        ,\"microsoft.cognitiveservices/accounts/projects\": { \"SingularDisplayName\": \"Azure AI Foundry project\" }\r\n        ,\"microsoft.cognitiveservices/commitmentplans\": { \"SingularDisplayName\": \"Microsoft.CognitiveServices commitment plan\" }\r\n        ,\"microsoft.cognitiveservices/commitmentplans/accountassociations\": { \"SingularDisplayName\": \"Microsoft.CognitiveServices commitment plans account association\" }\r\n        ,\"microsoft.communication/communicationservices\": { \"SingularDisplayName\": \"Communication Service\" }\r\n        ,\"microsoft.communication/emailservices\": { \"SingularDisplayName\": \"Email Communication Service\" }\r\n        ,\"microsoft.communication/emailservices/domains\": { \"SingularDisplayName\": \"Email Communication Services Domain\" }\r\n        ,\"microsoft.community/communitytrainings\": { \"SingularDisplayName\": \"Community Training\" }\r\n        ,\"microsoft.compositesolutions/compositesolutiondefinitions\": { \"SingularDisplayName\": \"Microsoft.CompositeSolutions composite solution definition\" }\r\n        ,\"microsoft.compositesolutions/compositesolutions\": { \"SingularDisplayName\": \"Microsoft.CompositeSolutions composite solution\" }\r\n        ,\"microsoft.compute/availabilitysets\": { \"SingularDisplayName\": \"Availability set\" }\r\n        ,\"microsoft.compute/capacityreservationgroups\": { \"SingularDisplayName\": \"Capacity Reservation Group\" }\r\n        ,\"microsoft.compute/capacityreservationgroups/capacityreservations\": { \"SingularDisplayName\": \"Capacity reservation\" }\r\n        ,\"microsoft.compute/capacityreservationgroupscomputehub\": { \"SingularDisplayName\": \"Capacity Reservation Group\" }\r\n        ,\"microsoft.compute/cloudservices\": { \"SingularDisplayName\": \"Cloud service (extended support)\" }\r\n        ,\"microsoft.compute/computefleetinstances\": { \"SingularDisplayName\": \"Instance\" }\r\n        ,\"microsoft.compute/computefleetscalesets\": { \"SingularDisplayName\": \"Virtual machine scale set\" }\r\n        ,\"microsoft.compute/diskaccesses\": { \"SingularDisplayName\": \"Disk Access\" }\r\n        ,\"microsoft.compute/diskencryptionsets\": { \"SingularDisplayName\": \"Disk Encryption Set\" }\r\n        ,\"microsoft.compute/disks\": { \"SingularDisplayName\": \"Disk\" }\r\n        ,\"microsoft.compute/galleries\": { \"SingularDisplayName\": \"Azure compute gallery\" }\r\n        ,\"microsoft.compute/galleries/applications\": { \"SingularDisplayName\": \"VM application definition\" }\r\n        ,\"microsoft.compute/galleries/applications/versions\": { \"SingularDisplayName\": \"VM application version\" }\r\n        ,\"microsoft.compute/galleries/images\": { \"SingularDisplayName\": \"VM image definition\" }\r\n        ,\"microsoft.compute/galleries/images/versions\": { \"SingularDisplayName\": \"VM image version\" }\r\n        ,\"microsoft.compute/galleries/imagescomputehub\": { \"SingularDisplayName\": \"VM image definition\" }\r\n        ,\"microsoft.compute/hostgroups\": { \"SingularDisplayName\": \"Host group\" }\r\n        ,\"microsoft.compute/hostgroups/hosts\": { \"SingularDisplayName\": \"Host\" }\r\n        ,\"microsoft.compute/hostgroupscomputehub\": { \"SingularDisplayName\": \"Host group\" }\r\n        ,\"microsoft.compute/images\": { \"SingularDisplayName\": \"Image\" }\r\n        ,\"microsoft.compute/imagescomputehub\": { \"SingularDisplayName\": \"Image\" }\r\n        ,\"microsoft.compute/locations/communitygalleries/images\": { \"SingularDisplayName\": \"Community image\" }\r\n        ,\"microsoft.compute/locations/communitygalleries/imagescomputehub\": { \"SingularDisplayName\": \"Community image\" }\r\n        ,\"microsoft.compute/proximityplacementgroups\": { \"SingularDisplayName\": \"Proximity placement group\" }\r\n        ,\"microsoft.compute/proximityplacementgroupscomputehub\": { \"SingularDisplayName\": \"Proximity placement group\" }\r\n        ,\"microsoft.compute/restorepointcollections\": { \"SingularDisplayName\": \"Restore Point Collection\" }\r\n        ,\"microsoft.compute/restorepointcollections/restorepoints\": { \"SingularDisplayName\": \"Restore Point\" }\r\n        ,\"microsoft.compute/snapshots\": { \"SingularDisplayName\": \"Snapshot\" }\r\n        ,\"microsoft.compute/sshpublickeys\": { \"SingularDisplayName\": \"SSH key\" }\r\n        ,\"microsoft.compute/standbypoolinstance\": { \"SingularDisplayName\": \"Standby pool\" }\r\n        ,\"microsoft.compute/virtualmachinecomputehub\": { \"SingularDisplayName\": \"Virtual machine\" }\r\n        ,\"microsoft.compute/virtualmachineflexinstances\": { \"SingularDisplayName\": \"Instance\" }\r\n        ,\"microsoft.compute/virtualmachines\": { \"SingularDisplayName\": \"Virtual machine\" }\r\n        ,\"microsoft.compute/virtualmachines/providers/guestconfigurationassignments\": { \"SingularDisplayName\": \"Guest Assignment\" }\r\n        ,\"microsoft.compute/virtualmachinescalesets\": { \"SingularDisplayName\": \"Virtual machine scale set\" }\r\n        ,\"microsoft.compute/virtualmachinescalesets/providers/guestconfigurationassignments\": { \"SingularDisplayName\": \"Guest Assignment\" }\r\n        ,\"microsoft.compute/virtualmachinescalesets/virtualmachines\": { \"SingularDisplayName\": \"Virtual machine scale set instance\" }\r\n        ,\"microsoft.compute/virtualmachinescalesets/virtualmachines/networkinterfaces/ipconfigurations/publicipaddresses\": { \"SingularDisplayName\": \"Public IP address\" }\r\n        ,\"microsoft.compute/virtualmachinescalesetscomputehub\": { \"SingularDisplayName\": \"Virtual machine scale set\" }\r\n        ,\"microsoft.computehub/advisorcost\": { \"SingularDisplayName\": \"Recommendations\" }\r\n        ,\"microsoft.computehub/advisoroperationalexcellence\": { \"SingularDisplayName\": \"Recommendations\" }\r\n        ,\"microsoft.computehub/advisorperformance\": { \"SingularDisplayName\": \"Recommendations\" }\r\n        ,\"microsoft.computehub/advisorreliability\": { \"SingularDisplayName\": \"Recommendations\" }\r\n        ,\"microsoft.computehub/advisorsecurity\": { \"SingularDisplayName\": \"Recommendations\" }\r\n        ,\"microsoft.computehub/all\": { \"SingularDisplayName\": \"All resources\" }\r\n        ,\"microsoft.computehub/backup\": { \"SingularDisplayName\": \"Backup job\" }\r\n        ,\"microsoft.computehub/computehubmain\": { \"SingularDisplayName\": \"Compute infrastructure\" }\r\n        ,\"microsoft.computehub/healthevents\": { \"SingularDisplayName\": \"Health events\" }\r\n        ,\"microsoft.computehub/linuxostype\": { \"SingularDisplayName\": \"Linux OS\" }\r\n        ,\"microsoft.computehub/microsoftdefenderfreetrialsubscription\": { \"SingularDisplayName\": \"Microsoft defender\" }\r\n        ,\"microsoft.computehub/microsoftdefenderstandardsubscription\": { \"SingularDisplayName\": \"Microsoft defender\" }\r\n        ,\"microsoft.computehub/outages\": { \"SingularDisplayName\": \"Outages\" }\r\n        ,\"microsoft.computehub/powerstatedeallocated\": { \"SingularDisplayName\": \"Power states\" }\r\n        ,\"microsoft.computehub/powerstaterunning\": { \"SingularDisplayName\": \"Power states\" }\r\n        ,\"microsoft.computehub/powerstatestopped\": { \"SingularDisplayName\": \"Power states\" }\r\n        ,\"microsoft.computehub/provisioningstatefailedresources\": { \"SingularDisplayName\": \"Provisioning states\" }\r\n        ,\"microsoft.computehub/provisioningstatesucceededresources\": { \"SingularDisplayName\": \"Provisioning states\" }\r\n        ,\"microsoft.computehub/windowsostype\": { \"SingularDisplayName\": \"Windows OS\" }\r\n        ,\"microsoft.computeschedule/autoactions\": { \"SingularDisplayName\": \"Automatic Action\" }\r\n        ,\"microsoft.computeschedule/autoactions/occurrences\": { \"SingularDisplayName\": \"Microsoft.ComputeSchedule auto actions occurrence\" }\r\n        ,\"microsoft.confidentialledger/ledgers\": { \"SingularDisplayName\": \"Confidential Ledger\" }\r\n        ,\"microsoft.confidentialledger/managedccfs\": { \"SingularDisplayName\": \"Managed CCF App\" }\r\n        ,\"microsoft.confluent/agreements\": { \"SingularDisplayName\": \"Microsoft.Confluent agreement\" }\r\n        ,\"microsoft.confluent/organizations\": { \"SingularDisplayName\": \"Confluent organization\" }\r\n        ,\"microsoft.connectedcache/cachenodes\": { \"SingularDisplayName\": \"Connected Cache for ISP\" }\r\n        ,\"microsoft.connectedcache/enterprisecustomers\": { \"SingularDisplayName\": \"Connected Cache for Enterprise & Education\" }\r\n        ,\"microsoft.connectedcache/enterprisemcccustomers\": { \"SingularDisplayName\": \"Connected Cache for Enterprise & Education\" }\r\n        ,\"microsoft.connectedcache/enterprisemcccustomers/enterprisemcccachenodes\": { \"SingularDisplayName\": \"MCC CacheNode for Enterprise\" }\r\n        ,\"microsoft.connectedcache/ispcustomers\": { \"SingularDisplayName\": \"Connected Cache for ISP\" }\r\n        ,\"microsoft.connectedcredentials/credentials\": { \"SingularDisplayName\": \"Microsoft.ConnectedCredentials credential\" }\r\n        ,\"microsoft.connectedvehicle/platformaccounts\": { \"SingularDisplayName\": \"Microsoft.ConnectedVehicle platform account\" }\r\n        ,\"microsoft.connectedvmwarevsphere/clusters\": { \"SingularDisplayName\": \"Microsoft.ConnectedVMwarevSphere cluster\" }\r\n        ,\"microsoft.connectedvmwarevsphere/datastores\": { \"SingularDisplayName\": \"Microsoft.ConnectedVMwarevSphere datastore\" }\r\n        ,\"microsoft.connectedvmwarevsphere/hosts\": { \"SingularDisplayName\": \"Microsoft.ConnectedVMwarevSphere host\" }\r\n        ,\"microsoft.connectedvmwarevsphere/resourcepools\": { \"SingularDisplayName\": \"Microsoft.ConnectedVMwarevSphere resource pool\" }\r\n        ,\"microsoft.connectedvmwarevsphere/vcenters\": { \"SingularDisplayName\": \"VMware vCenter\" }\r\n        ,\"microsoft.connectedvmwarevsphere/virtualmachineinstances\": { \"SingularDisplayName\": \"Microsoft.ConnectedVMwarevSphere virtual machine instance\" }\r\n        ,\"microsoft.connectedvmwarevsphere/virtualmachineinstances/guestagents\": { \"SingularDisplayName\": \"Microsoft.ConnectedVMwarevSphere virtual machine instances guest agent\" }\r\n        ,\"microsoft.connectedvmwarevsphere/virtualmachineinstances/hybrididentitymetadata\": { \"SingularDisplayName\": \"Microsoft.ConnectedVMwarevSphere virtual machine instances hybrid identity metadata\" }\r\n        ,\"microsoft.connectedvmwarevsphere/virtualmachines\": { \"SingularDisplayName\": \"VMware + AVS virtual machine\" }\r\n        ,\"microsoft.connectedvmwarevsphere/virtualmachines/providers/guestconfigurationassignments\": { \"SingularDisplayName\": \"Guest Assignment\" }\r\n        ,\"microsoft.connectedvmwarevsphere/virtualmachinetemplates\": { \"SingularDisplayName\": \"Microsoft.ConnectedVMwarevSphere virtual machine template\" }\r\n        ,\"microsoft.connectedvmwarevsphere/virtualnetworks\": { \"SingularDisplayName\": \"Microsoft.ConnectedVMwarevSphere virtual network\" }\r\n        ,\"microsoft.consumption/budgets\": { \"SingularDisplayName\": \"Microsoft.Consumption budget\" }\r\n        ,\"microsoft.consumption/credits\": { \"SingularDisplayName\": \"Microsoft.Consumption credit\" }\r\n        ,\"microsoft.consumption/pricesheets\": { \"SingularDisplayName\": \"Microsoft.Consumption pricesheet\" }\r\n        ,\"microsoft.containerinstance/containergroupprofiles\": { \"SingularDisplayName\": \"Microsoft.ContainerInstance container group profile\" }\r\n        ,\"microsoft.containerinstance/containergroupprofiles/revisions\": { \"SingularDisplayName\": \"Microsoft.ContainerInstance container group profiles revision\" }\r\n        ,\"microsoft.containerinstance/containergroups\": { \"SingularDisplayName\": \"Container instances\" }\r\n        ,\"microsoft.containerinstance/ngroups\": { \"SingularDisplayName\": \"Microsoft.ContainerInstance ngroup\" }\r\n        ,\"microsoft.containerregistry/registries\": { \"SingularDisplayName\": \"Container registry\" }\r\n        ,\"microsoft.containerregistry/registries/replications\": { \"SingularDisplayName\": \"Container registry replication\" }\r\n        ,\"microsoft.containerregistry/registries/scopemaps\": { \"SingularDisplayName\": \"Container registry scope map\" }\r\n        ,\"microsoft.containerregistry/registries/tokens\": { \"SingularDisplayName\": \"Container registry token\" }\r\n        ,\"microsoft.containerregistry/registries/webhooks\": { \"SingularDisplayName\": \"Container registry webhook\" }\r\n        ,\"microsoft.containerservice/fleets\": { \"SingularDisplayName\": \"Kubernetes fleet manager\" }\r\n        ,\"microsoft.containerservice/managedclusters\": { \"SingularDisplayName\": \"Kubernetes service\" }\r\n        ,\"microsoft.containerservice/managedclusters/managednamespaces\": { \"SingularDisplayName\": \"Managed namespace\" }\r\n        ,\"microsoft.containerservice/managedclusters/microsoft.kubernetesconfiguration/extensions\": { \"SingularDisplayName\": \"Kubernetes service extension\" }\r\n        ,\"microsoft.containerservice/managedclusters/microsoft.kubernetesconfiguration/fluxconfigurations\": { \"SingularDisplayName\": \"GitOps configuration\" }\r\n        ,\"microsoft.containerservice/managedclusters/microsoft.kubernetesconfiguration/namespaces\": { \"SingularDisplayName\": \"Kubernetes namespace\" }\r\n        ,\"microsoft.containerservice/managedclusters/namespaces\": { \"SingularDisplayName\": \"Managed namespace\" }\r\n        ,\"microsoft.containerservice/managedclustersnapshots\": { \"SingularDisplayName\": \"Microsoft.ContainerService managedclustersnapshot\" }\r\n        ,\"microsoft.containerservice/snapshots\": { \"SingularDisplayName\": \"Microsoft.ContainerService snapshot\" }\r\n        ,\"microsoft.containerstorage/pools\": { \"SingularDisplayName\": \"Container storage\" }\r\n        ,\"microsoft.costmanagement/alerts\": { \"SingularDisplayName\": \"Microsoft.CostManagement alert\" }\r\n        ,\"microsoft.costmanagement/budgets\": { \"SingularDisplayName\": \"Microsoft.CostManagement budget\" }\r\n        ,\"microsoft.costmanagement/cloudconnectors\": { \"SingularDisplayName\": \"Microsoft.CostManagement cloud connector\" }\r\n        ,\"microsoft.costmanagement/connectors\": { \"SingularDisplayName\": \"Microsoft.CostManagement connector\" }\r\n        ,\"microsoft.costmanagement/costallocationrules\": { \"SingularDisplayName\": \"Microsoft.CostManagement cost allocation rule\" }\r\n        ,\"microsoft.costmanagement/costdetailsoperationresults\": { \"SingularDisplayName\": \"Microsoft.CostManagement cost details operation result\" }\r\n        ,\"microsoft.costmanagement/exports\": { \"SingularDisplayName\": \"Microsoft.CostManagement export\" }\r\n        ,\"microsoft.costmanagement/externalbillingaccounts\": { \"SingularDisplayName\": \"Microsoft.CostManagement external billing account\" }\r\n        ,\"microsoft.costmanagement/externalsubscriptions\": { \"SingularDisplayName\": \"Microsoft.CostManagement external subscription\" }\r\n        ,\"microsoft.costmanagement/markuprules\": { \"SingularDisplayName\": 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,\"microsoft.eventhub/clusters\": { \"SingularDisplayName\": \"Event Hubs Cluster\" }\r\n        ,\"microsoft.eventhub/namespaces\": { \"SingularDisplayName\": \"Event Hubs namespace\" }\r\n        ,\"microsoft.eventhub/namespaces/disasterrecoveryconfigs\": { \"SingularDisplayName\": \"Event Hubs Geo-DR Alias\" }\r\n        ,\"microsoft.eventhub/namespaces/eventhubs\": { \"SingularDisplayName\": \"Event Hubs Instance\" }\r\n        ,\"microsoft.eventhub/namespaces/providers/diagnosticsettings\": { \"SingularDisplayName\": \"Diagnostic settings\" }\r\n        ,\"microsoft.eventhub/namespaces/schemagroups\": { \"SingularDisplayName\": \"Schema Group\" }\r\n        ,\"microsoft.experimentation/experimentworkspaces\": { \"SingularDisplayName\": \"Experiment Workspace\" }\r\n        ,\"microsoft.extendedlocation/customlocations\": { \"SingularDisplayName\": \"Custom location\" }\r\n        ,\"microsoft.fabric/capacities\": { \"SingularDisplayName\": \"Fabric Capacity\" }\r\n        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,\"microsoft.fairfieldgardens/provisioningresources/provisioningpolicies\": { \"SingularDisplayName\": \"Provisioning policy\" }\r\n        ,\"microsoft.falcon/namespaces\": { \"SingularDisplayName\": \"Microsoft.Falcon namespace\" }\r\n        ,\"microsoft.features/featureprovidernamespaces/featureconfigurations\": { \"SingularDisplayName\": \"Preview features\" }\r\n        ,\"microsoft.fidalgo/devcenters\": { \"SingularDisplayName\": \"Microsoft.Fidalgo devcenter\" }\r\n        ,\"microsoft.fidalgo/devcenters/attachednetworks\": { \"SingularDisplayName\": \"Microsoft.Fidalgo devcenters attachednetwork\" }\r\n        ,\"microsoft.fidalgo/devcenters/catalogs\": { \"SingularDisplayName\": \"Microsoft.Fidalgo devcenters catalog\" }\r\n        ,\"microsoft.fidalgo/devcenters/catalogs/items\": { \"SingularDisplayName\": \"Microsoft.Fidalgo devcenters catalogs item\" }\r\n        ,\"microsoft.fidalgo/devcenters/devboxdefinitions\": { \"SingularDisplayName\": \"Microsoft.Fidalgo devcenters devboxdefinition\" }\r\n        ,\"microsoft.fidalgo/devcenters/environmenttypes\": { \"SingularDisplayName\": \"Microsoft.Fidalgo devcenters environment type\" }\r\n        ,\"microsoft.fidalgo/devcenters/galleries\": { \"SingularDisplayName\": \"Microsoft.Fidalgo devcenters gallery\" }\r\n        ,\"microsoft.fidalgo/devcenters/galleries/images\": { \"SingularDisplayName\": \"Microsoft.Fidalgo devcenters galleries image\" }\r\n        ,\"microsoft.fidalgo/devcenters/galleries/images/versions\": { \"SingularDisplayName\": \"Microsoft.Fidalgo devcenters galleries images version\" }\r\n        ,\"microsoft.fidalgo/devcenters/mappings\": { \"SingularDisplayName\": \"Microsoft.Fidalgo devcenters mapping\" }\r\n        ,\"microsoft.fidalgo/machinedefinitions\": { \"SingularDisplayName\": \"Microsoft.Fidalgo machinedefinition\" }\r\n        ,\"microsoft.fidalgo/networksettings\": { \"SingularDisplayName\": \"Microsoft.Fidalgo networksetting\" }\r\n        ,\"microsoft.fidalgo/networksettings/healthchecks\": { \"SingularDisplayName\": \"Microsoft.Fidalgo networksettings healthcheck\" }\r\n        ,\"microsoft.fidalgo/projects\": { \"SingularDisplayName\": \"Microsoft.Fidalgo project\" }\r\n        ,\"microsoft.fidalgo/projects/attachednetworks\": { \"SingularDisplayName\": \"Microsoft.Fidalgo projects attachednetwork\" }\r\n        ,\"microsoft.fidalgo/projects/devboxdefinitions\": { \"SingularDisplayName\": \"Microsoft.Fidalgo projects devboxdefinition\" }\r\n        ,\"microsoft.fidalgo/projects/environments\": { \"SingularDisplayName\": \"Microsoft.Fidalgo projects environment\" }\r\n        ,\"microsoft.fidalgo/projects/pools\": { \"SingularDisplayName\": \"Microsoft.Fidalgo projects pool\" }\r\n        ,\"microsoft.fileshares/fileshares\": { \"SingularDisplayName\": \"File share\" }\r\n        ,\"microsoft.fluidrelay/fluidrelayservers\": { \"SingularDisplayName\": \"Fluid Relay\" }\r\n        ,\"microsoft.footprintmonitoring/profiles\": { \"SingularDisplayName\": \"Microsoft.FootprintMonitoring profile\" }\r\n        ,\"microsoft.footprintmonitoring/profiles/experiments\": { \"SingularDisplayName\": \"Microsoft.FootprintMonitoring profiles experiment\" }\r\n        ,\"microsoft.footprintmonitoring/profiles/measurementendpoints\": { \"SingularDisplayName\": \"Microsoft.FootprintMonitoring profiles measurement endpoint\" }\r\n        ,\"microsoft.footprintmonitoring/profiles/measurementendpoints/conditions\": { \"SingularDisplayName\": \"Microsoft.FootprintMonitoring profiles measurement endpoints condition\" }\r\n        ,\"microsoft.gallery/myareas/galleryitems\": { \"SingularDisplayName\": \"Template\" }\r\n        ,\"microsoft.genomics/accounts\": { \"SingularDisplayName\": \"Genomics account\" }\r\n        ,\"microsoft.graph/azureadapplication\": { \"SingularDisplayName\": \"Entra application\" }\r\n        ,\"microsoft.graph/azureadapplicationprototype\": { \"SingularDisplayName\": \"Microsoft.Graph Azure ad application prototype\" }\r\n        ,\"microsoft.graphservices/accounts\": { \"SingularDisplayName\": \"Metered API account\" }\r\n        ,\"microsoft.guestconfiguration/guestconfigurationassignments\": { \"SingularDisplayName\": \"Microsoft.GuestConfiguration guest configuration assignment\" }\r\n        ,\"microsoft.guestconfiguration/guestconfigurationassignments/reports\": { \"SingularDisplayName\": \"Microsoft.GuestConfiguration guest configuration assignments report\" }\r\n        ,\"microsoft.hanaonazure/hanainstances\": { \"SingularDisplayName\": \"SAP HANA on Azure\" }\r\n        ,\"microsoft.hanaonazure/sapmonitors\": { \"SingularDisplayName\": \"Azure Monitor for SAP Solutions (classic)\" }\r\n        ,\"microsoft.hardware/orders\": { \"SingularDisplayName\": \"Microsoft.Hardware order\" }\r\n        ,\"microsoft.hardwaresecuritymodules/cloudhsmclusters\": { \"SingularDisplayName\": \"Azure Cloud HSM\" }\r\n        ,\"microsoft.hdinsight/clusterpools\": { \"SingularDisplayName\": \"Azure HDInsight on AKS cluster pool\" }\r\n        ,\"microsoft.hdinsight/clusterpools/clusters\": { \"SingularDisplayName\": \"Azure HDInsight on AKS cluster\" }\r\n        ,\"microsoft.hdinsight/clusterpools/clusters/instanceviews\": { \"SingularDisplayName\": \"Microsoft.HDInsight clusterpools clusters instance view\" }\r\n        ,\"microsoft.hdinsight/clusters\": { \"SingularDisplayName\": \"HDInsight cluster\" }\r\n        ,\"microsoft.healthbot/healthbots\": { \"SingularDisplayName\": \"Healthcare agent service\" }\r\n        ,\"microsoft.healthcareapis/services\": { \"SingularDisplayName\": \"Azure API for FHIR\" }\r\n        ,\"microsoft.healthcareapis/workspaces\": { \"SingularDisplayName\": \"Health Data Services workspace\" }\r\n        ,\"microsoft.healthcareapis/workspaces/dicomservices\": { \"SingularDisplayName\": \"DICOM service\" }\r\n        ,\"microsoft.healthcareapis/workspaces/fhirservices\": { \"SingularDisplayName\": \"FHIR service\" }\r\n        ,\"microsoft.healthcareapis/workspaces/iotconnectors\": { \"SingularDisplayName\": \"MedTech service\" }\r\n        ,\"microsoft.healthdataaiservices/deidservices\": { \"SingularDisplayName\": \"De-identification Service\" }\r\n        ,\"microsoft.healthmodel/healthmodels\": { \"SingularDisplayName\": \"Health Model\" }\r\n        ,\"microsoft.healthplatform/accounts\": { \"SingularDisplayName\": \"Microsoft.HealthPlatform account\" }\r\n        ,\"microsoft.help/diagnostics\": { \"SingularDisplayName\": \"Microsoft.Help diagnostic\" }\r\n        ,\"microsoft.help/selfhelp\": { \"SingularDisplayName\": \"Microsoft.Help self help\" }\r\n        ,\"microsoft.help/simplifiedsolutions\": { \"SingularDisplayName\": \"Microsoft.Help simplified solution\" }\r\n        ,\"microsoft.help/solutions\": { \"SingularDisplayName\": \"Microsoft.Help solution\" }\r\n        ,\"microsoft.help/troubleshooters\": { \"SingularDisplayName\": \"Microsoft.Help troubleshooter\" }\r\n        ,\"microsoft.hpcworkbench/instances\": { \"SingularDisplayName\": \"Microsoft.HpcWorkbench instance\" }\r\n        ,\"microsoft.hpcworkbench/instances/chambers\": { \"SingularDisplayName\": \"Microsoft.HpcWorkbench instances chamber\" }\r\n        ,\"microsoft.hpcworkbench/instances/chambers/accessprofiles\": { \"SingularDisplayName\": \"Microsoft.HpcWorkbench instances chambers access profile\" }\r\n        ,\"microsoft.hpcworkbench/instances/chambers/filerequests\": { \"SingularDisplayName\": \"Microsoft.HpcWorkbench instances chambers file request\" }\r\n        ,\"microsoft.hpcworkbench/instances/chambers/files\": { \"SingularDisplayName\": \"Microsoft.HpcWorkbench instances chambers file\" }\r\n        ,\"microsoft.hpcworkbench/instances/chambers/storages\": { \"SingularDisplayName\": \"Microsoft.HpcWorkbench instances chambers storage\" }\r\n        ,\"microsoft.hpcworkbench/instances/chambers/workloads\": { \"SingularDisplayName\": \"Microsoft.HpcWorkbench instances chambers workload\" }\r\n        ,\"microsoft.hpcworkbench/instances/consortiums\": { \"SingularDisplayName\": \"Microsoft.HpcWorkbench instances consortium\" }\r\n        ,\"microsoft.hybridcloud/cloudconnections\": { \"SingularDisplayName\": \"Microsoft.HybridCloud cloud connection\" }\r\n        ,\"microsoft.hybridcloud/cloudconnectors\": { \"SingularDisplayName\": \"Microsoft.HybridCloud cloud connector\" }\r\n        ,\"microsoft.hybridcompute/arcgatewayassociatedresources\": { \"SingularDisplayName\": \"Arc gateway associated resource\" }\r\n        ,\"microsoft.hybridcompute/arcserverwithwac\": { \"SingularDisplayName\": \"Machine - Azure Arc\" }\r\n        ,\"microsoft.hybridcompute/gateways\": { \"SingularDisplayName\": \"Arc gateway\" }\r\n        ,\"microsoft.hybridcompute/licenses\": { \"SingularDisplayName\": \"Extended Security Updates - Windows Server 2012/R2\" }\r\n        ,\"microsoft.hybridcompute/machines\": { \"SingularDisplayName\": \"Machine - Azure Arc\" }\r\n        ,\"microsoft.hybridcompute/machines/microsoft.awsconnector/ec2instances\": { \"SingularDisplayName\": \"Microsoft.AwsConnector ec2 instance\" }\r\n        ,\"microsoft.hybridcompute/machines/microsoft.connectedvmwarevsphere/virtualmachineinstances\": { \"SingularDisplayName\": \"VMware + AVS virtual machine\" }\r\n        ,\"microsoft.hybridcompute/machines/providers/guestconfigurationassignments\": { \"SingularDisplayName\": \"Guest Assignment\" }\r\n        ,\"microsoft.hybridcompute/machinesesu\": { \"SingularDisplayName\": \"Machine - Azure Arc\" }\r\n        ,\"microsoft.hybridcompute/machinespaygo\": { \"SingularDisplayName\": \"Machine - Azure Arc\" }\r\n        ,\"microsoft.hybridcompute/machinessoftwareassurance\": { \"SingularDisplayName\": \"Machine - Azure Arc\" }\r\n        ,\"microsoft.hybridcompute/machinessovereign\": { \"SingularDisplayName\": \"Machine - Azure Arc\" }\r\n        ,\"microsoft.hybridcompute/privatelinkscopes\": { \"SingularDisplayName\": \"Azure Arc Private Link Scope\" }\r\n        ,\"microsoft.hybridcompute/settings\": { \"SingularDisplayName\": \"Microsoft.HybridCompute setting\" }\r\n        ,\"microsoft.hybridconnectivity/endpoints\": { \"SingularDisplayName\": \"Microsoft.HybridConnectivity endpoint\" }\r\n        ,\"microsoft.hybridconnectivity/endpoints/serviceconfigurations\": { \"SingularDisplayName\": \"Microsoft.HybridConnectivity endpoints service configuration\" }\r\n        ,\"microsoft.hybridconnectivity/publiccloudconnectors\": { \"SingularDisplayName\": \"Multicloud connector\" }\r\n        ,\"microsoft.hybridconnectivity/solutionconfigurations\": { \"SingularDisplayName\": \"Microsoft.HybridConnectivity solution configuration\" }\r\n        ,\"microsoft.hybridconnectivity/solutionconfigurations/inventory\": { \"SingularDisplayName\": \"Microsoft.HybridConnectivity solution configurations inventory\" }\r\n        ,\"microsoft.hybridconnectivity/solutiontypes\": { \"SingularDisplayName\": \"Microsoft.HybridConnectivity solution type\" }\r\n        ,\"microsoft.hybridcontainerservice/kubernetesversions\": { \"SingularDisplayName\": \"Microsoft.HybridContainerService kubernetes version\" }\r\n        ,\"microsoft.hybridcontainerservice/provisionedclusterinstances\": { \"SingularDisplayName\": \"Microsoft.HybridContainerService provisioned cluster instance\" }\r\n        ,\"microsoft.hybridcontainerservice/provisionedclusterinstances/agentpools\": { \"SingularDisplayName\": \"Microsoft.HybridContainerService provisioned cluster instances agent pool\" }\r\n        ,\"microsoft.hybridcontainerservice/provisionedclusterinstances/hybrididentitymetadata\": { \"SingularDisplayName\": \"Microsoft.HybridContainerService provisioned cluster instances hybrid identity metadata\" }\r\n        ,\"microsoft.hybridcontainerservice/provisionedclusterinstances/upgradeprofiles\": { \"SingularDisplayName\": \"Microsoft.HybridContainerService provisioned cluster instances upgrade profile\" }\r\n        ,\"microsoft.hybridcontainerservice/provisionedclusters\": { \"SingularDisplayName\": \"Kubernetes hybrid - Azure Arc\" }\r\n        ,\"microsoft.hybridcontainerservice/skus\": { \"SingularDisplayName\": \"Microsoft.HybridContainerService SKU\" }\r\n        ,\"microsoft.hybridcontainerservice/storagespaces\": { \"SingularDisplayName\": \"Microsoft.HybridContainerService storage space\" }\r\n        ,\"microsoft.hybridcontainerservice/virtualnetworks\": { \"SingularDisplayName\": \"Microsoft.HybridContainerService virtual network\" }\r\n        ,\"microsoft.hybriddata/datamanagers\": { \"SingularDisplayName\": \"Microsoft.HybridData data manager\" }\r\n        ,\"microsoft.hybriddata/datamanagers/dataservices\": { \"SingularDisplayName\": \"Microsoft.HybridData data managers data service\" }\r\n        ,\"microsoft.hybriddata/datamanagers/dataservices/jobdefinitions\": { \"SingularDisplayName\": \"Microsoft.HybridData data managers data services job definition\" }\r\n        ,\"microsoft.hybriddata/datamanagers/dataservices/jobdefinitions/jobs\": { \"SingularDisplayName\": \"Microsoft.HybridData data managers data services job definitions job\" }\r\n        ,\"microsoft.hybriddata/datamanagers/datastores\": { \"SingularDisplayName\": \"Microsoft.HybridData data managers data store\" }\r\n        ,\"microsoft.hybriddata/datamanagers/datastoretypes\": { \"SingularDisplayName\": \"Microsoft.HybridData data managers data store type\" }\r\n        ,\"microsoft.hybriddata/datamanagers/publickeys\": { \"SingularDisplayName\": \"Microsoft.HybridData data managers public key\" }\r\n        ,\"microsoft.hybridnetwork/configurationgroupvalues\": { \"SingularDisplayName\": \"Configuration Group Value\" }\r\n        ,\"microsoft.hybridnetwork/devices\": { \"SingularDisplayName\": \"Azure Network Function Manager ? Device\" }\r\n        ,\"microsoft.hybridnetwork/networkfunctions\": { \"SingularDisplayName\": \"Azure Network Function Manager ? Network Function\" }\r\n        ,\"microsoft.hybridnetwork/proxypublishers\": { \"SingularDisplayName\": \"Microsoft.HybridNetwork proxy publisher\" }\r\n        ,\"microsoft.hybridnetwork/proxypublishers/artifactstores\": { \"SingularDisplayName\": \"Microsoft.HybridNetwork proxy publishers artifact store\" }\r\n        ,\"microsoft.hybridnetwork/proxypublishers/configurationgroupschemas\": { \"SingularDisplayName\": \"Microsoft.HybridNetwork proxy publishers configuration group schema\" }\r\n        ,\"microsoft.hybridnetwork/proxypublishers/networkfunctiondefinitiongroups\": { \"SingularDisplayName\": \"Microsoft.HybridNetwork proxy publishers network function definition group\" }\r\n        ,\"microsoft.hybridnetwork/proxypublishers/networkfunctiondefinitiongroups/networkfunctiondefinitionversions\": { \"SingularDisplayName\": \"Microsoft.HybridNetwork proxy publishers network function definition groups network function definition version\" }\r\n        ,\"microsoft.hybridnetwork/proxypublishers/networkservicedesigngroups\": { \"SingularDisplayName\": \"Microsoft.HybridNetwork proxy publishers network service design group\" }\r\n        ,\"microsoft.hybridnetwork/proxypublishers/networkservicedesigngroups/networkservicedesignversions\": { \"SingularDisplayName\": \"Microsoft.HybridNetwork proxy publishers network service design groups network service design version\" }\r\n        ,\"microsoft.hybridnetwork/publishers\": { \"SingularDisplayName\": \"Publisher\" }\r\n        ,\"microsoft.hybridnetwork/publishers/artifactstores\": { \"SingularDisplayName\": \"Publisher Artifact Store\" }\r\n        ,\"microsoft.hybridnetwork/publishers/artifactstores/artifactmanifests\": { \"SingularDisplayName\": \"Publisher Artifact Manifest\" }\r\n        ,\"microsoft.hybridnetwork/publishers/configurationgroupschemas\": { \"SingularDisplayName\": \"Configuration Group Schema\" }\r\n        ,\"microsoft.hybridnetwork/publishers/networkfunctiondefinitiongroups\": { \"SingularDisplayName\": \"Network Function Definition\" }\r\n        ,\"microsoft.hybridnetwork/publishers/networkfunctiondefinitiongroups/networkfunctiondefinitionversions\": { \"SingularDisplayName\": \"Network Function Definition Version\" }\r\n        ,\"microsoft.hybridnetwork/publishers/networkservicedesigngroups\": { \"SingularDisplayName\": \"Network Service Design\" }\r\n        ,\"microsoft.hybridnetwork/publishers/networkservicedesigngroups/networkservicedesignversions\": { \"SingularDisplayName\": \"Network Service Design Version\" }\r\n        ,\"microsoft.hybridnetwork/servicemanagementcontainers\": { \"SingularDisplayName\": \"Microsoft.HybridNetwork service management container\" }\r\n        ,\"microsoft.hybridnetwork/servicemanagementcontainers/rolloutsequences\": { \"SingularDisplayName\": \"Microsoft.HybridNetwork service management containers rollout sequence\" }\r\n        ,\"microsoft.hybridnetwork/servicemanagementcontainers/rollouttiers\": { \"SingularDisplayName\": \"Microsoft.HybridNetwork service management containers rollout tier\" }\r\n        ,\"microsoft.hybridnetwork/servicemanagementcontainers/updatespecifications\": { \"SingularDisplayName\": \"Microsoft.HybridNetwork service management containers update specification\" }\r\n        ,\"microsoft.hybridnetwork/servicemanagementcontainers/updatespecifications/rollouts\": { \"SingularDisplayName\": \"Microsoft.HybridNetwork service management containers update specifications rollout\" }\r\n        ,\"microsoft.hybridnetwork/servicemanagementcontainers/updatespecifications/rollouts/statuses\": { \"SingularDisplayName\": \"Microsoft.HybridNetwork service management containers update specifications rollouts statuse\" }\r\n        ,\"microsoft.hybridnetwork/sitenetworkservices\": { \"SingularDisplayName\": \"Site Network Service\" }\r\n        ,\"microsoft.hybridnetwork/sites\": { \"SingularDisplayName\": \"Site\" }\r\n    })[tolower(id)]\r\n}\r\n",
+                    "$fxv#10": "// Copyright (c) Microsoft Corporation.\r\n// Licensed under the MIT License.\r\n\r\n//======================================================================================================================\r\n// Ingestion database\r\n// See known issues @ https://github.com/microsoft/finops-toolkit/issues/1111\r\n//======================================================================================================================\r\n\r\n// For allowed commands, see https://learn.microsoft.com/azure/data-explorer/database-script\r\n\r\n//===| Prices |=========================================================================================================\r\n// Supported versions:\r\n// - MS EA 2023-05-01  -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/price-sheet-ea\r\n// - MS MCA 2023-05-01 -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/price-sheet-mca\r\n//======================================================================================================================\r\n\r\n// Prices_transform_v1_2 function\r\n.create-or-alter function\r\nwith (docstring='Transforms Prices_raw into FOCUS 1.2.', folder='Prices')\r\nPrices_transform_v1_2()\r\n{\r\n    // NOTE: All open issues and questions are tracked @ https://github.com/microsoft/finops-toolkit/issues/1111\r\n    let isoMonths = (duration: string) {\r\n        let number = toint(replace_regex(duration, @'[PMY]', ''));\r\n        toint(case(\r\n            duration == '', int(null),\r\n            duration endswith \"Y\", number * 12,\r\n            duration endswith \"M\", number,\r\n            -1\r\n        ))\r\n    };\r\n    let prices = materialize(\r\n        Prices_raw\r\n        | extend PricingCurrency = coalesce(Currency, CurrencyCode)  // CurrencyCode last as a fallback only\r\n        | extend x_SkuId = coalesce(SkuId, SkuID)\r\n        | extend x_SkuMeterId = coalesce(MeterId, MeterID)\r\n        | extend x_SkuProductId = coalesce(ProductId, ProductID)\r\n        | extend x_SkuTerm = isoMonths(Term)\r\n        | project-rename\r\n            SkuMeter = MeterName,\r\n            x_BaseUnitPrice = BasePrice,\r\n            x_EffectivePeriodEnd = EffectiveEndDate,\r\n            x_EffectivePeriodStart = EffectiveStartDate,\r\n            x_PricingUnitDescription = UnitOfMeasure,\r\n            x_SkuIncludedQuantity = IncludedQuantity,\r\n            x_SkuMeterCategory = MeterCategory,\r\n            x_SkuMeterSubcategory = MeterSubCategory,\r\n            x_SkuMeterType = MeterType,\r\n            x_SkuOfferId = OfferID,\r\n            x_SkuPartNumber = PartNumber,\r\n            x_SkuPriceType = PriceType,\r\n            x_SkuRegion = MeterRegion,\r\n            x_SkuServiceFamily = ServiceFamily,\r\n            x_SkuTier = TierMinimumUnits\r\n        | extend ContractedUnitPrice = iff(x_SkuPriceType != 'SavingsPlan', UnitPrice, real(null))  // UnitPrice for savings plan is not the on-demand unit price\r\n        | extend ListUnitPrice = iff(x_SkuPriceType != 'SavingsPlan', MarketPrice, real(null))  // MarketPrice for savings plan is not the list price\r\n        | extend ChargeCategory = case(\r\n            x_SkuPriceType == 'Consumption', 'Usage',\r\n            x_SkuPriceType == 'ReservedInstance', 'Purchase',\r\n            x_SkuPriceType == 'SavingsPlan', 'Usage',  // Savings plan prices are for committed usage, not the purchase\r\n            ''\r\n        )\r\n        | extend SkuPriceIdv2 = strcat(case(x_SkuPriceType == 'Consumption', 'OD', x_SkuPriceType == 'ReservedInstance', 'RI', x_SkuPriceType == 'SavingsPlan', 'SP', 'XX'), substring(ChargeCategory, 0, 1), x_SkuTerm, '_', x_SkuProductId, '_', x_SkuId, '_', x_SkuMeterType, '_', x_SkuTier, x_SkuOfferId)\r\n        | extend x_BillingAccountId = iff(BillingAccountId startswith '/', split(BillingAccountId, '/')[-1], coalesce(BillingAccountId, EnrollmentNumber))\r\n        | extend x_BillingProfileId = iff(BillingProfileId startswith '/', split(BillingProfileId, '/')[-1], coalesce(BillingProfileId, EnrollmentNumber))\r\n        | extend tmp_SavingsPlanKey = strcat(x_SkuMeterId, x_SkuProductId, x_SkuId, x_SkuTier, x_SkuOfferId)\r\n        //\r\n        // Get latest ingested row based on the unique ID\r\n        | extend x_IngestionTime = ingestion_time()\r\n    );\r\n    //\r\n    // Meters for reservations and savings plans to identify commitment eligibility\r\n    let riMeters = prices | where x_SkuPriceType == 'ReservedInstance' | distinct x_SkuMeterId;\r\n    let spMeters = prices | where x_SkuPriceType == 'SavingsPlan' | distinct x_SkuMeterId;\r\n    //\r\n    // Copy list/base/contracted prices from on-demand SKUs\r\n    prices\r\n    | where x_SkuPriceType == 'SavingsPlan'\r\n    // If we use join, specify the shuffle key\r\n    // TODO: Compare join vs. lookup perf -- | join kind=leftouter hint.strategy=shuffle (prices | where x_SkuPriceType == 'Consumption' | where x_SkuMeterId in (spMeters) | distinct tmp_SavingsPlanKey, ListUnitPrice, ContractedUnitPrice, x_BaseUnitPrice) on tmp_SavingsPlanKey\r\n    | lookup kind=leftouter (prices | where x_SkuPriceType == 'Consumption' | where x_SkuMeterId in (spMeters) | distinct tmp_SavingsPlanKey, ListUnitPrice, ContractedUnitPrice, x_BaseUnitPrice) on tmp_SavingsPlanKey\r\n    | extend ListUnitPrice = coalesce(ListUnitPrice, ListUnitPrice1)\r\n    | extend ContractedUnitPrice = coalesce(ContractedUnitPrice, ContractedUnitPrice1)\r\n    | extend x_BaseUnitPrice = coalesce(x_BaseUnitPrice, x_BaseUnitPrice1)\r\n    | project-away ListUnitPrice1, ContractedUnitPrice1, x_BaseUnitPrice1, tmp_SavingsPlanKey\r\n    | union ((prices | where x_SkuPriceType != 'SavingsPlan'))\r\n    //\r\n    // Set CommitmentDiscountCategory for reuse\r\n    | extend CommitmentDiscountCategory = case(\r\n        x_SkuPriceType == 'ReservedInstance', 'Usage',\r\n        x_SkuPriceType == 'SavingsPlan', 'Spend',\r\n        ''\r\n    )\r\n    //\r\n    // Calculate commitment discount eligibility. FOCUS categorizes a reservation as a\r\n    // \"Usage\" commitment (committed to a quantity of usage) and a savings plan as a \"Spend\"\r\n    // commitment (committed to an amount of money), matching the CommitmentDiscountCategory\r\n    // value this transform assigns, so reservation meters set the usage column and savings plan\r\n    // meters set the spend column.\r\n    // Reservation price rows are excluded from their own eligibility: the column describes what\r\n    // an on-demand charge could be covered by, not the commitment row itself.\r\n    // TODO: Would a join be faster?\r\n    | extend x_CommitmentDiscountSpendEligibility = iff(x_SkuMeterId in (spMeters), 'Eligible', 'Not Eligible')\r\n    | extend x_CommitmentDiscountUsageEligibility = iff(x_SkuMeterId in (riMeters) and x_SkuPriceType != 'ReservedInstance', 'Eligible', 'Not Eligible')\r\n    //\r\n    // TODO: Implement x_CommitmentDiscountNormalizedRatio\r\n    | extend x_CommitmentDiscountNormalizedRatio = real(null)\r\n    //\r\n    // Add PricingUnit and x_PricingBlockSize\r\n    // TODO: Compare join vs. lookup perf -- | join kind=leftouter (PricingUnits) on x_PricingUnitDescription | project-away x_PricingUnitDescription1\r\n    | lookup kind=leftouter (PricingUnits) on x_PricingUnitDescription\r\n    //\r\n    | extend x_EffectiveUnitPrice = iff(x_SkuPriceType == 'SavingsPlan', UnitPrice, real(null))  // Savings plan prices are for the effective price, not the contracted price\r\n    | extend x_EffectiveUnitPriceDiscount = ContractedUnitPrice - x_EffectiveUnitPrice\r\n    | extend x_ContractedUnitPriceDiscount = ListUnitPrice - ContractedUnitPrice\r\n    | extend x_TotalUnitPriceDiscount = ListUnitPrice - x_EffectiveUnitPrice\r\n    | project\r\n        BillingAccountId = tolower(case(\r\n            BillingProfileId startswith '/', BillingProfileId,\r\n            BillingAccountId startswith '/', BillingAccountId,\r\n            strcat('/providers/microsoft.billing/billingaccounts/', x_BillingAccountId, iff(x_BillingProfileId == x_BillingAccountId, '', strcat('/billingprofiles/', x_BillingProfileId)))\r\n        )),\r\n        BillingAccountName = coalesce(BillingProfileName, BillingAccountName, x_BillingProfileId),\r\n        BillingCurrency = coalesce(BillingCurrency, CurrencyCode, Currency),  // Currency last as a fallback only\r\n        ChargeCategory,\r\n        CommitmentDiscountCategory,\r\n        CommitmentDiscountType = case(\r\n            x_SkuPriceType == 'ReservedInstance', 'Reservation',\r\n            x_SkuPriceType == 'SavingsPlan', 'Savings plan',\r\n            ''\r\n        ),\r\n        CommitmentDiscountUnit = case(\r\n            isempty(CommitmentDiscountCategory), '',\r\n            CommitmentDiscountCategory == 'Spend', PricingCurrency,\r\n            CommitmentDiscountCategory == 'Usage' and x_CommitmentDiscountNormalizedRatio == real(1), PricingUnit,\r\n            CommitmentDiscountCategory == 'Usage' and x_CommitmentDiscountNormalizedRatio > real(1), strcat('Normalized ', PricingUnit),\r\n            ''\r\n        ),\r\n        ContractedUnitPrice,\r\n        ListUnitPrice,\r\n        PricingCategory = case(\r\n            x_SkuPriceType == 'Consumption', 'Standard',\r\n            x_SkuPriceType == 'ReservedInstance', 'Standard',  // Reservation purchases are tracked as \"Standard\"\r\n            x_SkuPriceType == 'SavingsPlan', 'Committed',\r\n            ''\r\n        ),\r\n        PricingCurrency,\r\n        PricingUnit,\r\n        SkuId = coalesce(ProductId, ProductID),\r\n        SkuMeter,\r\n        SkuPriceId = strcat(x_SkuProductId, '_', x_SkuId, '_', x_SkuMeterType),\r\n        SkuPriceIdv2,\r\n        x_BaseUnitPrice,\r\n        x_BillingAccountAgreement = case(\r\n            strlen(x_BillingAccountId) > 32, 'MCA',\r\n            strlen(x_BillingAccountId) < 32, 'EA',\r\n            'Unknown'\r\n        ),\r\n        x_BillingAccountId,\r\n        x_BillingProfileId,\r\n        x_CommitmentDiscountNormalizedRatio,\r\n        x_CommitmentDiscountSpendEligibility,\r\n        x_CommitmentDiscountUsageEligibility,\r\n        x_ContractedUnitPriceDiscount,\r\n        x_ContractedUnitPriceDiscountPercent = 1.0 * x_ContractedUnitPriceDiscount / ListUnitPrice * 100,\r\n        x_EffectivePeriodEnd = startofmonth(x_EffectivePeriodEnd + 1h),\r\n        x_EffectivePeriodStart,\r\n        x_EffectiveUnitPrice,\r\n        x_EffectiveUnitPriceDiscount,\r\n        x_EffectiveUnitPriceDiscountPercent = 1.0 * x_EffectiveUnitPriceDiscount / ContractedUnitPrice * 100,\r\n        x_IngestionTime,\r\n        x_PricingBlockSize,\r\n        x_PricingSubcategory = case(\r\n            x_SkuPriceType == 'Consumption' and (x_SkuIncludedQuantity > 0 or x_SkuTier > 0), 'Tiered',\r\n            x_SkuPriceType == 'Consumption', 'Standard',\r\n            x_SkuPriceType == 'ReservedInstance', 'Standard', // Reservation purchases are tracked as \"Standard\"\r\n            x_SkuPriceType == 'SavingsPlan', 'Committed Spend',\r\n            ''\r\n        ),\r\n        x_PricingUnitDescription,\r\n        x_SkuDescription = Product,\r\n        x_SkuId,\r\n        x_SkuIncludedQuantity,\r\n        x_SkuMeterCategory,\r\n        x_SkuMeterId,\r\n        x_SkuMeterSubcategory,\r\n        x_SkuMeterType,\r\n        x_SkuPriceType,\r\n        x_SkuProductId,\r\n        x_SkuRegion,\r\n        x_SkuServiceFamily,\r\n        x_SkuOfferId,\r\n        x_SkuPartNumber,\r\n        x_SkuTerm,\r\n        x_SkuTier,\r\n        x_SourceName = coalesce(x_SourceName, 'Cost Management'),\r\n        x_SourceProvider = coalesce(x_SourceProvider, 'Microsoft'),\r\n        x_SourceType = coalesce(x_SourceType, 'PriceSheet'),\r\n        x_SourceVersion = coalesce(x_SourceVersion, '2023-05-01'),\r\n        x_TotalUnitPriceDiscount,\r\n        x_TotalUnitPriceDiscountPercent = 1.0 * x_TotalUnitPriceDiscount / ListUnitPrice * 100\r\n}\r\n\r\n// Prices_final_v1_2 table\r\n.create-merge table Prices_final_v1_2 (\r\n    BillingAccountId:                     string,\r\n    BillingAccountName:                   string,\r\n    BillingCurrency:                      string,\r\n    ChargeCategory:                       string,\r\n    CommitmentDiscountCategory:           string,\r\n    CommitmentDiscountType:               string,\r\n    CommitmentDiscountUnit:               string,\r\n    ContractedUnitPrice:                  real,\r\n    ListUnitPrice:                        real,\r\n    PricingCategory:                      string,\r\n    PricingCurrency:                      string,    // Azure\r\n    PricingUnit:                          string,\r\n    SkuId:                                string,\r\n    SkuMeter:                             string,    // Azure\r\n    SkuPriceId:                           string,\r\n    SkuPriceIdv2:                         string,    // Hubs add-on\r\n    x_BaseUnitPrice:                      real,      // Azure\r\n    x_BillingAccountAgreement:            string,    // Hubs add-on\r\n    x_BillingAccountId:                   string,    // Azure MCA\r\n    x_BillingProfileId:                   string,    // Azure MCA\r\n    x_CommitmentDiscountNormalizedRatio:  real,      // Hubs add-on\r\n    x_CommitmentDiscountSpendEligibility: string,    // Hubs add-on\r\n    x_CommitmentDiscountUsageEligibility: string,    // Hubs add-on\r\n    x_ContractedUnitPriceDiscount:        real,      // Hubs add-on\r\n    x_ContractedUnitPriceDiscountPercent: real,      // Hubs add-on\r\n    x_EffectivePeriodEnd:                 datetime,  // Azure\r\n    x_EffectivePeriodStart:               datetime,  // Azure\r\n    x_EffectiveUnitPrice:                 real,      // Azure\r\n    x_EffectiveUnitPriceDiscount:         real,      // Hubs add-on\r\n    x_EffectiveUnitPriceDiscountPercent:  real,      // Hubs add-on\r\n    x_IngestionTime:                      datetime,  // Hubs add-on\r\n    x_PricingBlockSize:                   real,      // Hubs add-on\r\n    x_PricingSubcategory:                 string,    // Hubs add-on\r\n    x_PricingUnitDescription:             string,    // Azure\r\n    x_SkuDescription:                     string,    // Azure\r\n    x_SkuId:                              string,    // Azure\r\n    x_SkuIncludedQuantity:                real,      // Azure EA\r\n    x_SkuMeterCategory:                   string,    // Azure\r\n    x_SkuMeterId:                         string,    // Azure\r\n    x_SkuMeterSubcategory:                string,    // Azure\r\n    x_SkuMeterType:                       string,    // Azure\r\n    x_SkuPriceType:                       string,    // Azure\r\n    x_SkuProductId:                       string,    // Azure\r\n    x_SkuRegion:                          string,    // Azure\r\n    x_SkuServiceFamily:                   string,    // Azure\r\n    x_SkuOfferId:                         string,    // Azure EA\r\n    x_SkuPartNumber:                      string,    // Azure EA\r\n    x_SkuTerm:                            int,       // Azure\r\n    x_SkuTier:                            real,      // Azure MCA\r\n    x_SourceName:                         string,    // Hubs add-on\r\n    x_SourceProvider:                     string,    // Hubs add-on\r\n    x_SourceType:                         string,    // Hubs add-on\r\n    x_SourceVersion:                      string,    // Hubs add-on\r\n    x_TotalUnitPriceDiscount:             real,      // Hubs add-on\r\n    x_TotalUnitPriceDiscountPercent:      real       // Hubs add-on\r\n)\r\n\r\n// Update policy for Prices_raw -> Prices_final_v1_2\r\n.alter table Prices_final_v1_2 policy update\r\n```\r\n[{\r\n    \"IsEnabled\": true,\r\n    \"Source\": \"Prices_raw\",\r\n    \"Query\": \"Prices_transform_v1_2()\",\r\n    \"IsTransactional\": true,\r\n    \"PropagateIngestionProperties\": true\r\n}]\r\n```\r\n\r\n\r\n//===| Cost and usage |=================================================================================================\r\n// Supported versions:\r\n// - MS: 1.2-preview, 1.0, 1.0-preview(v1)\r\n//   https://aka.ms/costmgmt/exports/focus\r\n// - AWS: 1.0\r\n//   https://docs.aws.amazon.com/cur/latest/userguide/table-dictionary-focus-1-0-aws-columns.html\r\n// - GCP: Jan-Jun 2024\r\n//   https://cloud.google.com/resources/google-cloud-focus?e=48754805&hl=en\r\n//   Links to (Aug 2024): https://services.google.com/fh/files/misc/focus_guide_v1.pdf\r\n//   See also:\r\n//   - https://cloud.google.com/billing/docs/how-to/export-data-bigquery-tables/standard-usage\r\n//   - https://cloud.google.com/billing/docs/how-to/export-data-bigquery-tables/detailed-usage\r\n// - OCI: 1.0                \r\n//   https://docs.oracle.com/iaas/Content/Billing/Concepts/costusagereportsoverview.htm#costreports__focus-cost-report-schema\r\n//\r\n// Support for non-Azure data is limited to ingestion only. Data is not transformed across versions.\r\n//======================================================================================================================\r\n\r\n// Costs_transform_v1_2 function\r\n.create-or-alter function\r\nwith (docstring='All costs transformed to FOCUS 1.2.', folder='Costs')\r\nCosts_transform_v1_2()\r\n{\r\n    let checkString = (column: string, oldValue: string, newValue: string) {\r\n        iff(oldValue == newValue, dynamic({}), bag_pack(column, oldValue))\r\n    };\r\n    let checkInt = (column: string, oldValue: int, newValue: int) {\r\n        iff(oldValue == newValue, dynamic({}), bag_pack(column, oldValue))\r\n    };\r\n    let checkReal = (column: string, oldValue: real, newValue: real) {\r\n        iff(oldValue == newValue, dynamic({}), bag_pack(column, oldValue))\r\n    };\r\n    // NOTE: All open issues and questions are tracked @ https://github.com/microsoft/finops-toolkit/issues/1111\r\n    Costs_raw\r\n    //\r\n    // Dedupe rows\r\n    | extend x_IngestionTime = ingestion_time()\r\n    | extend x_ChargeId = ''\r\n    // TODO: Consider adding a unique charge ID per row\r\n    // hash_sha256(strcat(\r\n    //     // DO NOT CHANGE COLUMNS OR COLUMN ORDER\r\n    //     // 1. Resource hierarchy (including resource name), highest to lowest\r\n    //     BillingAccountId,\r\n    //     x_InvoiceSectionId,\r\n    //     x_AccountOwnerId,\r\n    //     SubAccountId,\r\n    //     x_ResourceGroupName,\r\n    //     ResourceName,\r\n    //     // 2. Resource details\r\n    //     ResourceId,\r\n    //     RegionId,\r\n    //     Tags,\r\n    //     CommitmentDiscountId,\r\n    //     x_CostCenter,\r\n    //     // 4. Meter details\r\n    //     SkuPriceId,\r\n    //     x_SkuMeterId,\r\n    //     x_SkuPartNumber,\r\n    //     x_SkuOfferId,\r\n    //     x_SkuDetails,\r\n    //     // 5. Date\r\n    //     ChargePeriodStart\r\n    // ))\r\n    //\r\n    // Identify data quality issues\r\n    // TODO: Remove x_SourceChanges in v1_3 (or later)\r\n    | extend x_SourceChanges = trim_end(',', strcat(\r\n        iff(ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId) and ChargeFrequency == 'Usage-Based',                 'InvalidChargeFrequency,',           ''),\r\n        iff(ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId) and EffectiveCost > 0,                                'InvalidEffectiveCost,',             ''),\r\n        iff((isempty(ContractedCost)      or ContractedCost == 0)      and EffectiveCost != 0,                                      'MissingContractedCost,',            ''),\r\n        iff((isempty(ContractedUnitPrice) or ContractedUnitPrice == 0) and x_EffectiveUnitPrice != 0,                               'MissingContractedUnitPrice,',       ''),\r\n        iff(ListCost < ContractedCost,                                                                                              'ListCostLessThanContractedCost,',   ''),\r\n        iff(ContractedCost < EffectiveCost,                                                                                         'ContractedCostLessThanEffectiveCost,', ''),\r\n        iff((isempty(ListCost)            or ListCost == 0)            and (ContractedCost != 0      or EffectiveCost != 0),        'MissingListCost,',                  ''),\r\n        iff((isempty(ListUnitPrice)       or ListUnitPrice == 0)       and (ContractedUnitPrice != 0 or x_EffectiveUnitPrice != 0), 'MissingListUnitPrice,',             ''),\r\n        iff((isnotempty(x_BilledUnitPrice) and x_BilledUnitPrice != 0 and isnotempty(x_EffectiveUnitPrice) and x_EffectiveUnitPrice != 0 and abs(x_BilledUnitPrice - x_EffectiveUnitPrice) < 0.0001)\r\n            or (isnotempty(ContractedUnitPrice) and ContractedUnitPrice != 0 and isnotempty(x_EffectiveUnitPrice) and x_EffectiveUnitPrice != 0 and abs(ContractedUnitPrice - x_EffectiveUnitPrice) < 0.0001),\r\n            'XEffectiveUnitPriceRoundingError,',  ''),\r\n        iff(ConsumedQuantity == 0 and (EffectiveCost != 0 or BilledCost != 0),                                                      'MissingConsumedQuantity,',              ''),\r\n        iff(PricingQuantity == 0 and (EffectiveCost != 0 or BilledCost != 0),                                                       'MissingPricingQuantity,',              ''),\r\n        iff(isempty(ProviderName),                                                                                                  'MissingProviderName,',              ''),\r\n        iff(isempty(PublisherName),                                                                                                 'MissingPublisherName,',             ''),\r\n        iff(ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId) and isempty(ResourceId),                              'MissingResourceId,',                ''),\r\n        iff(ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId) and isempty(ResourceName),                            'MissingResourceName,',              ''),\r\n        iff(ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId) and isempty(ResourceType),                            'MissingResourceType,',              ''),\r\n        iff(BilledCost > 0 and x_BilledUnitPrice == 0,                                                                              'MissingXBilledUnitPrice,',          ''),\r\n        iff(ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId) and isempty(x_ResourceType),                          'MissingXResourceType,',             ''),\r\n        iff(PricingCategory == 'Standard' and isnotempty(CommitmentDiscountId) and ChargeCategory == 'Usage',                       'PricingCategoryShouldBeCommitted,', ''),\r\n        iff(x_SkuTerm == '1Year' or x_SkuTerm == '3Years' or x_SkuTerm == '5Years',                                                 'SkuTermShouldBeAnInteger,',         '')\r\n    ))\r\n    //\r\n    // Backup original prices/costs before the merge\r\n    | extend old_ContractedCost = ContractedCost\r\n    | extend old_ContractedUnitPrice = ContractedUnitPrice\r\n    | extend old_ListCost = ListCost\r\n    | extend old_ListUnitPrice = ListUnitPrice\r\n    | extend old_x_EffectiveUnitPrice = x_EffectiveUnitPrice\r\n    //\r\n    // Fix columns needed in other changes\r\n    | extend old_ProviderName = ProviderName, ProviderName = case(\r\n        isnotempty(ProviderName), ProviderName,\r\n        isnotempty(coalesce(x_CostCategories, x_Discount, x_Operation, x_ServiceCode, x_UsageType)), 'AWS',\r\n        isnotempty(coalesce(tostring(UsageAmount), tostring(x_Cost), x_Credits, x_CostType, tostring(x_CurrencyConversionRate), tostring(x_ExportTime), x_Project, x_ServiceId)), 'GCP',\r\n        isnotempty(coalesce(x_BillingProfileId, x_InvoiceSectionId)), 'Microsoft',\r\n        ''\r\n    )\r\n    //\r\n    // Identify source\r\n    | extend x_SourceName     = coalesce(x_SourceName, iff(isnotempty(x_BillingProfileId), 'Cost Management', ProviderName))\r\n    | extend x_SourceProvider = coalesce(x_SourceProvider, ProviderName)\r\n    | extend x_SourceType     = coalesce(x_SourceType, iff(isnotempty(x_BillingProfileId), 'FocusCost', ''))\r\n    | extend x_SourceVersion  = coalesce(x_SourceVersion, case(\r\n        isnotempty(coalesce(InvoiceId, SkuMeter, PricingCurrency)) and isempty(SkuPriceDetails) and isnotempty(x_SkuDetails), '1.2-preview',\r\n        isnotempty(coalesce(InvoiceId, SkuMeter, PricingCurrency)), '1.2',\r\n        isnotempty(coalesce(ChargeClass, CommitmentDiscountStatus, tostring(ConsumedQuantity), ConsumedUnit, tostring(ContractedCost), tostring(ContractedUnitPrice), RegionId, RegionName)), '1.0',\r\n        isnotempty(coalesce(ChargeSubcategory, Region, tostring(UsageQuantity), UsageUnit)), iff(ProviderName == 'Microsoft', '1.0-preview(v1)', '1.0-preview'),\r\n        ''\r\n    ))\r\n    // Append version check error code\r\n    | extend x_SourceChanges = iff(x_SourceVersion == '1.0', x_SourceChanges,\r\n        strcat(x_SourceChanges, iff(isempty(x_SourceChanges), '', ','), iff(x_SourceVersion == '', 'UnknownFocusVersion', 'LegacyFocusVersion'))\r\n    )\r\n    //\r\n    // Handle provider columns that moved to FOCUS -- After version detection, which must only see what the export delivered (backfilling x_PricingCurrency first would make FOCUS 1.0 look like 1.2)\r\n    | extend PricingCurrency = coalesce(PricingCurrency, x_PricingCurrency)\r\n    //\r\n    // Fix quantities\r\n    | extend old_PricingQuantity = PricingQuantity, PricingQuantity = case(\r\n        PricingQuantity != 0 or (EffectiveCost == 0 and BilledCost == 0), PricingQuantity,\r\n        PricingQuantity == 0 and isnotempty(BilledCost) and BilledCost != 0 and isnotempty(x_BilledUnitPrice) and x_BilledUnitPrice != 0, BilledCost / x_BilledUnitPrice,\r\n        PricingQuantity == 0 and isnotempty(BilledCost) and BilledCost != 0 and isnotempty(x_BilledUnitPrice) and x_BilledUnitPrice != 0, BilledCost / x_BilledUnitPrice,\r\n        PricingQuantity == 0 and isnotempty(EffectiveCost) and EffectiveCost != 0 and isnotempty(x_EffectiveUnitPrice) and x_EffectiveUnitPrice != 0, EffectiveCost / x_EffectiveUnitPrice,\r\n        PricingQuantity\r\n    )\r\n    | extend old_ConsumedQuantity = ConsumedQuantity, ConsumedQuantity = case(\r\n        isnotempty(ConsumedQuantity) and ConsumedQuantity != 0, ConsumedQuantity,\r\n        ChargeCategory == 'Usage', PricingQuantity / coalesce(x_PricingBlockSize, real(1)),\r\n        ConsumedQuantity\r\n    )\r\n    //\r\n    // Populate missing prices -- mapping to on-demand prices requires meter ID; offer ID is EA-only, so rows without one are recovered only when they are reservation usage (CommitmentDiscountCategory == 'Usage')\r\n    | extend tmp_MissingPrices = ProviderName == 'Microsoft'\r\n        and (isempty(ListUnitPrice) or isempty(ContractedUnitPrice) or ListUnitPrice == 0 or ContractedUnitPrice == 0)\r\n        and x_EffectiveUnitPrice != 0\r\n        and not(CommitmentDiscountCategory == 'Spend' and CommitmentDiscountStatus == 'Unused')\r\n        and isnotempty(x_SkuMeterId)\r\n        and (isnotempty(x_SkuOfferId) or CommitmentDiscountCategory == 'Usage')\r\n    | as allCosts\r\n    | where tmp_MissingPrices\r\n    | extend tmp_ReservationPriceLookupKey = tolower(strcat(x_BillingProfileId, substring(ChargePeriodStart, 0, 7), x_SkuMeterId, x_SkuOfferId))\r\n    | as costsWithMissingPrices\r\n    | join kind=leftouter (\r\n        Prices_final_v1_2\r\n        | extend tmp_ReservationPriceLookupKey = tolower(strcat(x_BillingProfileId, substring(x_EffectivePeriodStart, 0, 7), x_SkuMeterId, x_SkuOfferId))\r\n        | where x_SkuPriceType == 'Consumption' and tmp_ReservationPriceLookupKey in ((costsWithMissingPrices | summarize by tmp_ReservationPriceLookupKey))\r\n        // When duplicate price rows collapse under one lookup key, use the highest on-demand price as the savings baseline; min() can pick an anomalously low row and underreport savings\r\n        | summarize ListUnitPrice = max(ListUnitPrice), ContractedUnitPrice = max(ContractedUnitPrice) by tmp_ReservationPriceLookupKey, x_PricingBlockSize, PricingUnit\r\n    ) on tmp_ReservationPriceLookupKey\r\n    //\r\n    // Select the best price to use for each row\r\n    | extend x_EffectiveUnitPrice = case(\r\n        // If price is a rounding error away from the billed price, use the billed price\r\n        isnotempty(x_BilledUnitPrice) and x_BilledUnitPrice != 0 and isnotempty(x_EffectiveUnitPrice) and x_EffectiveUnitPrice != 0 and abs(x_BilledUnitPrice - x_EffectiveUnitPrice) < 0.0001, x_BilledUnitPrice,\r\n        // If price is a rounding error away from the contracted price, use the contracted price\r\n        isnotempty(ContractedUnitPrice) and ContractedUnitPrice != 0 and isnotempty(x_EffectiveUnitPrice) and x_EffectiveUnitPrice != 0 and abs(ContractedUnitPrice - x_EffectiveUnitPrice) < 0.0001, ContractedUnitPrice,\r\n        x_EffectiveUnitPrice\r\n    )\r\n    | extend ContractedUnitPrice = case(\r\n        // If price is already correct, keep that\r\n        (isnotempty(ContractedUnitPrice) and ContractedUnitPrice != 0) or (EffectiveCost == 0 and BilledCost == 0), ContractedUnitPrice,\r\n        // If both prices use the same scale, use the new one\r\n        PricingUnit == PricingUnit1 and x_PricingBlockSize == x_PricingBlockSize1, ContractedUnitPrice1 * x_BillingExchangeRate,\r\n        // If prices are the same unit but not the same scale, use the new one but correct the scale\r\n        PricingUnit == PricingUnit1 and x_PricingBlockSize != x_PricingBlockSize1 and isnotempty(x_PricingBlockSize) and isnotempty(x_PricingBlockSize1), ContractedUnitPrice1 * x_BillingExchangeRate / x_PricingBlockSize1 * x_PricingBlockSize,\r\n        // If billed price is available, assume the billed price is the same as contracted price to support aggregations\r\n        isnotempty(x_BilledUnitPrice) and x_BilledUnitPrice != 0, x_EffectiveUnitPrice,\r\n        // Otherwise, assume the effective price is the same as contracted price to support aggregations\r\n        x_EffectiveUnitPrice\r\n    )\r\n    | extend ListUnitPrice = case(\r\n        // If price is already correct, keep that\r\n        (isnotempty(ListUnitPrice) and ListUnitPrice != 0) or (EffectiveCost == 0 and BilledCost == 0), ListUnitPrice,\r\n        // If both prices use the same scale, use the new one\r\n        PricingUnit == PricingUnit1 and x_PricingBlockSize == x_PricingBlockSize1, ListUnitPrice1 * x_BillingExchangeRate,\r\n        // If prices are the same unit but not the same scale, use the new one but correct the scale\r\n        PricingUnit == PricingUnit1 and x_PricingBlockSize != x_PricingBlockSize1 and isnotempty(x_PricingBlockSize) and isnotempty(x_PricingBlockSize1), ListUnitPrice1 * x_BillingExchangeRate / x_PricingBlockSize1 * x_PricingBlockSize,\r\n        // Otherwise, assume the contracted price is the same as list price to support aggregations\r\n        ContractedUnitPrice\r\n    )\r\n    // Calculate missing costs based on new prices -- If cost is already correct, keep that; if not and price is available, recalculate the cost; otherwise, keep the existing cost\r\n    | extend ContractedCost = case(\r\n        // If not set or there's no cost, keep the original value\r\n        (isnotempty(ContractedCost) and ContractedCost != 0) or (EffectiveCost == 0 and BilledCost == 0), ContractedCost,\r\n        // ContractedCost is 0 in all other scenarios...\r\n        // If 0 and there's a billed cost and prices are the same, use BilledCost\r\n        isnotempty(BilledCost)    and BilledCost    != 0 and ContractedUnitPrice == x_BilledUnitPrice,    BilledCost,\r\n        // If 0 and there's a billed cost and prices are the same, use EffectiveCost\r\n        isnotempty(EffectiveCost) and EffectiveCost != 0 and ContractedUnitPrice == x_EffectiveUnitPrice, EffectiveCost,\r\n        // If 0 and there's a price, calculate the cost based on the price\r\n        isnotempty(ContractedUnitPrice) and ContractedUnitPrice != 0, ContractedUnitPrice * PricingQuantity,\r\n        // If 0 and there's no price, assume EffectiveCost\r\n        isempty(ContractedUnitPrice) or ContractedUnitPrice == 0, EffectiveCost,\r\n        // Fall back to the original value for any unhandled scenarios\r\n        ContractedCost\r\n    )\r\n    | extend ListCost = case(\r\n        // If not set or there's no cost, keep the original value\r\n        (isnotempty(ListCost) and ListCost != 0) or (EffectiveCost == 0 and BilledCost == 0), ListCost,\r\n        // ListCost is 0 in all other scenarios...\r\n        // If 0 and there's a contracted cost and prices are the same, use ContractedCost\r\n        isnotempty(ContractedCost) and ContractedCost != 0 and ListUnitPrice == ContractedUnitPrice, ContractedCost,\r\n        // If 0 and there's a price, calculate the cost based on the price\r\n        isnotempty(ListUnitPrice) and ListUnitPrice != 0, ListUnitPrice * PricingQuantity,\r\n        // If 0 and there's no price, assume ContractedCost\r\n        isempty(ListUnitPrice) or ListUnitPrice == 0, ContractedCost,\r\n        // Fall back to the original value for any unhandled scenarios\r\n        ListCost\r\n    )\r\n    // Merge the rest of the unmodified cost records and remove excess columns\r\n    | union (allCosts | where not(tmp_MissingPrices))\r\n    | project-away x_PricingBlockSize1, PricingUnit1, ListUnitPrice1, ContractedUnitPrice1, tmp_MissingPrices, tmp_ReservationPriceLookupKey, tmp_ReservationPriceLookupKey1\r\n    //\r\n    | extend SkuPriceDetails = parse_json(SkuPriceDetails)\r\n    | extend Tags = parse_json(Tags)\r\n    | extend x_SkuDetails = parse_json(x_SkuDetails)\r\n    //\r\n    // Handle FOCUS 1.0-preview\r\n    | extend old_ChargeSubcategory = ChargeSubcategory\r\n    | extend old_ChargeCategory = ChargeCategory, ChargeCategory = case(\r\n        // Handle FOCUS 1.0-preview ChargeSubcategory\r\n        ChargeSubcategory == 'Credit', 'Credit',\r\n        ChargeSubcategory == 'Refund', 'Purchase',  // We are assuming purchase refunds since we don't have data to indicate usage refunds\r\n        ChargeCategory\r\n    )\r\n    | extend old_ChargeClass = ChargeClass, ChargeClass = case(ChargeSubcategory == 'Refund', 'Correction', ChargeClass)\r\n    //\r\n    // Populate CapacityReservationId when not specified\r\n    | extend CapacityReservationId = coalesce(CapacityReservationId, tostring(coalesce(x_SkuDetails.VMCapacityReservationId, SkuPriceDetails.VMCapacityReservationId, SkuPriceDetails.x_VMCapacityReservationId)))\r\n    | extend old_CapacityReservationStatus = CapacityReservationStatus, CapacityReservationStatus = case(\r\n        isempty(CapacityReservationId), '',\r\n        isnotempty(CapacityReservationStatus), CapacityReservationStatus,\r\n        x_ResourceType =~ 'microsoft.compute/capacityreservationgroups/capacityreservations', 'Unused',\r\n        'Used'\r\n    )\r\n    //\r\n    // BUG: ChargeFrequency shows \"Usage-Based\" for monthly recurring savings plan purchases\r\n    | extend old_ChargeFrequency = ChargeFrequency, ChargeFrequency = iff(ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId) and ChargeFrequency == 'Usage-Based' and ProviderName == 'Microsoft' and x_SourceVersion startswith '1.0', 'Recurring', ChargeFrequency)\r\n    //\r\n    // Commitment discounts\r\n    | extend x_CommitmentDiscountNormalizedRatio = case(\r\n        // Calculate from CommitmentDiscountQuantity, if specified\r\n        isnotempty(CommitmentDiscountQuantity) and CommitmentDiscountQuantity != 0, CommitmentDiscountQuantity / PricingQuantity / coalesce(x_PricingBlockSize, real(1)),\r\n        // Not applicable\r\n        isempty(CommitmentDiscountStatus), real(null),\r\n        // Parse from SKU details if not specified explicitly\r\n        toreal(coalesce(x_SkuDetails.RINormalizationRatio, SkuPriceDetails.RINormalizationRatio, SkuPriceDetails.x_RINormalizationRatio, dynamic(1)))\r\n    )\r\n    | extend old_CommitmentDiscountQuantity = CommitmentDiscountQuantity, CommitmentDiscountQuantity = case(\r\n        // FOCUS 1.2\r\n        isnotempty(CommitmentDiscountQuantity), CommitmentDiscountQuantity,\r\n        // FOCUS 1.0-preview, 1.0\r\n        isempty(CommitmentDiscountStatus), real(null),\r\n        CommitmentDiscountCategory == 'Spend', EffectiveCost / coalesce(x_BillingExchangeRate, real(1)),\r\n        CommitmentDiscountCategory == 'Usage' and isnotempty(x_CommitmentDiscountNormalizedRatio), PricingQuantity / coalesce(x_PricingBlockSize, real(1)) * x_CommitmentDiscountNormalizedRatio,\r\n        real(null)\r\n    )\r\n    | extend old_CommitmentDiscountUnit = CommitmentDiscountUnit, CommitmentDiscountUnit = case(\r\n        // FOCUS 1.2\r\n        isnotempty(CommitmentDiscountUnit), CommitmentDiscountUnit,\r\n        // FOCUS 1.0\r\n        isempty(CommitmentDiscountQuantity), '',\r\n        CommitmentDiscountCategory == 'Spend', PricingCurrency,\r\n        CommitmentDiscountCategory == 'Usage' and x_CommitmentDiscountNormalizedRatio == real(1), ConsumedUnit,\r\n        CommitmentDiscountCategory == 'Usage' and x_CommitmentDiscountNormalizedRatio > real(1), strcat('Normalized ', ConsumedUnit),\r\n        ''\r\n    )\r\n    | extend old_CommitmentDiscountStatus = CommitmentDiscountStatus, CommitmentDiscountStatus = case(\r\n        // FOCUS 1.0+\r\n        isnotempty(CommitmentDiscountStatus), CommitmentDiscountStatus,\r\n        // FOCUS 1.0-preview\r\n        ChargeSubcategory == 'Used Commitment', 'Used',\r\n        ChargeSubcategory == 'Unused Commitment', 'Unused',\r\n        ''\r\n    )\r\n    | extend x_CommitmentDiscountUtilizationPotential = case(\r\n        ChargeCategory == 'Purchase', real(0),\r\n        ProviderName == 'Microsoft' and isnotempty(CommitmentDiscountCategory), EffectiveCost,\r\n        CommitmentDiscountCategory == 'Usage', ConsumedQuantity,\r\n        CommitmentDiscountCategory == 'Spend', EffectiveCost,\r\n        real(0)\r\n    )\r\n    | extend x_CommitmentDiscountUtilizationAmount = iff(CommitmentDiscountStatus == 'Used', x_CommitmentDiscountUtilizationPotential, real(0))\r\n    //\r\n    // Pricing\r\n    | extend old_x_AmortizationClass = x_AmortizationClass, x_AmortizationClass = case(\r\n        // FOCUS 1.2\r\n        isnotempty(x_AmortizationClass), x_AmortizationClass,\r\n        // FOCUS 1.0-preview+\r\n        ChargeCategory == 'Purchase' and (ResourceId has '/microsoft.capacity/reservationorders/' or ResourceId has '/microsoft.billingbenefits/savingsplanorders/'), 'Principal',\r\n        ChargeCategory == 'Usage' and isnotempty(CommitmentDiscountId) and isnotempty(CommitmentDiscountStatus), 'Amortized Charge',\r\n        ''\r\n    )\r\n    | extend old_PricingCategory = PricingCategory, PricingCategory = case(\r\n        // FOCUS 1.0+\r\n        isnotempty(PricingCategory), PricingCategory,\r\n        // FOCUS 1.0-preview\r\n        PricingCategory == 'On-Demand', 'Standard',\r\n        PricingCategory == 'Commitment-Based', 'Committed',\r\n        ''\r\n    )\r\n    //\r\n    // Commitment discount utilization\r\n    | extend x_CommitmentDiscountUtilizationPotential = case(\r\n        ChargeCategory == 'Purchase', real(0),\r\n        ProviderName == 'Microsoft' and isnotempty(CommitmentDiscountCategory), EffectiveCost,\r\n        CommitmentDiscountCategory == 'Usage', ConsumedQuantity,\r\n        CommitmentDiscountCategory == 'Spend', EffectiveCost,\r\n        real(0)\r\n    )\r\n    | extend x_CommitmentDiscountUtilizationAmount = iff(CommitmentDiscountStatus == 'Used', x_CommitmentDiscountUtilizationPotential, real(0))\r\n    //\r\n    // BUG: Fix ContractedCost that has bad values\r\n    | extend ContractedCost = iff(ProviderName == 'Microsoft' and isnotempty(PricingQuantity) and isnotempty(x_PricingBlockSize) and isnotempty(ContractedUnitPrice) and (isempty(ContractedCost) or abs(ContractedCost - ContractedUnitPrice * PricingQuantity) >= 0.0001), ContractedUnitPrice * PricingQuantity, ContractedCost)\r\n    //\r\n    // Handle FOCUS 1.0-preview UsageQuantity/Unit\r\n    | extend ConsumedQuantity = iff(ChargeCategory == 'Usage', coalesce(ConsumedQuantity, UsageQuantity, UsageAmount), real(null))\r\n    | extend old_ConsumedUnit = ConsumedUnit, ConsumedUnit = iff(ChargeCategory == 'Usage' and isnotempty(ConsumedQuantity), coalesce(ConsumedUnit, UsageUnit, 'Units'), '')\r\n    //\r\n    // Convert IDs to lowercase for consistency\r\n    | extend BillingAccountId = tolower(BillingAccountId)\r\n    | extend CommitmentDiscountId = tolower(CommitmentDiscountId)\r\n    //\r\n    // BUG: Remove EffectiveCost for commitment discount purchases\r\n    | extend old_EffectiveCost = EffectiveCost, EffectiveCost = iff(ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId), real(0), EffectiveCost)\r\n    | extend old_x_EffectiveCostInUsd = x_EffectiveCostInUsd, x_EffectiveCostInUsd = iff(ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId), real(0), x_EffectiveCostInUsd)\r\n    //\r\n    // Clean up resource columns\r\n    | extend old_ResourceId = ResourceId, ResourceId = case(\r\n        isnotempty(ResourceId), ResourceId,\r\n        ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId), CommitmentDiscountId,\r\n        ResourceId\r\n    )\r\n    | extend old_ResourceName = ResourceName, ResourceName = tolower(case(\r\n        isnotempty(ResourceName), ResourceName,\r\n        ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountName), CommitmentDiscountName,\r\n        isnotempty(ResourceId), parse_resourceid(ResourceId).ResourceName,\r\n        ResourceName\r\n    ))\r\n    | extend old_x_ResourceType = x_ResourceType, x_ResourceType = case(\r\n        isnotempty(x_ResourceType), x_ResourceType,\r\n        isnotempty(ResourceId), parse_resourceid(ResourceId).x_ResourceType,\r\n        x_ResourceType\r\n    )\r\n    | extend old_ResourceType = ResourceType, ResourceType = case(\r\n        // Use existing resource type display name unless it's an internal resource type ID\r\n        isnotempty(ResourceType) and ResourceType !~ x_ResourceType and ResourceType !has '/', ResourceType,\r\n        // Use CommitmentDiscountType for commitment discount purchases\r\n        ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountType), CommitmentDiscountType,\r\n        // Look up display name from internal type\r\n        isnotempty(x_ResourceType), coalesce(tostring(resource_type(x_ResourceType).SingularDisplayName), ResourceType, x_ResourceType),\r\n        ResourceType\r\n    )\r\n    //\r\n    // Handle missing values\r\n    | extend old_PublisherName = PublisherName, PublisherName = case(PublisherName == 'Microsoft Corporation', 'Microsoft', isnotempty(PublisherName), PublisherName, x_PublisherCategory == 'Cloud Provider', ProviderName, '')\r\n    //\r\n    // Handle FOCUS 1.0-preview Region column\r\n    | extend old_Region = Region\r\n    | extend old_RegionId = RegionId, RegionId = coalesce(RegionId, iff(ProviderName == 'Microsoft', replace_string(tolower(Region), ' ', ''), Region))\r\n    | extend RegionName = coalesce(RegionName, Region)\r\n    //\r\n    // SKU properties\r\n    | extend x_SkuCoreCount = toint(coalesce(SkuPriceDetails.CoreCount, SkuPriceDetails.x_VCPUs, x_SkuDetails.VCPUs, SkuPriceDetails.x_VCores, x_SkuDetails.VCores, SkuPriceDetails.x_vCores, x_SkuDetails.vCores))\r\n    | extend x_SkuInstanceType = tostring(coalesce(SkuPriceDetails.InstanceType, SkuPriceDetails.x_ServiceType, x_SkuDetails.ServiceType, SkuPriceDetails.x_ServerSku, x_SkuDetails.ServerSku))\r\n    | extend x_SkuOperatingSystem = case(\r\n        isnotempty(SkuPriceDetails.OperatingSystem), SkuPriceDetails.OperatingSystem,\r\n        coalesce(SkuPriceDetails.x_ImageType, x_SkuDetails.ImageType) == 'Canonical', 'Linux',\r\n        coalesce(SkuPriceDetails.x_ImageType, x_SkuDetails.ImageType) == 'Windows Server BYOL', 'Windows Server',\r\n        x_SkuMeterSubcategory endswith ' Series Windows', 'Windows Server',\r\n        coalesce(SkuPriceDetails.x_ImageType, x_SkuDetails.ImageType)\r\n    )\r\n    | extend x_ConsumedCoreHours = iff(ConsumedUnit == 'Hours' and isnotempty(x_SkuCoreCount), x_SkuCoreCount * ConsumedQuantity, real(null))\r\n    | extend SkuPriceDetails = case(\r\n        // FOCUS 1.2\r\n        isnotempty(SkuPriceDetails), SkuPriceDetails,\r\n        // FOCUS 1.0-preview, 1.0\r\n        parse_json(replace_regex(replace_regex(replace_regex(replace_regex(replace_regex(replace_regex(tostring(x_SkuDetails)\r\n            // Prefix all keys with x_ first to avoid double-prefixing\r\n            , @'([\\{,])\"', @'\\1\"x_')\r\n            // CoreCount for number of CPUs/vCPUs/cores/vCores\r\n            , @'\"x_(VCPUs|VCores|vCores)\":', @'\"CoreCount\":')\r\n            // TODO: DiskMaxIops for disk I/O operations per second (IOPS)\r\n            // TODO: DiskSpace for disk size in GiB\r\n            // TODO: DiskType for the kind of disk (e.g., SSD, HDD, NVMe)\r\n            // TODO: GpuCount for the number of GPUs\r\n            // InstanceType for the resource size/SKU (e.g., ArmSkuName)\r\n            , @'\"x_(ServerSku|ServiceType)\":', @'\"InstanceType\":')\r\n            // TODO: InstanceSeries for the size family/series\r\n            // TODO: MemorySize for the RAM in GiB\r\n            // TODO: NetworkMaxIops for network I/O operations per second (IOPS)\r\n            // TODO: NetworkMaxThroughput for network max throughput for data transfer in Mbps\r\n            // OperatingSystem for the OS name\r\n            , @'(\"x_ImageType\":\"Canonical\")', @'\\1,\"OperatingSystem\":\"Linux\"')\r\n            , @'(\"x_ImageType\":\"Windows Server( BYOL)?\")', @'\\1,\"OperatingSystem\":\"Windows Server\"')\r\n            , @'(\"x_ImageType\":(\"[^\"]+\"))', @'\\1,\"OperatingSystem\":\\2')\r\n            // TODO: Redundancy for the level of redundancy (e.g., Local, Zonal, Global)\r\n            // TODO: StorageClass for the tier of storage (e.g., Hot, Archive, Nearline)\r\n        )\r\n    )\r\n    | extend SkuPriceDetails = iff(isempty(SkuPriceDetails.OperatingSystem) and isnotempty(x_SkuOperatingSystem),\r\n        parse_json(replace_string(tostring(SkuPriceDetails), '}', strcat(@',\"OperatingSystem\":\"', x_SkuOperatingSystem, '\"}'))),\r\n        SkuPriceDetails)\r\n    //\r\n    // Azure Hybrid Benefit\r\n    | extend tmp_SqlAhb = tolower(coalesce(x_SkuDetails.AHB, SkuPriceDetails.x_AHB))\r\n    | extend x_SkuLicenseType = case(\r\n        ChargeCategory != 'Usage', '',\r\n        x_SkuMeterCategory in ('Virtual Machines', 'Virtual Machine Licenses') and (x_SkuMeterSubcategory has 'Windows' or coalesce(SkuPriceDetails.x_ImageType, x_SkuDetails.ImageType) == 'Windows Server BYOL'), 'Windows Server',\r\n        isnotempty(tmp_SqlAhb) or x_SkuMeterSubcategory == 'SQL Server Azure Hybrid Benefit', 'SQL Server',\r\n        ''\r\n    )\r\n    | extend x_SkuLicenseStatus = case(\r\n        isempty(x_SkuLicenseType), '',\r\n        coalesce(SkuPriceDetails.x_ImageType, x_SkuDetails.ImageType) == 'Windows Server BYOL' or tmp_SqlAhb == 'true' or x_SkuMeterSubcategory has 'Azure Hybrid Benefit', 'Enabled',\r\n        (x_SkuMeterSubcategory has 'Windows') or tmp_SqlAhb == 'false', 'Not Enabled',\r\n        ''\r\n    )\r\n    | extend x_SkuLicenseQuantity = case(\r\n        isempty(x_SkuCoreCount) or isempty(x_SkuLicenseType), int(null),\r\n        x_SkuCoreCount <= 8, int(8),\r\n        x_SkuCoreCount > 8, x_SkuCoreCount,\r\n        int(null)\r\n    )\r\n    | extend x_SkuLicenseUnit = iff(isnotempty(x_SkuLicenseQuantity), 'Cores', '')\r\n    //\r\n    // Savings\r\n    | extend x_CommitmentDiscountSavings = iff(isempty(ContractedCost)      or ContractedCost      == 0 or ContractedCost      - EffectiveCost         < 0.0001, real(0), ContractedCost - EffectiveCost)\r\n    | extend x_NegotiatedDiscountSavings = iff(isempty(ListCost)            or ListCost            == 0 or ListCost            - ContractedCost        < 0.0001, real(0), ListCost - ContractedCost)\r\n    | extend x_TotalSavings              = iff(isempty(ListCost)            or ListCost            == 0 or ListCost            - EffectiveCost         < 0.0001, real(0), ListCost - EffectiveCost)\r\n    | extend x_CommitmentDiscountPercent = iff(isempty(ContractedUnitPrice) or ContractedUnitPrice == 0 or ContractedUnitPrice - x_EffectiveUnitPrice  < 0.0001, real(0), (ContractedUnitPrice - x_EffectiveUnitPrice) / ContractedUnitPrice)\r\n    | extend x_NegotiatedDiscountPercent = iff(isempty(ListUnitPrice)       or ListUnitPrice       == 0 or ListUnitPrice       - ContractedUnitPrice   < 0.0001, real(0), (ListUnitPrice - ContractedUnitPrice) / ListUnitPrice)\r\n    | extend x_TotalDiscountPercent      = iff(isempty(ListUnitPrice)       or ListUnitPrice       == 0 or ListUnitPrice       - x_EffectiveUnitPrice  < 0.0001, real(0), (ListUnitPrice - x_EffectiveUnitPrice) / ListUnitPrice)\r\n    //\r\n    // Minor fixes\r\n    | extend old_BillingPeriodEnd = BillingPeriodEnd, BillingPeriodEnd = startofmonth(BillingPeriodEnd)\r\n    | extend old_BillingPeriodStart = BillingPeriodStart, BillingPeriodStart = startofmonth(BillingPeriodStart)\r\n    //\r\n    // Sort columns and apply final transforms\r\n    | project\r\n        AvailabilityZone,\r\n        BilledCost,\r\n        BillingAccountId,\r\n        BillingAccountName,\r\n        BillingAccountType,\r\n        BillingCurrency,\r\n        BillingPeriodEnd,\r\n        BillingPeriodStart,\r\n        CapacityReservationId,\r\n        CapacityReservationStatus,\r\n        ChargeCategory,\r\n        ChargeClass,\r\n        ChargeDescription,\r\n        ChargeFrequency,\r\n        ChargePeriodEnd,\r\n        ChargePeriodStart,\r\n        CommitmentDiscountCategory,\r\n        CommitmentDiscountId,\r\n        CommitmentDiscountName,\r\n        CommitmentDiscountQuantity,\r\n        CommitmentDiscountStatus,\r\n        CommitmentDiscountType,\r\n        CommitmentDiscountUnit,\r\n        ConsumedQuantity,\r\n        ConsumedUnit,\r\n        ContractedCost = coalesce(ContractedCost, x_OnDemandCost, x_Cost),\r\n        ContractedUnitPrice = coalesce(ContractedUnitPrice, x_OnDemandUnitPrice),\r\n        EffectiveCost,\r\n        InvoiceId = coalesce(InvoiceId, x_InvoiceId),\r\n        InvoiceIssuerName,\r\n        ListCost,\r\n        ListUnitPrice,\r\n        PricingCategory,\r\n        PricingCurrency = coalesce(PricingCurrency, x_PricingCurrency),\r\n        PricingQuantity,\r\n        PricingUnit,\r\n        ProviderName,\r\n        PublisherName,\r\n        RegionId,\r\n        RegionName,\r\n        ResourceId,\r\n        ResourceName,\r\n        ResourceType,\r\n        ServiceCategory,\r\n        ServiceName,\r\n        ServiceSubcategory,  // TODO: Populate ServiceSubcategory from ServiceName when missing\r\n        SkuId,\r\n        SkuMeter = coalesce(SkuMeter, x_SkuMeterName),\r\n        SkuPriceDetails,\r\n        SkuPriceId,\r\n        SubAccountId,\r\n        SubAccountName = iff(isempty(SubAccountId), '', SubAccountName),\r\n        SubAccountType,\r\n        Tags,\r\n        x_AccountId      = iff(x_AccountId == '-2', '', x_AccountId),\r\n        x_AccountName    = iff(x_AccountId == '-2', '', x_AccountName),\r\n        x_AccountOwnerId = iff(x_AccountId == '-2', '', x_AccountOwnerId),\r\n        x_AmortizationClass,\r\n        x_BilledCostInUsd,\r\n        x_BilledUnitPrice,\r\n        x_BillingAccountAgreement = case(\r\n            ProviderName == 'Microsoft' and x_BillingAccountId == x_BillingProfileId, 'EA',\r\n            ProviderName == 'Microsoft' and x_BillingAccountId != x_BillingProfileId, 'MCA',\r\n            ProviderName\r\n        ),\r\n        x_BillingAccountId,\r\n        x_BillingAccountName,\r\n        x_BillingExchangeRate,\r\n        x_BillingExchangeRateDate,\r\n        x_BillingItemCode,\r\n        x_BillingItemName,\r\n        x_BillingProfileId,\r\n        x_BillingProfileName,\r\n        x_ChargeId,\r\n        x_CommitmentDiscountNormalizedRatio,\r\n        x_CommitmentDiscountPercent,\r\n        x_CommitmentDiscountSavings,\r\n        x_CommitmentDiscountSpendEligibility = '',  // TODO: Add x_CommitmentDiscountSpendEligibility for Costs\r\n        x_CommitmentDiscountUsageEligibility = '',  // TODO: Add x_CommitmentDiscountUsageEligibility for Costs\r\n        x_CommitmentDiscountUtilizationAmount,\r\n        x_CommitmentDiscountUtilizationPotential,\r\n        x_CommodityCode,\r\n        x_CommodityName,\r\n        x_ComponentName,\r\n        x_ComponentType,\r\n        x_ConsumedCoreHours,\r\n        x_ContractedCostInUsd = coalesce(x_ContractedCostInUsd, x_OnDemandCostInUsd),\r\n        x_CostAllocationRuleName,\r\n        x_CostCategories = parse_json(x_CostCategories),\r\n        x_CostCenter,\r\n        x_CostType,\r\n        x_Credits = parse_json(x_Credits),\r\n        x_CurrencyConversionRate,\r\n        x_CustomerId,\r\n        x_CustomerName,\r\n        x_Discount = parse_json(x_Discount),\r\n        x_EffectiveCostInUsd,\r\n        x_EffectiveUnitPrice,\r\n        x_ExportTime,\r\n        x_IngestionTime,\r\n        x_InstanceID,\r\n        x_InvoiceIssuerId,\r\n        x_InvoiceSectionId = case(\r\n            x_InvoiceSectionId == '-2', '',\r\n            x_InvoiceSectionId\r\n        ),\r\n        x_InvoiceSectionName = case(\r\n            x_InvoiceSectionName == 'Unassigned', '',\r\n            x_InvoiceSectionName\r\n        ),\r\n        x_ListCostInUsd,\r\n        x_Location,\r\n        x_NegotiatedDiscountPercent,\r\n        x_NegotiatedDiscountSavings,\r\n        x_Operation,\r\n        x_OwnerAccountID,\r\n        x_PartnerCreditApplied,\r\n        x_PartnerCreditRate,\r\n        x_PricingBlockSize,\r\n        x_PricingSubcategory,\r\n        x_PricingUnitDescription = iff(x_PricingUnitDescription == 'Unassigned', '', x_PricingUnitDescription),\r\n        x_Project,\r\n        x_PublisherCategory,\r\n        x_PublisherId,\r\n        x_ResellerId,\r\n        x_ResellerName,\r\n        x_ResourceGroupName = tolower(x_ResourceGroupName),\r\n        x_ResourceType,\r\n        x_ServiceCode,\r\n        x_ServiceId,\r\n        x_ServiceModel,  // TODO: Populate from ServiceName when missing\r\n        x_ServicePeriodEnd,\r\n        x_ServicePeriodStart,\r\n        x_SkuCoreCount,\r\n        x_SkuDescription,\r\n        x_SkuDetails,\r\n        x_SkuInstanceType,\r\n        x_SkuIsCreditEligible,\r\n        x_SkuLicenseQuantity,\r\n        x_SkuLicenseStatus,\r\n        x_SkuLicenseType,\r\n        x_SkuLicenseUnit,\r\n        x_SkuMeterCategory,\r\n        x_SkuMeterId,\r\n        x_SkuMeterSubcategory,\r\n        x_SkuOfferId,\r\n        x_SkuOperatingSystem,\r\n        x_SkuOrderId,\r\n        x_SkuOrderName,\r\n        x_SkuPartNumber,\r\n        x_SkuPlanName,\r\n        x_SkuRegion,\r\n        x_SkuServiceFamily,\r\n        x_SkuTerm,\r\n        x_SkuTier,\r\n        x_SourceChanges,\r\n        x_SourceName,\r\n        x_SourceProvider,\r\n        x_SourceType,\r\n        x_SourceValues = bag_merge(\r\n            checkString('BillingPeriodEnd',           old_BillingPeriodEnd,           BillingPeriodEnd),\r\n            checkString('BillingPeriodStart',         old_BillingPeriodStart,         BillingPeriodStart),\r\n            checkString('CapacityReservationStatus',  old_CapacityReservationStatus,  CapacityReservationStatus),\r\n            checkString('ChargeCategory',             old_ChargeCategory,             ChargeCategory),\r\n            checkString('ChargeClass',                old_ChargeClass,                ChargeClass),\r\n            checkString('ChargeSubcategory',          old_ChargeSubcategory,          ''),  // Not included in final schema; use empty string\r\n            checkString('ChargeFrequency',            old_ChargeFrequency,            ChargeFrequency),\r\n            checkReal('CommitmentDiscountQuantity',   old_CommitmentDiscountQuantity, CommitmentDiscountQuantity),\r\n            checkString('CommitmentDiscountUnit',     old_CommitmentDiscountUnit,     CommitmentDiscountUnit),\r\n            checkString('CommitmentDiscountStatus',   old_CommitmentDiscountStatus,   CommitmentDiscountStatus),\r\n            checkReal('ConsumedQuantity',             old_ConsumedQuantity,           ConsumedQuantity),\r\n            checkString('ConsumedUnit',               old_ConsumedUnit,               ConsumedUnit),\r\n            checkReal('ContractedCost',               old_ContractedCost,             ContractedCost),\r\n            checkReal('ContractedUnitPrice',          old_ContractedUnitPrice,        ContractedUnitPrice),\r\n            checkReal('EffectiveCost',                old_EffectiveCost,              EffectiveCost),\r\n            checkReal('ListCost',                     old_ListCost,                   ListCost),\r\n            checkReal('ListUnitPrice',                old_ListUnitPrice,              ListUnitPrice),\r\n            checkString('PricingCategory',            old_PricingCategory,            PricingCategory),\r\n            checkReal('PricingQuantity',              old_PricingQuantity,            PricingQuantity),\r\n            checkString('ProviderName',               old_ProviderName,               ProviderName),\r\n            checkString('PublisherName',              old_PublisherName,              PublisherName),\r\n            checkString('Region',                     old_Region,                     ''),  // Not included in final schema; use empty string\r\n            checkString('RegionId',                   old_RegionId,                   RegionId),\r\n            checkString('ResourceId',                 old_ResourceId,                 ResourceId),\r\n            checkString('ResourceName',               old_ResourceName,               ResourceName),\r\n            checkString('ResourceType',               old_ResourceType,               ResourceType),\r\n            checkString('x_AmortizationClass',        old_x_AmortizationClass,        x_AmortizationClass),\r\n            checkReal('x_EffectiveCostInUsd',         old_x_EffectiveCostInUsd,       x_EffectiveCostInUsd),\r\n            checkReal('x_EffectiveUnitPrice',         old_x_EffectiveUnitPrice,       x_EffectiveUnitPrice),\r\n            checkString('x_ResourceType',             old_x_ResourceType,             x_ResourceType)\r\n        ),\r\n        x_SourceVersion,\r\n        x_SubproductName,\r\n        x_TotalDiscountPercent,\r\n        x_TotalSavings,\r\n        x_UsageType\r\n}\r\n\r\n// Costs_final_v1_2 table\r\n.create-merge table Costs_final_v1_2 (\r\n    AvailabilityZone:           string,\r\n    BilledCost:                 real,\r\n    BillingAccountId:           string,\r\n    BillingAccountName:         string,\r\n    BillingAccountType:         string,\r\n    BillingCurrency:            string,\r\n    BillingPeriodEnd:           datetime,\r\n    BillingPeriodStart:         datetime,\r\n    CapacityReservationId:      string,\r\n    CapacityReservationStatus:  string,\r\n    ChargeCategory:             string,\r\n    ChargeClass:                string,\r\n    ChargeDescription:          string,\r\n    ChargeFrequency:            string,\r\n    ChargePeriodEnd:            datetime,\r\n    ChargePeriodStart:          datetime,\r\n    CommitmentDiscountCategory: string,\r\n    CommitmentDiscountId:       string,\r\n    CommitmentDiscountName:     string,\r\n    CommitmentDiscountQuantity: real,\r\n    CommitmentDiscountStatus:   string,\r\n    CommitmentDiscountType:     string,\r\n    CommitmentDiscountUnit:     string,\r\n    ConsumedQuantity:           real,\r\n    ConsumedUnit:               string,\r\n    ContractedCost:             real,\r\n    ContractedUnitPrice:        real,\r\n    EffectiveCost:              real,\r\n    InvoiceId:                  string,\r\n    InvoiceIssuerName:          string,\r\n    ListCost:                   real,\r\n    ListUnitPrice:              real,\r\n    PricingCategory:            string,\r\n    PricingCurrency:            string,\r\n    PricingQuantity:            real,\r\n    PricingUnit:                string,\r\n    ProviderName:               string,\r\n    PublisherName:              string,\r\n    RegionId:                   string,\r\n    RegionName:                 string,\r\n    ResourceId:                 string,\r\n    ResourceName:               string,\r\n    ResourceType:               string,\r\n    ServiceCategory:            string,\r\n    ServiceName:                string,\r\n    ServiceSubcategory:         string,\r\n    SkuId:                      string,\r\n    SkuMeter:                   string,\r\n    SkuPriceDetails:            dynamic,\r\n    SkuPriceId:                 string,\r\n    SubAccountId:               string,\r\n    SubAccountName:             string,\r\n    SubAccountType:             string,\r\n    Tags:                       dynamic,\r\n    x_AccountId:                string,    // Azure 1.0-preview(v1)+\r\n    x_AccountName:              string,    // Azure 1.0-preview(v1)+\r\n    x_AccountOwnerId:           string,    // Azure 1.0-preview(v1)+\r\n    x_AmortizationClass:        string,    // Azure 1.2-preview+\r\n    x_BilledCostInUsd:          real,      // Azure 1.0-preview(v1)+\r\n    x_BilledUnitPrice:          real,      // Azure 1.0-preview(v1)+\r\n    x_BillingAccountAgreement:  string,    // Hubs add-on\r\n    x_BillingAccountId:         string,    // Azure 1.0-preview(v1)+\r\n    x_BillingAccountName:       string,    // Azure 1.0-preview(v1)+\r\n    x_BillingExchangeRate:      real,      // Azure 1.0-preview(v1)+\r\n    x_BillingExchangeRateDate:  datetime,  // Azure 1.0-preview(v1)+\r\n    x_BillingItemCode:          string,    // Alibaba 1.0\r\n    x_BillingItemName:          string,    // Alibaba 1.0\r\n    x_BillingProfileId:         string,    // Azure 1.0-preview(v1)+\r\n    x_BillingProfileName:       string,    // Azure 1.0-preview(v1)+\r\n    x_ChargeId:                 string,    // Azure 1.0-preview(v1) only\r\n    x_CommitmentDiscountNormalizedRatio:      real,    // Azure 1.2-preview+\r\n    x_CommitmentDiscountPercent:              real,    // Hubs add-on\r\n    x_CommitmentDiscountSavings:              real,    // Hubs add-on\r\n    x_CommitmentDiscountSpendEligibility:     string,  // Hubs add-on\r\n    x_CommitmentDiscountUsageEligibility:     string,  // Hubs add-on\r\n    x_CommitmentDiscountUtilizationAmount:    real,    // Hubs add-on\r\n    x_CommitmentDiscountUtilizationPotential: real,    // Hubs add-on\r\n    x_CommodityCode:            string,    // Alibaba 1.0\r\n    x_CommodityName:            string,    // Alibaba 1.0\r\n    x_ComponentName:            string,    // Tencent 1.0\r\n    x_ComponentType:            string,    // Tencent 1.0\r\n    x_ConsumedCoreHours:        real,      // Hubs add-on\r\n    x_ContractedCostInUsd:      real,      // Azure 1.0+\r\n    x_CostAllocationRuleName:   string,    // Azure 1.0-preview(v1)+\r\n    x_CostCategories:           dynamic,   // AWS 1.0 (JSON)\r\n    x_CostCenter:               string,    // Azure 1.0-preview(v1)+\r\n    x_CostType:                 string,    // GCP Jan 2024\r\n    x_Credits:                  dynamic,   // GCP Jan 2024\r\n    x_CurrencyConversionRate:   real,      // GCP Jun 2024\r\n    x_CustomerId:               string,    // Azure 1.0-preview(v1)+\r\n    x_CustomerName:             string,    // Azure 1.0-preview(v1)+\r\n    x_Discount:                 dynamic,   // AWS 1.0 (JSON)\r\n    x_EffectiveCostInUsd:       real,      // Azure 1.0-preview(v1)+\r\n    x_EffectiveUnitPrice:       real,      // Azure 1.0-preview(v1)+\r\n    x_ExportTime:               datetime,  // GCP Jan 2024 / Tencent 1.0\r\n    x_IngestionTime:            datetime,  // Hubs add-on\r\n    x_InstanceID:               string,    // Alibaba 1.0\r\n    x_InvoiceIssuerId:          string,    // Azure 1.0-preview(v1)+\r\n    x_InvoiceSectionId:         string,    // Azure 1.0-preview(v1)+\r\n    x_InvoiceSectionName:       string,    // Azure 1.0-preview(v1)+\r\n    x_ListCostInUsd:            real,      // Azure 1.0-preview(v1)+\r\n    x_Location:                 string,    // GCP Jan 2024\r\n    x_NegotiatedDiscountPercent:real,      // Hubs add-on\r\n    x_NegotiatedDiscountSavings:real,      // Hubs add-on\r\n    x_Operation:                string,    // AWS 1.0\r\n    x_OwnerAccountID:           string,    // Tencent 1.0\r\n    x_PartnerCreditApplied:     string,    // Azure 1.0-preview(v1)+\r\n    x_PartnerCreditRate:        string,    // Azure 1.0-preview(v1)+\r\n    x_PricingBlockSize:         real,      // Azure 1.0-preview(v1)+\r\n    x_PricingSubcategory:       string,    // Azure 1.0-preview(v1)+\r\n    x_PricingUnitDescription:   string,    // Azure 1.0-preview(v1)+\r\n    x_Project:                  string,    // GCP Jan 2024\r\n    x_PublisherCategory:        string,    // Azure 1.0-preview(v1)+\r\n    x_PublisherId:              string,    // Azure 1.0-preview(v1)+\r\n    x_ResellerId:               string,    // Azure 1.0-preview(v1)+\r\n    x_ResellerName:             string,    // Azure 1.0-preview(v1)+\r\n    x_ResourceGroupName:        string,    // Azure 1.0-preview(v1)+\r\n    x_ResourceType:             string,    // Azure 1.0-preview(v1)+\r\n    x_ServiceCode:              string,    // AWS 1.0\r\n    x_ServiceId:                string,    // GCP Jan 2024\r\n    x_ServiceModel:             string,    // Azure 1.2-preview+\r\n    x_ServicePeriodEnd:         datetime,  // Azure 1.0-preview(v1)+\r\n    x_ServicePeriodStart:       datetime,  // Azure 1.0-preview(v1)+\r\n    x_SkuCoreCount:             int,       // Hubs add-on\r\n    x_SkuDescription:           string,    // Azure 1.0-preview(v1)+\r\n    x_SkuDetails:               dynamic,   // Azure 1.0-preview(v1)+\r\n    x_SkuInstanceType:          string,    // Hubs add-on\r\n    x_SkuIsCreditEligible:      bool,      // Azure 1.0-preview(v1)+\r\n    x_SkuLicenseQuantity:       int,       // Hubs add-on\r\n    x_SkuLicenseStatus:         string,    // Hubs add-on\r\n    x_SkuLicenseType:           string,    // Hubs add-on\r\n    x_SkuLicenseUnit:           string,    // Hubs add-on\r\n    x_SkuMeterCategory:         string,    // Azure 1.0-preview(v1)+\r\n    x_SkuMeterId:               string,    // Azure 1.0-preview(v1)+\r\n    x_SkuMeterSubcategory:      string,    // Azure 1.0-preview(v1)+\r\n    x_SkuOfferId:               string,    // Azure 1.0-preview(v1)+\r\n    x_SkuOperatingSystem:       string,    // Hubs add-on\r\n    x_SkuOrderId:               string,    // Azure 1.0-preview(v1)+\r\n    x_SkuOrderName:             string,    // Azure 1.0-preview(v1)+\r\n    x_SkuPartNumber:            string,    // Azure 1.0-preview(v1)+\r\n    x_SkuPlanName:              string,    // Azure 1.2-preview+\r\n    x_SkuRegion:                string,    // Azure 1.0-preview(v1)+\r\n    x_SkuServiceFamily:         string,    // Azure 1.0-preview(v1)+\r\n    x_SkuTerm:                  int,       // Azure 1.0-preview(v1)+\r\n    x_SkuTier:                  string,    // Azure 1.0-preview(v1)+\r\n    x_SourceChanges:            string,    // Hubs add-on\r\n    x_SourceName:               string,    // Hubs add-on\r\n    x_SourceProvider:           string,    // Hubs add-on\r\n    x_SourceType:               string,    // Hubs add-on\r\n    x_SourceValues:             dynamic,   // Hubs add-on\r\n    x_SourceVersion:            string,    // Hubs add-on\r\n    x_SubproductName:           string,    // Tencent 1.0\r\n    x_TotalDiscountPercent:     real,      // Hubs add-on\r\n    x_TotalSavings:             real,      // Hubs add-on\r\n    x_UsageType:                string     // AWS 1.0\r\n)\r\n\r\n// Update policy for Costs_raw -> Costs_final_v1_2 table\r\n.alter table Costs_final_v1_2 policy update\r\n```\r\n[{\r\n    \"IsEnabled\": true,\r\n    \"Source\": \"Costs_raw\",\r\n    \"Query\": \"Costs_transform_v1_2()\",\r\n    \"IsTransactional\": true,\r\n    \"PropagateIngestionProperties\": true\r\n}]\r\n```\r\n\r\n\r\n//===| Actual costs |===================================================================================================\r\n// Supported versions:\r\n// - C360-2025-04\r\n//======================================================================================================================\r\n\r\n// ActualCosts_transform_v1_2 function\r\n.create-or-alter function\r\nwith (docstring='ActualCost exports transformed to FOCUS 1.2.', folder='Costs')\r\nActualCosts_transform_v1_2()\r\n{\r\n    // NOTE: All open issues and questions are tracked @ https://github.com/microsoft/finops-toolkit/issues/1111\r\n    ActualCosts_raw\r\n    | where ChargeType in ('Purchase', 'Refund') and isnotempty(ReservationId)\r\n    //\r\n    //\r\n    // !!! The rest of the query is reused for both the ActualCosts and AmortizedCosts queries -- Copy all changes in both transform functions !!!\r\n    //\r\n    //\r\n    | extend x_AmortizationClass = case(\r\n        ChargeType in ('Purchase', 'Refund') and (ResourceId has '/microsoft.capacity/reservationorders/' or ResourceId has '/microsoft.billingbenefits/savingsplanorders/'), 'Principal',\r\n        ChargeType == 'Usage' and isnotempty(ReservationId) and ChargeType != 'UnusedSavingsPlan', 'Amortized Charge',\r\n        ''\r\n    )\r\n    | extend tmp_ResourceInfo = parse_resourceid(ResourceId)\r\n    // TODO: PricingCategory needs to include savings plan usage and spot usage\r\n    | extend PricingCategory = case(\r\n        x_AmortizationClass == 'Amortized Charge', 'Committed',\r\n        ChargeType in ('Usage', 'Purchase'), 'Standard',\r\n        ''\r\n    )\r\n    | extend x_ResourceType = tostring(tmp_ResourceInfo.x_ResourceType)\r\n    | project-rename\r\n        PricingQuantity = Quantity,\r\n        x_PricingUnitDescription = UnitOfMeasure\r\n    | lookup kind=leftouter (PricingUnits) on x_PricingUnitDescription\r\n    | lookup kind=leftouter (Regions) on ResourceLocation\r\n    | lookup kind=leftouter (ResourceTypes | project x_ResourceType, ResourceType = SingularDisplayName) on x_ResourceType\r\n    // TODO: Add the following in 1.2: PublisherName, x_PublisherCategory, x_Environment\r\n    | lookup kind=leftouter (Services | where isnotempty(x_ResourceType) | summarize take_any(ServiceName), take_any(ServiceCategory), take_any(ServiceSubcategory), take_any(x_ServiceModel) by x_ResourceType) on x_ResourceType\r\n    | lookup kind=leftouter (Services | where isnotempty(x_ConsumedService) | summarize take_any(ServiceName), take_any(ServiceCategory), take_any(ServiceSubcategory), take_any(x_ServiceModel) by ConsumedService = x_ConsumedService) on ConsumedService\r\n    | extend CommitmentDiscountCategory = iff(isnotempty(ReservationId), 'Usage', '')  // TODO: CommitmentDiscountCategory needs to handle savings plans\r\n    | project\r\n        AvailabilityZone = AvailabilityZone,\r\n        BilledCost = iff(x_AmortizationClass == 'Amortized Charge', real(0), Cost),\r\n        BillingAccountId = strcat('/providers/microsoft.billing/billingaccounts/', BillingAccountId, iff(BillingAccountId == BillingProfileId or isempty(BillingProfileId), '', strcat('/billingprofiles/', BillingProfileId))),\r\n        BillingAccountName = coalesce(BillingProfileName, BillingAccountName),\r\n        BillingAccountType = iff(BillingAccountId == BillingProfileId or isempty(BillingProfileId), 'Billing Profile', 'Billing Account'),\r\n        BillingCurrency,\r\n        BillingPeriodEnd = startofmonth(BillingPeriodEndDate, 1),\r\n        BillingPeriodStart = startofmonth(BillingPeriodStartDate),\r\n        CapacityReservationId = '',\r\n        CapacityReservationStatus = '',\r\n        ChargeCategory = case(\r\n            ChargeType in ('Usage', 'Purchase', 'Credit', 'Tax'), ChargeType,\r\n            ChargeType in ('UnusedReservation', 'UnusedSavingsPlan'), 'Usage',\r\n            ChargeType == 'Refund', 'Purchase',\r\n            'Adjustment'\r\n        ),\r\n        ChargeClass = iff(ChargeType == 'Refund', 'Correction', ''),\r\n        ChargeDescription = Product,\r\n        ChargeFrequency = case(\r\n            Frequency == 'UsageBased', 'Usage-Based',\r\n            Frequency == 'OneTime', 'One-Time',\r\n            Frequency  // \"Recurring\" and any fallback\r\n        ),\r\n        ChargePeriodEnd = Date + 1d,\r\n        ChargePeriodStart = Date,\r\n        ChargeSubcategory = '',\r\n        // TODO: CommitmentDiscount* columns need to handle savings plans\r\n        CommitmentDiscountCategory,\r\n        CommitmentDiscountId = iff(isnotempty(ReservationId), strcat('/providers/microsoft.capacity/reservationorders/', ProductOrderId, '/reservations/', ReservationId), ''),\r\n        CommitmentDiscountName = ReservationName,\r\n        CommitmentDiscountQuantity = real(null),\r\n        CommitmentDiscountStatus = case(\r\n            isempty(ReservationId), '',\r\n            isnotempty(ReservationId) and ChargeType == 'Usage', 'Used',\r\n            ChargeType startswith 'Unused', 'Unused',\r\n            'Unused'\r\n        ),\r\n        CommitmentDiscountType = iff(isnotempty(ReservationId), 'Reservation', ''),\r\n        CommitmentDiscountUnit = '',\r\n        ConsumedQuantity = PricingQuantity * x_PricingBlockSize,\r\n        ConsumedUnit = PricingUnit,\r\n        ContractedCost = UnitPrice * PricingQuantity,\r\n        ContractedUnitPrice = UnitPrice,\r\n        EffectiveCost = iff(x_AmortizationClass == 'Principal', real(0), Cost),\r\n        InvoiceId = '',\r\n        InvoiceIssuerName = 'Microsoft',\r\n        ListCost = real(null),\r\n        ListUnitPrice = real(null),\r\n        PricingCategory,\r\n        PricingCurrency = iff(BillingAccountId == BillingProfileId, BillingCurrency, ''),\r\n        PricingQuantity,\r\n        PricingUnit,\r\n        ProviderName = 'Microsoft',\r\n        PublisherName = iff(PublisherType == 'Marketplace', PublisherName, 'Microsoft'),\r\n        Region = '',\r\n        RegionId,\r\n        RegionName,\r\n        ResourceId = tostring(tmp_ResourceInfo.ResourceId),\r\n        ResourceName = tostring(tmp_ResourceInfo.ResourceName),\r\n        ResourceType,\r\n        ServiceCategory,\r\n        ServiceName,\r\n        ServiceSubcategory,\r\n        SkuId = '',\r\n        SkuMeter = MeterName,\r\n        SkuPriceDetails = '',\r\n        SkuPriceId = '',\r\n        SubAccountId = strcat('/subscriptions/', SubscriptionId),\r\n        SubAccountName = iff(isempty(SubscriptionId), '', SubscriptionName),\r\n        SubAccountType = iff(isempty(SubscriptionId), '', 'Subscription'),\r\n        Tags = iff(Tags startswith '{', Tags, strcat('{', Tags, '}')),\r\n        UsageAmount = real(null),\r\n        UsageQuantity = real(null),\r\n        UsageUnit = '',\r\n        x_AccountId = '',\r\n        x_AccountName = AccountName,\r\n        x_AccountOwnerId = AccountOwnerId,\r\n        x_AmortizationClass = '',\r\n        x_BilledCostInUsd = real(null),\r\n        x_BilledUnitPrice = iff(ChargeType == 'Usage' and isnotempty(ReservationId) and ChargeType != 'UnusedSavingsPlan', real(0), UnitPrice),\r\n        x_BillingAccountId = BillingAccountId,\r\n        x_BillingAccountName = BillingAccountName,\r\n        x_BillingExchangeRate = real(null),\r\n        x_BillingExchangeRateDate = datetime(null),\r\n        x_BillingItemCode = '',\r\n        x_BillingItemName = '',\r\n        x_BillingProfileId = BillingProfileId,\r\n        x_BillingProfileName = BillingProfileName,\r\n        x_ChargeId = '',\r\n        x_CommodityCode = '',\r\n        x_CommodityName = '',\r\n        x_ComponentType = '',\r\n        x_ComponentName = '',\r\n        x_ContractedCostInUsd = real(null),\r\n        x_Cost = real(null),\r\n        x_CostAllocationRuleName = '',\r\n        x_CostCategories = '',\r\n        x_CostCenter = CostCenter,\r\n        x_CostType = '',\r\n        x_Credits = '',\r\n        x_CurrencyConversionRate = real(null),\r\n        x_CustomerId = '',\r\n        x_CustomerName = '',\r\n        x_Discount = '',\r\n        x_EffectiveCostInUsd = real(null),\r\n        x_EffectiveUnitPrice = iff(ChargeType == 'Usage' and isnotempty(ReservationId) and ChargeType != 'UnusedSavingsPlan', real(0), EffectivePrice),\r\n        x_ExportTime = datetime(null),\r\n        x_InstanceID = '',\r\n        x_InvoiceId = '',\r\n        x_InvoiceIssuerId = '',\r\n        x_InvoiceSectionId = InvoiceSectionId,\r\n        x_InvoiceSectionName = InvoiceSection,\r\n        x_ListCostInUsd = real(null),\r\n        x_Location = '',\r\n        x_OnDemandCost = real(null),\r\n        x_OnDemandCostInUsd = real(null),\r\n        x_OnDemandUnitPrice = real(null),\r\n        x_Operation = '',\r\n        x_OwnerAccountID = '',\r\n        x_PartnerCreditApplied = '',\r\n        x_PartnerCreditRate = '',\r\n        x_PricingBlockSize,\r\n        x_PricingCurrency = '',\r\n        x_PricingSubcategory = case(\r\n            // TODO: Add x_SkuTier when supported by C360 -- PricingCategory == 'Standard' and isnotempty(x_SkuTier), 'Tiered',\r\n            PricingCategory == 'Standard', 'Standard',\r\n            PricingCategory == 'Committed', strcat('Committed ', CommitmentDiscountCategory),\r\n            PricingCategory == 'Dynamic', 'Spot',\r\n            ''\r\n        ),\r\n        x_PricingUnitDescription,\r\n        x_Project = '',\r\n        x_PublisherCategory = iff(PublisherType == 'Marketplace', 'Vendor', 'Cloud Provider'),\r\n        x_PublisherId = '',\r\n        x_ResellerId = '',\r\n        x_ResellerName = '',\r\n        x_ResourceGroupName = ResourceGroup,\r\n        x_ResourceType,\r\n        x_ServiceCode = '',\r\n        x_ServiceId = '',\r\n        x_ServiceModel,\r\n        x_ServicePeriodEnd = datetime(null),\r\n        x_ServicePeriodStart = datetime(null),\r\n        x_SkuDescription = Product,\r\n        x_SkuDetails = iff(AdditionalInfo startswith '{', AdditionalInfo, strcat('{', AdditionalInfo, '}')),\r\n        x_SkuIsCreditEligible = IsAzureCreditEligible,\r\n        x_SkuMeterCategory = MeterCategory,\r\n        x_SkuMeterId = MeterId,\r\n        x_SkuMeterName = MeterName,\r\n        x_SkuMeterSubcategory = MeterSubCategory,\r\n        x_SkuOfferId = OfferId,\r\n        x_SkuOrderId = ProductOrderId,\r\n        x_SkuOrderName = ProductOrderName,\r\n        x_SkuPartNumber = PartNumber,\r\n        x_SkuPlanName = '',\r\n        x_SkuRegion = MeterRegion,\r\n        x_SkuServiceFamily = ServiceFamily,\r\n        x_SkuTerm = toint(Term),\r\n        x_SkuTier = '',\r\n        x_SourceName = 'C360',\r\n        x_SourceProvider = 'Microsoft',\r\n        x_SourceType = 'ActualCost',\r\n        x_SourceVersion = 'C360-2025-04',\r\n        x_SubproductName = '',\r\n        x_UsageType = ''\r\n}\r\n\r\n// Update policy for ActualCosts_raw -> Costs_raw table\r\n.alter table Costs_raw policy update\r\n``` \r\n[{\r\n    \"IsEnabled\": true,\r\n    \"Source\": \"ActualCosts_raw\",\r\n    \"Query\": \"ActualCosts_transform_v1_2()\",\r\n    \"IsTransactional\": true,\r\n    \"PropagateIngestionProperties\": true\r\n}]\r\n```\r\n\r\n\r\n//===| Amortized costs |================================================================================================\r\n// Supported versions:\r\n// - C360-2025-04\r\n//======================================================================================================================\r\n\r\n// AmortizedCosts_transform_v1_2 function\r\n.create-or-alter function\r\nwith (docstring='AmortizedCost exports transformed to FOCUS 1.2.', folder='Costs')\r\nAmortizedCosts_transform_v1_2()\r\n{\r\n    // NOTE: All open issues and questions are tracked @ https://github.com/microsoft/finops-toolkit/issues/1111\r\n    AmortizedCosts_raw\r\n    //\r\n    //\r\n    // !!! The rest of the query is reused for both the ActualCosts and AmortizedCosts queries -- Copy all changes in both transform functions !!!\r\n    //\r\n    //\r\n    | extend x_AmortizationClass = case(\r\n        ChargeType in ('Purchase', 'Refund') and (ResourceId has '/microsoft.capacity/reservationorders/' or ResourceId has '/microsoft.billingbenefits/savingsplanorders/'), 'Principal',\r\n        ChargeType == 'Usage' and isnotempty(ReservationId) and ChargeType != 'UnusedSavingsPlan', 'Amortized Charge',\r\n        ''\r\n    )\r\n    | extend tmp_ResourceInfo = parse_resourceid(ResourceId)\r\n    // TODO: PricingCategory needs to include savings plan usage and spot usage\r\n    | extend PricingCategory = case(\r\n        x_AmortizationClass == 'Amortized Charge', 'Committed',\r\n        ChargeType in ('Usage', 'Purchase'), 'Standard',\r\n        ''\r\n    )\r\n    | extend x_ResourceType = tostring(tmp_ResourceInfo.x_ResourceType)\r\n    | project-rename\r\n        PricingQuantity = Quantity,\r\n        x_PricingUnitDescription = UnitOfMeasure\r\n    | lookup kind=leftouter (PricingUnits) on x_PricingUnitDescription\r\n    | lookup kind=leftouter (Regions) on ResourceLocation\r\n    | lookup kind=leftouter (ResourceTypes | project x_ResourceType, ResourceType = SingularDisplayName) on x_ResourceType\r\n    // TODO: Add the following in 1.2: PublisherName, x_PublisherCategory, x_Environment\r\n    | lookup kind=leftouter (Services | where isnotempty(x_ResourceType) | summarize take_any(ServiceName), take_any(ServiceCategory), take_any(ServiceSubcategory), take_any(x_ServiceModel) by x_ResourceType) on x_ResourceType\r\n    | lookup kind=leftouter (Services | where isnotempty(x_ConsumedService) | summarize take_any(ServiceName), take_any(ServiceCategory), take_any(ServiceSubcategory), take_any(x_ServiceModel) by ConsumedService = x_ConsumedService) on ConsumedService\r\n    | extend CommitmentDiscountCategory = iff(isnotempty(ReservationId), 'Usage', '')  // TODO: CommitmentDiscountCategory needs to handle savings plans\r\n    | project\r\n        AvailabilityZone = AvailabilityZone,\r\n        BilledCost = iff(x_AmortizationClass == 'Amortized Charge', real(0), Cost),\r\n        BillingAccountId = strcat('/providers/microsoft.billing/billingaccounts/', BillingAccountId, iff(BillingAccountId == BillingProfileId or isempty(BillingProfileId), '', strcat('/billingprofiles/', BillingProfileId))),\r\n        BillingAccountName = coalesce(BillingProfileName, BillingAccountName),\r\n        BillingAccountType = iff(BillingAccountId == BillingProfileId or isempty(BillingProfileId), 'Billing Profile', 'Billing Account'),\r\n        BillingCurrency,\r\n        BillingPeriodEnd = startofmonth(BillingPeriodEndDate, 1),\r\n        BillingPeriodStart = startofmonth(BillingPeriodStartDate),\r\n        CapacityReservationId = '',\r\n        CapacityReservationStatus = '',\r\n        ChargeCategory = case(\r\n            ChargeType in ('Usage', 'Purchase', 'Credit', 'Tax'), ChargeType,\r\n            ChargeType in ('UnusedReservation', 'UnusedSavingsPlan'), 'Usage',\r\n            ChargeType == 'Refund', 'Purchase',\r\n            'Adjustment'\r\n        ),\r\n        ChargeClass = iff(ChargeType == 'Refund', 'Correction', ''),\r\n        ChargeDescription = Product,\r\n        ChargeFrequency = case(\r\n            Frequency == 'UsageBased', 'Usage-Based',\r\n            Frequency == 'OneTime', 'One-Time',\r\n            Frequency  // \"Recurring\" and any fallback\r\n        ),\r\n        ChargePeriodEnd = Date + 1d,\r\n        ChargePeriodStart = Date,\r\n        ChargeSubcategory = '',\r\n        // TODO: CommitmentDiscount* columns need to handle savings plans\r\n        CommitmentDiscountCategory,\r\n        CommitmentDiscountId = iff(isnotempty(ReservationId), strcat('/providers/microsoft.capacity/reservationorders/', ProductOrderId, '/reservations/', ReservationId), ''),\r\n        CommitmentDiscountName = ReservationName,\r\n        CommitmentDiscountQuantity = real(null),\r\n        CommitmentDiscountStatus = case(\r\n            isempty(ReservationId), '',\r\n            isnotempty(ReservationId) and ChargeType == 'Usage', 'Used',\r\n            ChargeType startswith 'Unused', 'Unused',\r\n            'Unused'\r\n        ),\r\n        CommitmentDiscountType = iff(isnotempty(ReservationId), 'Reservation', ''),\r\n        CommitmentDiscountUnit = '',\r\n        ConsumedQuantity = PricingQuantity * x_PricingBlockSize,\r\n        ConsumedUnit = PricingUnit,\r\n        ContractedCost = UnitPrice * PricingQuantity,\r\n        ContractedUnitPrice = UnitPrice,\r\n        EffectiveCost = iff(x_AmortizationClass == 'Principal', real(0), Cost),\r\n        InvoiceId = '',\r\n        InvoiceIssuerName = 'Microsoft',\r\n        ListCost = real(null),\r\n        ListUnitPrice = real(null),\r\n        PricingCategory,\r\n        PricingCurrency = iff(BillingAccountId == BillingProfileId, BillingCurrency, ''),\r\n        PricingQuantity,\r\n        PricingUnit,\r\n        ProviderName = 'Microsoft',\r\n        PublisherName = iff(PublisherType == 'Marketplace', PublisherName, 'Microsoft'),\r\n        Region = '',\r\n        RegionId,\r\n        RegionName,\r\n        ResourceId = tostring(tmp_ResourceInfo.ResourceId),\r\n        ResourceName = tostring(tmp_ResourceInfo.ResourceName),\r\n        ResourceType,\r\n        ServiceCategory,\r\n        ServiceName,\r\n        ServiceSubcategory,\r\n        SkuId = '',\r\n        SkuMeter = MeterName,\r\n        SkuPriceDetails = '',\r\n        SkuPriceId = '',\r\n        SubAccountId = strcat('/subscriptions/', SubscriptionId),\r\n        SubAccountName = iff(isempty(SubscriptionId), '', SubscriptionName),\r\n        SubAccountType = iff(isempty(SubscriptionId), '', 'Subscription'),\r\n        Tags = iff(Tags startswith '{', Tags, strcat('{', Tags, '}')),\r\n        UsageAmount = real(null),\r\n        UsageQuantity = real(null),\r\n        UsageUnit = '',\r\n        x_AccountId = '',\r\n        x_AccountName = AccountName,\r\n        x_AccountOwnerId = AccountOwnerId,\r\n        x_AmortizationClass = '',\r\n        x_BilledCostInUsd = real(null),\r\n        x_BilledUnitPrice = iff(ChargeType == 'Usage' and isnotempty(ReservationId) and ChargeType != 'UnusedSavingsPlan', real(0), UnitPrice),\r\n        x_BillingAccountId = BillingAccountId,\r\n        x_BillingAccountName = BillingAccountName,\r\n        x_BillingExchangeRate = real(null),\r\n        x_BillingExchangeRateDate = datetime(null),\r\n        x_BillingItemCode = '',\r\n        x_BillingItemName = '',\r\n        x_BillingProfileId = BillingProfileId,\r\n        x_BillingProfileName = BillingProfileName,\r\n        x_ChargeId = '',\r\n        x_CommodityCode = '',\r\n        x_CommodityName = '',\r\n        x_ComponentType = '',\r\n        x_ComponentName = '',\r\n        x_ContractedCostInUsd = real(null),\r\n        x_Cost = real(null),\r\n        x_CostAllocationRuleName = '',\r\n        x_CostCategories = '',\r\n        x_CostCenter = CostCenter,\r\n        x_CostType = '',\r\n        x_Credits = '',\r\n        x_CurrencyConversionRate = real(null),\r\n        x_CustomerId = '',\r\n        x_CustomerName = '',\r\n        x_Discount = '',\r\n        x_EffectiveCostInUsd = real(null),\r\n        x_EffectiveUnitPrice = iff(ChargeType == 'Usage' and isnotempty(ReservationId) and ChargeType != 'UnusedSavingsPlan', real(0), EffectivePrice),\r\n        x_ExportTime = datetime(null),\r\n        x_InstanceID = '',\r\n        x_InvoiceId = '',\r\n        x_InvoiceIssuerId = '',\r\n        x_InvoiceSectionId = InvoiceSectionId,\r\n        x_InvoiceSectionName = InvoiceSection,\r\n        x_ListCostInUsd = real(null),\r\n        x_Location = '',\r\n        x_OnDemandCost = real(null),\r\n        x_OnDemandCostInUsd = real(null),\r\n        x_OnDemandUnitPrice = real(null),\r\n        x_Operation = '',\r\n        x_OwnerAccountID = '',\r\n        x_PartnerCreditApplied = '',\r\n        x_PartnerCreditRate = '',\r\n        x_PricingBlockSize,\r\n        x_PricingCurrency = '',\r\n        x_PricingSubcategory = case(\r\n            // TODO: Add x_SkuTier when supported by C360 -- PricingCategory == 'Standard' and isnotempty(x_SkuTier), 'Tiered',\r\n            PricingCategory == 'Standard', 'Standard',\r\n            PricingCategory == 'Committed', strcat('Committed ', CommitmentDiscountCategory),\r\n            PricingCategory == 'Dynamic', 'Spot',\r\n            ''\r\n        ),\r\n        x_PricingUnitDescription,\r\n        x_Project = '',\r\n        x_PublisherCategory = iff(PublisherType == 'Marketplace', 'Vendor', 'Cloud Provider'),\r\n        x_PublisherId = '',\r\n        x_ResellerId = '',\r\n        x_ResellerName = '',\r\n        x_ResourceGroupName = ResourceGroup,\r\n        x_ResourceType,\r\n        x_ServiceCode = '',\r\n        x_ServiceId = '',\r\n        x_ServiceModel,\r\n        x_ServicePeriodEnd = datetime(null),\r\n        x_ServicePeriodStart = datetime(null),\r\n        x_SkuDescription = Product,\r\n        x_SkuDetails = iff(AdditionalInfo startswith '{', AdditionalInfo, strcat('{', AdditionalInfo, '}')),\r\n        x_SkuIsCreditEligible = IsAzureCreditEligible,\r\n        x_SkuMeterCategory = MeterCategory,\r\n        x_SkuMeterId = MeterId,\r\n        x_SkuMeterName = MeterName,\r\n        x_SkuMeterSubcategory = MeterSubCategory,\r\n        x_SkuOfferId = OfferId,\r\n        x_SkuOrderId = ProductOrderId,\r\n        x_SkuOrderName = ProductOrderName,\r\n        x_SkuPartNumber = PartNumber,\r\n        x_SkuPlanName = '',\r\n        x_SkuRegion = MeterRegion,\r\n        x_SkuServiceFamily = ServiceFamily,\r\n        x_SkuTerm = toint(Term),\r\n        x_SkuTier = '',\r\n        x_SourceName = 'C360',\r\n        x_SourceProvider = 'Microsoft',\r\n        x_SourceType = 'ActualCost',\r\n        x_SourceVersion = 'C360-2025-04',\r\n        x_SubproductName = '',\r\n        x_UsageType = ''\r\n}\r\n\r\n// Update policy for AmortizedCosts_raw -> Costs_raw table\r\n.alter table Costs_raw policy update\r\n``` \r\n[{\r\n    \"IsEnabled\": true,\r\n    \"Source\": \"AmortizedCosts_raw\",\r\n    \"Query\": \"AmortizedCosts_transform_v1_2()\",\r\n    \"IsTransactional\": true,\r\n    \"PropagateIngestionProperties\": true\r\n}]\r\n```\r\n\r\n\r\n//===| CommitmentDiscountUsage |========================================================================================\r\n// Supported versions:\r\n// - MS EA reservation details: 2023-03-01  -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/reservation-details-ea\r\n// - MS MCA reservation details: 2023-03-01 -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/reservation-details-mca\r\n//======================================================================================================================\r\n\r\n// CommitmentDiscountUsage_transform_v1_2 function\r\n.create-or-alter function\r\nwith (docstring='All commitment discount usage transformed to FOCUS 1.2. This includes reservationdeatils_raw.', folder='Commitment discounts')\r\nCommitmentDiscountUsage_transform_v1_2()\r\n{\r\n    // NOTE: All open issues and questions are tracked @ https://github.com/microsoft/finops-toolkit/issues/1111\r\n    CommitmentDiscountUsage_raw\r\n    //\r\n    // Set ProviderName\r\n    | extend ProviderName = 'Microsoft'\r\n    //\r\n    // Handle resource columns\r\n    | extend ResourceId = tolower(InstanceId)\r\n    | extend tmp_ResourceDetails = parse_resourceid(ResourceId)\r\n    | extend ResourceName        = tostring(tmp_ResourceDetails.ResourceName)\r\n    | extend SubAccountId        = tostring(tmp_ResourceDetails.SubAccountId)\r\n    | extend x_ResourceGroupName = tostring(tmp_ResourceDetails.x_ResourceGroupName)\r\n    | extend x_ResourceType      = tostring(tmp_ResourceDetails.x_ResourceType)\r\n    | lookup kind=leftouter (ResourceTypes | distinct x_ResourceType, ResourceType = SingularDisplayName) on x_ResourceType\r\n    | lookup kind=leftouter (Services | where isnotempty(x_ResourceType) | summarize take_any(ServiceName), take_any(ServiceCategory), take_any(ServiceSubcategory), take_any(x_ServiceModel) by x_ResourceType) on x_ResourceType\r\n    //\r\n    // Sort columns and apply final transforms\r\n    | project\r\n        ChargePeriodEnd                     = UsageDate + 1d,\r\n        ChargePeriodStart                   = UsageDate,\r\n        CommitmentDiscountCategory          = 'Usage',\r\n        CommitmentDiscountId                = tolower(strcat('/providers/microsoft.capacity/reservationorders/', ReservationOrderId, '/reservations/', ReservationId)),\r\n        CommitmentDiscountQuantity          = UsedHours * InstanceFlexibilityRatio,\r\n        CommitmentDiscountType              = 'Reservation',\r\n        CommitmentDiscountUnit              = case(\r\n            InstanceFlexibilityRatio == 1, 'Hours',\r\n            InstanceFlexibilityRatio != 1, 'Normalized Hours',\r\n            ''\r\n        ),\r\n        ConsumedQuantity                    = UsedHours,\r\n        ProviderName,\r\n        ResourceId,\r\n        ResourceName,\r\n        ResourceType,\r\n        ServiceCategory,\r\n        ServiceName,\r\n        ServiceSubcategory,\r\n        SubAccountId,\r\n        x_CommitmentDiscountCommittedCount  = TotalReservedQuantity,\r\n        x_CommitmentDiscountCommittedAmount = ReservedHours,\r\n        // TODO: Is this needed? -- x_CommitmentDiscountKind            = Kind,\r\n        x_CommitmentDiscountNormalizedGroup = iff(InstanceFlexibilityGroup == 'NA', '', InstanceFlexibilityGroup),\r\n        x_CommitmentDiscountNormalizedRatio = InstanceFlexibilityRatio,\r\n        x_IngestionTime                     = ingestion_time(),\r\n        x_ResourceGroupName,\r\n        x_ResourceType,\r\n        // x_RowId = hash_sha256(strcat(\r\n        //     // DO NOT CHANGE COLUMNS OR COLUMN ORDER\r\n        //     CommitmentDiscountId,\r\n        //     ResourceId,\r\n        //     ChargePeriodStart\r\n        // )),\r\n        x_ServiceModel,\r\n        x_SkuOrderId                        = ReservationOrderId,\r\n        x_SkuSize                           = iff(SkuName == 'NA', '', SkuName),\r\n        x_SourceName                        = coalesce(x_SourceName, iff(ProviderName == 'Microsoft', 'Cost Management', ProviderName)),\r\n        x_SourceProvider                    = coalesce(x_SourceProvider, ProviderName),\r\n        x_SourceType                        = coalesce(x_SourceType, iff(ProviderName == 'Microsoft', 'ReservationDetails', '')),\r\n        x_SourceVersion                     = coalesce(x_SourceVersion, iff(ProviderName == 'Microsoft', '2024-03-01', ''))\r\n}\r\n\r\n// CommitmentDiscountUsage_final_v1_2 table\r\n.create-merge table CommitmentDiscountUsage_final_v1_2 (\r\n    ChargePeriodEnd:                     datetime,  // Hubs add-on\r\n    ChargePeriodStart:                   datetime,  // MS 2023-03-01\r\n    CommitmentDiscountCategory:          string,    // Hubs add-on\r\n    CommitmentDiscountId:                string,    // MS 2023-03-01\r\n    CommitmentDiscountQuantity:          real,      // MS 2023-03-01\r\n    CommitmentDiscountType:              string,    // Hubs add-on\r\n    CommitmentDiscountUnit:              string,    // Hubs add-on\r\n    ConsumedQuantity:                    real,      // MS 2023-03-01\r\n    ProviderName:                        string,    // Hubs add-on\r\n    ResourceId:                          string,    // MS 2023-03-01\r\n    ResourceName:                        string,    // Hubs add-on\r\n    ResourceType:                        string,    // Hubs add-on\r\n    ServiceCategory:                     string,    // Hubs add-on\r\n    ServiceName:                         string,    // Hubs add-on\r\n    ServiceSubcategory:                  string,    // Hubs add-on\r\n    SubAccountId:                        string,    // Hubs add-on\r\n    x_CommitmentDiscountCommittedCount:  real,      // MS 2023-03-01\r\n    x_CommitmentDiscountCommittedAmount: real,      // MS 2023-03-01\r\n    x_CommitmentDiscountNormalizedGroup: string,    // MS 2023-03-01\r\n    x_CommitmentDiscountNormalizedRatio: real,      // MS 2023-03-01\r\n    x_IngestionTime:                     datetime,  // Hubs add-on\r\n    x_ResourceGroupName:                 string,    // Hubs add-on\r\n    x_ResourceType:                      string,    // Hubs add-on\r\n    x_ServiceModel:                      string,    // Hubs add-on\r\n    x_SkuOrderId:                        string,    // MS 2023-03-01\r\n    x_SkuSize:                           string,    // MS 2023-03-01\r\n    x_SourceName:                        string,    // Hubs add-on\r\n    x_SourceProvider:                    string,    // Hubs add-on\r\n    x_SourceType:                        string,    // Hubs add-on\r\n    x_SourceVersion:                     string     // Hubs add-on\r\n)\r\n\r\n// Update policy for CommitmentDiscountUsage_raw -> CommitmentDiscountUsage_final_v1_2 table\r\n.alter table CommitmentDiscountUsage_final_v1_2 policy update\r\n```\r\n[{\r\n    \"IsEnabled\": true,\r\n    \"Source\": \"CommitmentDiscountUsage_raw\",\r\n    \"Query\": \"CommitmentDiscountUsage_transform_v1_2()\",\r\n    \"IsTransactional\": true,\r\n    \"PropagateIngestionProperties\": true\r\n}]\r\n```\r\n\r\n\r\n//===| Recommendations |================================================================================================\r\n// Supported datasets/versions:\r\n// - MS CM EA reservation recommendations: 2023-05-01  -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/reservation-recommendations-ea\r\n// - MS CM MCA reservation recommendations: 2023-05-01 -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/reservation-recommendations-mca\r\n//======================================================================================================================\r\n\r\n// Recommendations_transform_v1_2 function\r\n.create-or-alter function\r\nwith (docstring='All recommendations transformed to FOCUS 1.2.', folder='Recommendations')\r\nRecommendations_transform_v1_2()\r\n{\r\n    // NOTE: All open issues and questions are tracked @ https://github.com/microsoft/finops-toolkit/issues/1111\r\n    let isoMonths = (duration: string) {\r\n        let number = toint(replace_regex(duration, @'[PMY]', ''));\r\n        toint(case(\r\n            duration == '', int(null),\r\n            duration endswith \"Y\", number * 12,\r\n            duration endswith \"M\", number,\r\n            -1\r\n        ))\r\n    };\r\n    Recommendations_raw\r\n    | extend x_IngestionTime = ingestion_time()\r\n    //\r\n    // Set ProviderName\r\n    | extend ProviderName = 'Microsoft'\r\n    //\r\n    // Set source columns\r\n    | extend x_SourceName     = coalesce(x_SourceName, iff(ProviderName == 'Microsoft', 'Cost Management', ProviderName))\r\n    | extend x_SourceProvider = coalesce(x_SourceProvider, ProviderName)\r\n    | extend x_SourceType     = coalesce(x_SourceType, iff(ProviderName == 'Microsoft', 'ReservationRecommendations', ''))\r\n    | extend x_SourceVersion  = coalesce(x_SourceVersion, iff(ProviderName == 'Microsoft', '2023-05-01', ''))\r\n    //\r\n    // Convert JSON cost columns to real\r\n    | extend CostWithNoReservedInstances    = case(isnotempty(CostWithNoReservedInstances),    CostWithNoReservedInstances,    isnotempty(CostWithNoReservedInstancesJson),    toreal(extract(@'\"value\":([0-9\\.]+)', 1, CostWithNoReservedInstancesJson)),    CostWithNoReservedInstances)\r\n    | extend NetSavings                     = case(isnotempty(NetSavings),                     NetSavings,                     isnotempty(NetSavingsJson),                     toreal(extract(@'\"value\":([0-9\\.]+)', 1, NetSavingsJson)),                     NetSavings)\r\n    | extend TotalCostWithReservedInstances = case(isnotempty(TotalCostWithReservedInstances), TotalCostWithReservedInstances, isnotempty(TotalCostWithReservedInstancesJson), toreal(extract(@'\"value\":([0-9\\.]+)', 1, TotalCostWithReservedInstancesJson)), TotalCostWithReservedInstances)\r\n    //\r\n    // Parse x_RecommendationDetails from JSON string (ARG queries serialize to string for Parquet compatibility)\r\n    | extend x_RecommendationDetails = iff(gettype(x_RecommendationDetails) == 'string', parse_json(tostring(x_RecommendationDetails)), x_RecommendationDetails)\r\n    //\r\n    // Normalize x_RecommendationDetails keys to x_PascalCase (Advisor extendedProperties use camelCase)\r\n    // Guard: inject a placeholder key so mv-apply doesn't drop rows with null/empty bags\r\n    | extend x_RecommendationDetails = bag_merge(coalesce(x_RecommendationDetails, dynamic({})), bag_pack('__placeholder', ''))\r\n    | mv-apply k = bag_keys(x_RecommendationDetails) on (\r\n        where isnotempty(tostring(k)) and tostring(k) != '__placeholder'\r\n        | extend newKey = iff(tostring(k) startswith 'x_', tostring(k), strcat('x_', toupper(substring(tostring(k), 0, 1)), substring(tostring(k), 1)))\r\n        | summarize x_RecommendationDetails = make_bag(bag_pack(newKey, x_RecommendationDetails[tostring(k)]))\r\n    )\r\n    //\r\n    // Build recommendation details\r\n    | lookup kind=leftouter (Regions | summarize RegionName = make_set(RegionName)[0] by Location = RegionId) on Location\r\n    | extend x_RecommendationDetails = case(\r\n        // Use incoming x_RecommendationDetails first\r\n        isnotempty(x_RecommendationDetails), x_RecommendationDetails,\r\n        // Create one for reservation recommendations if needed\r\n        x_SourceType == 'ReservationRecommendations', bag_pack(\r\n            'CommitmentDiscountNormalizedGroup', InstanceFlexibilityGroup,\r\n            'CommitmentDiscountNormalizedRatio', InstanceFlexibilityRatio,\r\n            'CommitmentDiscountNormalizedSize', NormalizedSize,\r\n            'CommitmentDiscountResourceType', ResourceType,\r\n            'CommitmentDiscountScope', Scope,\r\n            'LookbackPeriodDuration', case(\r\n                LookBackPeriod matches regex @'^Last([0-9]+)Days$', replace_regex(LookBackPeriod, @'^Last([0-9]+)Days$', @'P\\1D'),\r\n                LookBackPeriod matches regex @'^[0-9]+$',           strcat('P', LookBackPeriod, 'D'),\r\n                ''\r\n            ),\r\n            'LookbackPeriodStart', FirstUsageDate,\r\n            'RecommendedQuantity', RecommendedQuantity,\r\n            'RecommendedQuantityNormalized', RecommendedQuantityNormalized,\r\n            'RegionId', Location,\r\n            'RegionName', RegionName,\r\n            'SkuMeterId', MeterId,\r\n            'SkuPriceDetails', SkuProperties,\r\n            'SkuSize', coalesce(SKU, SkuName),\r\n            'SkuTerm', isoMonths(Term)\r\n        ),\r\n        dynamic({})\r\n    )\r\n    //\r\n    // Prefer specified date, then fall back to generating a date based on reservation recommendation lookback period, then validate to ensure it's not in the future\r\n    | extend x_RecommendationDate = coalesce(x_RecommendationDate, FirstUsageDate + (toint(extract(@'^P([0-9]+)D$', 1, tostring(x_RecommendationDetails.LookbackPeriodDuration))) * 1d))\r\n    | extend x_RecommendationDate = iff(x_RecommendationDate > now(), startofday(now()), x_RecommendationDate)\r\n    //\r\n    // Derive x_ResourceType from ResourceId\r\n    | extend tmp_ResourceType = tostring(parse_resourceid(ResourceId).x_ResourceType)\r\n    | extend x_RecommendationDetails = iff(isnotempty(tmp_ResourceType), bag_merge(bag_pack('x_ResourceType', tmp_ResourceType), x_RecommendationDetails), x_RecommendationDetails)\r\n    //\r\n    // Set ResourceType display name from x_ResourceType code\r\n    | extend ResourceType = coalesce(ResourceType, tostring(resource_type(tmp_ResourceType).SingularDisplayName), tmp_ResourceType)\r\n    //\r\n    | project\r\n        ProviderName,\r\n        ResourceId = tolower(ResourceId),      // Force lowercase for consistent grouping/filtering\r\n        ResourceName = tolower(iff(tmp_ResourceType =~ 'microsoft.resources/subscriptions', coalesce(SubAccountName, ResourceName), ResourceName)),  // Use subscription name for subscription-level recommendations\r\n        ResourceType,\r\n        SubAccountId = coalesce(SubAccountId, iff(isnotempty(SubscriptionId), strcat('/subscriptions/', SubscriptionId), '')),\r\n        SubAccountName,\r\n        x_EffectiveCostAfter = coalesce(x_EffectiveCostAfter, TotalCostWithReservedInstances),\r\n        x_EffectiveCostBefore = coalesce(x_EffectiveCostBefore, CostWithNoReservedInstances),\r\n        x_EffectiveCostSavings = coalesce(x_EffectiveCostSavings, NetSavings, toreal(x_RecommendationDetails.x_SavingsAmount), toreal(x_RecommendationDetails.x_AnnualSavingsAmount) / 12),\r\n        x_IngestionTime,\r\n        x_RecommendationCategory,  // TODO: Set for reservation recommendations\r\n        x_RecommendationDate,\r\n        x_RecommendationDescription = coalesce(x_RecommendationDescription, tostring(x_RecommendationDetails.x_RecommendationSolution), tostring(x_RecommendationDetails.x_RecommendationSubCategory)),\r\n        x_RecommendationDetails,\r\n        x_RecommendationId = tolower(x_RecommendationId),    // TODO: Set for reservation recommendations; force lowercase for consistent grouping/filtering\r\n        x_ResourceGroupName = tolower(x_ResourceGroupName),  // Force lowercase for consistent grouping/filtering\r\n        x_SourceName,\r\n        x_SourceProvider,\r\n        x_SourceType,\r\n        x_SourceVersion\r\n}\r\n\r\n// Recommendations_final_v1_2 table\r\n.create-merge table Recommendations_final_v1_2 (\r\n    ProviderName:                string,\r\n    ResourceId:                  string,\r\n    ResourceName:                string,\r\n    ResourceType:                string,\r\n    SubAccountId:                string,\r\n    SubAccountName:              string,\r\n    x_EffectiveCostAfter:        real,\r\n    x_EffectiveCostBefore:       real,\r\n    x_EffectiveCostSavings:      real,\r\n    x_IngestionTime:             datetime,\r\n    x_RecommendationCategory:    string,\r\n    x_RecommendationDate:        datetime,\r\n    x_RecommendationDescription: string,\r\n    x_RecommendationDetails:     dynamic,\r\n    x_RecommendationId:          string,\r\n    x_ResourceGroupName:         string,\r\n    x_SourceName:                string,\r\n    x_SourceProvider:            string,\r\n    x_SourceType:                string,\r\n    x_SourceVersion:             string\r\n)\r\n\r\n// Update policy for Recommendations_raw -> Recommendations_final_v1_2 table\r\n.alter table Recommendations_final_v1_2 policy update\r\n```\r\n[{\r\n    \"IsEnabled\": true,\r\n    \"Source\": \"Recommendations_raw\",\r\n    \"Query\": \"Recommendations_transform_v1_2()\",\r\n    \"IsTransactional\": true,\r\n    \"PropagateIngestionProperties\": true\r\n}]\r\n```\r\n\r\n\r\n//===| Transactions |===================================================================================================\r\n// Supported versions:\r\n// - MS CM EA reservation transactions: 2023-05-01  -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/reservation-transactions-ea\r\n// - MS CM MCA reservation transactions: 2023-05-01 -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/reservation-transactions-mca\r\n//======================================================================================================================\r\n\r\n// Transactions_transform_v1_2 function\r\n.create-or-alter function\r\nwith (docstring='All transactions transformed to FOCUS 1.2.', folder='Transactions')\r\nTransactions_transform_v1_2()\r\n{\r\n    // NOTE: All open issues and questions are tracked @ https://github.com/microsoft/finops-toolkit/issues/1111\r\n    let isoMonths = (duration: string) {\r\n        let number = toint(replace_regex(duration, @'[PMY]', ''));\r\n        toint(case(\r\n            duration == '', int(null),\r\n            duration endswith \"Y\", number * 12,\r\n            duration endswith \"M\", number,\r\n            -1\r\n        ))\r\n    };\r\n    Transactions_raw\r\n    //\r\n    // Set ProviderName\r\n    | extend ProviderName = 'Microsoft'\r\n    //\r\n    // Set source columns\r\n    | extend x_SourceName     = coalesce(x_SourceName, iff(ProviderName == 'Microsoft', 'Cost Management', ProviderName))\r\n    | extend x_SourceProvider = coalesce(x_SourceProvider, ProviderName)\r\n    | extend x_SourceType     = coalesce(x_SourceType, iff(ProviderName == 'Microsoft', 'ReservationTransactions', ''))\r\n    | extend x_SourceVersion  = coalesce(x_SourceVersion, iff(ProviderName == 'Microsoft', '2023-05-01', ''))\r\n    //\r\n    // Handle BillingPeriodStart/End\r\n    | extend BillingMonth = tostring(BillingMonth)\r\n    | extend BillingPeriodStart = iff(isempty(BillingMonth), datetime(null), todatetime(strcat(substring(BillingMonth, 0, 4), \"-\", substring(BillingMonth, 4, 2), \"-\", substring(BillingMonth, 6, 2))))\r\n    | extend BillingPeriodEnd = iff(isempty(BillingMonth), datetime(null), startofmonth(endofmonth(BillingPeriodStart) + 1d))\r\n    //\r\n    // Sort columns and apply final transforms\r\n    | project\r\n        BilledCost = Amount,\r\n        BillingAccountId = case(\r\n            BillingProfileId startswith '/', BillingProfileId,\r\n            isnotempty(CurrentEnrollmentId), strcat('/providers/Microsoft.Billing/billingAccounts/', CurrentEnrollmentId),\r\n            isnotempty(BillingProfileId), strcat('/providers/Microsoft.Billing/billingProfiles/', BillingProfileId),\r\n            ''\r\n        ),\r\n        BillingAccountName = coalesce(BillingProfileName, CurrentEnrollmentId),\r\n        BillingCurrency = Currency,\r\n        BillingPeriodEnd,\r\n        BillingPeriodStart,\r\n        ChargeCategory = case(\r\n            EventType in ('Cancel', 'Purchase', 'Refund'), 'Purchase',\r\n            'Adjustment'\r\n        ),\r\n        ChargeClass = case(\r\n            EventType == 'Cancel', 'Cancel',  // FOCUS does not handle this scenario\r\n            EventType == 'Refund', 'Correction',\r\n            ''\r\n        ),\r\n        ChargeDescription = Description,\r\n        ChargeFrequency   = case(\r\n            BillingFrequency == 'OneTime', 'One-Time',\r\n            BillingFrequency == 'Recurring', 'Recurring',\r\n            BillingFrequency\r\n        ),\r\n        ChargePeriodStart    = EventDate,\r\n        InvoiceId,\r\n        PricingQuantity      = Quantity,\r\n        PricingUnit          = 'Reservations',\r\n        ProviderName,\r\n        RegionId             = Region,\r\n        RegionName           = Region,\r\n        SubAccountId         = iff(isempty(PurchasingSubscriptionGuid), '', strcat('/subscriptions/', PurchasingSubscriptionGuid)),\r\n        SubAccountName       = iff(isempty(PurchasingSubscriptionGuid), '', PurchasingSubscriptionName),\r\n        x_AccountName        = AccountName,\r\n        x_AccountOwnerId     = AccountOwnerEmail,\r\n        x_CostCenter         = CostCenter,\r\n        x_InvoiceNumber      = Invoice,\r\n        x_InvoiceSectionId   = InvoiceSectionId,\r\n        x_InvoiceSectionName = coalesce(InvoiceSectionName, DepartmentName),\r\n        x_IngestionTime      = ingestion_time(),\r\n        x_MonetaryCommitment = MonetaryCommitment,\r\n        x_Overage            = Overage,\r\n        x_PurchasingBillingAccountId = PurchasingEnrollment,\r\n        x_SkuOrderId         = ReservationOrderId,\r\n        x_SkuOrderName       = ReservationOrderName,\r\n        x_SkuSize            = ArmSkuName,\r\n        x_SkuTerm            = isoMonths(Term),\r\n        x_SourceName,\r\n        x_SourceProvider,\r\n        x_SourceType,\r\n        x_SourceVersion,\r\n        x_SubscriptionId  = PurchasingSubscriptionGuid,\r\n        x_TransactionType = EventType\r\n}\r\n\r\n// Transactions_final_v1_2 table\r\n.create-merge table Transactions_final_v1_2 (\r\n    BilledCost:                   real,      // MS CM EA+MCA 2023-05-01\r\n    BillingAccountId:             string,    // MS CM EA+MCA 2023-05-01\r\n    BillingAccountName:           string,    // MS CM EA+MCA 2023-05-01\r\n    BillingCurrency:              string,    // MS CM EA+MCA 2023-05-01\r\n    BillingPeriodEnd:             datetime,  // MS CM EA+MCA 2023-05-01\r\n    BillingPeriodStart:           datetime,  // MS CM EA+MCA 2023-05-01\r\n    ChargeCategory:               string,    // Hubs add-on\r\n    ChargeClass:                  string,    // Hubs add-on\r\n    ChargeDescription:            string,    // MS CM EA+MCA 2023-05-01\r\n    ChargeFrequency:              string,    // MS CM EA+MCA 2023-05-01\r\n    ChargePeriodStart:            datetime,  // MS CM EA+MCA 2023-05-01\r\n    InvoiceId:                    string,    // MS CM MCA 2023-05-01\r\n    PricingQuantity:              real,      // MS CM EA+MCA 2023-05-01\r\n    PricingUnit:                  string,    // Hubs add-on\r\n    ProviderName:                 string,    // Hubs add-on\r\n    RegionId:                     string,    // MS CM EA+MCA 2023-05-01\r\n    RegionName:                   string,    // MS CM EA+MCA 2023-05-01\r\n    SubAccountId:                 string,    // MS CM EA+MCA 2023-05-01\r\n    SubAccountName:               string,    // MS CM EA+MCA 2023-05-01\r\n    x_AccountName:                string,    // MS CM EA 2023-05-01\r\n    x_AccountOwnerId:             string,    // MS CM EA 2023-05-01\r\n    x_CostCenter:                 string,    // MS CM EA 2023-05-01\r\n    x_InvoiceNumber:              string,    // MS CM MCA 2023-05-01\r\n    x_InvoiceSectionId:           string,    // MS CM MCA 2023-05-01\r\n    x_InvoiceSectionName:         string,    // MS CM MCA 2023-05-01\r\n    x_IngestionTime:              datetime,  // Hubs add-on\r\n    x_MonetaryCommitment:         real,      // MS CM EA 2023-05-01\r\n    x_Overage:                    real,      // MS CM EA 2023-05-01\r\n    x_PurchasingBillingAccountId: string,    // MS CM EA 2023-05-01\r\n    x_SkuOrderId:                 string,    // MS CM EA+MCA 2023-05-01\r\n    x_SkuOrderName:               string,    // MS CM EA+MCA 2023-05-01\r\n    x_SkuSize:                    string,    // MS CM EA+MCA 2023-05-01\r\n    x_SkuTerm:                    int,       // MS CM EA+MCA 2023-05-01\r\n    x_SourceName:                 string,    // Hubs add-on\r\n    x_SourceProvider:             string,    // Hubs add-on\r\n    x_SourceType:                 string,    // Hubs add-on\r\n    x_SourceVersion:              string,    // Hubs add-on\r\n    x_SubscriptionId:             string,    // MS CM EA+MCA 2023-05-01\r\n    x_TransactionType:            string     // MS CM EA+MCA 2023-05-01\r\n)\r\n\r\n// Update policy for Transactions_raw -> Transactions_final_v1_2 table\r\n.alter table Transactions_final_v1_2 policy update\r\n```\r\n[{\r\n    \"IsEnabled\": true,\r\n    \"Source\": \"Transactions_raw\",\r\n    \"Query\": \"Transactions_transform_v1_2()\",\r\n    \"IsTransactional\": true,\r\n    \"PropagateIngestionProperties\": true\r\n}]\r\n```\r\n",
+                    "$fxv#11": "// Copyright (c) Microsoft Corporation.\r\n// Licensed under the MIT License.\r\n\r\n//======================================================================================================================\r\n// Common utility functions\r\n//\r\n// TIP: Use Ctrl+K,Ctrl+0 to collapse all regions in VS Code\r\n//======================================================================================================================\r\n\r\n\r\n//===| Date functions |=================================================================================================\r\n\r\n// monthstring\r\n.create-or-alter function \r\nwith (docstring = @'Returns the name of the month for the specified date (e.g. Jan or January)', folder =@'Common') \r\nmonthstring(['date']: datetime, length: int = 9)\r\n{\r\n    substring(dynamic(['January','February','March','April','May','June','July','August','September','October','November','December'])[getmonth(['date']) - 1], 0, length)\r\n}\r\n\r\n// datestring\r\n.create-or-alter function \r\nwith (docstring = @'Converts 2 dates into a simple, user-friendly date range (e.g. Jan 1-Jan 3)', folder =@'Common') \r\ndatestring(start: datetime, end: datetime = datetime('0001-01-01'))\r\n{\r\n    let month = (d: datetime) { monthstring(d, 3) };\r\n    let endDate = iff(end == datetime('0001-01-01'), start, end);\r\n    let sameDate = startofday(start) == startofday(endDate);\r\n    let sameMonth = startofmonth(start) == startofmonth(endDate);\r\n    let sameYear = startofyear(start) == startofyear(endDate);\r\n    let fullMonth = startofday(start) == startofmonth(start) and startofday(endDate) == startofday(endofmonth(endDate));\r\n    let fullYear = startofday(start) == startofyear(start) and startofday(endDate) == startofday(endofyear(endDate));\r\n    let currentYear = sameYear and startofyear(start) == startofyear(now());\r\n    case(\r\n        // Full year             | yyyy (same year) / yyyy-yyyy (diff years)\r\n        fullYear,\r\n            strcat(getyear(start), iff(sameYear, '', strcat('-', getyear(endDate)))),\r\n        // 1 full mo, same year  | Mmm yyyy\r\n        fullMonth and sameMonth and sameYear,\r\n            strcat(month(start), ' ', getyear(start)),\r\n        // 2+ full mo, same year | Mmm-Mmm (current year) / Mmm-Mmm yyyy (other year)\r\n        fullMonth and sameYear,\r\n            strcat(month(start), '-', month(endDate), iff(currentYear, '', strcat(' ', getyear(endDate)))),\r\n        // Full mo, diff year    | Mmm yyyy-Mmm yyyy\r\n        fullMonth and not(sameYear),\r\n            strcat(month(start), ' ', getyear(start), '-', month(endDate), ' ', getyear(endDate)),\r\n        // Same date             | Mmm d (current year) / Mmm d, yyyy (other year)\r\n        sameDate,\r\n            strcat(month(start), ' ', dayofmonth(start), iff(currentYear, '', strcat(', ', getyear(endDate)))),\r\n        // 1 partial M, same Y   | Mmm d-d (current year) / Mmm d-d, yyyy (other year)\r\n        not(fullMonth) and sameMonth and sameYear,\r\n            strcat(month(start), ' ', dayofmonth(start), '-', dayofmonth(endDate), iff(currentYear, '', strcat(' ', getyear(endDate)))),\r\n        // 2+ partial M, same Y  | Mmm d-Mmm d (current year) / Mmm d-Mmm d, yyyy (other year)\r\n        not(fullMonth) and not(sameMonth) and sameYear,\r\n            strcat(month(start), ' ', dayofmonth(start), '-', month(endDate), ' ', dayofmonth(endDate), iff(currentYear, '', strcat(', ', getyear(endDate)))),\r\n        // All other cases       | Mmm d, yyyy-Mmm d, yyyy\r\n        strcat(month(start), ' ', dayofmonth(start), ', ', getyear(start), '-', month(endDate), ' ', dayofmonth(endDate), ', ', getyear(endDate))\r\n    )\r\n}\r\n\r\n// daterange\r\n.create-or-alter function \r\nwith (docstring = @'DEPRECATED: Please use datestring(); function will be removed on or after the Jan 2026 release', folder =@'Common') \r\ndaterange(start: datetime, end: datetime = datetime('0001-01-01'))\r\n{\r\n    datestring(start, end)\r\n}\r\n\r\n// monthsago\r\n.create-or-alter function \r\nwith (docstring = 'DEPRECATED: Please use startofmonth(now(), -<# of months>); function will be removed on or after the Jan 2026 release', folder = 'Common')\r\nmonthsago(months: int)\r\n{\r\n    datetime_add('month', -months, startofmonth(now()))\r\n}\r\n\r\n\r\n//===| Number functions |===============================================================================================\r\n// NOTE: Must be defined before string converters\r\n\r\n// delta\r\n.create-or-alter function \r\nwith (docstring = @'Compares 2 values and returns the percentage change from oldval to newval', folder =@'Common') \r\ndelta(oldval: double, newval: double)\r\n{\r\n    (newval - todouble(oldval))/oldval\r\n}\r\n\r\n// percentOfTotal\r\n// NOTE: Must be before percent() function\r\n.create-or-alter function \r\nwith (docstring = @'Calculates the percentage of each record based on a required Count column', folder =@'Common') \r\npercentOfTotal(t: (Count: long), tot: long)\r\n{\r\n    let total = todouble(tot);\r\n    t \r\n    | extend Percent = round(Count / total * 100, 3) \r\n    | order by Count desc\r\n}\r\n\r\n// percent\r\n.create-or-alter function \r\nwith (docstring = @'Calculates the percentage of each record based on a required Count column', folder =@'Common') \r\npercent(t: (Count: long))\r\n{\r\n    let total = todouble(toscalar(t | summarize sum(Count)));\r\n    percentOfTotal(t, total)\r\n}\r\n\r\n// plusminus\r\n.create-or-alter function \r\nwith (docstring = 'Shows a +/- sign based on the direction of the number', folder = 'Common')\r\nplusminus(val: string)\r\n{\r\n    let neg = substring(val, 0, 1) == '-';\r\n    iff(neg, val, strcat('+', val))\r\n}\r\n\r\n// updown\r\n.create-or-alter function \r\nwith (docstring = 'Shows an up/down arrow based on the direction of the number', folder = 'Common')\r\nupdown(val: string)\r\n{\r\n    // TODO: Handle 0\r\n    let neg = substring(val, 0, 1) == '-';\r\n    iff(neg, strcat('↓', substring(val, 1)), strcat('↑', val))\r\n}\r\n\r\n\r\n//===| String functions |===============================================================================================\r\n\r\n// percentstring\r\n// NOTE: Must be defined before deltastring\r\n.create-or-alter function \r\nwith (docstring = 'Calculate a percentage and render as a string', folder = 'Common')\r\npercentstring(num: double, total: double = 1.0, places: int = 9)\r\n{\r\n    let value = 1.0 * num / total * 100;\r\n    strcat(case(\r\n        places != 9, round(value, places),\r\n        value < 10,  round(value, 2),\r\n        round(value, 1)\r\n    ), '%')\r\n}\r\n\r\n//----------------------------------------------------------------------------------------------------------------------\r\n\r\n// arraystring\r\n.create-or-alter function \r\nwith (docstring = 'Convert an array to a comma-delimited string', folder = 'Common')\r\narraystring(arr: dynamic)\r\n{\r\n    replace_string(replace_regex(replace_regex(replace_regex(replace_regex(replace_regex(\r\n        tostring(arr)\r\n        , @'^\\[\"', '')\r\n        , @'\"\\]$', '')\r\n        , @'^, ', '')\r\n        , @', $', '')\r\n        , @'^\\[]$', '')\r\n        , '\",\"', ', ')\r\n}\r\n\r\n// deltastring\r\n.create-or-alter function \r\nwith (docstring = 'Calculate a delta percentage and render as a string', folder = 'Common')\r\ndeltastring(oldval: double, newval: double, places: int = 1, useArrows: bool = false)\r\n{\r\n    let d = delta(oldval, newval);\r\n    strcat(case(useArrows and d > 0, '↑', useArrows and d < 0, '↓', d < 0, '-', ''), percentstring(abs(d), 1, places))\r\n}\r\n\r\n// diffstring\r\n.create-or-alter function \r\nwith (docstring = 'Calculate the difference and render as a string', folder = 'Common')\r\ndiffstring(oldval: double, newval: double, places: int = 1)\r\n{\r\n    plusminus(round(newval - oldval, places))\r\n}\r\n\r\n// numberstring\r\n.create-or-alter function \r\nwith (docstring = 'Convert a number to a string', folder = 'Common')\r\nnumberstring(num: double, abbrev: bool = true)\r\n{\r\n    replace_regex(case(\r\n        num >= 10000000000000, strcat(round(1.0 * num / 1000000000000, 1), 'T'),\r\n        num >= 1000000000000,  strcat(round(1.0 * num / 1000000000000, 2), 'T'),\r\n        num >= 10000000000,    strcat(round(1.0 * num / 1000000000, 1), 'B'),\r\n        num >= 1000000000,     strcat(round(1.0 * num / 1000000000, 2), 'B'),\r\n        num >= 10000000,       strcat(round(1.0 * num / 1000000, 1), 'M'),\r\n        num >= 1000000,        strcat(round(1.0 * num / 1000000, 2), 'M'),\r\n        num >= 10000,          strcat(round(1.0 * num / 1000, 1), 'K'),\r\n        // Kusto doesn't support back-refs yet -- num > 1000, replace_regex(tostring(num), @'(\\d)(?=(\\d{3})+\\.)', @'\\1,'), // See https://docs.microsoft.com/azure/data-explorer/kusto/query/re2-library\r\n        num > 1000, replace_regex(tostring(num), @'([0-9]{3})$', @',\\1'), //num / 1000, ',', substring(tostring(num), 0) - (num / 1000 * 1000)),\r\n        tostring(num)\r\n    ), @'\\.0$', '')\r\n}\r\n\r\n\r\n//===| Other |==========================================================================================================\r\n\r\n// ifempty\r\n.create-or-alter function \r\nwith (docstring = 'Replaces an empty value with the specified default value', folder = 'Common')\r\nifempty(val: dynamic, defaultVal: dynamic)\r\n{\r\n    iff(isempty(val), defaultVal, val)\r\n}\r\n",
+                    "$fxv#12": "// Copyright (c) Microsoft Corporation.\r\n// Licensed under the MIT License.\r\n\r\n//======================================================================================================================\r\n// Hub database / Open data functions\r\n// Wrap Ingestion database tables for easy access.\r\n//======================================================================================================================\r\n\r\n// For allowed commands, see https://learn.microsoft.com/azure/data-explorer/database-script\r\n\r\n\r\n// PricingUnits\r\n.create-or-alter function\r\nwith (docstring = 'Gets pricing units from the FinOps toolkit PricingUnits open data.', folder = 'OpenData')\r\nPricingUnits()\r\n{\r\n    database('Ingestion').PricingUnits\r\n}\r\n\r\n// Regions\r\n.create-or-alter function\r\nwith (docstring = 'Gets regions from the FinOps toolkit Regions open data.', folder = 'OpenData')\r\nRegion()\r\n{\r\n    database('Ingestion').Regions\r\n}\r\n\r\n// ResourceTypes\r\n.create-or-alter function\r\nwith (docstring = 'Gets resource types from the FinOps toolkit ResourceTypes open data.', folder = 'OpenData')\r\nResourceType()\r\n{\r\n    database('Ingestion').ResourceTypes\r\n}\r\n\r\n// Services\r\n.create-or-alter function\r\nwith (docstring = 'Gets services from the FinOps toolkit Services open data.', folder = 'OpenData')\r\nServices()\r\n{\r\n    database('Ingestion').Services\r\n}\r\n",
+                    "$fxv#13": "// Copyright (c) Microsoft Corporation.\r\n// Licensed under the MIT License.\r\n\r\n//======================================================================================================================\r\n// Hub database / FOCUS 1.0 functions\r\n// Used for reporting with backward compatibility.\r\n//======================================================================================================================\r\n\r\n// For allowed commands, see https://learn.microsoft.com/azure/data-explorer/database-script\r\n\r\n\r\n// CommitmentDiscountUsage_final_v1_0\r\n.create-or-alter function\r\nwith (docstring = 'Gets all commitment discount usage records aligned to FOCUS 1.0.', folder = 'CommitmentDiscountUsage')\r\nCommitmentDiscountUsage_v1_0()\r\n{\r\n    database('Ingestion').CommitmentDiscountUsage_final_v1_0\r\n    | union (\r\n        database('Ingestion').CommitmentDiscountUsage_final_v1_2\r\n        // Convert real to decimal\r\n        | extend\r\n            CommitmentDiscountQuantity          = todecimal(CommitmentDiscountQuantity),\r\n            ConsumedQuantity                    = todecimal(ConsumedQuantity),\r\n            x_CommitmentDiscountCommittedCount  = todecimal(x_CommitmentDiscountCommittedCount),\r\n            x_CommitmentDiscountCommittedAmount = todecimal(x_CommitmentDiscountCommittedAmount),\r\n            x_CommitmentDiscountNormalizedRatio = todecimal(x_CommitmentDiscountNormalizedRatio)\r\n    )\r\n    | project\r\n        ChargePeriodEnd,\r\n        ChargePeriodStart,\r\n        CommitmentDiscountCategory,\r\n        CommitmentDiscountId,\r\n        CommitmentDiscountType,\r\n        ConsumedQuantity,\r\n        ProviderName,\r\n        ResourceId,\r\n        ResourceName,\r\n        ResourceType,\r\n        ServiceCategory,\r\n        ServiceName,\r\n        SubAccountId,\r\n        x_CommitmentDiscountCommittedCount,\r\n        x_CommitmentDiscountCommittedAmount,\r\n        x_CommitmentDiscountNormalizedGroup,\r\n        x_CommitmentDiscountNormalizedRatio,\r\n        x_CommitmentDiscountQuantity,\r\n        x_IngestionTime,\r\n        x_ResourceGroupName,\r\n        x_ResourceType,\r\n        x_ServiceModel,\r\n        x_SkuOrderId,\r\n        x_SkuSize,\r\n        x_SourceName,\r\n        x_SourceProvider,\r\n        x_SourceType,\r\n        x_SourceVersion\r\n}\r\n\r\n\r\n// Costs_final_v1_0\r\n.create-or-alter function\r\nwith (docstring = 'Gets all cost and usage records aligned to FOCUS 1.0.', folder = 'Costs')\r\nCosts_v1_0()\r\n{\r\n    database('Ingestion').Costs_final_v1_0\r\n    | union (\r\n        database('Ingestion').Costs_final_v1_2\r\n        // Convert real to decimal\r\n        | extend\r\n            BilledCost                          = todecimal(BilledCost),\r\n            CommitmentDiscountQuantity          = todecimal(CommitmentDiscountQuantity),\r\n            ConsumedQuantity                    = todecimal(ConsumedQuantity),\r\n            ContractedCost                      = todecimal(ContractedCost),\r\n            ContractedUnitPrice                 = todecimal(ContractedUnitPrice),\r\n            EffectiveCost                       = todecimal(EffectiveCost),\r\n            ListCost                            = todecimal(ListCost),\r\n            ListUnitPrice                       = todecimal(ListUnitPrice),\r\n            PricingQuantity                     = todecimal(PricingQuantity),\r\n            x_BilledCostInUsd                   = todecimal(x_BilledCostInUsd),\r\n            x_BilledUnitPrice                   = todecimal(x_BilledUnitPrice),\r\n            x_BillingExchangeRate               = todecimal(x_BillingExchangeRate),\r\n            x_CommitmentDiscountNormalizedRatio = todecimal(x_CommitmentDiscountNormalizedRatio),\r\n            x_ContractedCostInUsd               = todecimal(x_ContractedCostInUsd),\r\n            x_CurrencyConversionRate            = todecimal(x_CurrencyConversionRate),\r\n            x_EffectiveCostInUsd                = todecimal(x_EffectiveCostInUsd),\r\n            x_EffectiveUnitPrice                = todecimal(x_EffectiveUnitPrice),\r\n            x_ListCostInUsd                     = todecimal(x_ListCostInUsd),\r\n            x_PricingBlockSize                  = todecimal(x_PricingBlockSize)\r\n        // Rename columns\r\n        | project-rename\r\n            x_InvoiceId = InvoiceId,\r\n            x_PricingCurrency = PricingCurrency,\r\n            x_SkuMeterName = SkuMeter\r\n        // Generate historical x_SkuDetails format from SkuPriceDetails\r\n        | extend x_SkuDetails = iff(isnotempty(x_SkuDetails), x_SkuDetails, parse_json(replace_regex(tostring(SkuPriceDetails), @'([\\{,])\"x_', @'\\1\"')))\r\n    )\r\n    | project\r\n        AvailabilityZone,\r\n        BilledCost,\r\n        BillingAccountId,\r\n        BillingAccountName,\r\n        BillingAccountType,\r\n        BillingCurrency,\r\n        BillingPeriodEnd,\r\n        BillingPeriodStart,\r\n        ChargeCategory,\r\n        ChargeClass,\r\n        ChargeDescription,\r\n        ChargeFrequency,\r\n        ChargePeriodEnd,\r\n        ChargePeriodStart,\r\n        CommitmentDiscountCategory,\r\n        CommitmentDiscountId,\r\n        CommitmentDiscountName,\r\n        CommitmentDiscountStatus,\r\n        CommitmentDiscountType,\r\n        ConsumedQuantity,\r\n        ConsumedUnit,\r\n        ContractedCost,\r\n        ContractedUnitPrice,\r\n        EffectiveCost,\r\n        InvoiceIssuerName,\r\n        ListCost,\r\n        ListUnitPrice,\r\n        PricingCategory,\r\n        PricingQuantity,\r\n        PricingUnit,\r\n        ProviderName,\r\n        PublisherName,\r\n        RegionId,\r\n        RegionName,\r\n        ResourceId,\r\n        ResourceName,\r\n        ResourceType,\r\n        ServiceCategory,\r\n        ServiceName,\r\n        SkuId,\r\n        SkuPriceId,\r\n        SubAccountId,\r\n        SubAccountName,\r\n        SubAccountType,\r\n        Tags,\r\n        x_AccountId,\r\n        x_AccountName,\r\n        x_AccountOwnerId,\r\n        x_BilledCostInUsd,\r\n        x_BilledUnitPrice,\r\n        x_BillingAccountAgreement,\r\n        x_BillingAccountId,\r\n        x_BillingAccountName,\r\n        x_BillingExchangeRate,\r\n        x_BillingExchangeRateDate,\r\n        x_BillingProfileId,\r\n        x_BillingProfileName,\r\n        x_ChargeId,\r\n        x_ContractedCostInUsd,\r\n        x_CostAllocationRuleName,\r\n        x_CostCategories,\r\n        x_CostCenter,\r\n        x_Credits,\r\n        x_CostType,\r\n        x_CurrencyConversionRate,\r\n        x_CustomerId,\r\n        x_CustomerName,\r\n        x_Discount,\r\n        x_EffectiveCostInUsd,\r\n        x_EffectiveUnitPrice,\r\n        x_ExportTime,\r\n        x_IngestionTime,\r\n        x_InvoiceId,\r\n        x_InvoiceIssuerId,\r\n        x_InvoiceSectionId,\r\n        x_InvoiceSectionName,\r\n        x_ListCostInUsd,\r\n        x_Location,\r\n        x_Operation,\r\n        x_PartnerCreditApplied,\r\n        x_PartnerCreditRate,\r\n        x_PricingBlockSize,\r\n        x_PricingCurrency,\r\n        x_PricingSubcategory,\r\n        x_PricingUnitDescription,\r\n        x_Project,\r\n        x_PublisherCategory,\r\n        x_PublisherId,\r\n        x_ResellerId,\r\n        x_ResellerName,\r\n        x_ResourceGroupName,\r\n        x_ResourceType,\r\n        x_ServiceCode,\r\n        x_ServiceId,\r\n        x_ServicePeriodEnd,\r\n        x_ServicePeriodStart,\r\n        x_SkuDescription,\r\n        x_SkuDetails,\r\n        x_SkuIsCreditEligible,\r\n        x_SkuMeterCategory,\r\n        x_SkuMeterId,\r\n        x_SkuMeterName,\r\n        x_SkuMeterSubcategory,\r\n        x_SkuOfferId,\r\n        x_SkuOrderId,\r\n        x_SkuOrderName,\r\n        x_SkuPartNumber,\r\n        x_SkuRegion,\r\n        x_SkuServiceFamily,\r\n        x_SkuTerm,\r\n        x_SkuTier,\r\n        x_SourceChanges,\r\n        x_SourceName,\r\n        x_SourceProvider,\r\n        x_SourceType,\r\n        x_SourceVersion,\r\n        x_UsageType\r\n}\r\n\r\n\r\n// Prices_final_v1_0\r\n.create-or-alter function\r\nwith (docstring = 'Gets all prices aligned to FOCUS 1.0.', folder = 'Prices')\r\nPrices_v1_0()\r\n{\r\n    database('Ingestion').Prices_final_v1_0\r\n    | union (\r\n        database('Ingestion').Prices_final_v1_2\r\n        // Convert real to decimal\r\n        | extend\r\n            ContractedUnitPrice                  = todecimal(ContractedUnitPrice),\r\n            ListUnitPrice                        = todecimal(ListUnitPrice),\r\n            x_BaseUnitPrice                      = todecimal(x_BaseUnitPrice),\r\n            x_CommitmentDiscountNormalizedRatio  = todecimal(x_CommitmentDiscountNormalizedRatio),\r\n            x_ContractedUnitPriceDiscount        = todecimal(x_ContractedUnitPriceDiscount),\r\n            x_ContractedUnitPriceDiscountPercent = todecimal(x_ContractedUnitPriceDiscountPercent),\r\n            x_EffectiveUnitPrice                 = todecimal(x_EffectiveUnitPrice),\r\n            x_EffectiveUnitPriceDiscount         = todecimal(x_EffectiveUnitPriceDiscount),\r\n            x_EffectiveUnitPriceDiscountPercent  = todecimal(x_EffectiveUnitPriceDiscountPercent),\r\n            x_PricingBlockSize                   = todecimal(x_PricingBlockSize),\r\n            x_SkuIncludedQuantity                = todecimal(x_SkuIncludedQuantity),\r\n            x_SkuTier                            = todecimal(x_SkuTier),\r\n            x_TotalUnitPriceDiscount             = todecimal(x_TotalUnitPriceDiscount),\r\n            x_TotalUnitPriceDiscountPercent      = todecimal(x_TotalUnitPriceDiscountPercent) \r\n        // Rename columns\r\n        | project-rename\r\n            x_PricingCurrency = PricingCurrency,\r\n            x_SkuMeterName = SkuMeter\r\n    )\r\n    | project\r\n        BillingAccountId,\r\n        BillingAccountName,\r\n        BillingCurrency,\r\n        ChargeCategory,\r\n        CommitmentDiscountCategory,\r\n        CommitmentDiscountType,\r\n        ContractedUnitPrice,\r\n        ListUnitPrice,\r\n        PricingCategory,\r\n        PricingUnit,\r\n        SkuId,\r\n        SkuPriceId,\r\n        SkuPriceIdv2,\r\n        x_BaseUnitPrice,\r\n        x_BillingAccountAgreement,\r\n        x_BillingAccountId,\r\n        x_BillingProfileId,\r\n        x_CommitmentDiscountSpendEligibility,\r\n        x_CommitmentDiscountUsageEligibility,\r\n        x_ContractedUnitPriceDiscount,\r\n        x_ContractedUnitPriceDiscountPercent,\r\n        x_EffectivePeriodEnd,\r\n        x_EffectivePeriodStart,\r\n        x_EffectiveUnitPrice,\r\n        x_EffectiveUnitPriceDiscount,\r\n        x_EffectiveUnitPriceDiscountPercent,\r\n        x_IngestionTime,\r\n        x_PricingBlockSize,\r\n        x_PricingCurrency,\r\n        x_PricingSubcategory,\r\n        x_PricingUnitDescription,\r\n        x_SkuDescription,\r\n        x_SkuId,\r\n        x_SkuIncludedQuantity,\r\n        x_SkuMeterCategory,\r\n        x_SkuMeterId,\r\n        x_SkuMeterName,\r\n        x_SkuMeterSubcategory,\r\n        x_SkuMeterType,\r\n        x_SkuPriceType,\r\n        x_SkuProductId,\r\n        x_SkuRegion,\r\n        x_SkuServiceFamily,\r\n        x_SkuOfferId,\r\n        x_SkuPartNumber,\r\n        x_SkuTerm,\r\n        x_SkuTier,\r\n        x_SourceName,\r\n        x_SourceProvider,\r\n        x_SourceType,\r\n        x_SourceVersion,\r\n        x_TotalUnitPriceDiscount,\r\n        x_TotalUnitPriceDiscountPercent\r\n}\r\n\r\n\r\n// Recommendations_final_v1_0\r\n.create-or-alter function\r\nwith (docstring = 'Gets all recommendations aligned to FOCUS 1.0.', folder = 'Recommendations')\r\nRecommendations_v1_0()\r\n{\r\n    database('Ingestion').Recommendations_final_v1_0\r\n    | union (\r\n        database('Ingestion').Recommendations_final_v1_2\r\n        // Convert real to decimal\r\n        | extend\r\n            x_EffectiveCostAfter   = todecimal(x_EffectiveCostAfter),\r\n            x_EffectiveCostBefore  = todecimal(x_EffectiveCostBefore),\r\n            x_EffectiveCostSavings = todecimal(x_EffectiveCostSavings)\r\n    )\r\n    | project\r\n        ProviderName,\r\n        SubAccountId,\r\n        x_IngestionTime,\r\n        x_EffectiveCostAfter,\r\n        x_EffectiveCostBefore,\r\n        x_EffectiveCostSavings,\r\n        x_RecommendationDate,\r\n        x_RecommendationDetails,\r\n        x_SourceName,\r\n        x_SourceProvider,\r\n        x_SourceType,\r\n        x_SourceVersion\r\n}\r\n\r\n\r\n// Transactions_final_v1_0\r\n.create-or-alter function\r\nwith (docstring = 'Gets all transactions aligned to FOCUS 1.0.', folder = 'Transactions')\r\nTransactions_v1_0()\r\n{\r\n    database('Ingestion').Transactions_final_v1_0\r\n    | union (\r\n        database('Ingestion').Transactions_final_v1_2\r\n        // Convert real to decimal\r\n        | extend\r\n            BilledCost           = todecimal(BilledCost),\r\n            PricingQuantity      = todecimal(PricingQuantity),\r\n            x_MonetaryCommitment = todecimal(x_MonetaryCommitment),\r\n            x_Overage            = todecimal(x_Overage)\r\n        // Rename columns\r\n        | project-rename\r\n            x_InvoiceId = InvoiceId\r\n    )\r\n    | project\r\n        BilledCost,\r\n        BillingAccountId,\r\n        BillingAccountName,\r\n        BillingCurrency,\r\n        BillingPeriodEnd,\r\n        BillingPeriodStart,\r\n        ChargeCategory,\r\n        ChargeClass,\r\n        ChargeDescription,\r\n        ChargeFrequency,\r\n        ChargePeriodStart,\r\n        PricingQuantity,\r\n        PricingUnit,\r\n        ProviderName,\r\n        RegionId,\r\n        RegionName,\r\n        SubAccountId,\r\n        SubAccountName,\r\n        x_AccountName,\r\n        x_AccountOwnerId,\r\n        x_CostCenter,\r\n        x_InvoiceId,\r\n        x_InvoiceNumber,\r\n        x_InvoiceSectionId,\r\n        x_InvoiceSectionName,\r\n        x_IngestionTime,\r\n        x_MonetaryCommitment,\r\n        x_Overage,\r\n        x_PurchasingBillingAccountId,\r\n        x_SkuOrderId,\r\n        x_SkuOrderName,\r\n        x_SkuSize,\r\n        x_SkuTerm,\r\n        x_SourceName,\r\n        x_SourceProvider,\r\n        x_SourceType,\r\n        x_SourceVersion,\r\n        x_SubscriptionId,\r\n        x_TransactionType\r\n}\r\n",
+                    "$fxv#14": "// Copyright (c) Microsoft Corporation.\r\n// Licensed under the MIT License.\r\n\r\n//======================================================================================================================\r\n// Hub database / FOCUS 1.2 functions\r\n// Used for reporting with backward compatibility.\r\n//======================================================================================================================\r\n\r\n// For allowed commands, see https://learn.microsoft.com/azure/data-explorer/database-script\r\n\r\n\r\n// CommitmentDiscountUsage_final_v1_2\r\n.create-or-alter function\r\nwith (docstring = 'Gets all commitment discount usage records aligned to FOCUS 1.2.', folder = 'CommitmentDiscountUsage')\r\nCommitmentDiscountUsage_v1_2()\r\n{\r\n    database('Ingestion').CommitmentDiscountUsage_final_v1_2\r\n    | union (\r\n        database('Ingestion').CommitmentDiscountUsage_final_v1_0\r\n        // Convert decimal to real\r\n        | extend\r\n            ConsumedQuantity                    = toreal(ConsumedQuantity),\r\n            x_CommitmentDiscountCommittedCount  = toreal(x_CommitmentDiscountCommittedCount),\r\n            x_CommitmentDiscountCommittedAmount = toreal(x_CommitmentDiscountCommittedAmount),\r\n            x_CommitmentDiscountNormalizedRatio = toreal(x_CommitmentDiscountNormalizedRatio)\r\n        // Add new columns\r\n        | lookup kind=leftouter (Services | where isnotempty(x_ResourceType) | summarize take_any(ServiceSubcategory) by x_ResourceType) on x_ResourceType\r\n        | extend CommitmentDiscountQuantity = ConsumedQuantity * x_CommitmentDiscountNormalizedRatio\r\n        | extend CommitmentDiscountUnit = case(\r\n            x_CommitmentDiscountNormalizedRatio == 1, 'Hours',\r\n            x_CommitmentDiscountNormalizedRatio > 1, 'Normalized Hours',\r\n            ''\r\n        )\r\n    )\r\n    | project\r\n        ChargePeriodEnd,\r\n        ChargePeriodStart,\r\n        CommitmentDiscountCategory,\r\n        CommitmentDiscountId,\r\n        CommitmentDiscountQuantity,\r\n        CommitmentDiscountType,\r\n        CommitmentDiscountUnit,\r\n        ConsumedQuantity,\r\n        ProviderName,\r\n        ResourceId,\r\n        ResourceName,\r\n        ResourceType,\r\n        ServiceCategory,\r\n        ServiceName,\r\n        ServiceSubcategory,\r\n        SubAccountId,\r\n        x_CommitmentDiscountCommittedCount,\r\n        x_CommitmentDiscountCommittedAmount,\r\n        x_CommitmentDiscountNormalizedGroup,\r\n        x_CommitmentDiscountNormalizedRatio,\r\n        x_IngestionTime,\r\n        x_ResourceGroupName,\r\n        x_ResourceType,\r\n        x_ServiceModel,\r\n        x_SkuOrderId,\r\n        x_SkuSize,\r\n        x_SourceName,\r\n        x_SourceProvider,\r\n        x_SourceType,\r\n        x_SourceVersion\r\n}\r\n\r\n\r\n// Costs_final_v1_2\r\n.create-or-alter function\r\nwith (docstring = 'Gets all cost and usage records aligned to FOCUS 1.2.', folder = 'Costs')\r\nCosts_v1_2()\r\n{\r\n    database('Ingestion').Costs_final_v1_2\r\n    | union (\r\n        database('Ingestion').Costs_final_v1_0\r\n        // Convert decimal to real\r\n        | extend\r\n            BilledCost                          = toreal(BilledCost),\r\n            ConsumedQuantity                    = toreal(ConsumedQuantity),\r\n            ContractedCost                      = toreal(ContractedCost),\r\n            ContractedUnitPrice                 = toreal(ContractedUnitPrice),\r\n            EffectiveCost                       = toreal(EffectiveCost),\r\n            ListCost                            = toreal(ListCost),\r\n            ListUnitPrice                       = toreal(ListUnitPrice),\r\n            PricingQuantity                     = toreal(PricingQuantity),\r\n            x_BilledCostInUsd                   = toreal(x_BilledCostInUsd),\r\n            x_BilledUnitPrice                   = toreal(x_BilledUnitPrice),\r\n            x_BillingExchangeRate               = toreal(x_BillingExchangeRate),\r\n            x_ContractedCostInUsd               = toreal(x_ContractedCostInUsd),\r\n            x_CurrencyConversionRate            = toreal(x_CurrencyConversionRate),\r\n            x_EffectiveCostInUsd                = toreal(x_EffectiveCostInUsd),\r\n            x_EffectiveUnitPrice                = toreal(x_EffectiveUnitPrice),\r\n            x_ListCostInUsd                     = toreal(x_ListCostInUsd),\r\n            x_PricingBlockSize                  = toreal(x_PricingBlockSize)\r\n        // Rename columns\r\n        | project-rename\r\n            InvoiceId = x_InvoiceId,\r\n            PricingCurrency = x_PricingCurrency,\r\n            SkuMeter = x_SkuMeterName\r\n        // Add new columns\r\n        | lookup kind=leftouter (Services | where isnotempty(x_ResourceType) | summarize take_any(ServiceSubcategory), take_any(x_ServiceModel) by x_ResourceType) on x_ResourceType\r\n        | extend CapacityReservationId = tostring(x_SkuDetails.VMCapacityReservationId)\r\n        | extend CapacityReservationStatus = case(\r\n            isempty(CapacityReservationId), '',\r\n            x_ResourceType =~ 'microsoft.compute/capacityreservationgroups/capacityreservations', 'Unused',\r\n            'Used'\r\n        )\r\n        | extend x_CommitmentDiscountNormalizedRatio = case(\r\n            // Not applicable\r\n            isempty(CommitmentDiscountStatus), real(null),\r\n            // Parse from SKU details if not specified explicitly\r\n            toreal(coalesce(x_SkuDetails.RINormalizationRatio, dynamic(1)))\r\n        )\r\n        | extend CommitmentDiscountQuantity = case(\r\n            isempty(CommitmentDiscountStatus), real(null),\r\n            CommitmentDiscountCategory == 'Spend', EffectiveCost / coalesce(x_BillingExchangeRate, real(1)),\r\n            CommitmentDiscountCategory == 'Usage' and isnotempty(x_CommitmentDiscountNormalizedRatio), PricingQuantity / coalesce(x_PricingBlockSize, real(1)) * x_CommitmentDiscountNormalizedRatio,\r\n            real(null)\r\n        )\r\n        | extend CommitmentDiscountUnit = case(\r\n            isempty(CommitmentDiscountQuantity), '',\r\n            CommitmentDiscountCategory == 'Spend', PricingCurrency,\r\n            CommitmentDiscountCategory == 'Usage' and x_CommitmentDiscountNormalizedRatio == real(1), ConsumedUnit,\r\n            CommitmentDiscountCategory == 'Usage' and x_CommitmentDiscountNormalizedRatio > real(1), strcat('Normalized ', ConsumedUnit),\r\n            ''\r\n        )\r\n        | extend x_AmortizationClass = case(\r\n            ChargeCategory == 'Purchase' and (ResourceId has '/microsoft.capacity/reservationorders/' or ResourceId has '/microsoft.billingbenefits/savingsplanorders/'), 'Principal',\r\n            ChargeCategory == 'Usage' and isnotempty(CommitmentDiscountId) and isnotempty(CommitmentDiscountStatus), 'Amortized Charge',\r\n            ''\r\n        )\r\n        // Hubs add-ons\r\n        | extend x_CommitmentDiscountUtilizationPotential = case(\r\n            ChargeCategory == 'Purchase', real(0),\r\n            ProviderName == 'Microsoft' and isnotempty(CommitmentDiscountCategory), EffectiveCost,\r\n            CommitmentDiscountCategory == 'Usage', ConsumedQuantity,\r\n            CommitmentDiscountCategory == 'Spend', EffectiveCost,\r\n            real(0)\r\n        )\r\n        | extend x_CommitmentDiscountUtilizationAmount = iff(CommitmentDiscountStatus == 'Used', x_CommitmentDiscountUtilizationPotential, real(0))\r\n        | extend x_SkuCoreCount = toint(coalesce(x_SkuDetails.VCPUs, x_SkuDetails.VCores, x_SkuDetails.vCores))\r\n        | extend x_SkuInstanceType = tostring(coalesce(x_SkuDetails.ServiceType, x_SkuDetails.ServerSku))\r\n        | extend x_SkuOperatingSystem = case(\r\n            x_SkuDetails.ImageType == 'Canonical', 'Linux',\r\n            x_SkuDetails.ImageType == 'Windows Server BYOL', 'Windows Server',\r\n            x_SkuMeterSubcategory endswith ' Series Windows', 'Windows Server',\r\n            x_SkuDetails.ImageType\r\n        )\r\n        | extend x_ConsumedCoreHours = iff(ConsumedUnit == 'Hours' and isnotempty(x_SkuCoreCount), x_SkuCoreCount * ConsumedQuantity, real(null))\r\n        | extend tmp_SqlAhb = tolower(x_SkuDetails.AHB)\r\n        | extend x_SkuLicenseType = case(\r\n            x_SkuDetails.ImageType has 'Windows Server BYOL', 'Windows Server',\r\n            x_SkuMeterSubcategory == 'SQL Server Azure Hybrid Benefit', 'SQL Server',\r\n            ''\r\n        )\r\n        | extend x_SkuLicenseStatus = case(\r\n            isnotempty(x_SkuLicenseType) or tmp_SqlAhb == 'true' or (x_SkuMeterSubcategory has 'Azure Hybrid Benefit'), 'Enabled',\r\n            (x_SkuMeterSubcategory has 'Windows') or tmp_SqlAhb == 'false', 'Not enabled',\r\n            ''\r\n        )\r\n        | extend x_SkuLicenseQuantity = case(\r\n            isempty(x_SkuCoreCount), int(null),\r\n            x_SkuCoreCount <= 8, int(8),\r\n            x_SkuCoreCount > 8, x_SkuCoreCount,\r\n            int(null)\r\n        )\r\n        | extend x_SkuLicenseUnit = iff(isnotempty(x_SkuLicenseQuantity), 'Cores', '')\r\n        | extend x_CommitmentDiscountSavings = iff(ContractedCost < EffectiveCost,  real(0), ContractedCost - EffectiveCost)\r\n        | extend x_NegotiatedDiscountSavings = iff(ListCost       < ContractedCost, real(0), ListCost - ContractedCost)\r\n        | extend x_TotalSavings              = iff(ListCost       < EffectiveCost,  real(0), ListCost - EffectiveCost)\r\n        | extend x_CommitmentDiscountPercent = iff(ContractedUnitPrice == 0,        real(0), (ContractedUnitPrice - x_EffectiveUnitPrice) / ContractedUnitPrice)\r\n        | extend x_NegotiatedDiscountPercent = iff(ListUnitPrice == 0,              real(0), (ListUnitPrice - ContractedUnitPrice) / ListUnitPrice)\r\n        | extend x_TotalDiscountPercent      = iff(ListUnitPrice == 0,              real(0), (ListUnitPrice - x_EffectiveUnitPrice) / ListUnitPrice)\r\n        // SkuPriceDetails conversion -- Must be after hubs add-ons\r\n        | extend SkuPriceDetails = parse_json(replace_regex(replace_regex(replace_regex(replace_regex(replace_regex(replace_regex(tostring(x_SkuDetails)\r\n            // Prefix all keys with x_ first to avoid double-prefixing\r\n            , @'([\\{,])\"', @'\\1\"x_')\r\n            // CoreCount for number of CPUs/vCPUs/cores/vCores\r\n            , @'\"x_(VCPUs|VCores|vCores)\":', @'\"CoreCount\":')\r\n            // TODO: DiskMaxIops for disk I/O operations per second (IOPS)\r\n            // TODO: DiskSpace for disk size in GiB\r\n            // TODO: DiskType for the kind of disk (e.g., SSD, HDD, NVMe)\r\n            // TODO: GpuCount for the number of GPUs\r\n            // InstanceType for the resource size/SKU (e.g., ArmSkuName)\r\n            , @'\"x_(ServerSku|ServiceType)\":', @'\"InstanceType\":')\r\n            // TODO: InstanceSeries for the size family/series\r\n            // TODO: MemorySize for the RAM in GiB\r\n            // TODO: NetworkMaxIops for network I/O operations per second (IOPS)\r\n            // TODO: NetworkMaxThroughput for network max throughput for data transfer in Mbps\r\n            // OperatingSystem for the OS name\r\n            , @'(\"x_ImageType\":\"Canonical\")', @'\\1,\"OperatingSystem\":\"Linux\"')\r\n            , @'(\"x_ImageType\":\"Windows Server( BYOL)?\")', @'\\1,\"OperatingSystem\":\"Windows Server\"')\r\n            , @'(\"x_ImageType\":(\"[^\"]+\"))', @'\\1,\"OperatingSystem\":\\2')\r\n            // TODO: Redundancy for the level of redundancy (e.g., Local, Zonal, Global)\r\n            // TODO: StorageClass for the tier of storage (e.g., Hot, Archive, Nearline)\r\n        )\r\n        | extend SkuPriceDetails = iff(isempty(SkuPriceDetails.OperatingSystem) and isnotempty(x_SkuOperatingSystem),\r\n            parse_json(replace_string(tostring(SkuPriceDetails), '}', strcat(@',\"OperatingSystem\":\"', x_SkuOperatingSystem, '\"}'))),\r\n            SkuPriceDetails)\r\n    )\r\n    | extend SkuPriceDetails = iff(isnotempty(SkuPriceDetails), SkuPriceDetails, parse_json(replace_regex(tostring(x_SkuDetails), @'([\\{,])\"', @'\\1\"x_')))\r\n    | project\r\n        AvailabilityZone,\r\n        BilledCost,\r\n        BillingAccountId,\r\n        BillingAccountName,\r\n        BillingAccountType,\r\n        BillingCurrency,\r\n        BillingPeriodEnd,\r\n        BillingPeriodStart,\r\n        CapacityReservationId,\r\n        CapacityReservationStatus,\r\n        ChargeCategory,\r\n        ChargeClass,\r\n        ChargeDescription,\r\n        ChargeFrequency,\r\n        ChargePeriodEnd,\r\n        ChargePeriodStart,\r\n        CommitmentDiscountCategory,\r\n        CommitmentDiscountId,\r\n        CommitmentDiscountName,\r\n        CommitmentDiscountQuantity,\r\n        CommitmentDiscountStatus,\r\n        CommitmentDiscountType,\r\n        CommitmentDiscountUnit,\r\n        ConsumedQuantity,\r\n        ConsumedUnit,\r\n        ContractedCost,\r\n        ContractedUnitPrice,\r\n        EffectiveCost,\r\n        InvoiceId,\r\n        InvoiceIssuerName,\r\n        ListCost,\r\n        ListUnitPrice,\r\n        PricingCategory,\r\n        PricingCurrency,\r\n        PricingQuantity,\r\n        PricingUnit,\r\n        ProviderName,\r\n        PublisherName,\r\n        RegionId,\r\n        RegionName,\r\n        ResourceId,\r\n        ResourceName,\r\n        ResourceType,\r\n        ServiceCategory,\r\n        ServiceName,\r\n        ServiceSubcategory,\r\n        SkuId,\r\n        SkuMeter,\r\n        SkuPriceDetails,\r\n        SkuPriceId,\r\n        SubAccountId,\r\n        SubAccountName,\r\n        SubAccountType,\r\n        Tags,\r\n        x_AccountId,\r\n        x_AccountName,\r\n        x_AccountOwnerId,\r\n        x_AmortizationClass,\r\n        x_BilledCostInUsd,\r\n        x_BilledUnitPrice,\r\n        x_BillingAccountAgreement,\r\n        x_BillingAccountId,\r\n        x_BillingAccountName,\r\n        x_BillingExchangeRate,\r\n        x_BillingExchangeRateDate,\r\n        x_BillingItemCode,\r\n        x_BillingItemName,\r\n        x_BillingProfileId,\r\n        x_BillingProfileName,\r\n        x_ChargeId,\r\n        x_CommitmentDiscountNormalizedRatio,\r\n        x_CommitmentDiscountPercent,\r\n        x_CommitmentDiscountSavings,\r\n        x_CommitmentDiscountSpendEligibility,\r\n        x_CommitmentDiscountUsageEligibility,\r\n        x_CommitmentDiscountUtilizationAmount,\r\n        x_CommitmentDiscountUtilizationPotential,\r\n        x_CommodityCode,\r\n        x_CommodityName,\r\n        x_ComponentName,\r\n        x_ComponentType,\r\n        x_ConsumedCoreHours,\r\n        x_ContractedCostInUsd,\r\n        x_CostAllocationRuleName,\r\n        x_CostCategories,\r\n        x_CostCenter,\r\n        x_CostType,\r\n        x_Credits,\r\n        x_CurrencyConversionRate,\r\n        x_CustomerId,\r\n        x_CustomerName,\r\n        x_Discount,\r\n        x_EffectiveCostInUsd,\r\n        x_EffectiveUnitPrice,\r\n        x_ExportTime,\r\n        x_IngestionTime,\r\n        x_InstanceID,\r\n        x_InvoiceIssuerId,\r\n        x_InvoiceSectionId,\r\n        x_InvoiceSectionName,\r\n        x_ListCostInUsd,\r\n        x_Location,\r\n        x_NegotiatedDiscountPercent,\r\n        x_NegotiatedDiscountSavings,\r\n        x_Operation,\r\n        x_OwnerAccountID,\r\n        x_PartnerCreditApplied,\r\n        x_PartnerCreditRate,\r\n        x_PricingBlockSize,\r\n        x_PricingSubcategory,\r\n        x_PricingUnitDescription,\r\n        x_Project,\r\n        x_PublisherCategory,\r\n        x_PublisherId,\r\n        x_ResellerId,\r\n        x_ResellerName,\r\n        x_ResourceGroupName,\r\n        x_ResourceType,\r\n        x_ServiceCode,\r\n        x_ServiceId,\r\n        x_ServiceModel,\r\n        x_ServicePeriodEnd,\r\n        x_ServicePeriodStart,\r\n        x_SkuCoreCount,\r\n        x_SkuDescription,\r\n        x_SkuDetails,\r\n        x_SkuInstanceType,\r\n        x_SkuIsCreditEligible,\r\n        x_SkuLicenseQuantity,\r\n        x_SkuLicenseStatus,\r\n        x_SkuLicenseType,\r\n        x_SkuLicenseUnit,\r\n        x_SkuMeterCategory,\r\n        x_SkuMeterId,\r\n        x_SkuMeterSubcategory,\r\n        x_SkuOfferId,\r\n        x_SkuOperatingSystem,\r\n        x_SkuOrderId,\r\n        x_SkuOrderName,\r\n        x_SkuPartNumber,\r\n        x_SkuPlanName,\r\n        x_SkuRegion,\r\n        x_SkuServiceFamily,\r\n        x_SkuTerm,\r\n        x_SkuTier,\r\n        x_SourceChanges,\r\n        x_SourceName,\r\n        x_SourceProvider,\r\n        x_SourceType,\r\n        x_SourceValues,\r\n        x_SourceVersion,\r\n        x_SubproductName,\r\n        x_TotalDiscountPercent,\r\n        x_TotalSavings,\r\n        x_UsageType\r\n}\r\n\r\n\r\n// Prices_final_v1_2\r\n.create-or-alter function\r\nwith (docstring = 'Gets all prices aligned to FOCUS 1.2.', folder = 'Prices')\r\nPrices_v1_2()\r\n{\r\n    database('Ingestion').Prices_final_v1_2\r\n    | union (\r\n        database('Ingestion').Prices_final_v1_0\r\n        // Convert decimal to real\r\n        | extend\r\n            ContractedUnitPrice                  = toreal(ContractedUnitPrice),\r\n            ListUnitPrice                        = toreal(ListUnitPrice),\r\n            x_BaseUnitPrice                      = toreal(x_BaseUnitPrice),\r\n            x_ContractedUnitPriceDiscount        = toreal(x_ContractedUnitPriceDiscount),\r\n            x_ContractedUnitPriceDiscountPercent = toreal(x_ContractedUnitPriceDiscountPercent),\r\n            x_EffectiveUnitPrice                 = toreal(x_EffectiveUnitPrice),\r\n            x_EffectiveUnitPriceDiscount         = toreal(x_EffectiveUnitPriceDiscount),\r\n            x_EffectiveUnitPriceDiscountPercent  = toreal(x_EffectiveUnitPriceDiscountPercent),\r\n            x_PricingBlockSize                   = toreal(x_PricingBlockSize),\r\n            x_SkuIncludedQuantity                = toreal(x_SkuIncludedQuantity),\r\n            x_SkuTier                            = toreal(x_SkuTier),\r\n            x_TotalUnitPriceDiscount             = toreal(x_TotalUnitPriceDiscount),\r\n            x_TotalUnitPriceDiscountPercent      = toreal(x_TotalUnitPriceDiscountPercent) \r\n        // Rename columns\r\n        | project-rename\r\n            PricingCurrency = x_PricingCurrency,\r\n            SkuMeter = x_SkuMeterName\r\n    )\r\n    | project\r\n        BillingAccountId,\r\n        BillingAccountName,\r\n        BillingCurrency,\r\n        ChargeCategory,\r\n        CommitmentDiscountCategory,\r\n        CommitmentDiscountType,\r\n        CommitmentDiscountUnit,\r\n        ContractedUnitPrice,\r\n        ListUnitPrice,\r\n        PricingCategory,\r\n        PricingCurrency,\r\n        PricingUnit,\r\n        SkuId,\r\n        SkuMeter,\r\n        SkuPriceId,\r\n        SkuPriceIdv2,\r\n        x_BaseUnitPrice,\r\n        x_BillingAccountAgreement,\r\n        x_BillingAccountId,\r\n        x_BillingProfileId,\r\n        x_CommitmentDiscountNormalizedRatio,\r\n        x_CommitmentDiscountSpendEligibility,\r\n        x_CommitmentDiscountUsageEligibility,\r\n        x_ContractedUnitPriceDiscount,\r\n        x_ContractedUnitPriceDiscountPercent,\r\n        x_EffectivePeriodEnd,\r\n        x_EffectivePeriodStart,\r\n        x_EffectiveUnitPrice,\r\n        x_EffectiveUnitPriceDiscount,\r\n        x_EffectiveUnitPriceDiscountPercent,\r\n        x_IngestionTime,\r\n        x_PricingBlockSize,\r\n        x_PricingSubcategory,\r\n        x_PricingUnitDescription,\r\n        x_SkuDescription,\r\n        x_SkuId,\r\n        x_SkuIncludedQuantity,\r\n        x_SkuMeterCategory,\r\n        x_SkuMeterId,\r\n        x_SkuMeterSubcategory,\r\n        x_SkuMeterType,\r\n        x_SkuPriceType,\r\n        x_SkuProductId,\r\n        x_SkuRegion,\r\n        x_SkuServiceFamily,\r\n        x_SkuOfferId,\r\n        x_SkuPartNumber,\r\n        x_SkuTerm,\r\n        x_SkuTier,\r\n        x_SourceName,\r\n        x_SourceProvider,\r\n        x_SourceType,\r\n        x_SourceVersion,\r\n        x_TotalUnitPriceDiscount,\r\n        x_TotalUnitPriceDiscountPercent\r\n}\r\n\r\n\r\n// Recommendations_final_v1_2\r\n.create-or-alter function\r\nwith (docstring = 'Gets all recommendations aligned to FOCUS 1.2.', folder = 'Recommendations')\r\nRecommendations_v1_2()\r\n{\r\n    database('Ingestion').Recommendations_final_v1_2\r\n    | union (\r\n        database('Ingestion').Recommendations_final_v1_0\r\n        // Convert decimal to real\r\n        | extend\r\n            x_EffectiveCostAfter   = toreal(x_EffectiveCostAfter),\r\n            x_EffectiveCostBefore  = toreal(x_EffectiveCostBefore),\r\n            x_EffectiveCostSavings = toreal(x_EffectiveCostSavings)\r\n    )\r\n    | project\r\n        ProviderName,\r\n        ResourceId,\r\n        ResourceName,\r\n        ResourceType,\r\n        SubAccountId,\r\n        SubAccountName,\r\n        x_EffectiveCostAfter,\r\n        x_EffectiveCostBefore,\r\n        x_EffectiveCostSavings,\r\n        x_IngestionTime,\r\n        x_RecommendationCategory,\r\n        x_RecommendationDate,\r\n        x_RecommendationDescription,\r\n        x_RecommendationDetails,\r\n        x_RecommendationId,\r\n        x_ResourceGroupName,\r\n        x_SourceName,\r\n        x_SourceProvider,\r\n        x_SourceType,\r\n        x_SourceVersion\r\n}\r\n\r\n\r\n// Transactions_final_v1_2\r\n.create-or-alter function\r\nwith (docstring = 'Gets all transactions aligned to FOCUS 1.2.', folder = 'Transactions')\r\nTransactions_v1_2()\r\n{\r\n    database('Ingestion').Transactions_final_v1_2\r\n    | union (\r\n        database('Ingestion').Transactions_final_v1_0\r\n        // Convert decimal to real\r\n        | extend\r\n            BilledCost           = toreal(BilledCost),\r\n            PricingQuantity      = toreal(PricingQuantity),\r\n            x_MonetaryCommitment = toreal(x_MonetaryCommitment),\r\n            x_Overage            = toreal(x_Overage)\r\n        // Rename columns\r\n        | project-rename\r\n            InvoiceId = x_InvoiceId\r\n    )\r\n    | project\r\n        BilledCost,\r\n        BillingAccountId,\r\n        BillingAccountName,\r\n        BillingCurrency,\r\n        BillingPeriodEnd,\r\n        BillingPeriodStart,\r\n        ChargeCategory,\r\n        ChargeClass,\r\n        ChargeDescription,\r\n        ChargeFrequency,\r\n        ChargePeriodStart,\r\n        InvoiceId,\r\n        PricingQuantity,\r\n        PricingUnit,\r\n        ProviderName,\r\n        RegionId,\r\n        RegionName,\r\n        SubAccountId,\r\n        SubAccountName,\r\n        x_AccountName,\r\n        x_AccountOwnerId,\r\n        x_CostCenter,\r\n        x_InvoiceNumber,\r\n        x_InvoiceSectionId,\r\n        x_InvoiceSectionName,\r\n        x_IngestionTime,\r\n        x_MonetaryCommitment,\r\n        x_Overage,\r\n        x_PurchasingBillingAccountId,\r\n        x_SkuOrderId,\r\n        x_SkuOrderName,\r\n        x_SkuSize,\r\n        x_SkuTerm,\r\n        x_SourceName,\r\n        x_SourceProvider,\r\n        x_SourceType,\r\n        x_SourceVersion,\r\n        x_SubscriptionId,\r\n        x_TransactionType\r\n}\r\n\r\n\r\n//======================================================================================================================\r\n// Latest FOCUS version\r\n//======================================================================================================================\r\n\r\n.create-or-alter function\r\nwith (docstring = 'Gets all commitment discount usage records with the latest supported version of the FOCUS schema.', folder = 'CommitmentDiscountUsage')\r\nCommitmentDiscountUsage()\r\n{\r\n    CommitmentDiscountUsage_v1_2()\r\n}\r\n\r\n\r\n.create-or-alter function\r\nwith (docstring = 'Gets all cost and usage records with the latest supported version of the FOCUS schema.', folder = 'Costs')\r\nCosts()\r\n{\r\n    Costs_v1_2()\r\n}\r\n\r\n\r\n.create-or-alter function\r\nwith (docstring = 'Gets all prices with the latest supported version of the FOCUS schema.', folder = 'Prices')\r\nPrices()\r\n{\r\n    Prices_v1_2()\r\n}\r\n\r\n\r\n.create-or-alter function\r\nwith (docstring = 'Gets all recommendations with the latest supported version of the FOCUS schema.', folder = 'Recommendations')\r\nRecommendations()\r\n{\r\n    Recommendations_v1_2()\r\n}\r\n\r\n\r\n.create-or-alter function\r\nwith (docstring = 'Gets all transactions with the latest supported version of the FOCUS schema.', folder = 'Transactions')\r\nTransactions()\r\n{\r\n    Transactions_v1_2()\r\n}\r\n",
+                    "$fxv#15": "// Copyright (c) Microsoft Corporation.\r\n// Licensed under the MIT License.\r\n\r\n//======================================================================================================================\r\n// Hub database / Latest FOCUS version functions\r\n// Used for ad hoc queries.\r\n//======================================================================================================================\r\n\r\n// For allowed commands, see https://learn.microsoft.com/azure/data-explorer/database-script\r\n\r\n\r\n.create-or-alter function\r\nwith (docstring = 'Gets all commitment discount usage records with the latest supported version of the FOCUS schema.', folder = 'CommitmentDiscountUsage')\r\nCommitmentDiscountUsage()\r\n{\r\n    CommitmentDiscountUsage_v1_2()\r\n}\r\n\r\n\r\n.create-or-alter function\r\nwith (docstring = 'Gets all cost and usage records with the latest supported version of the FOCUS schema.', folder = 'Costs')\r\nCosts()\r\n{\r\n    Costs_v1_2()\r\n}\r\n\r\n\r\n.create-or-alter function\r\nwith (docstring = 'Gets all prices with the latest supported version of the FOCUS schema.', folder = 'Prices')\r\nPrices()\r\n{\r\n    Prices_v1_2()\r\n}\r\n\r\n\r\n.create-or-alter function\r\nwith (docstring = 'Gets all recommendations with the latest supported version of the FOCUS schema.', folder = 'Recommendations')\r\nRecommendations()\r\n{\r\n    Recommendations_v1_2()\r\n}\r\n\r\n\r\n.create-or-alter function\r\nwith (docstring = 'Gets all transactions with the latest supported version of the FOCUS schema.', folder = 'Transactions')\r\nTransactions()\r\n{\r\n    Transactions_v1_2()\r\n}\r\n",
+                    "$fxv#2": "// Copyright (c) Microsoft Corporation.\r\n// Licensed under the MIT License.\r\n\r\n.create-or-alter function \r\nwith (docstring = 'Return details about the specified ID.', folder = 'OpenData/Internal')\r\n_resource_type_3(id: string) {\r\n    dynamic({\r\n        \"microsoft.hybridnetwork/vendors\": { \"SingularDisplayName\": \"Azure Network Function Manager ? vendor\" }\r\n        ,\"microsoft.hybridonboarding/extensionmanagers\": { \"SingularDisplayName\": \"Microsoft.HybridOnboarding extension manager\" }\r\n        ,\"microsoft.impact/connectors\": { \"SingularDisplayName\": \"Impact Reporting Connector\" }\r\n        ,\"microsoft.impact/impactcategories\": { \"SingularDisplayName\": \"Microsoft.Impact impact category\" }\r\n        ,\"microsoft.impact/topologyimpacts\": { \"SingularDisplayName\": \"Microsoft.Impact topology impact\" }\r\n        ,\"microsoft.impact/workloadimpacts\": { \"SingularDisplayName\": \"Microsoft.Impact workload impact\" }\r\n        ,\"microsoft.impact/workloadimpacts/insights\": { \"SingularDisplayName\": \"Microsoft.Impact workload impacts insight\" }\r\n        ,\"microsoft.importexport/jobs\": { \"SingularDisplayName\": \"Microsoft.ImportExport job\" }\r\n        ,\"microsoft.insights/actiongroups\": { \"SingularDisplayName\": \"Action group\" }\r\n        ,\"microsoft.insights/activitylogalerts\": { \"SingularDisplayName\": \"Activity log alert rule\" }\r\n        ,\"microsoft.insights/alertrules\": { \"SingularDisplayName\": \"Microsoft.Insights alertrule\" }\r\n        ,\"microsoft.insights/alertrules/incidents\": { \"SingularDisplayName\": \"Microsoft.insights alertrules incident\" }\r\n        ,\"microsoft.insights/autoscalesettings\": { \"SingularDisplayName\": \"Microsoft.Insights autoscalesetting\" }\r\n        ,\"microsoft.insights/components\": { \"SingularDisplayName\": \"Application Insights app\" }\r\n        ,\"microsoft.insights/datacollectionendpoints\": { \"SingularDisplayName\": \"Data collection endpoint\" }\r\n        ,\"microsoft.insights/datacollectionruleassociations\": { \"SingularDisplayName\": \"Microsoft.Insights data collection rule association\" }\r\n        ,\"microsoft.insights/datacollectionrules\": { \"SingularDisplayName\": \"Data collection rule\" }\r\n        ,\"microsoft.insights/datacollectionrulesresources\": { \"SingularDisplayName\": \"Data collection rule associated resource\" }\r\n        ,\"microsoft.insights/diagnosticsettings\": { \"SingularDisplayName\": \"Diagnostic settings\" }\r\n        ,\"microsoft.insights/diagnosticsettingscategories\": { \"SingularDisplayName\": \"Microsoft.Insights diagnostic settings category\" }\r\n        ,\"microsoft.insights/guestdiagnosticsettings\": { \"SingularDisplayName\": \"Microsoft.insights guest diagnostic setting\" }\r\n        ,\"microsoft.insights/guestdiagnosticsettingsassociation\": { \"SingularDisplayName\": \"Microsoft.insights guest diagnostic settings association\" }\r\n        ,\"microsoft.insights/logprofiles\": { \"SingularDisplayName\": \"Microsoft.Insights logprofile\" }\r\n        ,\"microsoft.insights/metricalerts\": { \"SingularDisplayName\": \"Metric alert rule\" }\r\n        ,\"microsoft.insights/notificationstatus\": { \"SingularDisplayName\": \"Microsoft.Insights notification statu\" }\r\n        ,\"microsoft.insights/privatelinkscopeoperationstatuses\": { \"SingularDisplayName\": \"Microsoft.insights private link scope operation statuse\" }\r\n        ,\"microsoft.insights/privatelinkscopes\": { \"SingularDisplayName\": \"Azure Monitor Private Link Scope\" }\r\n        ,\"microsoft.insights/scheduledqueryrules\": { \"SingularDisplayName\": \"Log search alert rule\" }\r\n        ,\"microsoft.insights/tenantactiongroups\": { \"SingularDisplayName\": \"Microsoft.Insights tenant action group\" }\r\n        ,\"microsoft.insights/tenantactiongroups/notificationstatus\": { \"SingularDisplayName\": \"Microsoft.Insights tenant action groups notification statu\" }\r\n        ,\"microsoft.insights/vminsightsonboardingstatuses\": { \"SingularDisplayName\": \"Microsoft.Insights VM insights onboarding statuse\" }\r\n        ,\"microsoft.insights/webtests\": { \"SingularDisplayName\": \"Application Insights availability test\" }\r\n        ,\"microsoft.insights/workbooks\": { \"SingularDisplayName\": \"Azure Workbook\" }\r\n        ,\"microsoft.insights/workbooktemplates\": { \"SingularDisplayName\": \"Azure Workbook Template\" }\r\n        ,\"microsoft.integrationspaces/spaces\": { \"SingularDisplayName\": \"Integration Environment\" }\r\n        ,\"microsoft.intelligentitdigitaltwin/digitaltwins\": { \"SingularDisplayName\": \"Microsoft.IntelligentITDigitalTwin digital twin\" }\r\n        ,\"microsoft.intelligentitdigitaltwin/digitaltwins/assets\": { \"SingularDisplayName\": \"Microsoft.IntelligentITDigitalTwin digital twins asset\" }\r\n        ,\"microsoft.intelligentitdigitaltwin/digitaltwins/executionplans\": { \"SingularDisplayName\": \"Microsoft.IntelligentITDigitalTwin digital twins execution plan\" }\r\n        ,\"microsoft.intelligentitdigitaltwin/digitaltwins/testplans\": { \"SingularDisplayName\": \"Microsoft.IntelligentITDigitalTwin digital twins test plan\" }\r\n        ,\"microsoft.intelligentitdigitaltwin/digitaltwins/tests\": { \"SingularDisplayName\": \"Microsoft.IntelligentITDigitalTwin digital twins test\" }\r\n        ,\"microsoft.inventory/subscriptioninternalproperties\": { \"SingularDisplayName\": \"Microsoft.Inventory subscription internal property\" }\r\n        ,\"microsoft.iotcentral/iotapps\": { \"SingularDisplayName\": \"IoT Central Application\" }\r\n        ,\"microsoft.iotfirmwaredefense/workspaces\": { \"SingularDisplayName\": \"Firmware analysis workspace\" }\r\n        ,\"microsoft.iotfirmwaredefense/workspaces/firmwares\": { \"SingularDisplayName\": \"Microsoft.IoTFirmwareDefense workspaces firmware\" }\r\n        ,\"microsoft.iotfirmwaredefense/workspaces/firmwares/summaries\": { \"SingularDisplayName\": \"Microsoft.IoTFirmwareDefense workspaces firmwares summary\" }\r\n        ,\"microsoft.iotoperations/instances\": { \"SingularDisplayName\": \"Azure IoT Operations\" }\r\n        ,\"microsoft.iotoperations/instances/brokers\": { \"SingularDisplayName\": \"Microsoft.IoTOperations instances broker\" }\r\n        ,\"microsoft.iotoperations/instances/brokers/authentications\": { \"SingularDisplayName\": \"Microsoft.IoTOperations instances brokers authentication\" }\r\n        ,\"microsoft.iotoperations/instances/brokers/authorizations\": { \"SingularDisplayName\": \"Microsoft.IoTOperations instances brokers authorization\" }\r\n        ,\"microsoft.iotoperations/instances/brokers/listeners\": { \"SingularDisplayName\": \"Microsoft.IoTOperations instances brokers listener\" }\r\n        ,\"microsoft.iotoperations/instances/dataflowendpoints\": { \"SingularDisplayName\": \"Microsoft.IoTOperations instances dataflow endpoint\" }\r\n        ,\"microsoft.iotoperations/instances/dataflowprofiles\": { \"SingularDisplayName\": \"Microsoft.IoTOperations instances dataflow profile\" }\r\n        ,\"microsoft.iotoperations/instances/dataflowprofiles/dataflows\": { \"SingularDisplayName\": \"Microsoft.IoTOperations instances dataflow profiles dataflow\" }\r\n        ,\"microsoft.iotoperationsdataprocessor/instances\": { \"SingularDisplayName\": \"Microsoft.IoTOperationsDataProcessor instance\" }\r\n        ,\"microsoft.iotoperationsdataprocessor/instances/datasets\": { \"SingularDisplayName\": \"Microsoft.IoTOperationsDataProcessor instances dataset\" }\r\n        ,\"microsoft.iotoperationsdataprocessor/instances/pipelines\": { \"SingularDisplayName\": \"Microsoft.IoTOperationsDataProcessor instances pipeline\" }\r\n        ,\"microsoft.iotoperationsmq/mq\": { \"SingularDisplayName\": \"IoT Operations Ops MQ\" }\r\n        ,\"microsoft.iotoperationsmq/mq/broker\": { \"SingularDisplayName\": \"Microsoft.IoTOperationsMQ mq broker\" }\r\n        ,\"microsoft.iotoperationsmq/mq/broker/authentication\": { \"SingularDisplayName\": \"Microsoft.IoTOperationsMQ mq broker authentication\" }\r\n        ,\"microsoft.iotoperationsmq/mq/broker/authorization\": { \"SingularDisplayName\": \"Microsoft.IoTOperationsMQ mq broker authorization\" }\r\n        ,\"microsoft.iotoperationsmq/mq/broker/listener\": { \"SingularDisplayName\": \"Microsoft.IoTOperationsMQ mq broker listener\" }\r\n        ,\"microsoft.iotoperationsmq/mq/datalakeconnector\": { \"SingularDisplayName\": \"Microsoft.IoTOperationsMQ mq data lake connector\" }\r\n        ,\"microsoft.iotoperationsmq/mq/datalakeconnector/topicmap\": { \"SingularDisplayName\": \"Microsoft.IoTOperationsMQ mq data lake connector topic map\" }\r\n        ,\"microsoft.iotoperationsmq/mq/diagnosticservice\": { \"SingularDisplayName\": \"Microsoft.IoTOperationsMQ mq diagnostic service\" }\r\n        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,\"microsoft.networkcloud/edgeclusters/nodes\": { \"SingularDisplayName\": \"Microsoft.NetworkCloud edge clusters node\" }\r\n        ,\"microsoft.networkcloud/edgeclusterskus\": { \"SingularDisplayName\": \"Microsoft.NetworkCloud edge cluster SKU\" }\r\n        ,\"microsoft.networkcloud/kubernetesclusters\": { \"SingularDisplayName\": \"Kubernetes Cluster (Operator Nexus)\" }\r\n        ,\"microsoft.networkcloud/kubernetesclusters/agentpools\": { \"SingularDisplayName\": \"Agent Pool (Operator Nexus)\" }\r\n        ,\"microsoft.networkcloud/kubernetesclusters/features\": { \"SingularDisplayName\": \"Kubernetes Cluster Feature (Operator Nexus)\" }\r\n        ,\"microsoft.networkcloud/l2networks\": { \"SingularDisplayName\": \"Layer 2 Network (Operator Nexus)\" }\r\n        ,\"microsoft.networkcloud/l3networks\": { \"SingularDisplayName\": \"Layer 3 Network (Operator Nexus)\" }\r\n        ,\"microsoft.networkcloud/racks\": { \"SingularDisplayName\": \"Compute Rack (Operator Nexus)\" }\r\n        ,\"microsoft.networkcloud/rackskus\": { \"SingularDisplayName\": \"Microsoft.NetworkCloud rack SKU\" }\r\n        ,\"microsoft.networkcloud/registrationhubs\": { \"SingularDisplayName\": \"Microsoft.NetworkCloud registration hub\" }\r\n        ,\"microsoft.networkcloud/registrationhubs/images\": { \"SingularDisplayName\": \"Microsoft.NetworkCloud registration hubs image\" }\r\n        ,\"microsoft.networkcloud/registrationhubs/machines\": { \"SingularDisplayName\": \"Microsoft.NetworkCloud registration hubs machine\" }\r\n        ,\"microsoft.networkcloud/storageappliances\": { \"SingularDisplayName\": \"Storage Appliance (Operator Nexus)\" }\r\n        ,\"microsoft.networkcloud/trunkednetworks\": { \"SingularDisplayName\": \"Trunked Network (Operator Nexus)\" }\r\n        ,\"microsoft.networkcloud/virtualmachines\": { \"SingularDisplayName\": \"Virtual Machine (Operator Nexus)\" }\r\n        ,\"microsoft.networkcloud/virtualmachines/consoles\": { \"SingularDisplayName\": \"Virtual Machine Console (Operator Nexus)\" }\r\n        ,\"microsoft.networkcloud/volumes\": { \"SingularDisplayName\": \"Volume (Operator Nexus)\" }\r\n        ,\"microsoft.networkfunction/azuretrafficcollectors\": { \"SingularDisplayName\": \"ExpressRoute traffic collector\" }\r\n        ,\"microsoft.networkfunction/meshvpns\": { \"SingularDisplayName\": \"Mesh VPN\" }\r\n        ,\"microsoft.nexusidentity/identitycontrollers\": { \"SingularDisplayName\": \"Microsoft.NexusIdentity identity controller\" }\r\n        ,\"microsoft.nexusidentity/identitysets\": { \"SingularDisplayName\": \"Microsoft.NexusIdentity identity set\" }\r\n        ,\"microsoft.notebooks/notebookproxies\": { \"SingularDisplayName\": \"Microsoft.Notebooks notebook proxy\" }\r\n        ,\"microsoft.notificationhubs/namespaces\": { \"SingularDisplayName\": \"Notification Hub Namespace\" }\r\n        ,\"microsoft.notificationhubs/namespaces/notificationhubs\": { \"SingularDisplayName\": \"Notification Hub\" }\r\n        ,\"microsoft.objectstore/osnamespaces\": { \"SingularDisplayName\": \"Microsoft.ObjectStore os namespace\" }\r\n    })[tolower(id)]\r\n}\r\n",
+                    "$fxv#3": "// Copyright (c) Microsoft Corporation.\r\n// Licensed under the MIT License.\r\n\r\n.create-or-alter function \r\nwith (docstring = 'Return details about the specified ID.', folder = 'OpenData/Internal')\r\n_resource_type_4(id: string) {\r\n    dynamic({\r\n        \"microsoft.offazure/hypervsites\": { \"SingularDisplayName\": \"Microsoft.OffAzure hyperv site\" }\r\n        ,\"microsoft.offazure/hypervsites/clusters\": { \"SingularDisplayName\": \"Microsoft.OffAzure hyperv sites cluster\" }\r\n        ,\"microsoft.offazure/hypervsites/hosts\": { \"SingularDisplayName\": \"Microsoft.OffAzure hyperv sites host\" }\r\n        ,\"microsoft.offazure/hypervsites/jobs\": { \"SingularDisplayName\": \"Microsoft.OffAzure hyperv sites job\" }\r\n        ,\"microsoft.offazure/hypervsites/machines\": { \"SingularDisplayName\": \"Microsoft.OffAzure hyperv sites machine\" }\r\n        ,\"microsoft.offazure/hypervsites/machines/softwareinventories\": { \"SingularDisplayName\": \"Microsoft.OffAzure hyperv sites machines software inventory\" }\r\n        ,\"microsoft.offazure/hypervsites/operationsstatus\": { \"SingularDisplayName\": \"Microsoft.OffAzure hyperv sites operations statu\" }\r\n        ,\"microsoft.offazure/hypervsites/runasaccounts\": { \"SingularDisplayName\": \"Microsoft.OffAzure hyperv sites run as account\" }\r\n        ,\"microsoft.offazure/importsites\": { \"SingularDisplayName\": \"Microsoft.OffAzure import site\" }\r\n        ,\"microsoft.offazure/importsites/deletejobs\": { \"SingularDisplayName\": \"Microsoft.OffAzure import sites delete job\" }\r\n        ,\"microsoft.offazure/importsites/exportjobs\": { \"SingularDisplayName\": \"Microsoft.OffAzure import sites export job\" }\r\n        ,\"microsoft.offazure/importsites/importjobs\": { \"SingularDisplayName\": \"Microsoft.OffAzure import sites import job\" }\r\n        ,\"microsoft.offazure/importsites/jobs\": { \"SingularDisplayName\": \"Microsoft.OffAzure import sites job\" }\r\n        ,\"microsoft.offazure/importsites/machines\": { \"SingularDisplayName\": \"Microsoft.OffAzure import sites machine\" }\r\n        ,\"microsoft.offazure/mastersites\": { \"SingularDisplayName\": \"Microsoft.OffAzure master site\" }\r\n        ,\"microsoft.offazure/mastersites/operationsstatus\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites operations statu\" }\r\n        ,\"microsoft.offazure/mastersites/privateendpointconnections\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites private endpoint connection\" }\r\n        ,\"microsoft.offazure/mastersites/privatelinkresources\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites private link resource\" }\r\n        ,\"microsoft.offazure/mastersites/sqlsites\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites sql site\" }\r\n        ,\"microsoft.offazure/mastersites/sqlsites/discoverysitedatasources\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites sql sites discovery site data source\" }\r\n        ,\"microsoft.offazure/mastersites/sqlsites/jobs\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites sql sites job\" }\r\n        ,\"microsoft.offazure/mastersites/sqlsites/operationsstatus\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites sql sites operations statu\" }\r\n        ,\"microsoft.offazure/mastersites/sqlsites/runasaccounts\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites sql sites run as account\" }\r\n        ,\"microsoft.offazure/mastersites/sqlsites/sqlavailabilitygroups\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites sql sites sql availability group\" }\r\n        ,\"microsoft.offazure/mastersites/sqlsites/sqldatabases\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites sql sites sql database\" }\r\n        ,\"microsoft.offazure/mastersites/sqlsites/sqlservers\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites sql sites sql server\" }\r\n        ,\"microsoft.offazure/mastersites/webappsites\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites web app site\" }\r\n        ,\"microsoft.offazure/mastersites/webappsites/discoverysitedatasources\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites web app sites discovery site data source\" }\r\n        ,\"microsoft.offazure/mastersites/webappsites/extendedmachines\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites web app sites extended machine\" }\r\n        ,\"microsoft.offazure/mastersites/webappsites/iiswebapplications\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites web app sites iis web application\" }\r\n        ,\"microsoft.offazure/mastersites/webappsites/iiswebservers\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites web app sites iis web server\" }\r\n        ,\"microsoft.offazure/mastersites/webappsites/runasaccounts\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites web app sites runasaccount\" }\r\n        ,\"microsoft.offazure/mastersites/webappsites/tomcatwebapplications\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites web app sites tomcat web application\" }\r\n        ,\"microsoft.offazure/mastersites/webappsites/tomcatwebservers\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites web app sites tomcat web server\" }\r\n        ,\"microsoft.offazure/serversites\": { \"SingularDisplayName\": \"Microsoft.OffAzure server site\" }\r\n        ,\"microsoft.offazure/serversites/jobs\": { \"SingularDisplayName\": \"Microsoft.OffAzure server sites job\" }\r\n        ,\"microsoft.offazure/serversites/machines\": { \"SingularDisplayName\": \"Microsoft.OffAzure server sites machine\" }\r\n        ,\"microsoft.offazure/serversites/machines/softwareinventories\": { \"SingularDisplayName\": \"Microsoft.OffAzure server sites machines software inventory\" }\r\n        ,\"microsoft.offazure/serversites/operationsstatus\": { \"SingularDisplayName\": \"Microsoft.OffAzure server sites operations statu\" }\r\n        ,\"microsoft.offazure/serversites/runasaccounts\": { \"SingularDisplayName\": \"Microsoft.OffAzure server sites run as account\" }\r\n        ,\"microsoft.offazure/vmwaresites\": { \"SingularDisplayName\": \"Microsoft.OffAzure vmware site\" }\r\n        ,\"microsoft.offazure/vmwaresites/hosts\": { \"SingularDisplayName\": \"Microsoft.OffAzure vmware sites host\" }\r\n        ,\"microsoft.offazure/vmwaresites/jobs\": { \"SingularDisplayName\": \"Microsoft.OffAzure vmware sites job\" }\r\n        ,\"microsoft.offazure/vmwaresites/machines\": { \"SingularDisplayName\": \"Microsoft.OffAzure vmware sites machine\" }\r\n        ,\"microsoft.offazure/vmwaresites/machines/softwareinventories\": { \"SingularDisplayName\": \"Microsoft.OffAzure vmware sites machines software inventory\" }\r\n        ,\"microsoft.offazure/vmwaresites/operationsstatus\": { \"SingularDisplayName\": \"Microsoft.OffAzure vmware sites operations statu\" }\r\n        ,\"microsoft.offazure/vmwaresites/runasaccounts\": { \"SingularDisplayName\": \"Microsoft.OffAzure vmware sites run as account\" }\r\n        ,\"microsoft.offazure/vmwaresites/vcenters\": { \"SingularDisplayName\": \"Microsoft.OffAzure vmware sites vcenter\" }\r\n        ,\"microsoft.offazurespringboot/springbootsites\": { \"SingularDisplayName\": \"Microsoft.OffAzureSpringBoot springbootsite\" }\r\n        ,\"microsoft.offazurespringboot/springbootsites/errorsummaries\": { \"SingularDisplayName\": \"Microsoft.OffAzureSpringBoot springbootsites error summary\" }\r\n        ,\"microsoft.offazurespringboot/springbootsites/springbootapps\": { \"SingularDisplayName\": \"Microsoft.OffAzureSpringBoot springbootsites springbootapp\" }\r\n        ,\"microsoft.offazurespringboot/springbootsites/springbootservers\": { \"SingularDisplayName\": \"Microsoft.OffAzureSpringBoot springbootsites springbootserver\" }\r\n        ,\"microsoft.offazurespringboot/springbootsites/summaries\": { \"SingularDisplayName\": \"Microsoft.OffAzureSpringBoot springbootsites summary\" }\r\n        ,\"microsoft.onlineexperimentation/workspaces\": { \"SingularDisplayName\": \"Online Experimentation Workspace\" }\r\n        ,\"microsoft.openenergyplatform/energyservices\": { \"SingularDisplayName\": \"Azure Data Manager for Energy\" }\r\n        ,\"microsoft.openlogisticsplatform/workspaces\": { \"SingularDisplayName\": \"Microsoft.OpenLogisticsPlatform workspace\" }\r\n        ,\"microsoft.openlogisticsplatform/workspaces/applicationregistrations\": { \"SingularDisplayName\": \"Microsoft.OpenLogisticsPlatform workspaces application registration\" }\r\n        ,\"microsoft.openlogisticsplatform/workspaces/applications\": { \"SingularDisplayName\": \"Microsoft.OpenLogisticsPlatform workspaces application\" }\r\n        ,\"microsoft.openlogisticsplatform/workspaces/eventgridfilters\": { \"SingularDisplayName\": \"Microsoft.OpenLogisticsPlatform workspaces event grid filter\" }\r\n        ,\"microsoft.openlogisticsplatform/workspaces/shares\": { \"SingularDisplayName\": \"Microsoft.OpenLogisticsPlatform workspaces share\" }\r\n        ,\"microsoft.openlogisticsplatform/workspaces/sharesubscriptions\": { \"SingularDisplayName\": \"Microsoft.OpenLogisticsPlatform workspaces share subscription\" }\r\n        ,\"microsoft.operationalinsights/clusters\": { \"SingularDisplayName\": \"Log Analytics dedicated cluster\" }\r\n        ,\"microsoft.operationalinsights/querypacks\": { \"SingularDisplayName\": \"Log Analytics query pack\" }\r\n        ,\"microsoft.operationalinsights/workspaces\": { \"SingularDisplayName\": \"Log Analytics workspace\" }\r\n        ,\"microsoft.operationsmanagement/managementassociations\": { \"SingularDisplayName\": \"Microsoft.OperationsManagement management association\" }\r\n        ,\"microsoft.operationsmanagement/solutions\": { \"SingularDisplayName\": \"Solution\" }\r\n        ,\"microsoft.operatorvoicemail/operatorvoicemailinstances\": { \"SingularDisplayName\": \"Microsoft.OperatorVoicemail operator voicemail instance\" }\r\n        ,\"microsoft.oraclediscovery/oraclesites\": { \"SingularDisplayName\": \"Microsoft.OracleDiscovery oracle site\" }\r\n        ,\"microsoft.oraclediscovery/oraclesites/errorsummaries\": { \"SingularDisplayName\": \"Microsoft.OracleDiscovery oracle sites error summary\" }\r\n        ,\"microsoft.oraclediscovery/oraclesites/oracledatabases\": { \"SingularDisplayName\": \"Microsoft.OracleDiscovery oracle sites oracle database\" }\r\n        ,\"microsoft.oraclediscovery/oraclesites/oracleservers\": { \"SingularDisplayName\": \"Microsoft.OracleDiscovery oracle sites oracle server\" }\r\n        ,\"microsoft.oraclediscovery/oraclesites/summaries\": { \"SingularDisplayName\": \"Microsoft.OracleDiscovery oracle sites summary\" }\r\n        ,\"microsoft.orbital/cloudaccessrouters\": { \"SingularDisplayName\": \"Cloud Access Router\" }\r\n        ,\"microsoft.orbital/contactprofiles\": { \"SingularDisplayName\": \"Contact Profile\" }\r\n        ,\"microsoft.orbital/edgesites\": { \"SingularDisplayName\": \"Edge Site\" }\r\n        ,\"microsoft.orbital/geocatalogs\": { \"SingularDisplayName\": \"GeoCatalog\" }\r\n        ,\"microsoft.orbital/globalcommunicationssites\": { \"SingularDisplayName\": \"Microsoft.Orbital global communications site\" }\r\n        ,\"microsoft.orbital/groundstations\": { \"SingularDisplayName\": \"Ground Station\" }\r\n        ,\"microsoft.orbital/l2connections\": { \"SingularDisplayName\": \"L2 Connection\" }\r\n        ,\"microsoft.orbital/sdwancontrollers\": { \"SingularDisplayName\": \"SDWAN Controller\" }\r\n        ,\"microsoft.orbital/spacecrafts\": { \"SingularDisplayName\": \"Spacecraft\" }\r\n        ,\"microsoft.orbital/spacecrafts/contacts\": { \"SingularDisplayName\": \"Contact\" }\r\n        ,\"microsoft.orbital/terminals\": { \"SingularDisplayName\": \"Cloud Access Terminal\" }\r\n        ,\"microsoft.partnermanagedconsumerrecurrence/recurrences\": { \"SingularDisplayName\": \"Microsoft.PartnerManagedConsumerRecurrence recurrence\" }\r\n        ,\"microsoft.partnermanagedconsumerrecurrence/recurrences/operationresult\": { \"SingularDisplayName\": \"Microsoft.PartnerManagedConsumerRecurrence recurrences operation result\" }\r\n        ,\"microsoft.peering/peerasns\": { \"SingularDisplayName\": \"Microsoft.Peering peer asn\" }\r\n        ,\"microsoft.peering/peerings\": { \"SingularDisplayName\": \"Peering\" }\r\n        ,\"microsoft.peering/peerings/registeredasns\": { \"SingularDisplayName\": \"Registered ASN\" }\r\n        ,\"microsoft.peering/peerings/registeredprefixes\": { \"SingularDisplayName\": \"Registered prefix\" }\r\n        ,\"microsoft.peering/peeringservices\": { \"SingularDisplayName\": \"Peering Service\" }\r\n        ,\"microsoft.peering/peeringservices/prefixes\": { \"SingularDisplayName\": \"Peering Service Prefix\" }\r\n        ,\"microsoft.pki/pkis\": { \"SingularDisplayName\": \"Microsoft.Pki PKI\" }\r\n        ,\"microsoft.pki/pkis/certificateauthorities\": { \"SingularDisplayName\": \"Microsoft.Pki pkis certificate authority\" }\r\n        ,\"microsoft.pki/pkis/enrollmentpolicies\": { \"SingularDisplayName\": \"Microsoft.Pki pkis enrollment policy\" }\r\n        ,\"microsoft.policyinsights/attestations\": { \"SingularDisplayName\": \"Microsoft.PolicyInsights attestation\" }\r\n        ,\"microsoft.policyinsights/policymetadata\": { \"SingularDisplayName\": \"Microsoft.PolicyInsights policy metadata\" }\r\n        ,\"microsoft.policyinsights/remediations\": { \"SingularDisplayName\": \"Microsoft.PolicyInsights remediation\" }\r\n        ,\"microsoft.portal/consoles\": { \"SingularDisplayName\": \"Microsoft.Portal console\" }\r\n        ,\"microsoft.portal/dashboards\": { \"SingularDisplayName\": \"Shared dashboard\" }\r\n        ,\"microsoft.portal/tenantconfigurations\": { \"SingularDisplayName\": \"Microsoft.Portal tenant configuration\" }\r\n        ,\"microsoft.portal/usersettings\": { \"SingularDisplayName\": \"Microsoft.Portal user setting\" }\r\n        ,\"microsoft.portal/virtual-privatedashboards\": { \"SingularDisplayName\": \"Private dashboard\" }\r\n        ,\"microsoft.portalservices/copilotsettings\": { \"SingularDisplayName\": \"Microsoft.PortalServices copilot setting\" }\r\n        ,\"microsoft.portalservices/dashboards\": { \"SingularDisplayName\": \"Shared dashboard\" }\r\n        ,\"microsoft.portalservices/extensions\": { \"SingularDisplayName\": \"Portal Extension\" }\r\n        ,\"microsoft.portalservices/extensions/deployments\": { \"SingularDisplayName\": \"Extension Deployment\" }\r\n        ,\"microsoft.portalservices/extensions/slots\": { \"SingularDisplayName\": \"Extension Slot\" }\r\n        ,\"microsoft.portalservices/extensions/versions\": { \"SingularDisplayName\": \"Extension Version\" }\r\n        ,\"microsoft.portalservices/settings\": { \"SingularDisplayName\": \"Microsoft.PortalServices setting\" }\r\n        ,\"microsoft.powerbi/privatelinkservicesforpowerbi\": { \"SingularDisplayName\": \"Microsoft.PowerBI private link services for power bi\" }\r\n        ,\"microsoft.powerbi/privatelinkservicesforpowerbi/privateendpointconnections\": { \"SingularDisplayName\": \"Microsoft.PowerBI private link services for power bi private endpoint connection\" }\r\n        ,\"microsoft.powerbi/privatelinkservicesforpowerbi/privatelinkresources\": { \"SingularDisplayName\": \"Microsoft.PowerBI private link services for power bi private link resource\" }\r\n        ,\"microsoft.powerbi/workspacecollections\": { \"SingularDisplayName\": \"Microsoft.PowerBI workspace collection\" }\r\n        ,\"microsoft.powerbidedicated/autoscalevcores\": { \"SingularDisplayName\": \"Microsoft.PowerBIDedicated auto scale vcore\" }\r\n        ,\"microsoft.powerbidedicated/capacities\": { \"SingularDisplayName\": \"Power BI Embedded\" }\r\n        ,\"microsoft.powerplatform/accounts\": { \"SingularDisplayName\": \"Microsoft.PowerPlatform account\" }\r\n        ,\"microsoft.premonition/libraries\": { \"SingularDisplayName\": \"Microsoft.Premonition library\" }\r\n        ,\"microsoft.premonition/libraries/analyses\": { \"SingularDisplayName\": \"Microsoft.Premonition libraries analyse\" }\r\n        ,\"microsoft.premonition/libraries/samples\": { \"SingularDisplayName\": \"Microsoft.Premonition libraries sample\" }\r\n        ,\"microsoft.professionalservice/resources\": { \"SingularDisplayName\": \"Professional Service\" }\r\n        ,\"microsoft.programmableconnectivity/gateways\": { \"SingularDisplayName\": \"APC Gateway\" }\r\n        ,\"microsoft.programmableconnectivity/operatorapiconnections\": { \"SingularDisplayName\": \"APC Operator API Connection\" }\r\n        ,\"microsoft.programmableconnectivity/operatorapiplans\": { \"SingularDisplayName\": \"APC Operator API Plan\" }\r\n        ,\"microsoft.proposal/proposals\": { \"SingularDisplayName\": \"Microsoft.Proposal proposal\" }\r\n        ,\"microsoft.providerhub/providerregistrations\": { \"SingularDisplayName\": \"Resource Provider as a Service\" }\r\n        ,\"microsoft.providerhub/providerregistrations/customrollouts\": { \"SingularDisplayName\": \"Rollout\" }\r\n        ,\"microsoft.providerhub/providerregistrations/defaultrollouts\": { \"SingularDisplayName\": \"Rollout\" }\r\n        ,\"microsoft.providerhub/providerregistrations/resourcetyperegistrations\": { \"SingularDisplayName\": \"Resource Type\" }\r\n        ,\"microsoft.providerhub/providerregistrations/resourcetyperegistrations/resourcetyperegistrations\": { \"SingularDisplayName\": \"Resource Type\" }\r\n        ,\"microsoft.providerhubdevtest/regionalstresstests\": { \"SingularDisplayName\": \"Microsoft.ProviderHubDevTest regional stresstest\" }\r\n        ,\"microsoft.providerhubdevtest/stresstests\": { \"SingularDisplayName\": \"Microsoft.ProviderHubDevTest stresstest\" }\r\n        ,\"microsoft.purview/accounts\": { \"SingularDisplayName\": \"Microsoft Purview account\" }\r\n        ,\"microsoft.quantum/provideraccounts\": { \"SingularDisplayName\": \"Microsoft.Quantum provider account\" }\r\n        ,\"microsoft.quantum/workspaces\": { \"SingularDisplayName\": \"Quantum Workspace\" }\r\n        ,\"microsoft.quota/groupquotas\": { \"SingularDisplayName\": \"Microsoft.Quota group quota\" }\r\n        ,\"microsoft.quota/groupquotas/groupquotarequests\": { \"SingularDisplayName\": \"Microsoft.Quota group quotas group quota request\" }\r\n        ,\"microsoft.quota/groupquotas/quotaallocationrequests\": { \"SingularDisplayName\": \"Microsoft.Quota group quotas quota allocation request\" }\r\n        ,\"microsoft.quota/groupquotas/quotaallocations\": { \"SingularDisplayName\": \"Microsoft.Quota group quotas quota allocation\" }\r\n        ,\"microsoft.quota/groupquotas/subscriptionrequests\": { \"SingularDisplayName\": \"Microsoft.Quota group quotas subscription request\" }\r\n        ,\"microsoft.quota/groupquotas/subscriptions\": { \"SingularDisplayName\": \"Microsoft.Quota group quotas subscription\" }\r\n        ,\"microsoft.quota/quotarequests\": { \"SingularDisplayName\": \"Microsoft.Quota quota request\" }\r\n        ,\"microsoft.quota/quotas\": { \"SingularDisplayName\": \"Microsoft.Quota quota\" }\r\n        ,\"microsoft.quota/usages\": { \"SingularDisplayName\": \"Microsoft.Quota usage\" }\r\n        ,\"microsoft.recommendationsservice/accounts\": { \"SingularDisplayName\": \"Intelligent Recommendations Account\" }\r\n        ,\"microsoft.recommendationsservice/accounts/modeling\": { \"SingularDisplayName\": \"Modeling\" }\r\n        ,\"microsoft.recommendationsservice/accounts/serviceendpoints\": { \"SingularDisplayName\": \"Service Endpoint\" }\r\n        ,\"microsoft.recoveryservices/replicationeligibilityresults\": { \"SingularDisplayName\": \"Microsoft.RecoveryServices replication eligibility result\" }\r\n        ,\"microsoft.recoveryservices/vaults\": { \"SingularDisplayName\": \"Recovery Services vault\" }\r\n        ,\"microsoft.recoveryservices/vaults/backupfabrics/protectioncontainers/protecteditems\": { \"SingularDisplayName\": \"Backup Item\" }\r\n        ,\"microsoft.recoveryservicesbvtd/vaults\": { \"SingularDisplayName\": \"Recovery Services BVTD\" }\r\n        ,\"microsoft.recoveryservicesbvtd2/vaults\": { \"SingularDisplayName\": \"Recovery Services BVTD2\" }\r\n        ,\"microsoft.recoveryservicesintd/vaults\": { \"SingularDisplayName\": \"Recovery Services INTD\" }\r\n        ,\"microsoft.recoveryservicesintd2/vaults\": { \"SingularDisplayName\": \"Recovery Services INTD2\" }\r\n        ,\"microsoft.redhatopenshift/openshiftclusters\": { \"SingularDisplayName\": \"Azure Red Hat OpenShift cluster\" }\r\n        ,\"microsoft.relationships/dependencyof\": { \"SingularDisplayName\": \"Dependency Relationship\" }\r\n        ,\"microsoft.relationships/servicegroupmember\": { \"SingularDisplayName\": \"Service group member relationship\" }\r\n        ,\"microsoft.relationships/servicegrouprelationships\": { \"SingularDisplayName\": \"Connected Resource\" }\r\n        ,\"microsoft.relay/namespaces\": { \"SingularDisplayName\": \"Relay\" }\r\n        ,\"microsoft.relay/namespaces/hybridconnections\": { \"SingularDisplayName\": \"Hybrid connection\" }\r\n        ,\"microsoft.relay/namespaces/wcfrelays\": { \"SingularDisplayName\": \"WCF relay\" }\r\n        ,\"microsoft.resilience/resiliencestates\": { \"SingularDisplayName\": \"Microsoft.Resilience resilience state\" }\r\n        ,\"microsoft.resourceconnector/appliances\": { \"SingularDisplayName\": \"Resource bridge\" }\r\n        ,\"microsoft.resourcegraph/queries\": { \"SingularDisplayName\": \"Resource Graph query\" }\r\n        ,\"microsoft.resourcehealth/availabilitystatuses\": { \"SingularDisplayName\": \"Microsoft.ResourceHealth availability statuse\" }\r\n        ,\"microsoft.resourcehealth/childavailabilitystatuses\": { \"SingularDisplayName\": \"Microsoft.ResourceHealth child availability statuse\" }\r\n        ,\"microsoft.resourcehealth/emergingissues\": { \"SingularDisplayName\": \"Microsoft.ResourceHealth emerging issue\" }\r\n        ,\"microsoft.resourcehealth/events\": { \"SingularDisplayName\": \"Microsoft.ResourceHealth event\" }\r\n        ,\"microsoft.resourcehealth/events/impactedresources\": { \"SingularDisplayName\": \"Microsoft.ResourceHealth events impacted resource\" }\r\n        ,\"microsoft.resourcehealth/metadata\": { \"SingularDisplayName\": \"Microsoft.ResourceHealth metadata\" }\r\n        ,\"microsoft.resources/builtintemplatespecs\": { \"SingularDisplayName\": \"Built-in template spec\" }\r\n        ,\"microsoft.resources/changes\": { \"SingularDisplayName\": \"Microsoft.Resources change\" }\r\n        ,\"microsoft.resources/databoundaries\": { \"SingularDisplayName\": \"Microsoft.Resources data boundary\" }\r\n        ,\"microsoft.resources/deletedresources\": { \"SingularDisplayName\": \"Recycle Bin\" }\r\n        ,\"microsoft.resources/deployments\": { \"SingularDisplayName\": \"Microsoft.Resources deployment\" }\r\n        ,\"microsoft.resources/deployments/operations\": { \"SingularDisplayName\": \"Microsoft.Resources deployments operation\" }\r\n        ,\"microsoft.resources/deploymentscripts\": { \"SingularDisplayName\": \"Deployment Script\" }\r\n        ,\"microsoft.resources/deploymentstacks\": { \"SingularDisplayName\": \"Deployment stack\" }\r\n        ,\"microsoft.resources/mobobrokers\": { \"SingularDisplayName\": \"Microsoft.Resources mobo broker\" }\r\n        ,\"microsoft.resources/resourcechange\": { \"SingularDisplayName\": \"Change Analysis\" }\r\n        ,\"microsoft.resources/resourcechanges\": { \"SingularDisplayName\": \"Resource change\" }\r\n        ,\"microsoft.resources/resourcegraphvisualizer\": { \"SingularDisplayName\": \"Resource Graph Visualizer\" }\r\n        ,\"microsoft.resources/resourcegroups\": { \"SingularDisplayName\": \"Microsoft.Resources resource group\" }\r\n        ,\"microsoft.resources/resources\": { \"SingularDisplayName\": \"Resource\" }\r\n        ,\"microsoft.resources/snapshots\": { \"SingularDisplayName\": \"Microsoft.Resources snapshot\" }\r\n        ,\"microsoft.resources/subscriptions\": { \"SingularDisplayName\": \"Subscription\" }\r\n        ,\"microsoft.resources/subscriptions/resourcegroups\": { \"SingularDisplayName\": \"Resource group\" }\r\n        ,\"microsoft.resources/tags\": { \"SingularDisplayName\": \"Microsoft.Resources tag\" }\r\n        ,\"microsoft.resources/templatespecs\": { \"SingularDisplayName\": \"Template spec\" }\r\n        ,\"microsoft.resources/virtualsubscriptionsforresourcepicker\": { \"SingularDisplayName\": \"Subscription\" }\r\n        ,\"microsoft.saas/applications\": { \"SingularDisplayName\": \"Software as a Service (classic)\" }\r\n        ,\"microsoft.saas/resources\": { \"SingularDisplayName\": \"SaaS\" }\r\n        ,\"microsoft.saas/saasresources\": { \"SingularDisplayName\": \"SaaS (classic)\" }\r\n        ,\"microsoft.saashub/cloudservices\": { \"SingularDisplayName\": \"Microsoft.SaaSHub cloud service\" }\r\n        ,\"microsoft.saashub/cloudservices/hidden\": { \"SingularDisplayName\": \"Microsoft SaaS\" }\r\n        ,\"microsoft.saashub/saasresources\": { \"SingularDisplayName\": \"Microsoft.SaaSHub saas resource\" }\r\n        ,\"microsoft.salescopilot/conversationintelligencerecordingaccounts\": { \"SingularDisplayName\": \"Microsoft.SalesCopilot conversation intelligence recording account\" }\r\n        ,\"microsoft.scheduler/jobcollections\": { \"SingularDisplayName\": \"Scheduler job collection\" }\r\n        ,\"microsoft.scheduler/jobcollections/jobs\": { \"SingularDisplayName\": \"Scheduler job\" }\r\n        ,\"microsoft.scom/managedinstances\": { \"SingularDisplayName\": \"SCOM managed instance\" }\r\n        ,\"microsoft.scvmm/availabilitysets\": { \"SingularDisplayName\": \"Microsoft.ScVmm availability set\" }\r\n        ,\"microsoft.scvmm/clouds\": { \"SingularDisplayName\": \"Microsoft.ScVmm cloud\" }\r\n        ,\"microsoft.scvmm/virtualmachineinstances\": { \"SingularDisplayName\": \"Microsoft.ScVmm virtual machine instance\" }\r\n        ,\"microsoft.scvmm/virtualmachineinstances/guestagents\": { \"SingularDisplayName\": \"Microsoft.ScVmm virtual machine instances guest agent\" }\r\n        ,\"microsoft.scvmm/virtualmachineinstances/hybrididentitymetadata\": { \"SingularDisplayName\": \"Microsoft.ScVmm virtual machine instances hybrid identity metadata\" }\r\n        ,\"microsoft.scvmm/virtualmachines\": { \"SingularDisplayName\": \"SCVMM virtual machine - Azure Arc\" }\r\n        ,\"microsoft.scvmm/virtualmachinetemplates\": { \"SingularDisplayName\": \"Microsoft.ScVmm virtual machine template\" }\r\n        ,\"microsoft.scvmm/virtualnetworks\": { \"SingularDisplayName\": 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,\"microsoft.virtualmachineimages/imagetemplates\": { \"SingularDisplayName\": \"Image template\" }\r\n        ,\"microsoft.visualstudio/account\": { \"SingularDisplayName\": \"Azure DevOps organization\" }\r\n        ,\"microsoft.vmware/resourcepools\": { \"SingularDisplayName\": \"Microsoft.VMware resource pool\" }\r\n        ,\"microsoft.vmware/vcenters\": { \"SingularDisplayName\": \"Microsoft.VMware vcenter\" }\r\n        ,\"microsoft.vmware/vcenters/inventoryitems\": { \"SingularDisplayName\": \"Microsoft.VMware vcenters inventory item\" }\r\n        ,\"microsoft.vmware/virtualmachines\": { \"SingularDisplayName\": \"Microsoft.VMware virtual machine\" }\r\n        ,\"microsoft.vmware/virtualmachinetemplates\": { \"SingularDisplayName\": \"Microsoft.VMware virtual machine template\" }\r\n        ,\"microsoft.vmware/virtualnetworks\": { \"SingularDisplayName\": \"Microsoft.VMware virtual network\" }\r\n        ,\"microsoft.vmwarecloudsimple/dedicatedcloudnodes\": { \"SingularDisplayName\": \"Microsoft.VMwareCloudSimple dedicated cloud node\" }\r\n        ,\"microsoft.vmwarecloudsimple/dedicatedcloudservices\": { \"SingularDisplayName\": \"Microsoft.VMwareCloudSimple dedicated cloud service\" }\r\n        ,\"microsoft.vmwarecloudsimple/virtualmachines\": { \"SingularDisplayName\": \"Microsoft.VMwareCloudSimple virtual machine\" }\r\n        ,\"microsoft.vnfmanager/devices\": { \"SingularDisplayName\": \"Microsoft.VnfManager device\" }\r\n        ,\"microsoft.vnfmanager/vendors\": { \"SingularDisplayName\": \"Microsoft.VnfManager vendor\" }\r\n        ,\"microsoft.vnfmanager/vendors/skus\": { \"SingularDisplayName\": \"Microsoft.VnfManager vendors SKU\" }\r\n        ,\"microsoft.vnfmanager/vnfs\": { \"SingularDisplayName\": \"Microsoft.VnfManager vnf\" }\r\n        ,\"microsoft.voiceservices/communicationsgateways\": { \"SingularDisplayName\": \"Communications Gateway\" }\r\n        ,\"microsoft.voiceservices/communicationsgateways/testlines\": { \"SingularDisplayName\": \"Communications Gateway Test Line\" }\r\n        ,\"microsoft.vsonline/accounts\": { \"SingularDisplayName\": \"Microsoft.VSOnline account\" }\r\n        ,\"microsoft.vsonline/plans\": { \"SingularDisplayName\": \"Visual Studio Online Plan\" }\r\n        ,\"microsoft.web/certificates\": { \"SingularDisplayName\": \"Microsoft.Web certificate\" }\r\n        ,\"microsoft.web/connectiongateways\": { \"SingularDisplayName\": \"App Service on-premises data gateway\" }\r\n        ,\"microsoft.web/connections\": { \"SingularDisplayName\": \"App Service API connection\" }\r\n        ,\"microsoft.web/containerapps\": { \"SingularDisplayName\": \"Microsoft.Web container app\" }\r\n        ,\"microsoft.web/containerapps/revisions\": { \"SingularDisplayName\": \"Microsoft.Web container apps revision\" }\r\n        ,\"microsoft.web/customapis\": { \"SingularDisplayName\": \"Logic apps custom connector\" }\r\n        ,\"microsoft.web/deletedsites\": { \"SingularDisplayName\": \"Microsoft.Web deleted site\" }\r\n        ,\"microsoft.web/hostingenvironments\": { \"SingularDisplayName\": \"App Service Environment\" }\r\n        ,\"microsoft.web/ishostingenvironmentnameavailable\": { \"SingularDisplayName\": \"Microsoft.Web ishostingenvironmentnameavailable\" }\r\n        ,\"microsoft.web/kubeenvironments\": { \"SingularDisplayName\": \"App Service Kubernetes Environment\" }\r\n        ,\"microsoft.web/logicappstemplate\": { \"SingularDisplayName\": \"Logic Apps Template\" }\r\n        ,\"microsoft.web/publishingusers\": { \"SingularDisplayName\": \"Microsoft.Web publishing user\" }\r\n        ,\"microsoft.web/serverfarms\": { \"SingularDisplayName\": \"App Service plan\" }\r\n        ,\"microsoft.web/sites\": { \"SingularDisplayName\": \"App Service web app\" }\r\n        ,\"microsoft.web/sites/slots\": { \"SingularDisplayName\": \"App Service deployment slot\" }\r\n        ,\"microsoft.web/sourcecontrols\": { \"SingularDisplayName\": \"Microsoft.Web sourcecontrol\" }\r\n        ,\"microsoft.web/staticsites\": { \"SingularDisplayName\": \"Static Web App\" }\r\n        ,\"microsoft.weightsandbiases/instances\": { \"SingularDisplayName\": \"Azure Native Weights & Biases Cloud Service\" }\r\n        ,\"microsoft.whiteboxcadlprovider/whiteboxresources\": { \"SingularDisplayName\": \"Microsoft.WhiteBoxCadlProvider white box resource\" }\r\n        ,\"microsoft.windows365/cloudpcdelegatedmsis\": { \"SingularDisplayName\": \"Microsoft.Windows365 cloud pc delegated msi\" }\r\n        ,\"microsoft.windowsesu/multipleactivationkeys\": { \"SingularDisplayName\": \"Microsoft.WindowsESU multiple activation key\" }\r\n        ,\"microsoft.windowsiot/deviceservices\": { \"SingularDisplayName\": \"Microsoft.WindowsIoT device service\" }\r\n        ,\"microsoft.windowspushnotificationservices/registrations\": { \"SingularDisplayName\": \"Windows Push Notification Service\" }\r\n        ,\"microsoft.workloadmonitor/monitors\": { \"SingularDisplayName\": \"Microsoft.WorkloadMonitor monitor\" }\r\n        ,\"microsoft.workloadmonitor/monitors/history\": { \"SingularDisplayName\": \"Microsoft.WorkloadMonitor monitors history\" }\r\n        ,\"microsoft.workloads/configurationvalidationresults\": { \"SingularDisplayName\": \"Microsoft.Workloads configuration validation result\" }\r\n        ,\"microsoft.workloads/connectors\": { \"SingularDisplayName\": \"Microsoft.Workloads connector\" }\r\n        ,\"microsoft.workloads/connectors/acssbackups\": { \"SingularDisplayName\": \"Microsoft.Workloads connectors acss backup\" }\r\n        ,\"microsoft.workloads/connectors/amsinsights\": { \"SingularDisplayName\": \"Microsoft.Workloads connectors ams insight\" }\r\n        ,\"microsoft.workloads/connectors/sapvirtualinstancemonitors\": { \"SingularDisplayName\": \"Microsoft.Workloads connectors sap virtual instance monitor\" }\r\n        ,\"microsoft.workloads/epicvirtualinstances\": { \"SingularDisplayName\": \"Virtual Instance for Epic solution\" }\r\n        ,\"microsoft.workloads/insights\": { \"SingularDisplayName\": \"Microsoft.Workloads insight\" }\r\n        ,\"microsoft.workloads/instancegroupmonitors\": { \"SingularDisplayName\": \"Microsoft.Workloads instance group monitor\" }\r\n        ,\"microsoft.workloads/instancehealthdefinitions\": { \"SingularDisplayName\": \"Microsoft.Workloads instance health definition\" }\r\n        ,\"microsoft.workloads/instancehealthdefinitions/signaldefinitions\": { \"SingularDisplayName\": \"Microsoft.Workloads instance health definitions signal definition\" }\r\n        ,\"microsoft.workloads/instancemonitors\": { \"SingularDisplayName\": \"Microsoft.Workloads instance monitor\" }\r\n        ,\"microsoft.workloads/monitors\": { \"SingularDisplayName\": \"Azure Monitor for SAP solutions\" }\r\n        ,\"microsoft.workloads/oraclevirtualinstances\": { \"SingularDisplayName\": \"Microsoft.Workloads oracle virtual instance\" }\r\n        ,\"microsoft.workloads/oraclevirtualinstances/databaseinstances\": { \"SingularDisplayName\": \"Microsoft.Workloads oracle virtual instances database instance\" }\r\n        ,\"microsoft.workloads/phpworkloads\": { \"SingularDisplayName\": \"Microsoft.Workloads php workload\" }\r\n        ,\"microsoft.workloads/phpworkloads/wordpressinstances\": { \"SingularDisplayName\": \"Microsoft.Workloads php workloads wordpress instance\" }\r\n        ,\"microsoft.workloads/sapdiscoverysites\": { \"SingularDisplayName\": \"Microsoft.Workloads sap discovery site\" }\r\n        ,\"microsoft.workloads/sapdiscoverysites/sapinstances\": { \"SingularDisplayName\": \"Microsoft.Workloads sap discovery sites sap instance\" }\r\n        ,\"microsoft.workloads/sapdiscoverysites/sapinstances/serverinstances\": { \"SingularDisplayName\": \"Microsoft.Workloads sap discovery sites sap instances server instance\" }\r\n        ,\"microsoft.workloads/sapvirtualinstances\": { \"SingularDisplayName\": \"Virtual Instance for SAP solutions\" }\r\n        ,\"microsoft.workloads/sapvirtualinstances/applicationinstances\": { \"SingularDisplayName\": \"App server instance for SAP solutions\" }\r\n        ,\"microsoft.workloads/sapvirtualinstances/centralinstances\": { \"SingularDisplayName\": \"Central service instance for SAP solutions\" }\r\n        ,\"microsoft.workloads/sapvirtualinstances/databaseinstances\": { \"SingularDisplayName\": \"Database for SAP solutions\" }\r\n        ,\"microsoft.workloads/virtualinstances\": { \"SingularDisplayName\": \"Microsoft.Workloads virtual instance\" }\r\n        ,\"microsoft.workloads/virtualinstances/components\": { \"SingularDisplayName\": \"Microsoft.Workloads virtual instances component\" }\r\n        ,\"microsoft.workloads/workloadinstance\": { \"SingularDisplayName\": \"My Resource\" }\r\n        ,\"microsoft.zerotrustsegmentation/segmentationmanagers\": { \"SingularDisplayName\": \"Segmentation Manager\" }\r\n        ,\"mongodb.atlas/organizations\": { \"SingularDisplayName\": \"MongoDB Atlas Organization\" }\r\n        ,\"neon.postgres/organizations\": { \"SingularDisplayName\": \"Neon Serverless Postgres Organization\" }\r\n        ,\"newrelic.observability/monitors\": { \"SingularDisplayName\": \"New Relic\" }\r\n        ,\"nginx.nginxplus/nginxdeployments\": { \"SingularDisplayName\": \"NGINXaaS\" }\r\n        ,\"oracle.database/autonomousdatabases\": { \"SingularDisplayName\": \"Autonomous Database\" }\r\n        ,\"oracle.database/basedb\": { \"SingularDisplayName\": \"Autonomous Database\" }\r\n        ,\"oracle.database/cloudexadatainfrastructures\": { \"SingularDisplayName\": \"Oracle Exadata Infrastructure\" }\r\n        ,\"oracle.database/cloudvmclusters\": { \"SingularDisplayName\": \"Oracle Exadata VM Cluster\" }\r\n        ,\"oracle.database/exadbvmclusters\": { \"SingularDisplayName\": \"Oracle Exascale VM Cluster\" }\r\n        ,\"oracle.database/exascaledbstoragevaults\": { \"SingularDisplayName\": \"Oracle Exascale DB Storage Vault\" }\r\n        ,\"oracle.database/networkanchors\": { \"SingularDisplayName\": \"Network Anchor\" }\r\n        ,\"oracle.database/oraclesubscriptions\": { \"SingularDisplayName\": \"OracleSubscription\" }\r\n        ,\"oracle.database/resourceanchors\": { \"SingularDisplayName\": \"Resource Anchor\" }\r\n        ,\"paloaltonetworks.cloudngfw/firewalls\": { \"SingularDisplayName\": \"Cloud NGFW by Palo Alto Networks\" }\r\n        ,\"paloaltonetworks.cloudngfw/globalrulestacks\": { \"SingularDisplayName\": \"Global Rulestack\" }\r\n        ,\"paloaltonetworks.cloudngfw/localrulestacks\": { \"SingularDisplayName\": \"Local Rulestack for Cloud NGFW by Palo Alto Networks\" }\r\n        ,\"pinecone.vectordb/organizations\": { \"SingularDisplayName\": \"Azure Native Pinecone Cloud Service\" }\r\n        ,\"purestorage.block/reservations\": { \"SingularDisplayName\": \"Azure Native Pure Storage Cloud Service\" }\r\n        ,\"purestorage.block/storagepools\": { \"SingularDisplayName\": \"Storage pool\" }\r\n        ,\"purestorage.block/storagepools/avsstoragecontainers\": { \"SingularDisplayName\": \"PureStorage.Block storage pools avs storage container\" }\r\n    })[tolower(id)]\r\n}\r\n",
+                    "$fxv#4": "// Copyright (c) Microsoft Corporation.\r\n// Licensed under the MIT License.\r\n\r\n.create-or-alter function \r\nwith (docstring = 'Return details about the specified ID.', folder = 'OpenData/Internal')\r\n_resource_type_5(id: string) {\r\n    dynamic({\r\n        \"qumulo.qaas/storages\": { \"SingularDisplayName\": \"Qumulo.QaaS storage\" }\r\n        ,\"qumulo.storage/filesystems\": { \"SingularDisplayName\": \"Azure Native Qumulo Scalable File Service\" }\r\n        ,\"solarwinds.observability/organizations\": { \"SingularDisplayName\": \"SolarWinds Observability\" }\r\n        ,\"splitio.experimentation/experimentationworkspaces\": { \"SingularDisplayName\": \"Split Experimentation Workspace\" }\r\n        ,\"wandisco.fusion/migrators\": { \"SingularDisplayName\": \"LiveData Migrator\" }\r\n        ,\"wandisco.fusion/migrators/datatransferagents\": { \"SingularDisplayName\": \"Data Transfer Agent\" }\r\n        ,\"wandisco.fusion/migrators/exclusiontemplates\": { \"SingularDisplayName\": \"Exclusion\" }\r\n        ,\"wandisco.fusion/migrators/livedatamigrations\": { \"SingularDisplayName\": \"Migration\" }\r\n        ,\"wandisco.fusion/migrators/metadatamigrations\": { \"SingularDisplayName\": \"Metadata Migration\" }\r\n        ,\"wandisco.fusion/migrators/metadatatargets\": { \"SingularDisplayName\": \"Metadata Target\" }\r\n        ,\"wandisco.fusion/migrators/pathmappings\": { \"SingularDisplayName\": \"Path Mapping\" }\r\n        ,\"wandisco.fusion/migrators/targets\": { \"SingularDisplayName\": \"Target\" }\r\n        ,\"wandisco.fusion/migrators/verifications\": { \"SingularDisplayName\": \"Verification\" }\r\n    })[tolower(id)]\r\n}\r\n",
+                    "$fxv#5": "// Copyright (c) Microsoft Corporation.\r\n// Licensed under the MIT License.\r\n\r\n// resource_type\r\n.create-or-alter function \r\nwith (docstring = 'Return details about the specified ID.', folder = 'OpenData')\r\nresource_type(id: string) {\r\n    coalesce(_resource_type_1(id), _resource_type_2(id), _resource_type_3(id), _resource_type_4(id), _resource_type_5(id))\r\n}\r\n",
+                    "$fxv#6": "// Copyright (c) Microsoft Corporation.\r\n// Licensed under the MIT License.\r\n\r\n//======================================================================================================================\r\n// Common utility functions\r\n//\r\n// TIP: Use Ctrl+K,Ctrl+0 to collapse all regions in VS Code\r\n//======================================================================================================================\r\n\r\n\r\n//===| Date functions |=================================================================================================\r\n\r\n// monthstring\r\n.create-or-alter function \r\nwith (docstring = @'Returns the name of the month for the specified date (e.g. Jan or January)', folder =@'Common') \r\nmonthstring(['date']: datetime, length: int = 9)\r\n{\r\n    substring(dynamic(['January','February','March','April','May','June','July','August','September','October','November','December'])[getmonth(['date']) - 1], 0, length)\r\n}\r\n\r\n// datestring\r\n.create-or-alter function \r\nwith (docstring = @'Converts 2 dates into a simple, user-friendly date range (e.g. Jan 1-Jan 3)', folder =@'Common') \r\ndatestring(start: datetime, end: datetime = datetime('0001-01-01'))\r\n{\r\n    let month = (d: datetime) { monthstring(d, 3) };\r\n    let endDate = iff(end == datetime('0001-01-01'), start, end);\r\n    let sameDate = startofday(start) == startofday(endDate);\r\n    let sameMonth = startofmonth(start) == startofmonth(endDate);\r\n    let sameYear = startofyear(start) == startofyear(endDate);\r\n    let fullMonth = startofday(start) == startofmonth(start) and startofday(endDate) == startofday(endofmonth(endDate));\r\n    let fullYear = startofday(start) == startofyear(start) and startofday(endDate) == startofday(endofyear(endDate));\r\n    let currentYear = sameYear and startofyear(start) == startofyear(now());\r\n    case(\r\n        // Full year             | yyyy (same year) / yyyy-yyyy (diff years)\r\n        fullYear,\r\n            strcat(getyear(start), iff(sameYear, '', strcat('-', getyear(endDate)))),\r\n        // 1 full mo, same year  | Mmm yyyy\r\n        fullMonth and sameMonth and sameYear,\r\n            strcat(month(start), ' ', getyear(start)),\r\n        // 2+ full mo, same year | Mmm-Mmm (current year) / Mmm-Mmm yyyy (other year)\r\n        fullMonth and sameYear,\r\n            strcat(month(start), '-', month(endDate), iff(currentYear, '', strcat(' ', getyear(endDate)))),\r\n        // Full mo, diff year    | Mmm yyyy-Mmm yyyy\r\n        fullMonth and not(sameYear),\r\n            strcat(month(start), ' ', getyear(start), '-', month(endDate), ' ', getyear(endDate)),\r\n        // Same date             | Mmm d (current year) / Mmm d, yyyy (other year)\r\n        sameDate,\r\n            strcat(month(start), ' ', dayofmonth(start), iff(currentYear, '', strcat(', ', getyear(endDate)))),\r\n        // 1 partial M, same Y   | Mmm d-d (current year) / Mmm d-d, yyyy (other year)\r\n        not(fullMonth) and sameMonth and sameYear,\r\n            strcat(month(start), ' ', dayofmonth(start), '-', dayofmonth(endDate), iff(currentYear, '', strcat(' ', getyear(endDate)))),\r\n        // 2+ partial M, same Y  | Mmm d-Mmm d (current year) / Mmm d-Mmm d, yyyy (other year)\r\n        not(fullMonth) and not(sameMonth) and sameYear,\r\n            strcat(month(start), ' ', dayofmonth(start), '-', month(endDate), ' ', dayofmonth(endDate), iff(currentYear, '', strcat(', ', getyear(endDate)))),\r\n        // All other cases       | Mmm d, yyyy-Mmm d, yyyy\r\n        strcat(month(start), ' ', dayofmonth(start), ', ', getyear(start), '-', month(endDate), ' ', dayofmonth(endDate), ', ', getyear(endDate))\r\n    )\r\n}\r\n\r\n// daterange\r\n.create-or-alter function \r\nwith (docstring = @'DEPRECATED: Please use datestring(); function will be removed on or after the Jan 2026 release', folder =@'Common') \r\ndaterange(start: datetime, end: datetime = datetime('0001-01-01'))\r\n{\r\n    datestring(start, end)\r\n}\r\n\r\n// monthsago\r\n.create-or-alter function \r\nwith (docstring = 'DEPRECATED: Please use startofmonth(now(), -<# of months>); function will be removed on or after the Jan 2026 release', folder = 'Common')\r\nmonthsago(months: int)\r\n{\r\n    datetime_add('month', -months, startofmonth(now()))\r\n}\r\n\r\n\r\n//===| Number functions |===============================================================================================\r\n// NOTE: Must be defined before string converters\r\n\r\n// delta\r\n.create-or-alter function \r\nwith (docstring = @'Compares 2 values and returns the percentage change from oldval to newval', folder =@'Common') \r\ndelta(oldval: double, newval: double)\r\n{\r\n    (newval - todouble(oldval))/oldval\r\n}\r\n\r\n// percentOfTotal\r\n// NOTE: Must be before percent() function\r\n.create-or-alter function \r\nwith (docstring = @'Calculates the percentage of each record based on a required Count column', folder =@'Common') \r\npercentOfTotal(t: (Count: long), tot: long)\r\n{\r\n    let total = todouble(tot);\r\n    t \r\n    | extend Percent = round(Count / total * 100, 3) \r\n    | order by Count desc\r\n}\r\n\r\n// percent\r\n.create-or-alter function \r\nwith (docstring = @'Calculates the percentage of each record based on a required Count column', folder =@'Common') \r\npercent(t: (Count: long))\r\n{\r\n    let total = todouble(toscalar(t | summarize sum(Count)));\r\n    percentOfTotal(t, total)\r\n}\r\n\r\n// plusminus\r\n.create-or-alter function \r\nwith (docstring = 'Shows a +/- sign based on the direction of the number', folder = 'Common')\r\nplusminus(val: string)\r\n{\r\n    let neg = substring(val, 0, 1) == '-';\r\n    iff(neg, val, strcat('+', val))\r\n}\r\n\r\n// updown\r\n.create-or-alter function \r\nwith (docstring = 'Shows an up/down arrow based on the direction of the number', folder = 'Common')\r\nupdown(val: string)\r\n{\r\n    // TODO: Handle 0\r\n    let neg = substring(val, 0, 1) == '-';\r\n    iff(neg, strcat('↓', substring(val, 1)), strcat('↑', val))\r\n}\r\n\r\n\r\n//===| String functions |===============================================================================================\r\n\r\n// percentstring\r\n// NOTE: Must be defined before deltastring\r\n.create-or-alter function \r\nwith (docstring = 'Calculate a percentage and render as a string', folder = 'Common')\r\npercentstring(num: double, total: double = 1.0, places: int = 9)\r\n{\r\n    let value = 1.0 * num / total * 100;\r\n    strcat(case(\r\n        places != 9, round(value, places),\r\n        value < 10,  round(value, 2),\r\n        round(value, 1)\r\n    ), '%')\r\n}\r\n\r\n//----------------------------------------------------------------------------------------------------------------------\r\n\r\n// arraystring\r\n.create-or-alter function \r\nwith (docstring = 'Convert an array to a comma-delimited string', folder = 'Common')\r\narraystring(arr: dynamic)\r\n{\r\n    replace_string(replace_regex(replace_regex(replace_regex(replace_regex(replace_regex(\r\n        tostring(arr)\r\n        , @'^\\[\"', '')\r\n        , @'\"\\]$', '')\r\n        , @'^, ', '')\r\n        , @', $', '')\r\n        , @'^\\[]$', '')\r\n        , '\",\"', ', ')\r\n}\r\n\r\n// deltastring\r\n.create-or-alter function \r\nwith (docstring = 'Calculate a delta percentage and render as a string', folder = 'Common')\r\ndeltastring(oldval: double, newval: double, places: int = 1, useArrows: bool = false)\r\n{\r\n    let d = delta(oldval, newval);\r\n    strcat(case(useArrows and d > 0, '↑', useArrows and d < 0, '↓', d < 0, '-', ''), percentstring(abs(d), 1, places))\r\n}\r\n\r\n// diffstring\r\n.create-or-alter function \r\nwith (docstring = 'Calculate the difference and render as a string', folder = 'Common')\r\ndiffstring(oldval: double, newval: double, places: int = 1)\r\n{\r\n    plusminus(round(newval - oldval, places))\r\n}\r\n\r\n// numberstring\r\n.create-or-alter function \r\nwith (docstring = 'Convert a number to a string', folder = 'Common')\r\nnumberstring(num: double, abbrev: bool = true)\r\n{\r\n    replace_regex(case(\r\n        num >= 10000000000000, strcat(round(1.0 * num / 1000000000000, 1), 'T'),\r\n        num >= 1000000000000,  strcat(round(1.0 * num / 1000000000000, 2), 'T'),\r\n        num >= 10000000000,    strcat(round(1.0 * num / 1000000000, 1), 'B'),\r\n        num >= 1000000000,     strcat(round(1.0 * num / 1000000000, 2), 'B'),\r\n        num >= 10000000,       strcat(round(1.0 * num / 1000000, 1), 'M'),\r\n        num >= 1000000,        strcat(round(1.0 * num / 1000000, 2), 'M'),\r\n        num >= 10000,          strcat(round(1.0 * num / 1000, 1), 'K'),\r\n        // Kusto doesn't support back-refs yet -- num > 1000, replace_regex(tostring(num), @'(\\d)(?=(\\d{3})+\\.)', @'\\1,'), // See https://docs.microsoft.com/azure/data-explorer/kusto/query/re2-library\r\n        num > 1000, replace_regex(tostring(num), @'([0-9]{3})$', @',\\1'), //num / 1000, ',', substring(tostring(num), 0) - (num / 1000 * 1000)),\r\n        tostring(num)\r\n    ), @'\\.0$', '')\r\n}\r\n\r\n\r\n//===| Other |==========================================================================================================\r\n\r\n// ifempty\r\n.create-or-alter function \r\nwith (docstring = 'Replaces an empty value with the specified default value', folder = 'Common')\r\nifempty(val: dynamic, defaultVal: dynamic)\r\n{\r\n    iff(isempty(val), defaultVal, val)\r\n}\r\n",
+                    "$fxv#7": "// Copyright (c) Microsoft Corporation.\r\n// Licensed under the MIT License.\r\n\r\n//======================================================================================================================\r\n// Ingestion database\r\n// Used for data ingestion, normalization, and cleansing.\r\n//======================================================================================================================\r\n\r\n// For allowed commands, see https://learn.microsoft.com/azure/data-explorer/database-script\r\n\r\n//===| Settings |=======================================================================================================\r\n\r\n.create-merge table HubSettingsLog (\r\n    version:   string,\r\n    scopes:    dynamic,\r\n    retention: dynamic\r\n)\r\n\r\n//----------------------------------------------------------------------------------------------------------------------\r\n\r\n// HubSettings function\r\n.create-or-alter function\r\nwith (docstring='Gets the latest version of hub settings.', folder='Settings')\r\nHubSettings()\r\n{\r\n    HubSettingsLog\r\n    | extend timestamp = ingestion_time()\r\n    | summarize arg_max(timestamp, *)\r\n}\r\n\r\n//----------------------------------------------------------------------------------------------------------------------\r\n\r\n// HubScopes function\r\n.create-or-alter function\r\nwith (docstring='Gets the currently configured scopes.', folder='Settings')\r\nHubScopes()\r\n{\r\n    HubSettings\r\n    | project scopes\r\n    | mv-expand scopes\r\n}\r\n\r\n\r\n//===| Open data |======================================================================================================\r\n\r\n// PricingUnits -- Create table if it doesn't exist\r\n.create-merge table PricingUnits ( ignore: string )\r\n\r\n// PricingUnits -- Remove all columns\r\n.alter table PricingUnits ( ignore: string )\r\n\r\n// PricingUnits -- Redefine all columns to change types\r\n.alter table PricingUnits (\r\n    x_PricingUnitDescription: string,\r\n    x_PricingBlockSize:       real,\r\n    PricingUnit:              string\r\n)\r\n\r\n// Regions\r\n.create-merge table Regions(\r\n    ResourceLocation: string,\r\n    RegionId:         string,\r\n    RegionName:       string\r\n)\r\n\r\n// ResourceTypes\r\n.create-merge table ResourceTypes(\r\n    x_ResourceType:           string,\r\n    SingularDisplayName:      string,\r\n    PluralDisplayName:        string,\r\n    LowerSingularDisplayName: string,\r\n    LowerPluralDisplayName:   string,\r\n    IsPreview:                bool,\r\n    Description:              string,\r\n    IconUri:                  string\r\n)\r\n\r\n// Services\r\n.create-merge table Services(\r\n    x_ConsumedService:        string,\r\n    x_ResourceType:           string,\r\n    ServiceName:              string,\r\n    ServiceCategory:          string,\r\n    ServiceSubcategory:       string,\r\n    PublisherName:            string,\r\n    x_PublisherCategory:      string,\r\n    x_Environment:            string,\r\n    x_ServiceModel:           string\r\n)\r\n\r\n//----------------------------------------------------------------------------------------------------------------------\r\n\r\n// parse_resourceid\r\n.create-or-alter function\r\nwith (docstring = 'Parses an Azure resource ID to extract resource attributes like the name, type, resource group, and subaccount ID.', folder = 'Common')\r\nparse_resourceid(resourceId: string) {\r\n    let ResourceId = tolower(resourceId);\r\n    // let ResourceId = tolower('/providers/Microsoft.BillingBenefits/savingsPlanOrders/2d2e284b-0638-427e-b8c6-1b874d4f17c8/sp/xxx');\r\n    let SubAccountId = tostring(extract('/subscriptions/[^/]+', 1, ResourceId));\r\n    let x_ResourceGroupName = tostring(extract('/resourcegroups/[^/]+', 1, ResourceId));\r\n    let tmp_ResourceId = iff(ResourceId !has '/providers/' and ResourceId startswith '/subscriptions/', strcat('/providers/microsoft.resources', ResourceId), ResourceId);\r\n    let providerPath = iff(tmp_ResourceId !has '/providers/', '', tostring(split(tmp_ResourceId, '/providers/')[-1]));\r\n    let x_ResourceProvider = iff(isempty(providerPath), '', split(providerPath, '/')[0]);\r\n    let tmp_ResourceProviderPath = iff(isempty(providerPath), '', substring(providerPath, strlen(x_ResourceProvider) + 1));\r\n    let segments = split(tmp_ResourceProviderPath, '/');\r\n    let ResourceName = trim(@'/+', replace_string(strcat_array(array_iff(\r\n        dynamic([false, true, false, true, false, true, false, true, false, true, false, true, false, true, false, true, false, true]),\r\n        segments, dynamic([])), '/'), '//', '/'));\r\n    let x_ResourceTypePath = trim(@'/+', replace_string(strcat_array(array_iff(\r\n        dynamic([true, false, true, false, true, false, true, false, true, false, true, false, true, false, true, false, true, false]),\r\n        segments, dynamic([])), '/'), '//', '/'));\r\n    let xRT = iff(isempty(x_ResourceProvider) or isempty(x_ResourceTypePath), '', strcat(x_ResourceProvider, '/', x_ResourceTypePath));\r\n    // TODO: Remove ResourceType in 0.9\r\n    bag_pack('ResourceId', ResourceId, 'ResourceName', ResourceName, 'ResourceType', xRT, 'SubAccountId', SubAccountId, 'x_ResourceGroupName', x_ResourceGroupName, 'x_ResourceProvider', x_ResourceProvider, 'x_ResourceType', xRT)\r\n}\r\n",
+                    "$fxv#8": "// Copyright (c) Microsoft Corporation.\r\n// Licensed under the MIT License.\r\n\r\n//======================================================================================================================\r\n// Ingestion database\r\n// Used for data ingestion, normalization, and cleansing.\r\n//======================================================================================================================\r\n\r\n// For allowed commands, see https://learn.microsoft.com/azure/data-explorer/database-script\r\n\r\n//===| ActualCosts |====================================================================================================\r\n// Supported versions:\r\n// - C360-2025-04\r\n//======================================================================================================================\r\n\r\n// ActualCosts_raw table -- Create the table if it doesn't exist\r\n.create-merge table ActualCosts_raw ( ignore: string )\r\n\r\n// ActualCosts_raw table -- Remove all columns to allow changing column types\r\n.alter table ActualCosts_raw ( ignore: string )\r\n\r\n// ActualCosts_raw table -- Redefine all columns\r\n.alter table ActualCosts_raw (\r\n    AccountName:            string,\r\n    AccountOwnerId:         string,\r\n    AdditionalInfo:         string,\r\n    AvailabilityZone:       string,\r\n    BillingAccountId:       string, \r\n    BillingAccountName:     string,\r\n    BillingCurrency:        string,\r\n    BillingPeriodEndDate:   datetime,\r\n    BillingPeriodStartDate: datetime,\r\n    BillingProfileId:       string,\r\n    BillingProfileName:     string,\r\n    ChargeType:             string,\r\n    ConsumedService:        string,\r\n    CostCenter:             string,\r\n    Cost:                   real,\r\n    Date:                   datetime,\r\n    EffectivePrice:         real,\r\n    Frequency:              string,\r\n    InvoiceSection:         string,\r\n    InvoiceSectionId:       string,\r\n    IsAzureCreditEligible:  bool,\r\n    MeterCategory:          string,\r\n    MeterId:                string,\r\n    MeterName:              string,\r\n    MeterRegion:            string,\r\n    MeterSubCategory:       string,\r\n    OfferId:                string,\r\n    PartNumber:             string,\r\n    PlanName:               string,\r\n    Product:                string,\r\n    ProductOrderId:         string,\r\n    ProductOrderName:       string,\r\n    PublisherName:          string,\r\n    PublisherType:          string,\r\n    Quantity:               real,\r\n    ReservationId:          string,\r\n    ReservationName:        string,\r\n    ResourceGroup:          string,\r\n    ResourceId:             string,\r\n    ResourceLocation:       string,\r\n    ResourceName:           string,\r\n    ServiceFamily:          string,\r\n    ServiceInfo1:           string,\r\n    ServiceInfo2:           string,\r\n    SubscriptionId:         string,\r\n    SubscriptionName:       string,\r\n    Tags:                   string,\r\n    Term:                   string,\r\n    UnitOfMeasure:          string,\r\n    UnitPrice:              real\r\n)\r\n\r\n// ActualCosts_raw ingestion mapping\r\n.create-or-alter table ActualCosts_raw ingestion parquet mapping \"ActualCosts_raw_mapping\"\r\n```\r\n[\r\n    { \"Column\": \"AccountName\",            \"Properties\": { \"Field\": \"AccountName\" } },\r\n    { \"Column\": \"AccountOwnerId\",         \"Properties\": { \"Field\": \"AccountOwnerId\" } },\r\n    { \"Column\": \"AdditionalInfo\",         \"Properties\": { \"Field\": \"AdditionalInfo\" } },\r\n    { \"Column\": \"AvailabilityZone\",       \"Properties\": { \"Field\": \"AvailabilityZone\" } },\r\n    { \"Column\": \"BillingAccountId\",       \"Properties\": { \"Field\": \"BillingAccountId\" } },\r\n    { \"Column\": \"BillingAccountName\",     \"Properties\": { \"Field\": \"BillingAccountName\" } },\r\n    { \"Column\": \"BillingCurrency\",        \"Properties\": { \"Field\": \"BillingCurrency\" } },\r\n    { \"Column\": \"BillingPeriodEndDate\",   \"Properties\": { \"Field\": \"BillingPeriodEndDate\" } },\r\n    { \"Column\": \"BillingPeriodStartDate\", \"Properties\": { \"Field\": \"BillingPeriodStartDate\" } },\r\n    { \"Column\": \"BillingProfileId\",       \"Properties\": { \"Field\": \"BillingProfileId\" } },\r\n    { \"Column\": \"BillingProfileName\",     \"Properties\": { \"Field\": \"BillingProfileName\" } },\r\n    { \"Column\": \"ChargeType\",             \"Properties\": { \"Field\": \"ChargeType\" } },\r\n    { \"Column\": \"ConsumedService\",        \"Properties\": { \"Field\": \"ConsumedService\" } },\r\n    { \"Column\": \"CostCenter\",             \"Properties\": { \"Field\": \"CostCenter\" } },\r\n    { \"Column\": \"Cost\",                   \"Properties\": { \"Field\": \"Cost\" } },\r\n    { \"Column\": \"Date\",                   \"Properties\": { \"Field\": \"Date\" } },\r\n    { \"Column\": \"EffectivePrice\",         \"Properties\": { \"Field\": \"EffectivePrice\" } },\r\n    { \"Column\": \"Frequency\",              \"Properties\": { \"Field\": \"Frequency\" } },\r\n    { \"Column\": \"InvoiceSection\",         \"Properties\": { \"Field\": \"InvoiceSection\" } },\r\n    { \"Column\": \"InvoiceSectionId\",       \"Properties\": { \"Field\": \"InvoiceSectionId\" } },\r\n    { \"Column\": \"IsAzureCreditEligible\",  \"Properties\": { \"Field\": \"IsAzureCreditEligible\" } },\r\n    { \"Column\": \"MeterCategory\",          \"Properties\": { \"Field\": \"MeterCategory\" } },\r\n    { \"Column\": \"MeterId\",                \"Properties\": { \"Field\": \"MeterId\" } },\r\n    { \"Column\": \"MeterName\",              \"Properties\": { \"Field\": \"MeterName\" } },\r\n    { \"Column\": \"MeterRegion\",            \"Properties\": { \"Field\": \"MeterRegion\" } },\r\n    { \"Column\": \"MeterSubCategory\",       \"Properties\": { \"Field\": \"MeterSubCategory\" } },\r\n    { \"Column\": \"OfferId\",                \"Properties\": { \"Field\": \"OfferId\" } },\r\n    { \"Column\": \"PartNumber\",             \"Properties\": { \"Field\": \"PartNumber\" } },\r\n    { \"Column\": \"PlanName\",               \"Properties\": { \"Field\": \"PlanName\" } },\r\n    { \"Column\": \"Product\",                \"Properties\": { \"Field\": \"Product\" } },\r\n    { \"Column\": \"ProductOrderId\",         \"Properties\": { \"Field\": \"ProductOrderId\" } },\r\n    { \"Column\": \"ProductOrderName\",       \"Properties\": { \"Field\": \"ProductOrderName\" } },\r\n    { \"Column\": \"PublisherName\",          \"Properties\": { \"Field\": \"PublisherName\" } },\r\n    { \"Column\": \"PublisherType\",          \"Properties\": { \"Field\": \"PublisherType\" } },\r\n    { \"Column\": \"Quantity\",               \"Properties\": { \"Field\": \"Quantity\" } },\r\n    { \"Column\": \"ReservationId\",          \"Properties\": { \"Field\": \"ReservationId\" } },\r\n    { \"Column\": \"ReservationName\",        \"Properties\": { \"Field\": \"ReservationName\" } },\r\n    { \"Column\": \"ResourceGroup\",          \"Properties\": { \"Field\": \"ResourceGroup\" } },\r\n    { \"Column\": \"ResourceId\",             \"Properties\": { \"Field\": \"ResourceId\" } },\r\n    { \"Column\": \"ResourceLocation\",       \"Properties\": { \"Field\": \"ResourceLocation\" } },\r\n    { \"Column\": \"ResourceName\",           \"Properties\": { \"Field\": \"ResourceName\" } },\r\n    { \"Column\": \"ServiceFamily\",          \"Properties\": { \"Field\": \"ServiceFamily\" } },\r\n    { \"Column\": \"ServiceInfo1\",           \"Properties\": { \"Field\": \"ServiceInfo1\" } },\r\n    { \"Column\": \"ServiceInfo2\",           \"Properties\": { \"Field\": \"ServiceInfo2\" } },\r\n    { \"Column\": \"SubscriptionId\",         \"Properties\": { \"Field\": \"SubscriptionId\" } },\r\n    { \"Column\": \"SubscriptionName\",       \"Properties\": { \"Field\": \"SubscriptionName\" } },\r\n    { \"Column\": \"Tags\",                   \"Properties\": { \"Field\": \"Tags\" } },\r\n    { \"Column\": \"Term\",                   \"Properties\": { \"Field\": \"Term\" } },\r\n    { \"Column\": \"UnitOfMeasure\",          \"Properties\": { \"Field\": \"UnitOfMeasure\" } },\r\n    { \"Column\": \"UnitPrice\",              \"Properties\": { \"Field\": \"UnitPrice\" } }\r\n]\r\n```\r\n\r\n// ActualCosts_raw retention policy (set the user-defined retention period)\r\n.alter-merge table ActualCosts_raw policy retention softdelete = $$rawRetentionInDays$$d recoverability = disabled\r\n\r\n// Disable ActualCosts_raw streaming ingestion (required for Fabric)\r\n.alter table ActualCosts_raw policy streamingingestion disable\r\n\r\n\r\n//===| AmortizedCosts |=================================================================================================\r\n// Supported versions:\r\n// - C360-2025-04\r\n//======================================================================================================================\r\n\r\n// AmortizedCosts_raw table -- Create the table if it doesn't exist\r\n.create-merge table AmortizedCosts_raw ( ignore: string )\r\n\r\n// AmortizedCosts_raw table -- Remove all columns to allow changing column types\r\n.alter table AmortizedCosts_raw ( ignore: string )\r\n\r\n// AmortizedCosts_raw table -- Redefine all columns\r\n.alter table AmortizedCosts_raw (\r\n    AccountName:            string,\r\n    AccountOwnerId:         string,\r\n    AdditionalInfo:         string,\r\n    AvailabilityZone:       string,\r\n    BillingAccountId:       string, \r\n    BillingAccountName:     string,\r\n    BillingCurrency:        string,\r\n    BillingPeriodEndDate:   datetime,\r\n    BillingPeriodStartDate: datetime,\r\n    BillingProfileId:       string,\r\n    BillingProfileName:     string,\r\n    ChargeType:             string,\r\n    ConsumedService:        string,\r\n    CostCenter:             string,\r\n    Cost:                   real,\r\n    Date:                   datetime,\r\n    EffectivePrice:         real,\r\n    Frequency:              string,\r\n    InvoiceSection:         string,\r\n    InvoiceSectionId:       string,\r\n    IsAzureCreditEligible:  bool,\r\n    MeterCategory:          string,\r\n    MeterId:                string,\r\n    MeterName:              string,\r\n    MeterRegion:            string,\r\n    MeterSubCategory:       string,\r\n    OfferId:                string,\r\n    PartNumber:             string,\r\n    PlanName:               string,\r\n    Product:                string,\r\n    ProductOrderId:         string,\r\n    ProductOrderName:       string,\r\n    PublisherName:          string,\r\n    PublisherType:          string,\r\n    Quantity:               real,\r\n    ReservationId:          string,\r\n    ReservationName:        string,\r\n    ResourceGroup:          string,\r\n    ResourceId:             string,\r\n    ResourceLocation:       string,\r\n    ResourceName:           string,\r\n    ServiceFamily:          string,\r\n    ServiceInfo1:           string,\r\n    ServiceInfo2:           string,\r\n    SubscriptionId:         string,\r\n    SubscriptionName:       string,\r\n    Tags:                   string,\r\n    Term:                   string,\r\n    UnitOfMeasure:          string,\r\n    UnitPrice:              real\r\n)\r\n\r\n// AmortizedCosts_raw ingestion mapping\r\n.create-or-alter table AmortizedCosts_raw ingestion parquet mapping \"AmortizedCosts_raw_mapping\"\r\n```\r\n[\r\n    { \"Column\": \"AccountName\",            \"Properties\": { \"Field\": \"AccountName\" } },\r\n    { \"Column\": \"AccountOwnerId\",         \"Properties\": { \"Field\": \"AccountOwnerId\" } },\r\n    { \"Column\": \"AdditionalInfo\",         \"Properties\": { \"Field\": \"AdditionalInfo\" } },\r\n    { \"Column\": \"AvailabilityZone\",       \"Properties\": { \"Field\": \"AvailabilityZone\" } },\r\n    { \"Column\": \"BillingAccountId\",       \"Properties\": { \"Field\": \"BillingAccountId\" } },\r\n    { \"Column\": \"BillingAccountName\",     \"Properties\": { \"Field\": \"BillingAccountName\" } },\r\n    { \"Column\": \"BillingCurrency\",        \"Properties\": { \"Field\": \"BillingCurrency\" } },\r\n    { \"Column\": \"BillingPeriodEndDate\",   \"Properties\": { \"Field\": \"BillingPeriodEndDate\" } },\r\n    { \"Column\": \"BillingPeriodStartDate\", \"Properties\": { \"Field\": \"BillingPeriodStartDate\" } },\r\n    { \"Column\": \"BillingProfileId\",       \"Properties\": { \"Field\": \"BillingProfileId\" } },\r\n    { \"Column\": \"BillingProfileName\",     \"Properties\": { \"Field\": \"BillingProfileName\" } },\r\n    { \"Column\": \"ChargeType\",             \"Properties\": { \"Field\": \"ChargeType\" } },\r\n    { \"Column\": \"ConsumedService\",        \"Properties\": { \"Field\": \"ConsumedService\" } },\r\n    { \"Column\": \"CostCenter\",             \"Properties\": { \"Field\": \"CostCenter\" } },\r\n    { \"Column\": \"Cost\",                   \"Properties\": { \"Field\": \"Cost\" } },\r\n    { \"Column\": \"Date\",                   \"Properties\": { \"Field\": \"Date\" } },\r\n    { \"Column\": \"EffectivePrice\",         \"Properties\": { \"Field\": \"EffectivePrice\" } },\r\n    { \"Column\": \"Frequency\",              \"Properties\": { \"Field\": \"Frequency\" } },\r\n    { \"Column\": \"InvoiceSection\",         \"Properties\": { \"Field\": \"InvoiceSection\" } },\r\n    { \"Column\": \"InvoiceSectionId\",       \"Properties\": { \"Field\": \"InvoiceSectionId\" } },\r\n    { \"Column\": \"IsAzureCreditEligible\",  \"Properties\": { \"Field\": \"IsAzureCreditEligible\" } },\r\n    { \"Column\": \"MeterCategory\",          \"Properties\": { \"Field\": \"MeterCategory\" } },\r\n    { \"Column\": \"MeterId\",                \"Properties\": { \"Field\": \"MeterId\" } },\r\n    { \"Column\": \"MeterName\",              \"Properties\": { \"Field\": \"MeterName\" } },\r\n    { \"Column\": \"MeterRegion\",            \"Properties\": { \"Field\": \"MeterRegion\" } },\r\n    { \"Column\": \"MeterSubCategory\",       \"Properties\": { \"Field\": \"MeterSubCategory\" } },\r\n    { \"Column\": \"OfferId\",                \"Properties\": { \"Field\": \"OfferId\" } },\r\n    { \"Column\": \"PartNumber\",             \"Properties\": { \"Field\": \"PartNumber\" } },\r\n    { \"Column\": \"PlanName\",               \"Properties\": { \"Field\": \"PlanName\" } },\r\n    { \"Column\": \"Product\",                \"Properties\": { \"Field\": \"Product\" } },\r\n    { \"Column\": \"ProductOrderId\",         \"Properties\": { \"Field\": \"ProductOrderId\" } },\r\n    { \"Column\": \"ProductOrderName\",       \"Properties\": { \"Field\": \"ProductOrderName\" } },\r\n    { \"Column\": \"PublisherName\",          \"Properties\": { \"Field\": \"PublisherName\" } },\r\n    { \"Column\": \"PublisherType\",          \"Properties\": { \"Field\": \"PublisherType\" } },\r\n    { \"Column\": \"Quantity\",               \"Properties\": { \"Field\": \"Quantity\" } },\r\n    { \"Column\": \"ReservationId\",          \"Properties\": { \"Field\": \"ReservationId\" } },\r\n    { \"Column\": \"ReservationName\",        \"Properties\": { \"Field\": \"ReservationName\" } },\r\n    { \"Column\": \"ResourceGroup\",          \"Properties\": { \"Field\": \"ResourceGroup\" } },\r\n    { \"Column\": \"ResourceId\",             \"Properties\": { \"Field\": \"ResourceId\" } },\r\n    { \"Column\": \"ResourceLocation\",       \"Properties\": { \"Field\": \"ResourceLocation\" } },\r\n    { \"Column\": \"ResourceName\",           \"Properties\": { \"Field\": \"ResourceName\" } },\r\n    { \"Column\": \"ServiceFamily\",          \"Properties\": { \"Field\": \"ServiceFamily\" } },\r\n    { \"Column\": \"ServiceInfo1\",           \"Properties\": { \"Field\": \"ServiceInfo1\" } },\r\n    { \"Column\": \"ServiceInfo2\",           \"Properties\": { \"Field\": \"ServiceInfo2\" } },\r\n    { \"Column\": \"SubscriptionId\",         \"Properties\": { \"Field\": \"SubscriptionId\" } },\r\n    { \"Column\": \"SubscriptionName\",       \"Properties\": { \"Field\": \"SubscriptionName\" } },\r\n    { \"Column\": \"Tags\",                   \"Properties\": { \"Field\": \"Tags\" } },\r\n    { \"Column\": \"Term\",                   \"Properties\": { \"Field\": \"Term\" } },\r\n    { \"Column\": \"UnitOfMeasure\",          \"Properties\": { \"Field\": \"UnitOfMeasure\" } },\r\n    { \"Column\": \"UnitPrice\",              \"Properties\": { \"Field\": \"UnitPrice\" } }\r\n]\r\n```\r\n\r\n// AmortizedCosts_raw retention policy (set the user-defined retention period)\r\n.alter-merge table AmortizedCosts_raw policy retention softdelete = $$rawRetentionInDays$$d recoverability = disabled\r\n\r\n// Disable AmortizedCosts_raw streaming ingestion (required for Fabric)\r\n.alter table AmortizedCosts_raw policy streamingingestion disable\r\n\r\n\r\n//===| CommitmentDiscountUsage |========================================================================================\r\n// Supported versions:\r\n// - MS EA reservation details: 2023-03-01  -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/reservation-details-ea\r\n// - MS MCA reservation details: 2023-03-01 -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/reservation-details-mca\r\n//======================================================================================================================\r\n\r\n// CommitmentDiscountUsage_raw table -- Create the table if it doesn't exist\r\n.create-merge table CommitmentDiscountUsage_raw ( ignore: string )\r\n\r\n// CommitmentDiscountUsage_raw table -- Remove all columns to allow changing column types\r\n.alter table CommitmentDiscountUsage_raw ( ignore: string )\r\n\r\n// CommitmentDiscountUsage_raw table -- Redefine all columns\r\n.alter table CommitmentDiscountUsage_raw (\r\n    InstanceFlexibilityGroup: string,\r\n    InstanceFlexibilityRatio: real,\r\n    InstanceId:               string,\r\n    Kind:                     string,\r\n    ReservationId:            string,\r\n    ReservationOrderId:       string,\r\n    ReservedHours:            real,\r\n    SkuName:                  string,\r\n    TotalReservedQuantity:    real,\r\n    UsageDate:                datetime,\r\n    UsedHours:                real,\r\n    x_SourceName:             string,    // Hubs v1_0+\r\n    x_SourceProvider:         string,    // Hubs v1_0+\r\n    x_SourceType:             string,    // Hubs v1_0+\r\n    x_SourceVersion:          string     // Hubs v1_0+\r\n)\r\n\r\n// CommitmentDiscountUsage_raw ingestion mapping\r\n.create-or-alter table CommitmentDiscountUsage_raw ingestion parquet mapping \"CommitmentDiscountUsage_raw_mapping\"\r\n```\r\n[\r\n    { \"Column\": \"InstanceFlexibilityGroup\", \"Properties\": { \"Field\": \"InstanceFlexibilityGroup\" } },\r\n    { \"Column\": \"InstanceFlexibilityRatio\", \"Properties\": { \"Field\": \"InstanceFlexibilityRatio\" } },\r\n    { \"Column\": \"InstanceId\",               \"Properties\": { \"Field\": \"InstanceId\" } },\r\n    { \"Column\": \"Kind\",                     \"Properties\": { \"Field\": \"Kind\" } },\r\n    { \"Column\": \"ReservationId\",            \"Properties\": { \"Field\": \"ReservationId\" } },\r\n    { \"Column\": \"ReservationOrderId\",       \"Properties\": { \"Field\": \"ReservationOrderId\" } },\r\n    { \"Column\": \"ReservedHours\",            \"Properties\": { \"Field\": \"ReservedHours\" } },\r\n    { \"Column\": \"SkuName\",                  \"Properties\": { \"Field\": \"SkuName\" } },\r\n    { \"Column\": \"TotalReservedQuantity\",    \"Properties\": { \"Field\": \"TotalReservedQuantity\" } },\r\n    { \"Column\": \"UsageDate\",                \"Properties\": { \"Field\": \"UsageDate\" } },\r\n    { \"Column\": \"UsedHours\",                \"Properties\": { \"Field\": \"UsedHours\" } },\r\n    { \"Column\": \"x_SourceName\",             \"Properties\": { \"Field\": \"x_SourceName\" } },\r\n    { \"Column\": \"x_SourceProvider\",         \"Properties\": { \"Field\": \"x_SourceProvider\" } },\r\n    { \"Column\": \"x_SourceType\",             \"Properties\": { \"Field\": \"x_SourceType\" } },\r\n    { \"Column\": \"x_SourceVersion\",          \"Properties\": { \"Field\": \"x_SourceVersion\" } }\r\n]\r\n```\r\n\r\n// CommitmentDiscountUsage_raw retention policy (set the user-defined retention period)\r\n.alter-merge table CommitmentDiscountUsage_raw policy retention softdelete = $$rawRetentionInDays$$d recoverability = disabled\r\n\r\n// Disable CommitmentDiscountUsage_raw streaming ingestion (required for Fabric)\r\n.alter table CommitmentDiscountUsage_raw policy streamingingestion disable\r\n\r\n\r\n//===| Costs |==========================================================================================================\r\n// Supported versions:\r\n// - MS: 1.0, 1.0-preview(v1) -- See https://aka.ms/costmgmt/exports/focus\r\n// - AWS: 1.0                 -- See https://docs.aws.amazon.com/cur/latest/userguide/table-dictionary-focus-1-0-aws-columns.html\r\n// - GCP: Jan-Jun 2024        -- See https://cloud.google.com/resources/google-cloud-focus?e=48754805&hl=en\r\n//                                   Links to (Aug 2024): https://services.google.com/fh/files/misc/focus_guide_v1.pdf\r\n//                               See also:\r\n//                               - https://cloud.google.com/billing/docs/how-to/export-data-bigquery-tables/standard-usage\r\n//                               - https://cloud.google.com/billing/docs/how-to/export-data-bigquery-tables/detailed-usage\r\n// - OCI: 1.0                 -- See https://docs.oracle.com/iaas/Content/Billing/Concepts/costusagereportsoverview.htm#costreports__focus-cost-report-schema\r\n// - Tencent: 1.0             -- See https://www.tencentcloud.com/document/product/555/67495 / https://www.tencentcloud.com/document/product/555/67496\r\n// - Alibaba: 1.0             -- See https://www.alibabacloud.com/help/en/user-center/user-guide/export-alibaba-cloud-standard-billing-focus\r\n//\r\n// Support for non-Azure data is limited to ingestion only. Data is not transformed across versions.\r\n//======================================================================================================================\r\n\r\n// Costs_raw table -- Create the table if it doesn't exist\r\n.create-merge table Costs_raw ( ignore: string )\r\n\r\n// Costs_raw table -- Remove all columns to allow changing column types\r\n.alter table Costs_raw ( ignore: string )\r\n\r\n// Costs_raw table -- Redefine all columns\r\n.alter table Costs_raw (\r\n    AvailabilityZone:           string,    // FOCUS 0.5+\r\n    BilledCost:                 real,      // FOCUS 0.5+\r\n    BillingAccountId:           string,    // FOCUS 0.5+\r\n    BillingAccountName:         string,    // FOCUS 0.5+\r\n    BillingAccountType:         string,    // Azure 1.0-preview(v1)+\r\n    BillingCurrency:            string,    // FOCUS 0.5+\r\n    BillingPeriodEnd:           datetime,  // FOCUS 0.5+\r\n    BillingPeriodStart:         datetime,  // FOCUS 0.5+\r\n    CapacityReservationId:      string,    // FOCUS 1.1+\r\n    CapacityReservationStatus:  string,    // FOCUS 1.1+\r\n    ChargeCategory:             string,    // FOCUS 1.0-preview+\r\n    ChargeClass:                string,    // FOCUS 1.0+\r\n    ChargeDescription:          string,    // FOCUS 1.0+\r\n    ChargeFrequency:            string,    // FOCUS 1.0+\r\n    ChargePeriodEnd:            datetime,  // FOCUS 0.5+\r\n    ChargePeriodStart:          datetime,  // FOCUS 0.5+\r\n    ChargeSubcategory:          string,    // FOCUS 1.0-preview only\r\n    CommitmentDiscountCategory: string,    // FOCUS 1.0-preview+\r\n    CommitmentDiscountId:       string,    // FOCUS 1.0-preview+\r\n    CommitmentDiscountName:     string,    // FOCUS 1.0-preview+\r\n    CommitmentDiscountQuantity: real,      // FOCUS 1.1+\r\n    CommitmentDiscountStatus:   string,    // FOCUS 1.0+\r\n    CommitmentDiscountType:     string,    // FOCUS 1.0-preview+\r\n    CommitmentDiscountUnit:     string,    // FOCUS 1.1+\r\n    ConsumedQuantity:           real,      // FOCUS 1.0+\r\n    ConsumedUnit:               string,    // FOCUS 1.0+\r\n    ContractedCost:             real,      // FOCUS 1.0+\r\n    ContractedUnitPrice:        real,      // FOCUS 1.0+\r\n    EffectiveCost:              real,      // FOCUS 1.0-preview+\r\n    InvoiceId:                  string,    // FOCUS 1.2+\r\n    InvoiceIssuerName:          string,    // FOCUS 0.5+\r\n    ListCost:                   real,      // FOCUS 1.0-preview+\r\n    ListUnitPrice:              real,      // FOCUS 1.0-preview+\r\n    PricingCategory:            string,    // FOCUS 1.0-preview+\r\n    PricingCurrency:            string,    // FOCUS 1.2+\r\n    PricingQuantity:            real,      // FOCUS 1.0-preview+\r\n    PricingUnit:                string,    // FOCUS 1.0-preview+\r\n    ProviderName:               string,    // FOCUS 0.5+\r\n    PublisherName:              string,    // FOCUS 0.5+\r\n    Region:                     string,    // FOCUS 0.5-1.0-preview (deprecated)\r\n    RegionId:                   string,    // FOCUS 1.0+\r\n    RegionName:                 string,    // FOCUS 1.0+\r\n    ResourceId:                 string,    // FOCUS 0.5+\r\n    ResourceName:               string,    // FOCUS 0.5+\r\n    ResourceType:               string,    // FOCUS 1.0-preview+\r\n    ServiceCategory:            string,    // FOCUS 0.5+\r\n    ServiceName:                string,    // FOCUS 0.5+\r\n    ServiceSubcategory:         string,    // FOCUS 1.1+\r\n    SkuId:                      string,    // FOCUS 1.0-preview+\r\n    SkuMeter:                   string,    // FOCUS 1.1+\r\n    SkuPriceDetails:            string,    // FOCUS 1.1+\r\n    SkuPriceId:                 string,    // FOCUS 1.0-preview+\r\n    SubAccountId:               string,    // FOCUS 0.5+\r\n    SubAccountName:             string,    // FOCUS 0.5+\r\n    SubAccountType:             string,    // Azure 1.0-preview(v1)+\r\n    Tags:                       string,    // FOCUS 1.0-preview+\r\n    UsageAmount:                real,      // GCP Jan 2024 -- Removed Mar 2024 (UsageQuantity)\r\n    UsageQuantity:              real,      // FOCUS 1.0-preview only\r\n    UsageUnit:                  string,    // FOCUS 1.0-preview only\r\n    x_AccountId:                string,    // Azure 1.0-preview(v1)+\r\n    x_AccountName:              string,    // Azure 1.0-preview(v1)+\r\n    x_AccountOwnerId:           string,    // Azure 1.0-preview(v1)+\r\n    x_AmortizationClass:        string,    // Azure 1.2-preview+\r\n    x_BilledCostInUsd:          real,      // Azure 1.0-preview(v1)+\r\n    x_BilledUnitPrice:          real,      // Azure 1.0-preview(v1)+\r\n    x_BillingAccountId:         string,    // Azure 1.0-preview(v1)+\r\n    x_BillingAccountName:       string,    // Azure 1.0-preview(v1)+\r\n    x_BillingExchangeRate:      real,      // Azure 1.0-preview(v1)+\r\n    x_BillingExchangeRateDate:  datetime,  // Azure 1.0-preview(v1)+\r\n    x_BillingItemCode:          string,    // Alibaba 1.0+\r\n    x_BillingItemName:          string,    // Alibaba 1.0+\r\n    x_BillingProfileId:         string,    // Azure 1.0-preview(v1)+\r\n    x_BillingProfileName:       string,    // Azure 1.0-preview(v1)+\r\n    x_ChargeId:                 string,    // Azure 1.0-preview(v1) only\r\n    x_CommodityCode:            string,    // Alibaba 1.0+\r\n    x_CommodityName:            string,    // Alibaba 1.0+\r\n    x_ComponentName:            string,    // Tencent 1.0+\r\n    x_ComponentType:            string,    // Tencent 1.0+\r\n    x_ContractedCostInUsd:      real,      // Azure 1.0+\r\n    x_Cost:                     real,      // GCP Jan 2024 -- Removed Jun 2024 (ContractedCost)\r\n    x_CostAllocationRuleName:   string,    // Azure 1.0-preview(v1)+\r\n    x_CostCategories:           string,    // AWS 1.0 (JSON)\r\n    x_CostCenter:               string,    // Azure 1.0-preview(v1)+\r\n    x_CostType:                 string,    // GCP Jan 2024\r\n    x_Credits:                  string,    // GCP Jan 2024\r\n    x_CurrencyConversionRate:   real,      // GCP Jun 2024\r\n    x_CustomerId:               string,    // Azure 1.0-preview(v1)+\r\n    x_CustomerName:             string,    // Azure 1.0-preview(v1)+\r\n    x_Discount:                 string,    // AWS 1.0 (JSON)\r\n    x_EffectiveCostInUsd:       real,      // Azure 1.0-preview(v1)+\r\n    x_EffectiveUnitPrice:       real,      // Azure 1.0-preview(v1)+\r\n    x_ExportTime:               datetime,  // GCP Jan 2024 / Tencent 1.0+\r\n    x_InstanceID:               string,    // Alibaba 1.0+\r\n    x_InvoiceId:                string,    // Azure 1.0-preview(v1)+\r\n    x_InvoiceIssuerId:          string,    // Azure 1.0-preview(v1)+\r\n    x_InvoiceSectionId:         string,    // Azure 1.0-preview(v1)+\r\n    x_InvoiceSectionName:       string,    // Azure 1.0-preview(v1)+\r\n    x_ListCostInUsd:            real,      // Azure 1.0-preview(v1)+\r\n    x_Location:                 string,    // GCP Jan 2024\r\n    x_OnDemandCost:             real,      // Azure 1.0-preview(v1) only\r\n    x_OnDemandCostInUsd:        real,      // Azure 1.0-preview(v1) only\r\n    x_OnDemandUnitPrice:        real,      // Azure 1.0-preview(v1) only\r\n    x_Operation:                string,    // AWS 1.0\r\n    x_OwnerAccountID:           string,    // Tencent 1.0+\r\n    x_PartnerCreditApplied:     string,    // Azure 1.0-preview(v1)+\r\n    x_PartnerCreditRate:        string,    // Azure 1.0-preview(v1)+\r\n    x_PricingBlockSize:         real,      // Azure 1.0-preview(v1)+\r\n    x_PricingCurrency:          string,    // Azure 1.0-preview(v1)-1.0r2\r\n    x_PricingSubcategory:       string,    // Azure 1.0-preview(v1)+\r\n    x_PricingUnitDescription:   string,    // Azure 1.0-preview(v1)+\r\n    x_Project:                  string,    // GCP Jan 2024\r\n    x_PublisherCategory:        string,    // Azure 1.0-preview(v1)+\r\n    x_PublisherId:              string,    // Azure 1.0-preview(v1)+\r\n    x_ResellerId:               string,    // Azure 1.0-preview(v1)+\r\n    x_ResellerName:             string,    // Azure 1.0-preview(v1)+\r\n    x_ResourceGroupName:        string,    // Azure 1.0-preview(v1)+\r\n    x_ResourceType:             string,    // Azure 1.0-preview(v1)+\r\n    x_ServiceCode:              string,    // AWS 1.0\r\n    x_ServiceId:                string,    // GCP Jan 2024\r\n    x_ServiceModel:             string,    // Azure 1.2-preview+\r\n    x_ServicePeriodEnd:         datetime,  // Azure 1.0-preview(v1)+\r\n    x_ServicePeriodStart:       datetime,  // Azure 1.0-preview(v1)+\r\n    x_SkuDescription:           string,    // Azure 1.0-preview(v1)+\r\n    x_SkuDetails:               string,    // Azure 1.0-preview(v1)-1.2-preview\r\n    x_SkuIsCreditEligible:      bool,      // Azure 1.0-preview(v1)+\r\n    x_SkuMeterCategory:         string,    // Azure 1.0-preview(v1)+\r\n    x_SkuMeterId:               string,    // Azure 1.0-preview(v1)+\r\n    x_SkuMeterName:             string,    // Azure 1.0-preview(v1)-1.0r2\r\n    x_SkuMeterSubcategory:      string,    // Azure 1.0-preview(v1)+\r\n    x_SkuOfferId:               string,    // Azure 1.0-preview(v1)+\r\n    x_SkuOrderId:               string,    // Azure 1.0-preview(v1)+\r\n    x_SkuOrderName:             string,    // Azure 1.0-preview(v1)+\r\n    x_SkuPartNumber:            string,    // Azure 1.0-preview(v1)+\r\n    x_SkuPlanName:              string,    // Azure 1.2-preview+\r\n    x_SkuRegion:                string,    // Azure 1.0-preview(v1)+\r\n    x_SkuServiceFamily:         string,    // Azure 1.0-preview(v1)+\r\n    x_SkuTerm:                  int,       // Azure 1.0-preview(v1)+\r\n    x_SkuTier:                  string,    // Azure 1.0-preview(v1)+\r\n    x_SourceName:               string,    // Hubs v1_0+\r\n    x_SourceProvider:           string,    // Hubs v1_0+\r\n    x_SourceType:               string,    // Hubs v1_0+\r\n    x_SourceVersion:            string,    // Hubs v1_0+\r\n    x_SubproductName:           string,    // Tencent 1.0+ // cSpell:ignore Subproduct\r\n    x_UsageType:                string     // AWS 1.0\r\n)\r\n\r\n// Costs_raw ingestion mapping\r\n.create-or-alter table Costs_raw ingestion parquet mapping \"Costs_raw_mapping\"\r\n```\r\n[\r\n    { \"Column\": \"AvailabilityZone\",           \"Properties\": { \"Field\": \"AvailabilityZone\" } },\r\n    { \"Column\": \"BilledCost\",                 \"Properties\": { \"Field\": \"BilledCost\" } },\r\n    { \"Column\": \"BillingAccountId\",           \"Properties\": { \"Field\": \"BillingAccountId\" } },\r\n    { \"Column\": \"BillingAccountName\",         \"Properties\": { \"Field\": \"BillingAccountName\" } },\r\n    { \"Column\": \"BillingAccountType\",         \"Properties\": { \"Field\": \"BillingAccountType\" } },\r\n    { \"Column\": \"BillingCurrency\",            \"Properties\": { \"Field\": \"BillingCurrency\" } },\r\n    { \"Column\": \"BillingPeriodEnd\",           \"Properties\": { \"Field\": \"BillingPeriodEnd\" } },\r\n    { \"Column\": \"BillingPeriodStart\",         \"Properties\": { \"Field\": \"BillingPeriodStart\" } },\r\n    { \"Column\": \"CapacityReservationId\",      \"Properties\": { \"Field\": \"CapacityReservationId\" } },\r\n    { \"Column\": \"CapacityReservationStatus\",  \"Properties\": { \"Field\": \"CapacityReservationStatus\" } },\r\n    { \"Column\": \"ChargeCategory\",             \"Properties\": { \"Field\": \"ChargeCategory\" } },\r\n    { \"Column\": \"ChargeClass\",                \"Properties\": { \"Field\": \"ChargeClass\" } },\r\n    { \"Column\": \"ChargeDescription\",          \"Properties\": { \"Field\": \"ChargeDescription\" } },\r\n    { \"Column\": \"ChargeFrequency\",            \"Properties\": { \"Field\": \"ChargeFrequency\" } },\r\n    { \"Column\": \"ChargePeriodEnd\",            \"Properties\": { \"Field\": \"ChargePeriodEnd\" } },\r\n    { \"Column\": \"ChargePeriodStart\",          \"Properties\": { \"Field\": \"ChargePeriodStart\" } },\r\n    { \"Column\": \"ChargeSubcategory\",          \"Properties\": { \"Field\": \"ChargeSubcategory\" } },\r\n    { \"Column\": \"CommitmentDiscountCategory\", \"Properties\": { \"Field\": \"CommitmentDiscountCategory\" } },\r\n    { \"Column\": \"CommitmentDiscountId\",       \"Properties\": { \"Field\": \"CommitmentDiscountId\" } },\r\n    { \"Column\": \"CommitmentDiscountName\",     \"Properties\": { \"Field\": \"CommitmentDiscountName\" } },\r\n    { \"Column\": \"CommitmentDiscountQuantity\", \"Properties\": { \"Field\": \"CommitmentDiscountQuantity\" } },\r\n    { \"Column\": \"CommitmentDiscountStatus\",   \"Properties\": { \"Field\": \"CommitmentDiscountStatus\" } },\r\n    { \"Column\": \"CommitmentDiscountType\",     \"Properties\": { \"Field\": \"CommitmentDiscountType\" } },\r\n    { \"Column\": \"CommitmentDiscountUnit\",     \"Properties\": { \"Field\": \"CommitmentDiscountUnit\" } },\r\n    { \"Column\": \"ConsumedQuantity\",           \"Properties\": { \"Field\": \"ConsumedQuantity\" } },\r\n    { \"Column\": \"ConsumedUnit\",               \"Properties\": { \"Field\": \"ConsumedUnit\" } },\r\n    { \"Column\": \"ContractedCost\",             \"Properties\": { \"Field\": \"ContractedCost\" } },\r\n    { \"Column\": \"ContractedUnitPrice\",        \"Properties\": { \"Field\": \"ContractedUnitPrice\" } },\r\n    { \"Column\": \"EffectiveCost\",              \"Properties\": { \"Field\": \"EffectiveCost\" } },\r\n    { \"Column\": \"InvoiceId\",                  \"Properties\": { \"Field\": \"InvoiceId\" } },\r\n    { \"Column\": \"InvoiceIssuerName\",          \"Properties\": { \"Field\": \"InvoiceIssuerName\" } },\r\n    { \"Column\": \"ListCost\",                   \"Properties\": { \"Field\": \"ListCost\" } },\r\n    { \"Column\": \"ListUnitPrice\",              \"Properties\": { \"Field\": \"ListUnitPrice\" } },\r\n    { \"Column\": \"PricingCategory\",            \"Properties\": { \"Field\": \"PricingCategory\" } },\r\n    { \"Column\": \"PricingCurrency\",            \"Properties\": { \"Field\": \"PricingCurrency\" } },\r\n    { \"Column\": \"PricingQuantity\",            \"Properties\": { \"Field\": \"PricingQuantity\" } },\r\n    { \"Column\": \"PricingUnit\",                \"Properties\": { \"Field\": \"PricingUnit\" } },\r\n    { \"Column\": \"ProviderName\",               \"Properties\": { \"Field\": \"ProviderName\" } },\r\n    { \"Column\": \"PublisherName\",              \"Properties\": { \"Field\": \"PublisherName\" } },\r\n    { \"Column\": \"Region\",                     \"Properties\": { \"Field\": \"Region\" } },\r\n    { \"Column\": \"RegionId\",                   \"Properties\": { \"Field\": \"RegionId\" } },\r\n    { \"Column\": \"RegionName\",                 \"Properties\": { \"Field\": \"RegionName\" } },\r\n    { \"Column\": \"ResourceId\",                 \"Properties\": { \"Field\": \"ResourceId\" } },\r\n    { \"Column\": \"ResourceName\",               \"Properties\": { \"Field\": \"ResourceName\" } },\r\n    { \"Column\": \"ResourceType\",               \"Properties\": { \"Field\": \"ResourceType\" } },\r\n    { \"Column\": \"ServiceCategory\",            \"Properties\": { \"Field\": \"ServiceCategory\" } },\r\n    { \"Column\": \"ServiceName\",                \"Properties\": { \"Field\": \"ServiceName\" } },\r\n    { \"Column\": \"ServiceSubcategory\",         \"Properties\": { \"Field\": \"ServiceSubcategory\" } },\r\n    { \"Column\": \"SkuId\",                      \"Properties\": { \"Field\": \"SkuId\" } },\r\n    { \"Column\": \"SkuMeter\",                   \"Properties\": { \"Field\": \"SkuMeter\" } },\r\n    { \"Column\": \"SkuPriceDetails\",            \"Properties\": { \"Field\": \"SkuPriceDetails\" } },\r\n    { \"Column\": \"SkuPriceId\",                 \"Properties\": { \"Field\": \"SkuPriceId\" } },\r\n    { \"Column\": \"SubAccountId\",               \"Properties\": { \"Field\": \"SubAccountId\" } },\r\n    { \"Column\": \"SubAccountName\",             \"Properties\": { \"Field\": \"SubAccountName\" } },\r\n    { \"Column\": \"SubAccountType\",             \"Properties\": { \"Field\": \"SubAccountType\" } },\r\n    { \"Column\": \"Tags\",                       \"Properties\": { \"Field\": \"Tags\" } },\r\n    { \"Column\": \"UsageAmount\",                \"Properties\": { \"Field\": \"UsageAmount\" } },\r\n    { \"Column\": \"UsageQuantity\",              \"Properties\": { \"Field\": \"UsageQuantity\" } },\r\n    { \"Column\": \"UsageUnit\",                  \"Properties\": { \"Field\": \"UsageUnit\" } },\r\n    { \"Column\": \"x_AccountId\",                \"Properties\": { \"Field\": \"x_AccountId\" } },\r\n    { \"Column\": \"x_AccountName\",              \"Properties\": { \"Field\": \"x_AccountName\" } },\r\n    { \"Column\": \"x_AccountOwnerId\",           \"Properties\": { \"Field\": \"x_AccountOwnerId\" } },\r\n    { \"Column\": \"x_AmortizationClass\",        \"Properties\": { \"Field\": \"x_AmortizationClass\" } },\r\n    { \"Column\": \"x_BilledCostInUsd\",          \"Properties\": { \"Field\": \"x_BilledCostInUsd\" } },\r\n    { \"Column\": \"x_BilledUnitPrice\",          \"Properties\": { \"Field\": \"x_BilledUnitPrice\" } },\r\n    { \"Column\": \"x_BillingAccountId\",         \"Properties\": { \"Field\": \"x_BillingAccountId\" } },\r\n    { \"Column\": \"x_BillingAccountName\",       \"Properties\": { \"Field\": \"x_BillingAccountName\" } },\r\n    { \"Column\": \"x_BillingExchangeRate\",      \"Properties\": { \"Field\": \"x_BillingExchangeRate\" } },\r\n    { \"Column\": \"x_BillingExchangeRateDate\",  \"Properties\": { \"Field\": \"x_BillingExchangeRateDate\" } },\r\n    { \"Column\": \"x_BillingItemCode\",          \"Properties\": { \"Field\": \"x_BillingItemCode\" } },\r\n    { \"Column\": \"x_BillingItemName\",          \"Properties\": { \"Field\": \"x_BillingItemName\" } },\r\n    { \"Column\": \"x_BillingProfileId\",         \"Properties\": { \"Field\": \"x_BillingProfileId\" } },\r\n    { \"Column\": \"x_BillingProfileName\",       \"Properties\": { \"Field\": \"x_BillingProfileName\" } },\r\n    { \"Column\": \"x_ChargeId\",                 \"Properties\": { \"Field\": \"x_ChargeId\" } },\r\n    { \"Column\": \"x_ContractedCostInUsd\",      \"Properties\": { \"Field\": \"x_ContractedCostInUsd\" } },\r\n    { \"Column\": \"x_CommodityCode\",            \"Properties\": { \"Field\": \"x_CommodityCode\" } },\r\n    { \"Column\": \"x_CommodityName\",            \"Properties\": { \"Field\": \"x_CommodityName\" } },\r\n    { \"Column\": \"x_ComponentName\",            \"Properties\": { \"Field\": \"x_ComponentName\" } },\r\n    { \"Column\": \"x_ComponentType\",            \"Properties\": { \"Field\": \"x_ComponentType\" } },\r\n    { \"Column\": \"x_Cost\",                     \"Properties\": { \"Field\": \"x_Cost\" } },\r\n    { \"Column\": \"x_CostAllocationRuleName\",   \"Properties\": { \"Field\": \"x_CostAllocationRuleName\" } },\r\n    { \"Column\": \"x_CostCategories\",           \"Properties\": { \"Field\": \"x_CostCategories\" } },\r\n    { \"Column\": \"x_CostCenter\",               \"Properties\": { \"Field\": \"x_CostCenter\" } },\r\n    { \"Column\": \"x_Credits\",                  \"Properties\": { \"Field\": \"x_Credits\" } },\r\n    { \"Column\": \"x_CostType\",                 \"Properties\": { \"Field\": \"x_CostType\" } },\r\n    { \"Column\": \"x_CurrencyConversionRate\",   \"Properties\": { \"Field\": \"x_CurrencyConversionRate\" } },\r\n    { \"Column\": \"x_CustomerId\",               \"Properties\": { \"Field\": \"x_CustomerId\" } },\r\n    { \"Column\": \"x_CustomerName\",             \"Properties\": { \"Field\": \"x_CustomerName\" } },\r\n    { \"Column\": \"x_Discount\",                 \"Properties\": { \"Field\": \"x_Discount\" } },\r\n    { \"Column\": \"x_EffectiveCostInUsd\",       \"Properties\": { \"Field\": \"x_EffectiveCostInUsd\" } },\r\n    { \"Column\": \"x_EffectiveUnitPrice\",       \"Properties\": { \"Field\": \"x_EffectiveUnitPrice\" } },\r\n    { \"Column\": \"x_ExportTime\",               \"Properties\": { \"Field\": \"x_ExportTime\" } },\r\n    { \"Column\": \"x_InstanceID\",               \"Properties\": { \"Field\": \"x_InstanceID\" } },\r\n    { \"Column\": \"x_InvoiceId\",                \"Properties\": { \"Field\": \"x_InvoiceId\" } },\r\n    { \"Column\": \"x_InvoiceIssuerId\",          \"Properties\": { \"Field\": \"x_InvoiceIssuerId\" } },\r\n    { \"Column\": \"x_InvoiceSectionId\",         \"Properties\": { \"Field\": \"x_InvoiceSectionId\" } },\r\n    { \"Column\": \"x_InvoiceSectionName\",       \"Properties\": { \"Field\": \"x_InvoiceSectionName\" } },\r\n    { \"Column\": \"x_ListCostInUsd\",            \"Properties\": { \"Field\": \"x_ListCostInUsd\" } },\r\n    { \"Column\": \"x_Location\",                 \"Properties\": { \"Field\": \"x_Location\" } },\r\n    { \"Column\": \"x_OnDemandCost\",             \"Properties\": { \"Field\": \"x_OnDemandCost\" } },\r\n    { \"Column\": \"x_OnDemandCostInUsd\",        \"Properties\": { \"Field\": \"x_OnDemandCostInUsd\" } },\r\n    { \"Column\": \"x_OnDemandUnitPrice\",        \"Properties\": { \"Field\": \"x_OnDemandUnitPrice\" } },\r\n    { \"Column\": \"x_Operation\",                \"Properties\": { \"Field\": \"x_Operation\" } },\r\n    { \"Column\": \"x_OwnerAccountID\",           \"Properties\": { \"Field\": \"x_OwnerAccountID\" } },\r\n    { \"Column\": \"x_PartnerCreditApplied\",     \"Properties\": { \"Field\": \"x_PartnerCreditApplied\" } },\r\n    { \"Column\": \"x_PartnerCreditRate\",        \"Properties\": { \"Field\": \"x_PartnerCreditRate\" } },\r\n    { \"Column\": \"x_PricingBlockSize\",         \"Properties\": { \"Field\": \"x_PricingBlockSize\" } },\r\n    { \"Column\": \"x_PricingCurrency\",          \"Properties\": { \"Field\": \"x_PricingCurrency\" } },\r\n    { \"Column\": \"x_PricingSubcategory\",       \"Properties\": { \"Field\": \"x_PricingSubcategory\" } },\r\n    { \"Column\": \"x_PricingUnitDescription\",   \"Properties\": { \"Field\": \"x_PricingUnitDescription\" } },\r\n    { \"Column\": \"x_Project\",                  \"Properties\": { \"Field\": \"x_Project\" } },\r\n    { \"Column\": \"x_PublisherCategory\",        \"Properties\": { \"Field\": \"x_PublisherCategory\" } },\r\n    { \"Column\": \"x_PublisherId\",              \"Properties\": { \"Field\": \"x_PublisherId\" } },\r\n    { \"Column\": \"x_ResellerId\",               \"Properties\": { \"Field\": \"x_ResellerId\" } },\r\n    { \"Column\": \"x_ResellerName\",             \"Properties\": { \"Field\": \"x_ResellerName\" } },\r\n    { \"Column\": \"x_ResourceGroupName\",        \"Properties\": { \"Field\": \"x_ResourceGroupName\" } },\r\n    { \"Column\": \"x_ResourceType\",             \"Properties\": { \"Field\": \"x_ResourceType\" } },\r\n    { \"Column\": \"x_ServiceCode\",              \"Properties\": { \"Field\": \"x_ServiceCode\" } },\r\n    { \"Column\": \"x_ServiceId\",                \"Properties\": { \"Field\": \"x_ServiceId\" } },\r\n    { \"Column\": \"x_ServiceModel\",             \"Properties\": { \"Field\": \"x_ServiceModel\" } },\r\n    { \"Column\": \"x_ServicePeriodEnd\",         \"Properties\": { \"Field\": \"x_ServicePeriodEnd\" } },\r\n    { \"Column\": \"x_ServicePeriodStart\",       \"Properties\": { \"Field\": \"x_ServicePeriodStart\" } },\r\n    { \"Column\": \"x_SkuDescription\",           \"Properties\": { \"Field\": \"x_SkuDescription\" } },\r\n    { \"Column\": \"x_SkuDetails\",               \"Properties\": { \"Field\": \"x_SkuDetails\" } },\r\n    { \"Column\": \"x_SkuIsCreditEligible\",      \"Properties\": { \"Field\": \"x_SkuIsCreditEligible\" } },\r\n    { \"Column\": \"x_SkuMeterCategory\",         \"Properties\": { \"Field\": \"x_SkuMeterCategory\" } },\r\n    { \"Column\": \"x_SkuMeterId\",               \"Properties\": { \"Field\": \"x_SkuMeterId\" } },\r\n    { \"Column\": \"x_SkuMeterName\",             \"Properties\": { \"Field\": \"x_SkuMeterName\" } },\r\n    { \"Column\": \"x_SkuMeterSubcategory\",      \"Properties\": { \"Field\": \"x_SkuMeterSubcategory\" } },\r\n    { \"Column\": \"x_SkuOfferId\",               \"Properties\": { \"Field\": \"x_SkuOfferId\" } },\r\n    { \"Column\": \"x_SkuOrderId\",               \"Properties\": { \"Field\": \"x_SkuOrderId\" } },\r\n    { \"Column\": \"x_SkuOrderName\",             \"Properties\": { \"Field\": \"x_SkuOrderName\" } },\r\n    { \"Column\": \"x_SkuPartNumber\",            \"Properties\": { \"Field\": \"x_SkuPartNumber\" } },\r\n    { \"Column\": \"x_SkuPlanName\",              \"Properties\": { \"Field\": \"x_SkuPlanName\" } },\r\n    { \"Column\": \"x_SkuRegion\",                \"Properties\": { \"Field\": \"x_SkuRegion\" } },\r\n    { \"Column\": \"x_SkuServiceFamily\",         \"Properties\": { \"Field\": \"x_SkuServiceFamily\" } },\r\n    { \"Column\": \"x_SkuTerm\",                  \"Properties\": { \"Field\": \"x_SkuTerm\" } },\r\n    { \"Column\": \"x_SkuTier\",                  \"Properties\": { \"Field\": \"x_SkuTier\" } },\r\n    { \"Column\": \"x_SourceName\",               \"Properties\": { \"Field\": \"x_SourceName\" } },\r\n    { \"Column\": \"x_SourceProvider\",           \"Properties\": { \"Field\": \"x_SourceProvider\" } },\r\n    { \"Column\": \"x_SourceType\",               \"Properties\": { \"Field\": \"x_SourceType\" } },\r\n    { \"Column\": \"x_SourceVersion\",            \"Properties\": { \"Field\": \"x_SourceVersion\" } },\r\n    { \"Column\": \"x_SubproductName\",           \"Properties\": { \"Field\": \"x_SubproductName\" } },\r\n    { \"Column\": \"x_UsageType\",                \"Properties\": { \"Field\": \"x_UsageType\" } }\r\n]\r\n```\r\n\r\n// Costs_raw retention policy (set the user-defined retention period)\r\n.alter-merge table Costs_raw policy retention softdelete = $$rawRetentionInDays$$d recoverability = disabled\r\n\r\n// Disable Costs_raw streaming ingestion (required for Fabric)\r\n.alter table Costs_raw policy streamingingestion disable\r\n\r\n\r\n//===| Prices |=========================================================================================================\r\n// NOTE: Must be before cost details.\r\n//\r\n// Supported versions:\r\n// - MS EA 2023-05-01  -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/price-sheet-ea\r\n// - MS MCA 2023-05-01 -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/price-sheet-mca\r\n//======================================================================================================================\r\n\r\n// Prices_raw table -- Create the table if it doesn't exist\r\n.create-merge table Prices_raw ( ignore: string )\r\n\r\n// Prices_raw table -- Remove all columns to allow changing column types\r\n.alter table Prices_raw ( ignore: string )\r\n\r\n// Prices_raw table -- Redefine all columns\r\n.alter table Prices_raw (\r\n    BasePrice:          real,     // Azure EA + MCA\r\n    BillingAccountId:   string,   // Azure MCA\r\n    BillingAccountName: string,   // Azure MCA\r\n    BillingCurrency:    string,   // Azure MCA\r\n    BillingProfileId:   string,   // Azure MCA\r\n    BillingProfileName: string,   // Azure MCA\r\n    Currency:           string,   // Azure MCA\r\n    CurrencyCode:       string,   // Azure EA\r\n    EffectiveEndDate:   datetime, // Azure MCA\r\n    EffectiveStartDate: datetime, // Azure EA + MCA\r\n    EnrollmentNumber:   string,   // Azure EA\r\n    IncludedQuantity:   real,     // Azure EA\r\n    MarketPrice:        real,     // Azure EA + MCA\r\n    MeterCategory:      string,   // Azure EA + MCA\r\n    MeterId:            string,   // Azure MCA\r\n    MeterID:            string,   // Azure EA\r\n    MeterName:          string,   // Azure EA + MCA\r\n    MeterRegion:        string,   // Azure EA + MCA\r\n    MeterSubCategory:   string,   // Azure EA + MCA\r\n    MeterType:          string,   // Azure EA + MCA\r\n    OfferID:            string,   // Azure EA\r\n    PartNumber:         string,   // Azure EA\r\n    PriceType:          string,   // Azure EA + MCA\r\n    Product:            string,   // Azure EA + MCA\r\n    ProductId:          string,   // Azure MCA\r\n    ProductID:          string,   // Azure EA\r\n    ServiceFamily:      string,   // Azure EA + MCA\r\n    SkuId:              string,   // Azure MCA\r\n    SkuID:              string,   // Azure EA\r\n    Term:               string,   // Azure EA + MCA\r\n    TierMinimumUnits:   real,     // Azure MCA\r\n    UnitOfMeasure:      string,   // Azure EA + MCA\r\n    UnitPrice:          real,     // Azure EA + MCA\r\n    x_SourceName:       string,   // Hubs v1_0+\r\n    x_SourceProvider:   string,   // Hubs v1_0+\r\n    x_SourceType:       string,   // Hubs v1_0+\r\n    x_SourceVersion:    string    // Hubs v1_0+\r\n)\r\n\r\n// Prices_raw ingestion mapping\r\n.create-or-alter table Prices_raw ingestion parquet mapping \"Prices_raw_mapping\"\r\n```\r\n[\r\n    { \"Column\": \"BasePrice\",          \"Properties\": { \"Field\": \"BasePrice\" } },\r\n    { \"Column\": \"BillingAccountId\",   \"Properties\": { \"Field\": \"BillingAccountId\" } },\r\n    { \"Column\": \"BillingAccountName\", \"Properties\": { \"Field\": \"BillingAccountName\" } },\r\n    { \"Column\": \"BillingCurrency\",    \"Properties\": { \"Field\": \"BillingCurrency\" } },\r\n    { \"Column\": \"BillingProfileId\",   \"Properties\": { \"Field\": \"BillingProfileId\" } },\r\n    { \"Column\": \"BillingProfileName\", \"Properties\": { \"Field\": \"BillingProfileName\" } },\r\n    { \"Column\": \"Currency\",           \"Properties\": { \"Field\": \"Currency\" } },\r\n    { \"Column\": \"CurrencyCode\",       \"Properties\": { \"Field\": \"CurrencyCode\" } },\r\n    { \"Column\": \"EffectiveEndDate\",   \"Properties\": { \"Field\": \"EffectiveEndDate\" } },\r\n    { \"Column\": \"EffectiveStartDate\", \"Properties\": { \"Field\": \"EffectiveStartDate\" } },\r\n    { \"Column\": \"EnrollmentNumber\",   \"Properties\": { \"Field\": \"EnrollmentNumber\" } },\r\n    { \"Column\": \"IncludedQuantity\",   \"Properties\": { \"Field\": \"IncludedQuantity\" } },\r\n    { \"Column\": \"MarketPrice\",        \"Properties\": { \"Field\": \"MarketPrice\" } },\r\n    { \"Column\": \"MeterCategory\",      \"Properties\": { \"Field\": \"MeterCategory\" } },\r\n    { \"Column\": \"MeterId\",            \"Properties\": { \"Field\": \"MeterId\" } },\r\n    { \"Column\": \"MeterID\",            \"Properties\": { \"Field\": \"MeterID\" } },\r\n    { \"Column\": \"MeterName\",          \"Properties\": { \"Field\": \"MeterName\" } },\r\n    { \"Column\": \"MeterRegion\",        \"Properties\": { \"Field\": \"MeterRegion\" } },\r\n    { \"Column\": \"MeterSubCategory\",   \"Properties\": { \"Field\": \"MeterSubCategory\" } },\r\n    { \"Column\": \"MeterType\",          \"Properties\": { \"Field\": \"MeterType\" } },\r\n    { \"Column\": \"OfferID\",            \"Properties\": { \"Field\": \"OfferID\" } },\r\n    { \"Column\": \"PartNumber\",         \"Properties\": { \"Field\": \"PartNumber\" } },\r\n    { \"Column\": \"PriceType\",          \"Properties\": { \"Field\": \"PriceType\" } },\r\n    { \"Column\": \"Product\",            \"Properties\": { \"Field\": \"Product\" } },\r\n    { \"Column\": \"ProductId\",          \"Properties\": { \"Field\": \"ProductId\" } },\r\n    { \"Column\": \"ProductID\",          \"Properties\": { \"Field\": \"ProductID\" } },\r\n    { \"Column\": \"ServiceFamily\",      \"Properties\": { \"Field\": \"ServiceFamily\" } },\r\n    { \"Column\": \"SkuId\",              \"Properties\": { \"Field\": \"SkuId\" } },\r\n    { \"Column\": \"SkuID\",              \"Properties\": { \"Field\": \"SkuID\" } },\r\n    { \"Column\": \"Term\",               \"Properties\": { \"Field\": \"Term\" } },\r\n    { \"Column\": \"TierMinimumUnits\",   \"Properties\": { \"Field\": \"TierMinimumUnits\" } },\r\n    { \"Column\": \"UnitOfMeasure\",      \"Properties\": { \"Field\": \"UnitOfMeasure\" } },\r\n    { \"Column\": \"UnitPrice\",          \"Properties\": { \"Field\": \"UnitPrice\" } },\r\n    { \"Column\": \"x_SourceName\",       \"Properties\": { \"Field\": \"x_SourceName\" } },\r\n    { \"Column\": \"x_SourceProvider\",   \"Properties\": { \"Field\": \"x_SourceProvider\" } },\r\n    { \"Column\": \"x_SourceType\",       \"Properties\": { \"Field\": \"x_SourceType\" } },\r\n    { \"Column\": \"x_SourceVersion\",    \"Properties\": { \"Field\": \"x_SourceVersion\" } }\r\n]\r\n```\r\n\r\n// Prices_raw retention policy (set the user-defined retention period)\r\n.alter-merge table Prices_raw policy retention softdelete = $$rawRetentionInDays$$d recoverability = disabled\r\n\r\n// Disable Prices_raw streaming ingestion (required for Fabric)\r\n.alter table Prices_raw policy streamingingestion disable\r\n\r\n\r\n//===| Recommendations |================================================================================================\r\n// Supported datasets/versions:\r\n// - MS CM EA reservation recommendations: 2023-05-01  -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/reservation-recommendations-ea\r\n// - MS CM MCA reservation recommendations: 2023-05-01 -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/reservation-recommendations-mca\r\n//======================================================================================================================\r\n\r\n// Recommendations_raw table -- Create the table if it doesn't exist\r\n.create-merge table Recommendations_raw ( ignore: string )\r\n\r\n// Recommendations_raw table -- Remove all columns to allow changing column types\r\n.alter table Recommendations_raw ( ignore: string )\r\n\r\n// Recommendations_raw table -- Redefine all columns\r\n.alter table Recommendations_raw (\r\n    CostWithNoReservedInstances:        real,      // MS CM EA resv reco 2024-05-01\r\n    CostWithNoReservedInstancesJson:    string,    // MS CM MCA resv reco 2024-05-01 -- Renamed to remove spaces and flag as JSON\r\n    FirstUsageDate:                     datetime,  // MS CM EA/MCA resv reco 2024-05-01 -- Renamed for MCA\r\n    InstanceFlexibilityGroup:           string,    // MS CM EA/MCA resv reco 2024-05-01 -- Renamed for MCA\r\n    InstanceFlexibilityRatio:           real,      // MS CM EA/MCA resv reco 2024-05-01 -- Renamed for MCA\r\n    Location:                           string,    // MS CM EA+MCA resv reco 2024-05-01\r\n    LookBackPeriod:                     string,    // MS CM EA+MCA resv reco 2024-05-01\r\n    MeterId:                            string,    // MS CM EA/MCA resv reco 2024-05-01 -- Renamed for MCA\r\n    NetSavings:                         real,      // MS CM EA resv reco 2024-05-01\r\n    NetSavingsJson:                     string,    // MS CM MCA resv reco 2024-05-01 -- Renamed to remove spaces and flag as JSON\r\n    NormalizedSize:                     string,    // MS CM EA/MCA resv reco 2024-05-01 -- Renamed for MCA\r\n    ProviderName:                       string,    // Hubs v1_2\r\n    RecommendedQuantity:                real,      // MS CM EA/MCA resv reco 2024-05-01 -- Renamed for MCA\r\n    RecommendedQuantityNormalized:      real,      // MS CM EA/MCA resv reco 2024-05-01 -- Renamed for MCA\r\n    ResourceId:                         string,    // Hubs v1_2\r\n    ResourceName:                       string,    // Hubs v1_2\r\n    ResourceType:                       string,    // Hubs v1_2, MS CM EA+MCA resv reco 2024-05-01\r\n    Scope:                              string,    // MS CM EA/MCA resv reco 2024-05-01 -- Renamed for MCA\r\n    SKU:                                string,    // MS CM EA resv reco 2024-05-01\r\n    SkuName:                            string,    // MS CM MCA resv reco 2024-05-01 -- Renamed to remove spaces\r\n    SkuProperties:                      string,    // MS CM EA/MCA resv reco 2024-05-01 -- Renamed for MCA\r\n    SubAccountId:                       string,    // Hubs v1_2\r\n    SubAccountName:                     string,    // Hubs v1_2\r\n    SubscriptionId:                     string,    // MS CM EA+MCA resv reco 2024-05-01\r\n    Term:                               string,    // MS CM EA+MCA resv reco 2024-05-01\r\n    TotalCostWithReservedInstances:     real,      // MS CM EA resv reco 2024-05-01\r\n    TotalCostWithReservedInstancesJson: string,    // MS CM MCA resv reco 2024-05-01 -- Renamed to remove spaces and flag as JSON\r\n    x_EffectiveCostAfter:               real,      // Hubs v1_2\r\n    x_EffectiveCostBefore:              real,      // Hubs v1_2\r\n    x_EffectiveCostSavings:             real,      // Hubs v1_2\r\n    x_RecommendationCategory:           string,    // Hubs v1_2\r\n    x_RecommendationDate:               datetime,  // Hubs v1_2\r\n    x_RecommendationDescription:        string,    // Hubs v1_2\r\n    x_RecommendationDetails:            dynamic,   // Hubs v1_2\r\n    x_RecommendationId:                 string,    // Hubs v1_2\r\n    x_ResourceGroupName:                string,    // Hubs v1_2\r\n    x_SourceName:                       string,    // Hubs v1_0+\r\n    x_SourceProvider:                   string,    // Hubs v1_0+\r\n    x_SourceType:                       string,    // Hubs v1_0+\r\n    x_SourceVersion:                    string     // Hubs v1_0+\r\n)\r\n\r\n// Recommendations_raw ingestion mapping\r\n.create-or-alter table Recommendations_raw ingestion parquet mapping \"Recommendations_raw_mapping\"\r\n```\r\n[\r\n    { \"Column\": \"CostWithNoReservedInstances\",        \"Properties\": { \"Field\": \"CostWithNoReservedInstances\" } },\r\n    { \"Column\": \"CostWithNoReservedInstancesJson\",    \"Properties\": { \"Field\": \"CostWithNoReservedInstancesJson\" } },\r\n    { \"Column\": \"FirstUsageDate\",                     \"Properties\": { \"Field\": \"FirstUsageDate\" } },\r\n    { \"Column\": \"InstanceFlexibilityGroup\",           \"Properties\": { \"Field\": \"InstanceFlexibilityGroup\" } },\r\n    { \"Column\": \"InstanceFlexibilityRatio\",           \"Properties\": { \"Field\": \"InstanceFlexibilityRatio\" } },\r\n    { \"Column\": \"Location\",                           \"Properties\": { \"Field\": \"Location\" } },\r\n    { \"Column\": \"LookBackPeriod\",                     \"Properties\": { \"Field\": \"LookBackPeriod\" } },\r\n    { \"Column\": \"MeterId\",                            \"Properties\": { \"Field\": \"MeterId\" } },\r\n    { \"Column\": \"NetSavings\",                         \"Properties\": { \"Field\": \"NetSavings\" } },\r\n    { \"Column\": \"NetSavingsJson\",                     \"Properties\": { \"Field\": \"NetSavingsJson\" } },\r\n    { \"Column\": \"NormalizedSize\",                     \"Properties\": { \"Field\": \"NormalizedSize\" } },\r\n    { \"Column\": \"ProviderName\",                       \"Properties\": { \"Field\": \"ProviderName\" } },\r\n    { \"Column\": \"RecommendedQuantity\",                \"Properties\": { \"Field\": \"RecommendedQuantity\" } },\r\n    { \"Column\": \"RecommendedQuantityNormalized\",      \"Properties\": { \"Field\": \"RecommendedQuantityNormalized\" } },\r\n    { \"Column\": \"ResourceId\",                         \"Properties\": { \"Field\": \"ResourceId\" } },\r\n    { \"Column\": \"ResourceName\",                       \"Properties\": { \"Field\": \"ResourceName\" } },\r\n    { \"Column\": \"ResourceType\",                       \"Properties\": { \"Field\": \"ResourceType\" } },\r\n    { \"Column\": \"Scope\",                              \"Properties\": { \"Field\": \"Scope\" } },\r\n    { \"Column\": \"SKU\",                                \"Properties\": { \"Field\": \"SKU\" } },\r\n    { \"Column\": \"SkuName\",                            \"Properties\": { \"Field\": \"SkuName\" } },\r\n    { \"Column\": \"SkuProperties\",                      \"Properties\": { \"Field\": \"SkuProperties\" } },\r\n    { \"Column\": \"SubAccountId\",                       \"Properties\": { \"Field\": \"SubAccountId\" } },\r\n    { \"Column\": \"SubAccountName\",                     \"Properties\": { \"Field\": \"SubAccountName\" } },\r\n    { \"Column\": \"SubscriptionId\",                     \"Properties\": { \"Field\": \"SubscriptionId\" } },\r\n    { \"Column\": \"Term\",                               \"Properties\": { \"Field\": \"Term\" } },\r\n    { \"Column\": \"TotalCostWithReservedInstances\",     \"Properties\": { \"Field\": \"TotalCostWithReservedInstances\" } },\r\n    { \"Column\": \"TotalCostWithReservedInstancesJson\", \"Properties\": { \"Field\": \"TotalCostWithReservedInstancesJson\" } },\r\n    { \"Column\": \"x_EffectiveCostAfter\",               \"Properties\": { \"Field\": \"x_EffectiveCostAfter\" } },\r\n    { \"Column\": \"x_EffectiveCostBefore\",              \"Properties\": { \"Field\": \"x_EffectiveCostBefore\" } },\r\n    { \"Column\": \"x_EffectiveCostSavings\",             \"Properties\": { \"Field\": \"x_EffectiveCostSavings\" } },\r\n    { \"Column\": \"x_RecommendationCategory\",           \"Properties\": { \"Field\": \"x_RecommendationCategory\" } },\r\n    { \"Column\": \"x_RecommendationDate\",               \"Properties\": { \"Field\": \"x_RecommendationDate\" } },\r\n    { \"Column\": \"x_RecommendationDescription\",        \"Properties\": { \"Field\": \"x_RecommendationDescription\" } },\r\n    { \"Column\": \"x_RecommendationDetails\",            \"Properties\": { \"Field\": \"x_RecommendationDetails\" } },\r\n    { \"Column\": \"x_RecommendationId\",                 \"Properties\": { \"Field\": \"x_RecommendationId\" } },\r\n    { \"Column\": \"x_ResourceGroupName\",                \"Properties\": { \"Field\": \"x_ResourceGroupName\" } },\r\n    { \"Column\": \"x_SourceName\",                       \"Properties\": { \"Field\": \"x_SourceName\" } },\r\n    { \"Column\": \"x_SourceProvider\",                   \"Properties\": { \"Field\": \"x_SourceProvider\" } },\r\n    { \"Column\": \"x_SourceType\",                       \"Properties\": { \"Field\": \"x_SourceType\" } },\r\n    { \"Column\": \"x_SourceVersion\",                    \"Properties\": { \"Field\": \"x_SourceVersion\" } }\r\n]\r\n```\r\n\r\n// Recommendations_raw retention policy (set the user-defined retention period)\r\n.alter-merge table Recommendations_raw policy retention softdelete = $$rawRetentionInDays$$d recoverability = disabled\r\n\r\n// Disable Recommendations_raw streaming ingestion (required for Fabric)\r\n.alter table Recommendations_raw policy streamingingestion disable\r\n\r\n\r\n//===| Transactions |===================================================================================================\r\n// Supported versions:\r\n// - MS CM EA reservation transactions: 2023-05-01  -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/reservation-transactions-ea\r\n// - MS CM MCA reservation transactions: 2023-05-01 -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/reservation-transactions-mca\r\n//======================================================================================================================\r\n\r\n// Transactions_raw table -- Create the table if it doesn't exist\r\n.create-merge table Transactions_raw ( ignore: string )\r\n\r\n// Transactions_raw table -- Remove all columns to allow changing column types\r\n.alter table Transactions_raw ( ignore: string )\r\n\r\n// Transactions_raw table -- Redefine all columns\r\n.alter table Transactions_raw (\r\n    AccountName:                    string,    // MS CM EA resv trans 2023-05-01\r\n    AccountOwnerEmail:              string,    // MS CM EA resv trans 2023-05-01\r\n    Amount:                         real,      // MS CM EA+MCA resv trans 2023-05-01\r\n    ArmSkuName:                     string,    // MS CM EA+MCA resv trans 2023-05-01\r\n    BillingFrequency:               string,    // MS CM EA+MCA resv trans 2023-05-01\r\n    BillingMonth:                   string,    // MS CM EA resv trans 2023-05-01\r\n    BillingProfileId:               string,    // MS CM MCA resv trans 2023-05-01\r\n    BillingProfileName:             string,    // MS CM MCA resv trans 2023-05-01\r\n    CostCenter:                     string,    // MS CM EA resv trans 2023-05-01\r\n    Currency:                       string,    // MS CM EA+MCA resv trans 2023-05-01\r\n    CurrentEnrollmentId:            string,    // MS CM EA resv trans 2023-05-01\r\n    DepartmentName:                 string,    // MS CM EA resv trans 2023-05-01\r\n    Description:                    string,    // MS CM EA+MCA resv trans 2023-05-01\r\n    EventDate:                      datetime,  // MS CM EA+MCA resv trans 2023-05-01\r\n    EventType:                      string,    // MS CM EA+MCA resv trans 2023-05-01\r\n    Invoice:                        string,    // MS CM EA+MCA resv trans 2023-05-01\r\n    InvoiceId:                      string,    // MS CM EA+MCA resv trans 2023-05-01\r\n    InvoiceSectionId:               string,    // MS CM MCA resv trans 2023-05-01\r\n    InvoiceSectionName:             string,    // MS CM MCA resv trans 2023-05-01\r\n    MonetaryCommitment:             real,      // MS CM EA resv trans 2023-05-01\r\n    Overage:                        real,      // MS CM EA resv trans 2023-05-01\r\n    PurchasingEnrollment:           string,    // MS CM EA resv trans 2023-05-01\r\n    PurchasingSubscriptionGuid:     string,    // MS CM EA+MCA resv trans 2023-05-01\r\n    PurchasingSubscriptionName:     string,    // MS CM EA+MCA resv trans 2023-05-01\r\n    Quantity:                       real,      // MS CM EA+MCA resv trans 2023-05-01\r\n    Region:                         string,    // MS CM EA+MCA resv trans 2023-05-01\r\n    ReservationOrderId:             string,    // MS CM EA+MCA resv trans 2023-05-01\r\n    ReservationOrderName:           string,    // MS CM EA+MCA resv trans 2023-05-01\r\n    Term:                           string,    // MS CM EA+MCA resv trans 2023-05-01\r\n    x_SourceName:                   string,    // Hubs v1_0+\r\n    x_SourceProvider:               string,    // Hubs v1_0+\r\n    x_SourceType:                   string,    // Hubs v1_0+\r\n    x_SourceVersion:                string     // Hubs v1_0+\r\n)\r\n\r\n// Transactions_raw ingestion mapping\r\n.create-or-alter table Transactions_raw ingestion parquet mapping \"Transactions_raw_mapping\"\r\n```\r\n[\r\n    { \"Column\": \"AccountName\",                \"Properties\": { \"Field\": \"AccountName\" } },\r\n    { \"Column\": \"AccountOwnerEmail\",          \"Properties\": { \"Field\": \"AccountOwnerEmail\" } },\r\n    { \"Column\": \"Amount\",                     \"Properties\": { \"Field\": \"Amount\" } },\r\n    { \"Column\": \"ArmSkuName\",                 \"Properties\": { \"Field\": \"ArmSkuName\" } },\r\n    { \"Column\": \"BillingFrequency\",           \"Properties\": { \"Field\": \"BillingFrequency\" } },\r\n    { \"Column\": \"BillingMonth\",               \"Properties\": { \"Field\": \"BillingMonth\" } },\r\n    { \"Column\": \"BillingProfileId\",           \"Properties\": { \"Field\": \"BillingProfileId\" } },\r\n    { \"Column\": \"BillingProfileName\",         \"Properties\": { \"Field\": \"BillingProfileName\" } },\r\n    { \"Column\": \"CostCenter\",                 \"Properties\": { \"Field\": \"CostCenter\" } },\r\n    { \"Column\": \"Currency\",                   \"Properties\": { \"Field\": \"Currency\" } },\r\n    { \"Column\": \"CurrentEnrollmentId\",        \"Properties\": { \"Field\": \"CurrentEnrollmentId\" } },\r\n    { \"Column\": \"DepartmentName\",             \"Properties\": { \"Field\": \"DepartmentName\" } },\r\n    { \"Column\": \"Description\",                \"Properties\": { \"Field\": \"Description\" } },\r\n    { \"Column\": \"EventDate\",                  \"Properties\": { \"Field\": \"EventDate\" } },\r\n    { \"Column\": \"EventType\",                  \"Properties\": { \"Field\": \"EventType\" } },\r\n    { \"Column\": \"Invoice\",                    \"Properties\": { \"Field\": \"Invoice\" } },\r\n    { \"Column\": \"InvoiceId\",                  \"Properties\": { \"Field\": \"InvoiceId\" } },\r\n    { \"Column\": \"InvoiceSectionId\",           \"Properties\": { \"Field\": \"InvoiceSectionId\" } },\r\n    { \"Column\": \"InvoiceSectionName\",         \"Properties\": { \"Field\": \"InvoiceSectionName\" } },\r\n    { \"Column\": \"MonetaryCommitment\",         \"Properties\": { \"Field\": \"MonetaryCommitment\" } },\r\n    { \"Column\": \"Overage\",                    \"Properties\": { \"Field\": \"Overage\" } },\r\n    { \"Column\": \"PurchasingEnrollment\",       \"Properties\": { \"Field\": \"PurchasingEnrollment\" } },\r\n    { \"Column\": \"PurchasingSubscriptionGuid\", \"Properties\": { \"Field\": \"PurchasingSubscriptionGuid\" } },\r\n    { \"Column\": \"PurchasingSubscriptionName\", \"Properties\": { \"Field\": \"PurchasingSubscriptionName\" } },\r\n    { \"Column\": \"Quantity\",                   \"Properties\": { \"Field\": \"Quantity\" } },\r\n    { \"Column\": \"Region\",                     \"Properties\": { \"Field\": \"Region\" } },\r\n    { \"Column\": \"ReservationOrderId\",         \"Properties\": { \"Field\": \"ReservationOrderId\" } },\r\n    { \"Column\": \"ReservationOrderName\",       \"Properties\": { \"Field\": \"ReservationOrderName\" } },\r\n    { \"Column\": \"Term\",                       \"Properties\": { \"Field\": \"Term\" } },\r\n    { \"Column\": \"x_SourceName\",               \"Properties\": { \"Field\": \"x_SourceName\" } },\r\n    { \"Column\": \"x_SourceProvider\",           \"Properties\": { \"Field\": \"x_SourceProvider\" } },\r\n    { \"Column\": \"x_SourceType\",               \"Properties\": { \"Field\": \"x_SourceType\" } },\r\n    { \"Column\": \"x_SourceVersion\",            \"Properties\": { \"Field\": \"x_SourceVersion\" } }\r\n]\r\n```\r\n\r\n// Transactions_raw retention policy (set the user-defined retention period)\r\n.alter-merge table Transactions_raw policy retention softdelete = $$rawRetentionInDays$$d recoverability = disabled\r\n\r\n// Disable Transactions_raw streaming ingestion (required for Fabric)\r\n.alter table Transactions_raw policy streamingingestion disable\r\n\r\n",
+                    "$fxv#9": "// Copyright (c) Microsoft Corporation.\r\n// Licensed under the MIT License.\r\n\r\n//======================================================================================================================\r\n// Ingestion database\r\n// Used for data ingestion, normalization, and cleansing.\r\n// See known issues @ https://github.com/microsoft/finops-toolkit/issues/1111\r\n//======================================================================================================================\r\n\r\n// For allowed commands, see https://learn.microsoft.com/azure/data-explorer/database-script\r\n\r\n//===| Prices |=========================================================================================================\r\n// Supported versions:\r\n// - MS EA 2023-05-01  -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/price-sheet-ea\r\n// - MS MCA 2023-05-01 -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/price-sheet-mca\r\n//======================================================================================================================\r\n\r\n// Prices_transform_v1_0 function\r\n.create-or-alter function\r\nwith (docstring='DEPRECATED: All prices transformed to FOCUS 1.0. Use Prices_transform_v1_2() instead.', folder='Prices')\r\nPrices_transform_v1_0()\r\n{\r\n    // NOTE: All open issues and questions are tracked @ https://github.com/microsoft/finops-toolkit/issues/1111\r\n    let isoMonths = (duration: string) {\r\n        let number = toint(replace_regex(duration, @'[PMY]', ''));\r\n        toint(case(\r\n            duration == '', toint(''),\r\n            duration endswith \"Y\", number * 12,\r\n            duration endswith \"M\", number,\r\n            -1\r\n        ))\r\n    };\r\n    let prices = materialize(\r\n        Prices_raw\r\n        //\r\n        // Change real to decimal\r\n        | extend\r\n            BasePrice        = todecimal(BasePrice),\r\n            IncludedQuantity = todecimal(IncludedQuantity),\r\n            MarketPrice      = todecimal(MarketPrice),\r\n            TierMinimumUnits = todecimal(TierMinimumUnits),\r\n            UnitPrice        = todecimal(UnitPrice)\r\n        //\r\n        | extend x_SkuId = coalesce(SkuId, SkuID)\r\n        | extend x_SkuMeterId = coalesce(MeterId, MeterID)\r\n        | extend x_SkuProductId = coalesce(ProductId, ProductID)\r\n        | extend x_SkuTerm = isoMonths(Term)\r\n        | project-rename\r\n            x_BaseUnitPrice = BasePrice,\r\n            x_EffectivePeriodEnd = EffectiveEndDate,\r\n            x_EffectivePeriodStart = EffectiveStartDate,\r\n            x_PricingUnitDescription = UnitOfMeasure,\r\n            x_SkuIncludedQuantity = IncludedQuantity,\r\n            x_SkuMeterCategory = MeterCategory,\r\n            x_SkuMeterName = MeterName,\r\n            x_SkuMeterSubcategory = MeterSubCategory,\r\n            x_SkuMeterType = MeterType,\r\n            x_SkuOfferId = OfferID,\r\n            x_SkuPartNumber = PartNumber,\r\n            x_SkuPriceType = PriceType,\r\n            x_SkuRegion = MeterRegion,\r\n            x_SkuServiceFamily = ServiceFamily,\r\n            x_SkuTier = TierMinimumUnits\r\n        | extend ContractedUnitPrice = iff(x_SkuPriceType != 'SavingsPlan', UnitPrice, todecimal(''))  // UnitPrice for savings plan is not the on-demand unit price\r\n        | extend ListUnitPrice = iff(x_SkuPriceType != 'SavingsPlan', MarketPrice, todecimal(''))  // MarketPrice for savings plan is not the list price\r\n        | extend ChargeCategory = case(\r\n            x_SkuPriceType == 'Consumption', 'Usage',\r\n            x_SkuPriceType == 'ReservedInstance', 'Purchase',\r\n            x_SkuPriceType == 'SavingsPlan', 'Usage',  // Savings plan prices are for committed usage, not the purchase\r\n            ''\r\n        )\r\n        | extend SkuPriceIdv2 = strcat(case(x_SkuPriceType == 'Consumption', 'OD', x_SkuPriceType == 'ReservedInstance', 'RI', x_SkuPriceType == 'SavingsPlan', 'SP', 'XX'), substring(ChargeCategory, 0, 1), x_SkuTerm, '_', x_SkuProductId, '_', x_SkuId, '_', x_SkuMeterType, '_', x_SkuTier, x_SkuOfferId)\r\n        | extend x_BillingAccountId = iff(BillingAccountId startswith '/', split(BillingAccountId, '/')[-1], coalesce(BillingAccountId, EnrollmentNumber))\r\n        | extend x_BillingProfileId = iff(BillingProfileId startswith '/', split(BillingProfileId, '/')[-1], coalesce(BillingProfileId, EnrollmentNumber))\r\n        | extend tmp_SavingsPlanKey = strcat(x_SkuMeterId, x_SkuProductId, x_SkuId, x_SkuTier, x_SkuOfferId)\r\n        //\r\n        // Get latest ingested row based on the unique ID\r\n        | extend x_IngestionTime = ingestion_time()\r\n    );\r\n    //\r\n    // Meters for reservations and savings plans to identify commitment eligibility\r\n    let riMeters = prices | where x_SkuPriceType == 'ReservedInstance' | distinct x_SkuMeterId;\r\n    let spMeters = prices | where x_SkuPriceType == 'SavingsPlan' | distinct x_SkuMeterId;\r\n    //\r\n    // Copy list/base/contracted prices from on-demand SKUs\r\n    prices\r\n    | where x_SkuPriceType == 'SavingsPlan'\r\n    // If we use join, specify the shuffle key\r\n    // TODO: Compare join vs. lookup perf -- | join kind=leftouter hint.strategy=shuffle (prices | where x_SkuPriceType == 'Consumption' | where x_SkuMeterId in (spMeters) | distinct tmp_SavingsPlanKey, ListUnitPrice, ContractedUnitPrice, x_BaseUnitPrice) on tmp_SavingsPlanKey\r\n    | lookup kind=leftouter (prices | where x_SkuPriceType == 'Consumption' | where x_SkuMeterId in (spMeters) | distinct tmp_SavingsPlanKey, ListUnitPrice, ContractedUnitPrice, x_BaseUnitPrice) on tmp_SavingsPlanKey\r\n    | extend ListUnitPrice = coalesce(ListUnitPrice, ListUnitPrice1)\r\n    | extend ContractedUnitPrice = coalesce(ContractedUnitPrice, ContractedUnitPrice1)\r\n    | extend x_BaseUnitPrice = coalesce(x_BaseUnitPrice, x_BaseUnitPrice1)\r\n    | project-away ListUnitPrice1, ContractedUnitPrice1, x_BaseUnitPrice1, tmp_SavingsPlanKey\r\n    | union ((prices | where x_SkuPriceType != 'SavingsPlan'))\r\n    //\r\n    // Calculate commitment discount eligibility. FOCUS categorizes a reservation as a\r\n    // \"Usage\" commitment (committed to a quantity of usage) and a savings plan as a \"Spend\"\r\n    // commitment (committed to an amount of money), matching the CommitmentDiscountCategory\r\n    // value this transform assigns, so reservation meters set the usage column and savings plan\r\n    // meters set the spend column.\r\n    // Reservation price rows are excluded from their own eligibility: the column describes what\r\n    // an on-demand charge could be covered by, not the commitment row itself.\r\n    // TODO: Would a join be faster?\r\n    | extend x_CommitmentDiscountSpendEligibility = iff(x_SkuMeterId in (spMeters), 'Eligible', 'Not Eligible')\r\n    | extend x_CommitmentDiscountUsageEligibility = iff(x_SkuMeterId in (riMeters) and x_SkuPriceType != 'ReservedInstance', 'Eligible', 'Not Eligible')\r\n    //\r\n    // Add PricingUnit and x_PricingBlockSize\r\n    // TODO: Compare join vs. lookup perf -- | join kind=leftouter (PricingUnits) on x_PricingUnitDescription | project-away x_PricingUnitDescription1\r\n    | lookup kind=leftouter (PricingUnits | extend x_PricingBlockSize = todecimal(x_PricingBlockSize)) on x_PricingUnitDescription\r\n    //\r\n    | extend x_EffectiveUnitPrice = iff(x_SkuPriceType == 'SavingsPlan', UnitPrice, todecimal(''))  // Savings plan prices are for the effective price, not the contracted price\r\n    | extend x_EffectiveUnitPriceDiscount = ContractedUnitPrice - x_EffectiveUnitPrice\r\n    | extend x_ContractedUnitPriceDiscount = ListUnitPrice - ContractedUnitPrice\r\n    | extend x_TotalUnitPriceDiscount = ListUnitPrice - x_EffectiveUnitPrice\r\n    | project\r\n        BillingAccountId = tolower(case(\r\n            BillingProfileId startswith '/', BillingProfileId,\r\n            BillingAccountId startswith '/', BillingAccountId,\r\n            strcat('/providers/microsoft.billing/billingaccounts/', x_BillingAccountId, iff(x_BillingProfileId == x_BillingAccountId, '', strcat('/billingprofiles/', x_BillingProfileId)))\r\n        )),\r\n        BillingAccountName = coalesce(BillingProfileName, BillingAccountName, x_BillingProfileId),\r\n        BillingCurrency = coalesce(BillingCurrency, CurrencyCode, Currency),  // Currency last as a fallback only\r\n        ChargeCategory,\r\n        CommitmentDiscountCategory = case(\r\n            x_SkuPriceType == 'ReservedInstance', 'Usage',\r\n            x_SkuPriceType == 'SavingsPlan', 'Spend',\r\n            ''\r\n        ),\r\n        CommitmentDiscountType = case(\r\n            x_SkuPriceType == 'ReservedInstance', 'Reservation',\r\n            x_SkuPriceType == 'SavingsPlan', 'Savings plan',\r\n            ''\r\n        ),\r\n        ContractedUnitPrice,\r\n        ListUnitPrice,\r\n        PricingCategory = case(\r\n            x_SkuPriceType == 'Consumption', 'Standard',\r\n            x_SkuPriceType == 'ReservedInstance', 'Standard',  // Reservation purchases are tracked as \"Standard\"\r\n            x_SkuPriceType == 'SavingsPlan', 'Committed',\r\n            ''\r\n        ),\r\n        PricingUnit,\r\n        SkuId = coalesce(ProductId, ProductID),\r\n        SkuPriceId = strcat(x_SkuProductId, '_', x_SkuId, '_', x_SkuMeterType),\r\n        SkuPriceIdv2,\r\n        x_BaseUnitPrice,\r\n        x_BillingAccountAgreement = case(\r\n            strlen(x_BillingAccountId) > 32, 'MCA',\r\n            strlen(x_BillingAccountId) < 32, 'EA',\r\n            'Unknown'\r\n        ),\r\n        x_BillingAccountId,\r\n        x_BillingProfileId,\r\n        x_CommitmentDiscountSpendEligibility,\r\n        x_CommitmentDiscountUsageEligibility,\r\n        x_ContractedUnitPriceDiscount,\r\n        x_ContractedUnitPriceDiscountPercent = 1.0 * x_ContractedUnitPriceDiscount / ListUnitPrice * 100,\r\n        x_EffectivePeriodEnd = startofmonth(x_EffectivePeriodEnd + 1h),\r\n        x_EffectivePeriodStart,\r\n        x_EffectiveUnitPrice,\r\n        x_EffectiveUnitPriceDiscount,\r\n        x_EffectiveUnitPriceDiscountPercent = 1.0 * x_EffectiveUnitPriceDiscount / ContractedUnitPrice * 100,\r\n        x_IngestionTime,\r\n        x_PricingBlockSize,\r\n        x_PricingCurrency = coalesce(Currency, CurrencyCode),  // CurrencyCode last as a fallback only\r\n        x_PricingSubcategory = case(\r\n            x_SkuPriceType == 'Consumption' and (x_SkuIncludedQuantity > 0 or x_SkuTier > 0), 'Tiered',\r\n            x_SkuPriceType == 'Consumption', 'Standard',\r\n            x_SkuPriceType == 'ReservedInstance', 'Standard', // Reservation purchases are tracked as \"Standard\"\r\n            x_SkuPriceType == 'SavingsPlan', 'Committed Spend',\r\n            ''\r\n        ),\r\n        x_PricingUnitDescription,\r\n        x_SkuDescription = Product,\r\n        x_SkuId,\r\n        x_SkuIncludedQuantity,\r\n        x_SkuMeterCategory,\r\n        x_SkuMeterId,\r\n        x_SkuMeterName,\r\n        x_SkuMeterSubcategory,\r\n        x_SkuMeterType,\r\n        x_SkuPriceType,\r\n        x_SkuProductId,\r\n        x_SkuRegion,\r\n        x_SkuServiceFamily,\r\n        x_SkuOfferId,\r\n        x_SkuPartNumber,\r\n        x_SkuTerm,\r\n        x_SkuTier,\r\n        x_SourceName = coalesce(x_SourceName, 'Cost Management'),\r\n        x_SourceProvider = coalesce(x_SourceProvider, 'Microsoft'),\r\n        x_SourceType = coalesce(x_SourceType, 'PriceSheet'),\r\n        x_SourceVersion = coalesce(x_SourceVersion, '2023-05-01'),\r\n        x_TotalUnitPriceDiscount,\r\n        x_TotalUnitPriceDiscountPercent = 1.0 * x_TotalUnitPriceDiscount / ListUnitPrice * 100\r\n}\r\n\r\n// Prices_final_v1_0 table\r\n.create-merge table Prices_final_v1_0 (\r\n    BillingAccountId:                     string,\r\n    BillingAccountName:                   string,\r\n    BillingCurrency:                      string,\r\n    ChargeCategory:                       string,\r\n    CommitmentDiscountCategory:           string,\r\n    CommitmentDiscountType:               string,\r\n    ContractedUnitPrice:                  decimal,\r\n    ListUnitPrice:                        decimal,\r\n    PricingCategory:                      string,\r\n    PricingUnit:                          string,\r\n    SkuId:                                string,\r\n    SkuPriceId:                           string,\r\n    SkuPriceIdv2:                         string,    // Hubs add-on\r\n    x_BaseUnitPrice:                      decimal,   // Azure\r\n    x_BillingAccountAgreement:            string,    // Hubs add-on\r\n    x_BillingAccountId:                   string,    // Azure MCA\r\n    x_BillingProfileId:                   string,    // Azure MCA\r\n    x_CommitmentDiscountSpendEligibility: string,    // Hubs add-on\r\n    x_CommitmentDiscountUsageEligibility: string,    // Hubs add-on\r\n    x_ContractedUnitPriceDiscount:        decimal,   // Hubs add-on\r\n    x_ContractedUnitPriceDiscountPercent: decimal,   // Hubs add-on\r\n    x_EffectivePeriodEnd:                 datetime,  // Azure\r\n    x_EffectivePeriodStart:               datetime,  // Azure\r\n    x_EffectiveUnitPrice:                 decimal,   // Azure\r\n    x_EffectiveUnitPriceDiscount:         decimal,   // Hubs add-on\r\n    x_EffectiveUnitPriceDiscountPercent:  decimal,   // Hubs add-on\r\n    x_IngestionTime:                      datetime,  // Hubs add-on\r\n    x_PricingBlockSize:                   decimal,   // Hubs add-on\r\n    x_PricingCurrency:                    string,    // Azure\r\n    x_PricingSubcategory:                 string,    // Hubs add-on\r\n    x_PricingUnitDescription:             string,    // Azure\r\n    x_SkuDescription:                     string,    // Azure\r\n    x_SkuId:                              string,    // Azure\r\n    x_SkuIncludedQuantity:                decimal,   // Azure EA\r\n    x_SkuMeterCategory:                   string,    // Azure\r\n    x_SkuMeterId:                         string,    // Azure\r\n    x_SkuMeterName:                       string,    // Azure\r\n    x_SkuMeterSubcategory:                string,    // Azure\r\n    x_SkuMeterType:                       string,    // Azure\r\n    x_SkuPriceType:                       string,    // Azure\r\n    x_SkuProductId:                       string,    // Azure\r\n    x_SkuRegion:                          string,    // Azure\r\n    x_SkuServiceFamily:                   string,    // Azure\r\n    x_SkuOfferId:                         string,    // Azure EA\r\n    x_SkuPartNumber:                      string,    // Azure EA\r\n    x_SkuTerm:                            int,       // Azure\r\n    x_SkuTier:                            decimal,   // Azure MCA\r\n    x_SourceName:                         string,    // Hubs add-on\r\n    x_SourceProvider:                     string,    // Hubs add-on\r\n    x_SourceType:                         string,    // Hubs add-on\r\n    x_SourceVersion:                      string,    // Hubs add-on\r\n    x_TotalUnitPriceDiscount:             decimal,   // Hubs add-on\r\n    x_TotalUnitPriceDiscountPercent:      decimal    // Hubs add-on\r\n)\r\n\r\n// Update policy for Prices_raw -> Prices_final_v1_0\r\n.alter table Prices_final_v1_0 policy update\r\n```\r\n[{\r\n    \"IsEnabled\": false,\r\n    \"Source\": \"Prices_raw\",\r\n    \"Query\": \"Prices_transform_v1_0()\",\r\n    \"IsTransactional\": true,\r\n    \"PropagateIngestionProperties\": true\r\n}]\r\n```\r\n\r\n\r\n//===| Cost and usage |=================================================================================================\r\n// Supported versions:\r\n// - MS: 1.0, 1.0-preview(v1) -- See https://aka.ms/costmgmt/exports/focus\r\n// - AWS: 1.0                 -- See https://docs.aws.amazon.com/cur/latest/userguide/table-dictionary-focus-1-0-aws-columns.html\r\n// - GCP: Jan-Jun 2024        -- See https://cloud.google.com/resources/google-cloud-focus?e=48754805&hl=en\r\n//                                   Links to (Aug 2024): https://services.google.com/fh/files/misc/focus_guide_v1.pdf\r\n//                               See also:\r\n//                               - https://cloud.google.com/billing/docs/how-to/export-data-bigquery-tables/standard-usage\r\n//                               - https://cloud.google.com/billing/docs/how-to/export-data-bigquery-tables/detailed-usage\r\n// - OCI: 1.0                 -- See https://docs.oracle.com/iaas/Content/Billing/Concepts/costusagereportsoverview.htm#costreports__focus-cost-report-schema\r\n//\r\n// Support for non-Azure data is limited to ingestion only. Data is not transformed across versions.\r\n//======================================================================================================================\r\n\r\n// Costs_transform_v1_0 function\r\n.create-or-alter function\r\nwith (docstring='DEPRECATED: All costs transformed to FOCUS 1.0. Use Costs_transform_v1_2() instead.', folder='Costs')\r\nCosts_transform_v1_0()\r\n{\r\n    // NOTE: All open issues and questions are tracked @ https://github.com/microsoft/finops-toolkit/issues/1111\r\n    Costs_raw\r\n    //\r\n    // Change real to decimal\r\n    | extend\r\n        BilledCost                 = todecimal(BilledCost),\r\n        CommitmentDiscountQuantity = todecimal(CommitmentDiscountQuantity),\r\n        ConsumedQuantity           = todecimal(ConsumedQuantity),\r\n        ContractedCost             = todecimal(ContractedCost),\r\n        ContractedUnitPrice        = todecimal(ContractedUnitPrice),\r\n        EffectiveCost              = todecimal(EffectiveCost),\r\n        ListCost                   = todecimal(ListCost),\r\n        ListUnitPrice              = todecimal(ListUnitPrice),\r\n        PricingQuantity            = todecimal(PricingQuantity),\r\n        UsageAmount                = todecimal(UsageAmount),\r\n        UsageQuantity              = todecimal(UsageQuantity),\r\n        x_BilledCostInUsd          = todecimal(x_BilledCostInUsd),\r\n        x_BilledUnitPrice          = todecimal(x_BilledUnitPrice),\r\n        x_BillingExchangeRate      = todecimal(x_BillingExchangeRate),\r\n        x_ContractedCostInUsd      = todecimal(x_ContractedCostInUsd),\r\n        x_Cost                     = todecimal(x_Cost),\r\n        x_CurrencyConversionRate   = todecimal(x_CurrencyConversionRate),\r\n        x_EffectiveCostInUsd       = todecimal(x_EffectiveCostInUsd),\r\n        x_EffectiveUnitPrice       = todecimal(x_EffectiveUnitPrice),\r\n        x_ListCostInUsd            = todecimal(x_ListCostInUsd),\r\n        x_OnDemandCost             = todecimal(x_OnDemandCost),\r\n        x_OnDemandCostInUsd        = todecimal(x_OnDemandCostInUsd),\r\n        x_OnDemandUnitPrice        = todecimal(x_OnDemandUnitPrice),\r\n        x_PricingBlockSize         = todecimal(x_PricingBlockSize)\r\n    //\r\n    // Dedupe rows\r\n    | extend x_IngestionTime = ingestion_time()\r\n    | extend x_ChargeId = ''\r\n    // TODO: Consider adding a unique charge ID per row\r\n    // hash_sha256(strcat(\r\n    //     // DO NOT CHANGE COLUMNS OR COLUMN ORDER\r\n    //     // 1. Resource hierarchy (including resource name), highest to lowest\r\n    //     BillingAccountId,\r\n    //     x_InvoiceSectionId,\r\n    //     x_AccountOwnerId,\r\n    //     SubAccountId,\r\n    //     x_ResourceGroupName,\r\n    //     ResourceName,\r\n    //     // 2. Resource details\r\n    //     ResourceId,\r\n    //     RegionId,\r\n    //     Tags,\r\n    //     CommitmentDiscountId,\r\n    //     x_CostCenter,\r\n    //     // 4. Meter details\r\n    //     SkuPriceId,\r\n    //     x_SkuMeterId,\r\n    //     x_SkuPartNumber,\r\n    //     x_SkuOfferId,\r\n    //     x_SkuDetails,\r\n    //     // 5. Date\r\n    //     ChargePeriodStart\r\n    // ))\r\n    //\r\n    // Identify data quality issues\r\n    | extend x_SourceChanges = trim_end(',', strcat(\r\n        iff(ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId) and ChargeFrequency == 'Usage-Based',                 'InvalidChargeFrequency,',           ''),\r\n        iff(ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId) and EffectiveCost > 0,                                'InvalidEffectiveCost,',             ''),\r\n        iff((isempty(ContractedCost)      or ContractedCost == 0)      and EffectiveCost != 0,                                      'MissingContractedCost,',            ''),\r\n        iff((isempty(ContractedUnitPrice) or ContractedUnitPrice == 0) and x_EffectiveUnitPrice != 0,                               'MissingContractedUnitPrice,',       ''),\r\n        iff(ListCost < ContractedCost,                                                                                              'ListCostLessThanContractedCost,',   ''),\r\n        iff(ContractedCost < EffectiveCost,                                                                                         'ContractedCostLessThanEffectiveCost,', ''),\r\n        iff((isempty(ListCost)            or ListCost == 0)            and (ContractedCost != 0      or EffectiveCost != 0),        'MissingListCost,',                  ''),\r\n        iff((isempty(ListUnitPrice)       or ListUnitPrice == 0)       and (ContractedUnitPrice != 0 or x_EffectiveUnitPrice != 0), 'MissingListUnitPrice,',             ''),\r\n        iff((isnotempty(x_BilledUnitPrice) and x_BilledUnitPrice != 0 and isnotempty(x_EffectiveUnitPrice) and x_EffectiveUnitPrice != 0 and abs(x_BilledUnitPrice - x_EffectiveUnitPrice) < 0.0001)\r\n            or (isnotempty(ContractedUnitPrice) and ContractedUnitPrice != 0 and isnotempty(x_EffectiveUnitPrice) and x_EffectiveUnitPrice != 0 and abs(ContractedUnitPrice - x_EffectiveUnitPrice) < 0.0001),\r\n            'XEffectiveUnitPriceRoundingError,',  ''),\r\n        iff(ConsumedQuantity == 0 and (EffectiveCost != 0 or BilledCost != 0),                                                      'MissingConsumedQuantity,',              ''),\r\n        iff(PricingQuantity == 0 and (EffectiveCost != 0 or BilledCost != 0),                                                       'MissingPricingQuantity,',              ''),\r\n        iff(isempty(ProviderName),                                                                                                  'MissingProviderName,',              ''),\r\n        iff(isempty(PublisherName),                                                                                                 'MissingPublisherName,',             ''),\r\n        iff(ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId) and isempty(ResourceId),                              'MissingResourceId,',                ''),\r\n        iff(ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId) and isempty(ResourceName),                            'MissingResourceName,',              ''),\r\n        iff(ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId) and isempty(ResourceType),                            'MissingResourceType,',              ''),\r\n        iff(BilledCost > 0 and x_BilledUnitPrice == 0,                                                                              'MissingXBilledUnitPrice,',          ''),\r\n        iff(ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId) and isempty(x_ResourceType),                          'MissingXResourceType,',             ''),\r\n        iff(PricingCategory == 'Standard' and isnotempty(CommitmentDiscountId) and ChargeCategory == 'Usage',                       'PricingCategoryShouldBeCommitted,', ''),\r\n        iff(x_SkuTerm == '1Year' or x_SkuTerm == '3Years' or x_SkuTerm == '5Years',                                                 'SkuTermShouldBeAnInteger,',         '')\r\n    ))\r\n    //\r\n    // Fix columns needed in other changes\r\n    | extend ProviderName = case(\r\n        isnotempty(ProviderName), ProviderName,\r\n        isnotempty(coalesce(x_CostCategories, x_Discount, x_Operation, x_ServiceCode, x_UsageType)), 'AWS',\r\n        isnotempty(coalesce(tostring(UsageAmount), tostring(x_Cost), x_Credits, x_CostType, tostring(x_CurrencyConversionRate), tostring(x_ExportTime), x_Project, x_ServiceId)), 'GCP',\r\n        isnotempty(coalesce(x_BillingProfileId, x_InvoiceSectionId)), 'Microsoft',\r\n        ''\r\n    )\r\n    //\r\n    // Identify source\r\n    | extend x_SourceName     = coalesce(x_SourceName, iff(isnotempty(x_BillingProfileId), 'Cost Management', ProviderName))\r\n    | extend x_SourceProvider = coalesce(x_SourceProvider, ProviderName)\r\n    | extend x_SourceType     = coalesce(x_SourceType, iff(isnotempty(x_BillingProfileId), 'FocusCost', ''))\r\n    | extend x_SourceVersion  = coalesce(x_SourceVersion, case(\r\n        isnotempty(coalesce(InvoiceId, SkuMeter, PricingCurrency)) and isempty(SkuPriceDetails) and isnotempty(x_SkuDetails), '1.2-preview',\r\n        isnotempty(coalesce(InvoiceId, SkuMeter, PricingCurrency)), '1.2',\r\n        isnotempty(coalesce(ChargeClass, CommitmentDiscountStatus, tostring(ConsumedQuantity), ConsumedUnit, tostring(ContractedCost), tostring(ContractedUnitPrice), RegionId, RegionName)), '1.0',\r\n        isnotempty(coalesce(ChargeSubcategory, Region, tostring(UsageQuantity), UsageUnit)), iff(ProviderName == 'Microsoft', '1.0-preview(v1)', '1.0-preview'),\r\n        ''\r\n    ))\r\n    // Append version check error code\r\n    | extend x_SourceChanges = iff(x_SourceVersion == '1.0', x_SourceChanges,\r\n        strcat(x_SourceChanges, iff(isempty(x_SourceChanges), '', ','), iff(x_SourceVersion == '', 'UnknownFocusVersion', 'LegacyFocusVersion'))\r\n    )\r\n    //\r\n    // Fix quantities\r\n    | extend PricingQuantity  = case(\r\n        PricingQuantity != 0 or (EffectiveCost == 0 and BilledCost == 0), PricingQuantity,\r\n        PricingQuantity == 0 and isnotempty(BilledCost) and BilledCost != 0 and isnotempty(x_BilledUnitPrice) and x_BilledUnitPrice != 0, BilledCost / x_BilledUnitPrice,\r\n        PricingQuantity == 0 and isnotempty(BilledCost) and BilledCost != 0 and isnotempty(x_BilledUnitPrice) and x_BilledUnitPrice != 0, BilledCost / x_BilledUnitPrice,\r\n        PricingQuantity == 0 and isnotempty(EffectiveCost) and EffectiveCost != 0 and isnotempty(x_EffectiveUnitPrice) and x_EffectiveUnitPrice != 0, EffectiveCost / x_EffectiveUnitPrice,\r\n        PricingQuantity\r\n    )\r\n    | extend ConsumedQuantity = case(\r\n        isnotempty(ConsumedQuantity) and ConsumedQuantity != 0, ConsumedQuantity,\r\n        ChargeCategory == 'Usage', PricingQuantity / coalesce(x_PricingBlockSize, decimal(1)),\r\n        ConsumedQuantity\r\n    )\r\n    //\r\n    // Populate missing prices -- mapping to on-demand prices requires meter ID; offer ID is EA-only, so rows without one are recovered only when they are reservation usage (CommitmentDiscountCategory == 'Usage')\r\n    | extend tmp_MissingPrices = ProviderName == 'Microsoft'\r\n        and (ListUnitPrice == 0 or ContractedUnitPrice == 0)\r\n        and x_EffectiveUnitPrice != 0\r\n        and not(CommitmentDiscountCategory == 'Spend' and CommitmentDiscountStatus == 'Unused')\r\n        and isnotempty(x_SkuMeterId)\r\n        and (isnotempty(x_SkuOfferId) or CommitmentDiscountCategory == 'Usage')\r\n    | as allCosts\r\n    | where tmp_MissingPrices\r\n    | extend tmp_ReservationPriceLookupKey = tolower(strcat(x_BillingProfileId, substring(ChargePeriodStart, 0, 7), x_SkuMeterId, x_SkuOfferId))\r\n    | as costsWithMissingPrices\r\n    | join kind=leftouter (\r\n        Prices_final_v1_0\r\n        | extend tmp_ReservationPriceLookupKey = tolower(strcat(x_BillingProfileId, substring(x_EffectivePeriodStart, 0, 7), x_SkuMeterId, x_SkuOfferId))\r\n        | where x_SkuPriceType == 'Consumption' and tmp_ReservationPriceLookupKey in ((costsWithMissingPrices | summarize by tmp_ReservationPriceLookupKey))\r\n        // When duplicate price rows collapse under one lookup key, use the highest on-demand price as the savings baseline; min() can pick an anomalously low row and underreport savings\r\n        | summarize ListUnitPrice = max(ListUnitPrice), ContractedUnitPrice = max(ContractedUnitPrice) by tmp_ReservationPriceLookupKey, x_PricingBlockSize, PricingUnit\r\n    ) on tmp_ReservationPriceLookupKey\r\n    //\r\n    // Select the best price to use for each row\r\n    // TODO: Save values before changing -- | extend x_old_ContractedUnitPrice = ContractedUnitPrice, x_old_EffectiveUnitPrice = x_EffectiveUnitPrice, x_old_ListUnitPrice = ListUnitPrice, x_old_ListCost = ListCost, x_old_ContractedCost = ContractedCost\r\n    | extend x_EffectiveUnitPrice = case(\r\n        // If price is a rounding error away from the billed price, use the billed price\r\n        isnotempty(x_BilledUnitPrice) and x_BilledUnitPrice != 0 and isnotempty(x_EffectiveUnitPrice) and x_EffectiveUnitPrice != 0 and abs(x_BilledUnitPrice - x_EffectiveUnitPrice) < 0.0001, x_BilledUnitPrice,\r\n        // If price is a rounding error away from the contracted price, use the contracted price\r\n        isnotempty(ContractedUnitPrice) and ContractedUnitPrice != 0 and isnotempty(x_EffectiveUnitPrice) and x_EffectiveUnitPrice != 0 and abs(ContractedUnitPrice - x_EffectiveUnitPrice) < 0.0001, ContractedUnitPrice,\r\n        x_EffectiveUnitPrice\r\n    )\r\n    | extend ContractedUnitPrice = case(\r\n        // If price is already correct, keep that\r\n        (isnotempty(ContractedUnitPrice) and ContractedUnitPrice != 0) or (EffectiveCost == 0 and BilledCost == 0), ContractedUnitPrice,\r\n        // If both prices use the same scale, use the new one\r\n        PricingUnit == PricingUnit1 and x_PricingBlockSize == x_PricingBlockSize1, ContractedUnitPrice1 * x_BillingExchangeRate,\r\n        // If prices are the same unit but not the same scale, use the new one but correct the scale\r\n        PricingUnit == PricingUnit1 and x_PricingBlockSize != x_PricingBlockSize1 and isnotempty(x_PricingBlockSize) and isnotempty(x_PricingBlockSize1), ContractedUnitPrice1 * x_BillingExchangeRate / x_PricingBlockSize1 * x_PricingBlockSize,\r\n        // If billed price is available, assume the billed price is the same as contracted price to support aggregations\r\n        isnotempty(x_BilledUnitPrice) and x_BilledUnitPrice != 0, x_EffectiveUnitPrice,\r\n        // Otherwise, assume the effective price is the same as contracted price to support aggregations\r\n        x_EffectiveUnitPrice\r\n    )\r\n    | extend ListUnitPrice = case(\r\n        // If price is already correct, keep that\r\n        (isnotempty(ListUnitPrice) and ListUnitPrice != 0) or (EffectiveCost == 0 and BilledCost == 0), ListUnitPrice,\r\n        // If both prices use the same scale, use the new one\r\n        PricingUnit == PricingUnit1 and x_PricingBlockSize == x_PricingBlockSize1, ListUnitPrice1 * x_BillingExchangeRate,\r\n        // If prices are the same unit but not the same scale, use the new one but correct the scale\r\n        PricingUnit == PricingUnit1 and x_PricingBlockSize != x_PricingBlockSize1 and isnotempty(x_PricingBlockSize) and isnotempty(x_PricingBlockSize1), ListUnitPrice1 * x_BillingExchangeRate / x_PricingBlockSize1 * x_PricingBlockSize,\r\n        // Otherwise, assume the contracted price is the same as list price to support aggregations\r\n        ContractedUnitPrice\r\n    )\r\n    // Calculate missing costs based on new prices -- If cost is already correct, keep that; if not and price is available, recalculate the cost; otherwise, keep the existing cost\r\n    | extend ContractedCost = case(\r\n        // If not set or there's no cost, keep the original value\r\n        (isnotempty(ContractedCost) and ContractedCost != 0) or (EffectiveCost == 0 and BilledCost == 0), ContractedCost,\r\n        // ContractedCost is 0 in all other scenarios...\r\n        // If 0 and there's a billed cost and prices are the same, use BilledCost\r\n        isnotempty(BilledCost)    and BilledCost    != 0 and ContractedUnitPrice == x_BilledUnitPrice,    BilledCost,\r\n        // If 0 and there's a billed cost and prices are the same, use EffectiveCost\r\n        isnotempty(EffectiveCost) and EffectiveCost != 0 and ContractedUnitPrice == x_EffectiveUnitPrice, EffectiveCost,\r\n        // If 0 and there's a price, calculate the cost based on the price\r\n        isnotempty(ContractedUnitPrice) and ContractedUnitPrice != 0, ContractedUnitPrice * PricingQuantity,\r\n        // If 0 and there's no price, assume EffectiveCost\r\n        isempty(ContractedUnitPrice) or ContractedUnitPrice == 0, EffectiveCost,\r\n        // Fall back to the original value for any unhandled scenarios\r\n        ContractedCost\r\n    )\r\n    | extend ListCost = case(\r\n        // If not set or there's no cost, keep the original value\r\n        (isnotempty(ListCost) and ListCost != 0) or (EffectiveCost == 0 and BilledCost == 0), ListCost,\r\n        // ListCost is 0 in all other scenarios...\r\n        // If 0 and there's a contracted cost and prices are the same, use ContractedCost\r\n        isnotempty(ContractedCost) and ContractedCost != 0 and ListUnitPrice == ContractedUnitPrice, ContractedCost,\r\n        // If 0 and there's a price, calculate the cost based on the price\r\n        isnotempty(ListUnitPrice) and ListUnitPrice != 0, ListUnitPrice * PricingQuantity,\r\n        // If 0 and there's no price, assume ContractedCost\r\n        isempty(ListUnitPrice) or ListUnitPrice == 0, ContractedCost,\r\n        // Fall back to the original value for any unhandled scenarios\r\n        ListCost\r\n    )\r\n    // Merge the rest of the unmodified cost records and remove excess columns\r\n    | union (allCosts | where not(tmp_MissingPrices))\r\n    | project-away x_PricingBlockSize1, PricingUnit1, ListUnitPrice1, ContractedUnitPrice1, tmp_MissingPrices, tmp_ReservationPriceLookupKey, tmp_ReservationPriceLookupKey1\r\n    //\r\n    // BUG: Fix ContractedCost that has bad values\r\n    | extend ContractedCost = iff(ProviderName == 'Microsoft' and isnotempty(PricingQuantity) and isnotempty(x_PricingBlockSize) and isnotempty(ContractedUnitPrice) and (isempty(ContractedCost) or abs(ContractedCost - ContractedUnitPrice * PricingQuantity) >= 0.0001), ContractedUnitPrice * PricingQuantity, ContractedCost)\r\n    //\r\n    // Handle FOCUS 1.0-preview UsageQuantity/Unit\r\n    | extend ConsumedQuantity = iff(ChargeCategory == 'Usage', coalesce(ConsumedQuantity, UsageQuantity, UsageAmount), todecimal(''))\r\n    | extend ConsumedUnit = iff(ChargeCategory == 'Usage' and isnotempty(ConsumedQuantity), coalesce(ConsumedUnit, UsageUnit, 'Units'), '')\r\n    //\r\n    // Convert IDs to lowercase for consistency\r\n    | extend CommitmentDiscountId = tolower(CommitmentDiscountId)\r\n    //\r\n    // BUG: Remove EffectiveCost for commitment discount purchases\r\n    | extend EffectiveCost = iff(ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId), decimal(0), EffectiveCost)\r\n    | extend x_EffectiveCostInUsd = iff(ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId), decimal(0), x_EffectiveCostInUsd)\r\n    //\r\n    // Clean up resource columns\r\n    | extend ResourceId = case(\r\n        isnotempty(ResourceId), ResourceId,\r\n        ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId), CommitmentDiscountId,\r\n        ResourceId)\r\n    | extend ResourceName = tolower(case(\r\n        isnotempty(ResourceName), ResourceName,\r\n        ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountName), CommitmentDiscountName,\r\n        isnotempty(ResourceId), parse_resourceid(ResourceId).ResourceName,\r\n        ResourceName))\r\n    | extend x_ResourceType = case(\r\n        isnotempty(x_ResourceType), x_ResourceType,\r\n        isnotempty(ResourceId), parse_resourceid(ResourceId).x_ResourceType,\r\n        x_ResourceType)\r\n    | extend ResourceType = case(\r\n        // Use existing resource type display name unless it's an internal resource type ID\r\n        isnotempty(ResourceType) and ResourceType !~ x_ResourceType and ResourceType !has '/', ResourceType,\r\n        // Use CommitmentDiscountType for commitment discount purchases\r\n        ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountType), CommitmentDiscountType,\r\n        // Look up display name from internal type\r\n        isnotempty(x_ResourceType), coalesce(resource_type(x_ResourceType).SingularDisplayName, ResourceType, x_ResourceType),\r\n        ResourceType)\r\n    //\r\n    // Sort columns and apply final transforms\r\n    | project\r\n        AvailabilityZone,\r\n        BilledCost,\r\n        BillingAccountId = tolower(BillingAccountId),\r\n        BillingAccountName,\r\n        BillingAccountType,\r\n        BillingCurrency,\r\n        BillingPeriodEnd = startofmonth(BillingPeriodEnd),\r\n        BillingPeriodStart = startofmonth(BillingPeriodStart),\r\n        ChargeCategory = case(\r\n            // Handle FOCUS 1.0-preview ChargeSubcategory\r\n            ChargeSubcategory == 'Credit', 'Credit',\r\n            ChargeSubcategory == 'Refund', 'Purchase',  // We are assuming purchase refunds since we don't have data to indicate usage refunds\r\n            ChargeCategory\r\n        ),\r\n        ChargeClass = case(ChargeSubcategory == 'Refund', 'Correction', ChargeClass),\r\n        ChargeDescription,\r\n        // BUG: ChargeFrequency shows \"Usage-Based\" for monthly recurring savings plan purchases\r\n        ChargeFrequency = iff(ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId) and ChargeFrequency == 'Usage-Based' and ProviderName == 'Microsoft' and x_SourceVersion startswith '1.0', 'Recurring', ChargeFrequency),\r\n        ChargePeriodEnd,\r\n        ChargePeriodStart,\r\n        CommitmentDiscountCategory,\r\n        CommitmentDiscountId = tolower(CommitmentDiscountId),\r\n        CommitmentDiscountName,\r\n        CommitmentDiscountStatus = case(\r\n            // Handle FOCUS 1.0-preview ChargeSubcategory\r\n            ChargeSubcategory == 'Used Commitment', 'Used',\r\n            ChargeSubcategory == 'Unused Commitment', 'Unused',\r\n            CommitmentDiscountStatus\r\n        ),\r\n        CommitmentDiscountType,\r\n        ConsumedQuantity,\r\n        ConsumedUnit,\r\n        ContractedCost = coalesce(ContractedCost, x_OnDemandCost, x_Cost),\r\n        ContractedUnitPrice = coalesce(ContractedUnitPrice, x_OnDemandUnitPrice),\r\n        EffectiveCost,\r\n        InvoiceIssuerName,\r\n        ListCost,\r\n        ListUnitPrice,\r\n        PricingCategory = case(\r\n            // Handle FOCUS 1.0-preview PricingCategory values\r\n            PricingCategory == 'On-Demand', 'Standard',\r\n            PricingCategory == 'Commitment-Based', 'Committed',\r\n            PricingCategory\r\n        ),\r\n        PricingQuantity,\r\n        PricingUnit,\r\n        ProviderName,\r\n        // Handle missing PublisherName values\r\n        PublisherName = case(PublisherName == 'Microsoft Corporation', 'Microsoft', isnotempty(PublisherName), PublisherName, x_PublisherCategory == 'Cloud Provider', ProviderName, ''),\r\n        // Handle FOCUS 1.0-preview Region column\r\n        RegionId = coalesce(RegionId, iff(ProviderName == 'Microsoft', replace_string(tolower(Region), ' ', ''), Region)),\r\n        RegionName = coalesce(RegionName, Region),\r\n        ResourceId,\r\n        ResourceName,\r\n        ResourceType,\r\n        ServiceCategory,\r\n        ServiceName,\r\n        SkuId,\r\n        SkuPriceId,\r\n        SubAccountId,\r\n        SubAccountName,\r\n        SubAccountType,              // Azure 1.0-preview(v1)+\r\n        Tags = parse_json(Tags),\r\n        x_AccountId,                 // Azure 1.0-preview(v1)+\r\n        x_AccountName,               // Azure 1.0-preview(v1)+\r\n        x_AccountOwnerId,            // Azure 1.0-preview(v1)+\r\n        x_BilledCostInUsd,           // Azure 1.0-preview(v1)+\r\n        x_BilledUnitPrice,           // Azure 1.0-preview(v1)+\r\n        x_BillingAccountAgreement = case(\r\n            ProviderName == 'Microsoft' and x_BillingAccountId == x_BillingProfileId, 'EA',\r\n            ProviderName == 'Microsoft' and x_BillingAccountId != x_BillingProfileId, 'MCA',\r\n            ProviderName\r\n        ),                           // Hubs add-on\r\n        x_BillingAccountId,          // Azure 1.0-preview(v1)+\r\n        x_BillingAccountName,        // Azure 1.0-preview(v1)+\r\n        x_BillingExchangeRate,       // Azure 1.0-preview(v1)+\r\n        x_BillingExchangeRateDate,   // Azure 1.0-preview(v1)+\r\n        x_BillingProfileId,          // Azure 1.0-preview(v1)+\r\n        x_BillingProfileName,        // Azure 1.0-preview(v1)+\r\n        x_ChargeId,                  // Azure 1.0-preview(v1) only\r\n        x_ContractedCostInUsd = coalesce(x_ContractedCostInUsd, x_OnDemandCostInUsd), // Azure 1.0+\r\n        x_CostAllocationRuleName,    // Azure 1.0-preview(v1)+\r\n        x_CostCategories = parse_json(x_CostCategories),  // AWS 1.0 (JSON)\r\n        x_CostCenter,                // Azure 1.0-preview(v1)+\r\n        x_Credits = parse_json(x_Credits),  // GCP Jan 2024\r\n        x_CostType,                  // GCP Jan 2024\r\n        x_CurrencyConversionRate,    // GCP Jun 2024\r\n        x_CustomerId,                // Azure 1.0-preview(v1)+\r\n        x_CustomerName,              // Azure 1.0-preview(v1)+\r\n        x_Discount = parse_json(x_Discount),  // AWS 1.0 (JSON)\r\n        x_EffectiveCostInUsd,        // Azure 1.0-preview(v1)+\r\n        x_EffectiveUnitPrice,        // Azure 1.0-preview(v1)+\r\n        x_ExportTime,                // GCP Jan 2024\r\n        x_IngestionTime,             // Hubs add-on\r\n        x_InvoiceId = coalesce(InvoiceId, x_InvoiceId),  // Azure 1.0-preview(v1)+\r\n        x_InvoiceIssuerId,           // Azure 1.0-preview(v1)+\r\n        x_InvoiceSectionId = case(   // Azure 1.0-preview(v1)+\r\n            x_InvoiceSectionId == '-2', '',\r\n            x_InvoiceSectionId\r\n        ),\r\n        x_InvoiceSectionName = case(   // Azure 1.0-preview(v1)+\r\n            x_InvoiceSectionName == 'Unassigned', '',\r\n            x_InvoiceSectionName\r\n        ),\r\n        x_ListCostInUsd,             // Azure 1.0-preview(v1)+\r\n        x_Location,                  // GCP Jan 2024\r\n        x_Operation,                 // AWS 1.0\r\n        x_PartnerCreditApplied,      // Azure 1.0-preview(v1)+\r\n        x_PartnerCreditRate,         // Azure 1.0-preview(v1)+\r\n        x_PricingBlockSize,          // Azure 1.0-preview(v1)+\r\n        x_PricingCurrency = coalesce(PricingCurrency, x_PricingCurrency),  // Azure 1.0-preview(v1)+\r\n        x_PricingSubcategory,        // Azure 1.0-preview(v1)+\r\n        x_PricingUnitDescription,    // Azure 1.0-preview(v1)+\r\n        x_Project,                   // GCP Jan 2024\r\n        x_PublisherCategory,         // Azure 1.0-preview(v1)+\r\n        x_PublisherId,               // Azure 1.0-preview(v1)+\r\n        x_ResellerId,                // Azure 1.0-preview(v1)+\r\n        x_ResellerName,              // Azure 1.0-preview(v1)+\r\n        x_ResourceGroupName = tolower(x_ResourceGroupName),  // Azure 1.0-preview(v1)+\r\n        x_ResourceType,              // Azure 1.0-preview(v1)+\r\n        x_ServiceCode,               // AWS 1.0\r\n        x_ServiceId,                 // GCP Jan 2024\r\n        x_ServicePeriodEnd,          // Azure 1.0-preview(v1)+\r\n        x_ServicePeriodStart,        // Azure 1.0-preview(v1)+\r\n        x_SkuDescription,            // Azure 1.0-preview(v1)+\r\n        x_SkuDetails = parse_json(x_SkuDetails),  // Azure 1.0-preview(v1)+\r\n        x_SkuIsCreditEligible,       // Azure 1.0-preview(v1)+\r\n        x_SkuMeterCategory,          // Azure 1.0-preview(v1)+\r\n        x_SkuMeterId,                // Azure 1.0-preview(v1)+\r\n        x_SkuMeterName = coalesce(SkuMeter, x_SkuMeterName),  // Azure 1.0-preview(v1)+\r\n        x_SkuMeterSubcategory,       // Azure 1.0-preview(v1)+\r\n        x_SkuOfferId,                // Azure 1.0-preview(v1)+\r\n        x_SkuOrderId,                // Azure 1.0-preview(v1)+\r\n        x_SkuOrderName,              // Azure 1.0-preview(v1)+\r\n        x_SkuPartNumber,             // Azure 1.0-preview(v1)+\r\n        x_SkuRegion,                 // Azure 1.0-preview(v1)+\r\n        x_SkuServiceFamily,          // Azure 1.0-preview(v1)+\r\n        x_SkuTerm,                   // Azure 1.0-preview(v1)+\r\n        x_SkuTier,                   // Azure 1.0-preview(v1)+\r\n        x_SourceChanges,             // Hubs add-on\r\n        x_SourceName,                // Hubs add-on\r\n        x_SourceProvider,            // Hubs add-on\r\n        x_SourceType,                // Hubs add-on\r\n        x_SourceVersion,             // Hubs add-on\r\n        x_UsageType                  // AWS 1.0\r\n}\r\n\r\n// Costs_final_v1_0 table\r\n.create-merge table Costs_final_v1_0 (\r\n    AvailabilityZone:           string,\r\n    BilledCost:                 decimal,\r\n    BillingAccountId:           string,\r\n    BillingAccountName:         string,\r\n    BillingAccountType:         string,    // Azure 1.0-preview(v1)+\r\n    BillingCurrency:            string,\r\n    BillingPeriodEnd:           datetime,\r\n    BillingPeriodStart:         datetime,\r\n    ChargeCategory:             string,\r\n    ChargeClass:                string,\r\n    ChargeDescription:          string,\r\n    ChargeFrequency:            string,\r\n    ChargePeriodEnd:            datetime,\r\n    ChargePeriodStart:          datetime,\r\n    CommitmentDiscountCategory: string,    // FOCUS 1.0-preview only\r\n    CommitmentDiscountId:       string,\r\n    CommitmentDiscountName:     string,\r\n    CommitmentDiscountStatus:   string,\r\n    CommitmentDiscountType:     string,\r\n    ConsumedQuantity:           decimal,\r\n    ConsumedUnit:               string,\r\n    ContractedCost:             decimal,\r\n    ContractedUnitPrice:        decimal,\r\n    EffectiveCost:              decimal,\r\n    InvoiceIssuerName:          string,\r\n    ListCost:                   decimal,\r\n    ListUnitPrice:              decimal,\r\n    PricingCategory:            string,\r\n    PricingQuantity:            decimal,\r\n    PricingUnit:                string,\r\n    ProviderName:               string,\r\n    PublisherName:              string,\r\n    RegionId:                   string,\r\n    RegionName:                 string,\r\n    ResourceId:                 string,\r\n    ResourceName:               string,\r\n    ResourceType:               string,\r\n    ServiceCategory:            string,\r\n    ServiceName:                string,\r\n    SkuId:                      string,\r\n    SkuPriceId:                 string,\r\n    SubAccountId:               string,\r\n    SubAccountName:             string,\r\n    SubAccountType:             string,\r\n    Tags:                       dynamic,\r\n    x_AccountId:                string,    // Azure 1.0-preview(v1)+\r\n    x_AccountName:              string,    // Azure 1.0-preview(v1)+\r\n    x_AccountOwnerId:           string,    // Azure 1.0-preview(v1)+\r\n    x_BilledCostInUsd:          decimal,   // Azure 1.0-preview(v1)+\r\n    x_BilledUnitPrice:          decimal,   // Azure 1.0-preview(v1)+\r\n    x_BillingAccountAgreement:  string,    // Hubs add-on\r\n    x_BillingAccountId:         string,    // Azure 1.0-preview(v1)+\r\n    x_BillingAccountName:       string,    // Azure 1.0-preview(v1)+\r\n    x_BillingExchangeRate:      decimal,   // Azure 1.0-preview(v1)+\r\n    x_BillingExchangeRateDate:  datetime,  // Azure 1.0-preview(v1)+\r\n    x_BillingProfileId:         string,    // Azure 1.0-preview(v1)+\r\n    x_BillingProfileName:       string,    // Azure 1.0-preview(v1)+\r\n    x_ChargeId:                 string,    // Azure 1.0-preview(v1) only\r\n    x_ContractedCostInUsd:      decimal,   // Azure 1.0+\r\n    x_CostAllocationRuleName:   string,    // Azure 1.0-preview(v1)+\r\n    x_CostCategories:           dynamic,   // AWS 1.0 (JSON)\r\n    x_CostCenter:               string,    // Azure 1.0-preview(v1)+\r\n    x_Credits:                  dynamic,   // GCP Jan 2024\r\n    x_CostType:                 string,    // GCP Jan 2024\r\n    x_CurrencyConversionRate:   decimal,   // GCP Jun 2024\r\n    x_CustomerId:               string,    // Azure 1.0-preview(v1)+\r\n    x_CustomerName:             string,    // Azure 1.0-preview(v1)+\r\n    x_Discount:                 dynamic,   // AWS 1.0 (JSON)\r\n    x_EffectiveCostInUsd:       decimal,   // Azure 1.0-preview(v1)+\r\n    x_EffectiveUnitPrice:       decimal,   // Azure 1.0-preview(v1)+\r\n    x_ExportTime:               datetime,  // GCP Jan 2024\r\n    x_IngestionTime:            datetime,  // Hubs add-on\r\n    x_InvoiceId:                string,    // Azure 1.0-preview(v1)+\r\n    x_InvoiceIssuerId:          string,    // Azure 1.0-preview(v1)+\r\n    x_InvoiceSectionId:         string,    // Azure 1.0-preview(v1)+\r\n    x_InvoiceSectionName:       string,    // Azure 1.0-preview(v1)+\r\n    x_ListCostInUsd:            decimal,   // Azure 1.0-preview(v1)+\r\n    x_Location:                 string,    // GCP Jan 2024\r\n    x_Operation:                string,    // AWS 1.0\r\n    x_PartnerCreditApplied:     string,    // Azure 1.0-preview(v1)+\r\n    x_PartnerCreditRate:        string,    // Azure 1.0-preview(v1)+\r\n    x_PricingBlockSize:         decimal,   // Azure 1.0-preview(v1)+\r\n    x_PricingCurrency:          string,    // Azure 1.0-preview(v1)+\r\n    x_PricingSubcategory:       string,    // Azure 1.0-preview(v1)+\r\n    x_PricingUnitDescription:   string,    // Azure 1.0-preview(v1)+\r\n    x_Project:                  string,    // GCP Jan 2024\r\n    x_PublisherCategory:        string,    // Azure 1.0-preview(v1)+\r\n    x_PublisherId:              string,    // Azure 1.0-preview(v1)+\r\n    x_ResellerId:               string,    // Azure 1.0-preview(v1)+\r\n    x_ResellerName:             string,    // Azure 1.0-preview(v1)+\r\n    x_ResourceGroupName:        string,    // Azure 1.0-preview(v1)+\r\n    x_ResourceType:             string,    // Azure 1.0-preview(v1)+\r\n    x_ServiceCode:              string,    // AWS 1.0\r\n    x_ServiceId:                string,    // GCP Jan 2024\r\n    x_ServicePeriodEnd:         datetime,  // Azure 1.0-preview(v1)+\r\n    x_ServicePeriodStart:       datetime,  // Azure 1.0-preview(v1)+\r\n    x_SkuDescription:           string,    // Azure 1.0-preview(v1)+\r\n    x_SkuDetails:               dynamic,   // Azure 1.0-preview(v1)+\r\n    x_SkuIsCreditEligible:      bool,      // Azure 1.0-preview(v1)+\r\n    x_SkuMeterCategory:         string,    // Azure 1.0-preview(v1)+\r\n    x_SkuMeterId:               string,    // Azure 1.0-preview(v1)+\r\n    x_SkuMeterName:             string,    // Azure 1.0-preview(v1)+\r\n    x_SkuMeterSubcategory:      string,    // Azure 1.0-preview(v1)+\r\n    x_SkuOfferId:               string,    // Azure 1.0-preview(v1)+\r\n    x_SkuOrderId:               string,    // Azure 1.0-preview(v1)+\r\n    x_SkuOrderName:             string,    // Azure 1.0-preview(v1)+\r\n    x_SkuPartNumber:            string,    // Azure 1.0-preview(v1)+\r\n    x_SkuRegion:                string,    // Azure 1.0-preview(v1)+\r\n    x_SkuServiceFamily:         string,    // Azure 1.0-preview(v1)+\r\n    x_SkuTerm:                  int,       // Azure 1.0-preview(v1)+\r\n    x_SkuTier:                  string,    // Azure 1.0-preview(v1)+\r\n    x_SourceChanges:            string,    // Hubs add-on\r\n    x_SourceName:               string,    // Hubs add-on\r\n    x_SourceProvider:           string,    // Hubs add-on\r\n    x_SourceType:               string,    // Hubs add-on\r\n    x_SourceVersion:            string,    // Hubs add-on\r\n    x_UsageType:                string     // AWS 1.0\r\n)\r\n\r\n// Update policy for Costs_raw -> Costs_final_v1_0 table\r\n.alter table Costs_final_v1_0 policy update\r\n```\r\n[{\r\n    \"IsEnabled\": false,\r\n    \"Source\": \"Costs_raw\",\r\n    \"Query\": \"Costs_transform_v1_0()\",\r\n    \"IsTransactional\": true,\r\n    \"PropagateIngestionProperties\": true\r\n}]\r\n```\r\n\r\n\r\n//===| Actual costs |===================================================================================================\r\n// Supported versions:\r\n// - C360-2025-04\r\n//======================================================================================================================\r\n\r\n// ActualCosts_transform_v1_0 function\r\n.create-or-alter function\r\nwith (docstring='DEPRECATED: ActualCost exports transformed to FOCUS 1.0. Use ActualCosts_transform_v1_2() instead.', folder='Costs')\r\nActualCosts_transform_v1_0()\r\n{\r\n    // NOTE: All open issues and questions are tracked @ https://github.com/microsoft/finops-toolkit/issues/1111\r\n    // TODO: Transform actual costs to FOCUS 1.0 format\r\n    ActualCosts_raw\r\n    | where ChargeType in ('Purchase', 'Refund') and isnotempty(ReservationId)\r\n    //\r\n    //\r\n    // !!! The rest of the query is reused for both the ActualCosts and AmortizedCosts queries -- Copy all changes in both transform functions !!!\r\n    //\r\n    //\r\n    | extend x_AmortizationClass = case(\r\n        ChargeType in ('Purchase', 'Refund') and (ResourceId has '/microsoft.capacity/reservationorders/' or ResourceId has '/microsoft.billingbenefits/savingsplanorders/'), 'Principal',\r\n        ChargeType == 'Usage' and isnotempty(ReservationId) and ChargeType != 'UnusedSavingsPlan', 'Amortized Charge',\r\n        ''\r\n    )\r\n    | extend tmp_ResourceInfo = parse_resourceid(ResourceId)\r\n    // TODO: PricingCategory needs to include savings plan usage and spot usage\r\n    | extend PricingCategory = case(\r\n        x_AmortizationClass == 'Amortized Charge', 'Committed',\r\n        ChargeType in ('Usage', 'Purchase'), 'Standard',\r\n        ''\r\n    )\r\n    | extend x_ResourceType = tostring(tmp_ResourceInfo.x_ResourceType)\r\n    | project-rename\r\n        PricingQuantity = Quantity,\r\n        x_PricingUnitDescription = UnitOfMeasure\r\n    | lookup kind=leftouter (PricingUnits) on x_PricingUnitDescription\r\n    | lookup kind=leftouter (Regions) on ResourceLocation\r\n    | lookup kind=leftouter (ResourceTypes | project x_ResourceType, ResourceType = SingularDisplayName) on x_ResourceType\r\n    // TODO: Add the following in 1.2: ServiceSubcategory, PublisherName, x_PublisherCategory, x_Environment, x_ServiceModel\r\n    | lookup kind=leftouter (Services | where isnotempty(x_ResourceType) | summarize take_any(ServiceName), take_any(ServiceCategory) by x_ResourceType) on x_ResourceType\r\n    | lookup kind=leftouter (Services | where isnotempty(x_ConsumedService) | summarize take_any(ServiceName), take_any(ServiceCategory) by ConsumedService = x_ConsumedService) on ConsumedService\r\n    | extend CommitmentDiscountCategory = iff(isnotempty(ReservationId), 'Usage', '')  // TODO: CommitmentDiscountCategory needs to handle savings plans\r\n    | project\r\n        AvailabilityZone = AvailabilityZone,\r\n        BilledCost = iff(x_AmortizationClass == 'Amortized Charge', real(0), Cost),\r\n        BillingAccountId = strcat('/providers/microsoft.billing/billingaccounts/', BillingAccountId, iff(BillingAccountId == BillingProfileId or isempty(BillingProfileId), '', strcat('/billingprofiles/', BillingProfileId))),\r\n        BillingAccountName = coalesce(BillingProfileName, BillingAccountName),\r\n        BillingAccountType = iff(BillingAccountId == BillingProfileId or isempty(BillingProfileId), 'Billing Profile', 'Billing Account'),\r\n        BillingCurrency,\r\n        BillingPeriodEnd = startofmonth(BillingPeriodEndDate, 1),\r\n        BillingPeriodStart = startofmonth(BillingPeriodStartDate),\r\n        CapacityReservationId = '',\r\n        CapacityReservationStatus = '',\r\n        ChargeCategory = case(\r\n            ChargeType in ('Usage', 'Purchase', 'Credit', 'Tax'), ChargeType,\r\n            ChargeType in ('UnusedReservation', 'UnusedSavingsPlan'), 'Usage',\r\n            ChargeType == 'Refund', 'Purchase',\r\n            'Adjustment'\r\n        ),\r\n        ChargeClass = iff(ChargeType == 'Refund', 'Correction', ''),\r\n        ChargeDescription = Product,\r\n        ChargeFrequency = case(\r\n            Frequency == 'UsageBased', 'Usage-Based',\r\n            Frequency == 'OneTime', 'One-Time',\r\n            Frequency  // \"Recurring\" and any fallback\r\n        ),\r\n        ChargePeriodStart = Date,\r\n        ChargePeriodEnd = Date + 1d,\r\n        ChargeSubcategory = '',\r\n        // TODO: CommitmentDiscount* columns need to handle savings plans\r\n        CommitmentDiscountCategory,\r\n        CommitmentDiscountId = iff(isnotempty(ReservationId), strcat('/providers/microsoft.capacity/reservationorders/', ProductOrderId, '/reservations/', ReservationId), ''),\r\n        CommitmentDiscountName = ReservationName,\r\n        CommitmentDiscountQuantity = real(null),\r\n        CommitmentDiscountStatus = case(\r\n            isempty(ReservationId), '',\r\n            isnotempty(ReservationId) and ChargeType == 'Usage', 'Used',\r\n            ChargeType startswith 'Unused', 'Unused',\r\n            'Unused'\r\n        ),\r\n        CommitmentDiscountType = iff(isnotempty(ReservationId), 'Reservation', ''),\r\n        CommitmentDiscountUnit = '',\r\n        ConsumedQuantity = PricingQuantity * x_PricingBlockSize,\r\n        ConsumedUnit = PricingUnit,\r\n        ContractedCost = UnitPrice * PricingQuantity,\r\n        ContractedUnitPrice = UnitPrice,\r\n        EffectiveCost = iff(x_AmortizationClass == 'Principal', real(0), Cost),\r\n        InvoiceId = '',\r\n        InvoiceIssuerName = 'Microsoft',\r\n        ListCost = real(null),\r\n        ListUnitPrice = real(null),\r\n        PricingCategory,\r\n        PricingCurrency = '',\r\n        PricingQuantity,\r\n        PricingUnit,\r\n        ProviderName = 'Microsoft',\r\n        PublisherName = iff(PublisherType == 'Marketplace', PublisherName, 'Microsoft'),\r\n        Region = '',\r\n        RegionId,\r\n        RegionName,\r\n        ResourceId = tostring(tmp_ResourceInfo.ResourceId),\r\n        ResourceName = tostring(tmp_ResourceInfo.ResourceName),\r\n        ResourceType,\r\n        ServiceCategory,\r\n        ServiceName,\r\n        ServiceSubcategory = '',\r\n        SkuId = '',\r\n        SkuMeter = '',\r\n        SkuPriceDetails = '',\r\n        SkuPriceId = '',\r\n        SubAccountId = strcat('/subscriptions/', SubscriptionId),\r\n        SubAccountName = SubscriptionName,\r\n        SubAccountType = iff(isempty(SubscriptionId), '', 'Subscription'),\r\n        Tags = iff(Tags startswith '{', Tags, strcat('{', Tags, '}')),\r\n        UsageAmount = real(null),\r\n        UsageQuantity = real(null),\r\n        UsageUnit = '',\r\n        x_AccountId = '',\r\n        x_AccountName = AccountName,\r\n        x_AccountOwnerId = AccountOwnerId,\r\n        x_AmortizationClass = '',\r\n        x_BilledCostInUsd = real(null),\r\n        x_BilledUnitPrice = iff(ChargeType == 'Usage' and isnotempty(ReservationId) and ChargeType != 'UnusedSavingsPlan', real(0), UnitPrice),\r\n        x_BillingAccountId = BillingAccountId,\r\n        x_BillingAccountName = BillingAccountName,\r\n        x_BillingExchangeRate = real(null),\r\n        x_BillingExchangeRateDate = datetime(null),\r\n        x_BillingProfileId = BillingProfileId,\r\n        x_BillingProfileName = BillingProfileName,\r\n        x_BillingItemCode = '',\r\n        x_BillingItemName = '',\r\n        x_ChargeId = '',\r\n        x_CommodityCode = '',\r\n        x_CommodityName = '',\r\n        x_ComponentName = '',\r\n        x_ComponentType = '',\r\n        x_ContractedCostInUsd = real(null),\r\n        x_Cost = real(null),\r\n        x_CostAllocationRuleName = '',\r\n        x_CostCategories = '',\r\n        x_CostCenter = CostCenter,\r\n        x_CostType = '',\r\n        x_Credits = '',\r\n        x_CurrencyConversionRate = real(null),\r\n        x_CustomerId = '',\r\n        x_CustomerName = '',\r\n        x_Discount = '',\r\n        x_EffectiveCostInUsd = real(null),\r\n        x_EffectiveUnitPrice = iff(ChargeType == 'Usage' and isnotempty(ReservationId) and ChargeType != 'UnusedSavingsPlan', real(0), EffectivePrice),\r\n        x_ExportTime = datetime(null),\r\n        x_InstanceID = '',\r\n        x_InvoiceId = '',\r\n        x_InvoiceIssuerId = '',\r\n        x_InvoiceSectionId = InvoiceSectionId,\r\n        x_InvoiceSectionName = InvoiceSection,\r\n        x_ListCostInUsd = real(null),\r\n        x_Location = '',\r\n        x_OnDemandCost = real(null),\r\n        x_OnDemandCostInUsd = real(null),\r\n        x_OnDemandUnitPrice = real(null),\r\n        x_Operation = '',\r\n        x_OwnerAccountID = '',\r\n        x_PartnerCreditApplied = '',\r\n        x_PartnerCreditRate = '',\r\n        x_PricingBlockSize,\r\n        x_PricingCurrency = iff(BillingAccountId == BillingProfileId, BillingCurrency, ''),\r\n        x_PricingSubcategory = case(\r\n            // TODO: Add x_SkuTier when supported by C360 -- PricingCategory == 'Standard' and isnotempty(x_SkuTier), 'Tiered',\r\n            PricingCategory == 'Standard', 'Standard',\r\n            PricingCategory == 'Committed', strcat('Committed ', CommitmentDiscountCategory),\r\n            PricingCategory == 'Dynamic', 'Spot',\r\n            ''\r\n        ),\r\n        x_PricingUnitDescription,\r\n        x_Project = '',\r\n        x_PublisherCategory = iff(PublisherType == 'Marketplace', 'Vendor', 'Cloud Provider'),\r\n        x_PublisherId = '',\r\n        x_ResellerId = '',\r\n        x_ResellerName = '',\r\n        x_ResourceGroupName = ResourceGroup,\r\n        x_ResourceType,\r\n        x_ServiceCode = '',\r\n        x_ServiceId = '',\r\n        x_ServiceModel = '',\r\n        x_ServicePeriodEnd = datetime(null),\r\n        x_ServicePeriodStart = datetime(null),\r\n        x_SkuDescription = Product,\r\n        x_SkuDetails = iff(AdditionalInfo startswith '{', AdditionalInfo, strcat('{', AdditionalInfo, '}')),\r\n        x_SkuIsCreditEligible = IsAzureCreditEligible,\r\n        x_SkuMeterCategory = MeterCategory,\r\n        x_SkuMeterId = MeterId,\r\n        x_SkuMeterName = MeterName,\r\n        x_SkuMeterSubcategory = MeterSubCategory,\r\n        x_SkuOfferId = OfferId,\r\n        x_SkuOrderId = ProductOrderId,\r\n        x_SkuOrderName = ProductOrderName,\r\n        x_SkuPartNumber = PartNumber,\r\n        x_SkuPlanName = '',\r\n        x_SkuRegion = MeterRegion,\r\n        x_SkuServiceFamily = ServiceFamily,\r\n        x_SkuTerm = toint(Term),\r\n        x_SkuTier = '',\r\n        x_SourceName = 'C360',\r\n        x_SourceProvider = 'Microsoft',\r\n        x_SourceType = 'ActualCost',\r\n        x_SourceVersion = 'C360-2025-04',\r\n        x_SubproductName = '',\r\n        x_UsageType = ''\r\n}\r\n\r\n// Update policy for ActualCosts_raw -> Costs_raw table\r\n.alter table Costs_raw policy update\r\n``` \r\n[{\r\n    \"IsEnabled\": false,\r\n    \"Source\": \"ActualCosts_raw\",\r\n    \"Query\": \"ActualCosts_transform_v1_0()\",\r\n    \"IsTransactional\": true,\r\n    \"PropagateIngestionProperties\": true\r\n}]\r\n```\r\n\r\n\r\n//===| Amortized costs |================================================================================================\r\n// Supported versions:\r\n// - C360-2025-04\r\n//======================================================================================================================\r\n\r\n// AmortizedCosts_transform_v1_0 function\r\n.create-or-alter function\r\nwith (docstring='DEPRECATED: ActualCost exports transformed to FOCUS 1.0. Use AmortizedCosts_transform_v1_2() instead.', folder='Costs')\r\nAmortizedCosts_transform_v1_0()\r\n{\r\n    // NOTE: All open issues and questions are tracked @ https://github.com/microsoft/finops-toolkit/issues/1111\r\n    // TODO: Transform actual costs to FOCUS 1.0 format\r\n    AmortizedCosts_raw\r\n    //\r\n    //\r\n    // !!! The rest of the query is reused for both the ActualCosts and AmortizedCosts queries -- Copy all changes in both transform functions !!!\r\n    //\r\n    //\r\n    | extend x_AmortizationClass = case(\r\n        ChargeType in ('Purchase', 'Refund') and (ResourceId has '/microsoft.capacity/reservationorders/' or ResourceId has '/microsoft.billingbenefits/savingsplanorders/'), 'Principal',\r\n        ChargeType == 'Usage' and isnotempty(ReservationId) and ChargeType != 'UnusedSavingsPlan', 'Amortized Charge',\r\n        ''\r\n    )\r\n    | extend tmp_ResourceInfo = parse_resourceid(ResourceId)\r\n    // TODO: PricingCategory needs to include savings plan usage and spot usage\r\n    | extend PricingCategory = case(\r\n        x_AmortizationClass == 'Amortized Charge', 'Committed',\r\n        ChargeType in ('Usage', 'Purchase'), 'Standard',\r\n        ''\r\n    )\r\n    | extend x_ResourceType = tostring(tmp_ResourceInfo.x_ResourceType)\r\n    | project-rename\r\n        PricingQuantity = Quantity,\r\n        x_PricingUnitDescription = UnitOfMeasure\r\n    | lookup kind=leftouter (PricingUnits) on x_PricingUnitDescription\r\n    | lookup kind=leftouter (Regions) on ResourceLocation\r\n    | lookup kind=leftouter (ResourceTypes | project x_ResourceType, ResourceType = SingularDisplayName) on x_ResourceType\r\n    // TODO: Add the following in 1.2: ServiceSubcategory, PublisherName, x_PublisherCategory, x_Environment, x_ServiceModel\r\n    | lookup kind=leftouter (Services | where isnotempty(x_ResourceType) | summarize take_any(ServiceName), take_any(ServiceCategory) by x_ResourceType) on x_ResourceType\r\n    | lookup kind=leftouter (Services | where isnotempty(x_ConsumedService) | summarize take_any(ServiceName), take_any(ServiceCategory) by ConsumedService = x_ConsumedService) on ConsumedService\r\n    | extend CommitmentDiscountCategory = iff(isnotempty(ReservationId), 'Usage', '')  // TODO: CommitmentDiscountCategory needs to handle savings plans\r\n    | project\r\n        AvailabilityZone = AvailabilityZone,\r\n        BilledCost = iff(x_AmortizationClass == 'Amortized Charge', real(0), Cost),\r\n        BillingAccountId = strcat('/providers/microsoft.billing/billingaccounts/', BillingAccountId, iff(BillingAccountId == BillingProfileId or isempty(BillingProfileId), '', strcat('/billingprofiles/', BillingProfileId))),\r\n        BillingAccountName = coalesce(BillingProfileName, BillingAccountName),\r\n        BillingAccountType = iff(BillingAccountId == BillingProfileId or isempty(BillingProfileId), 'Billing Profile', 'Billing Account'),\r\n        BillingCurrency,\r\n        BillingPeriodEnd = startofmonth(BillingPeriodEndDate, 1),\r\n        BillingPeriodStart = startofmonth(BillingPeriodStartDate),\r\n        CapacityReservationId = '',\r\n        CapacityReservationStatus = '',\r\n        ChargeCategory = case(\r\n            ChargeType in ('Usage', 'Purchase', 'Credit', 'Tax'), ChargeType,\r\n            ChargeType in ('UnusedReservation', 'UnusedSavingsPlan'), 'Usage',\r\n            ChargeType == 'Refund', 'Purchase',\r\n            'Adjustment'\r\n        ),\r\n        ChargeClass = iff(ChargeType == 'Refund', 'Correction', ''),\r\n        ChargeDescription = Product,\r\n        ChargeFrequency = case(\r\n            Frequency == 'UsageBased', 'Usage-Based',\r\n            Frequency == 'OneTime', 'One-Time',\r\n            Frequency  // \"Recurring\" and any fallback\r\n        ),\r\n        ChargePeriodStart = Date,\r\n        ChargePeriodEnd = Date + 1d,\r\n        ChargeSubcategory = '',\r\n        // TODO: CommitmentDiscount* columns need to handle savings plans\r\n        CommitmentDiscountCategory,\r\n        CommitmentDiscountId = iff(isnotempty(ReservationId), strcat('/providers/microsoft.capacity/reservationorders/', ProductOrderId, '/reservations/', ReservationId), ''),\r\n        CommitmentDiscountName = ReservationName,\r\n        CommitmentDiscountQuantity = real(null),\r\n        CommitmentDiscountStatus = case(\r\n            isempty(ReservationId), '',\r\n            isnotempty(ReservationId) and ChargeType == 'Usage', 'Used',\r\n            ChargeType startswith 'Unused', 'Unused',\r\n            'Unused'\r\n        ),\r\n        CommitmentDiscountType = iff(isnotempty(ReservationId), 'Reservation', ''),\r\n        CommitmentDiscountUnit = '',\r\n        ConsumedQuantity = PricingQuantity * x_PricingBlockSize,\r\n        ConsumedUnit = PricingUnit,\r\n        ContractedCost = UnitPrice * PricingQuantity,\r\n        ContractedUnitPrice = UnitPrice,\r\n        EffectiveCost = iff(x_AmortizationClass == 'Principal', real(0), Cost),\r\n        InvoiceId = '',\r\n        InvoiceIssuerName = 'Microsoft',\r\n        ListCost = real(null),\r\n        ListUnitPrice = real(null),\r\n        PricingCategory,\r\n        PricingCurrency = '',\r\n        PricingQuantity,\r\n        PricingUnit,\r\n        ProviderName = 'Microsoft',\r\n        PublisherName = iff(PublisherType == 'Marketplace', PublisherName, 'Microsoft'),\r\n        Region = '',\r\n        RegionId,\r\n        RegionName,\r\n        ResourceId = tostring(tmp_ResourceInfo.ResourceId),\r\n        ResourceName = tostring(tmp_ResourceInfo.ResourceName),\r\n        ResourceType,\r\n        ServiceCategory,\r\n        ServiceName,\r\n        ServiceSubcategory = '',\r\n        SkuId = '',\r\n        SkuMeter = '',\r\n        SkuPriceDetails = '',\r\n        SkuPriceId = '',\r\n        SubAccountId = strcat('/subscriptions/', SubscriptionId),\r\n        SubAccountName = SubscriptionName,\r\n        SubAccountType = iff(isempty(SubscriptionId), '', 'Subscription'),\r\n        Tags = iff(Tags startswith '{', Tags, strcat('{', Tags, '}')),\r\n        UsageAmount = real(null),\r\n        UsageQuantity = real(null),\r\n        UsageUnit = '',\r\n        x_AccountId = '',\r\n        x_AccountName = AccountName,\r\n        x_AccountOwnerId = AccountOwnerId,\r\n        x_AmortizationClass = '',\r\n        x_BilledCostInUsd = real(null),\r\n        x_BilledUnitPrice = iff(ChargeType == 'Usage' and isnotempty(ReservationId) and ChargeType != 'UnusedSavingsPlan', real(0), UnitPrice),\r\n        x_BillingAccountId = BillingAccountId,\r\n        x_BillingAccountName = BillingAccountName,\r\n        x_BillingExchangeRate = real(null),\r\n        x_BillingExchangeRateDate = datetime(null),\r\n        x_BillingProfileId = BillingProfileId,\r\n        x_BillingProfileName = BillingProfileName,\r\n        x_BillingItemCode = '',\r\n        x_BillingItemName = '',\r\n        x_ChargeId = '',\r\n        x_CommodityCode = '',\r\n        x_CommodityName = '',\r\n        x_ComponentName = '',\r\n        x_ComponentType = '',\r\n        x_ContractedCostInUsd = real(null),\r\n        x_Cost = real(null),\r\n        x_CostAllocationRuleName = '',\r\n        x_CostCategories = '',\r\n        x_CostCenter = CostCenter,\r\n        x_CostType = '',\r\n        x_Credits = '',\r\n        x_CurrencyConversionRate = real(null),\r\n        x_CustomerId = '',\r\n        x_CustomerName = '',\r\n        x_Discount = '',\r\n        x_EffectiveCostInUsd = real(null),\r\n        x_EffectiveUnitPrice = iff(ChargeType == 'Usage' and isnotempty(ReservationId) and ChargeType != 'UnusedSavingsPlan', real(0), EffectivePrice),\r\n        x_ExportTime = datetime(null),\r\n        x_InstanceID = '',\r\n        x_InvoiceId = '',\r\n        x_InvoiceIssuerId = '',\r\n        x_InvoiceSectionId = InvoiceSectionId,\r\n        x_InvoiceSectionName = InvoiceSection,\r\n        x_ListCostInUsd = real(null),\r\n        x_Location = '',\r\n        x_OnDemandCost = real(null),\r\n        x_OnDemandCostInUsd = real(null),\r\n        x_OnDemandUnitPrice = real(null),\r\n        x_Operation = '',\r\n        x_OwnerAccountID = '',\r\n        x_PartnerCreditApplied = '',\r\n        x_PartnerCreditRate = '',\r\n        x_PricingBlockSize,\r\n        x_PricingCurrency = iff(BillingAccountId == BillingProfileId, BillingCurrency, ''),\r\n        x_PricingSubcategory = case(\r\n            // TODO: Add x_SkuTier when supported by C360 -- PricingCategory == 'Standard' and isnotempty(x_SkuTier), 'Tiered',\r\n            PricingCategory == 'Standard', 'Standard',\r\n            PricingCategory == 'Committed', strcat('Committed ', CommitmentDiscountCategory),\r\n            PricingCategory == 'Dynamic', 'Spot',\r\n            ''\r\n        ),\r\n        x_PricingUnitDescription,\r\n        x_Project = '',\r\n        x_PublisherCategory = iff(PublisherType == 'Marketplace', 'Vendor', 'Cloud Provider'),\r\n        x_PublisherId = '',\r\n        x_ResellerId = '',\r\n        x_ResellerName = '',\r\n        x_ResourceGroupName = ResourceGroup,\r\n        x_ResourceType,\r\n        x_ServiceCode = '',\r\n        x_ServiceId = '',\r\n        x_ServiceModel = '',\r\n        x_ServicePeriodEnd = datetime(null),\r\n        x_ServicePeriodStart = datetime(null),\r\n        x_SkuDescription = Product,\r\n        x_SkuDetails = iff(AdditionalInfo startswith '{', AdditionalInfo, strcat('{', AdditionalInfo, '}')),\r\n        x_SkuIsCreditEligible = IsAzureCreditEligible,\r\n        x_SkuMeterCategory = MeterCategory,\r\n        x_SkuMeterId = MeterId,\r\n        x_SkuMeterName = MeterName,\r\n        x_SkuMeterSubcategory = MeterSubCategory,\r\n        x_SkuOfferId = OfferId,\r\n        x_SkuOrderId = ProductOrderId,\r\n        x_SkuOrderName = ProductOrderName,\r\n        x_SkuPartNumber = PartNumber,\r\n        x_SkuPlanName = '',\r\n        x_SkuRegion = MeterRegion,\r\n        x_SkuServiceFamily = ServiceFamily,\r\n        x_SkuTerm = toint(Term),\r\n        x_SkuTier = '',\r\n        x_SourceName = 'C360',\r\n        x_SourceProvider = 'Microsoft',\r\n        x_SourceType = 'ActualCost',\r\n        x_SourceVersion = 'C360-2025-04',\r\n        x_SubproductName = '',\r\n        x_UsageType = ''\r\n}\r\n\r\n// Update policy for AmortizedCosts_raw -> Costs_raw table\r\n.alter table Costs_raw policy update\r\n``` \r\n[{\r\n    \"IsEnabled\": false,\r\n    \"Source\": \"AmortizedCosts_raw\",\r\n    \"Query\": \"AmortizedCosts_transform_v1_0()\",\r\n    \"IsTransactional\": true,\r\n    \"PropagateIngestionProperties\": true\r\n}]\r\n```\r\n\r\n\r\n//===| CommitmentDiscountUsage |========================================================================================\r\n// Supported versions:\r\n// - MS EA reservation details: 2023-03-01  -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/reservation-details-ea\r\n// - MS MCA reservation details: 2023-03-01 -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/reservation-details-mca\r\n//======================================================================================================================\r\n\r\n// CommitmentDiscountUsage_transform_v1_0 function\r\n.create-or-alter function\r\nwith (docstring='DEPRECATED: All commitment discount usage transformed to FOCUS 1.0. This includes reservationdeatils_raw. Use CommitmentDiscountUsage_transform_v1_2() instead.', folder='Commitment discounts')\r\nCommitmentDiscountUsage_transform_v1_0()\r\n{\r\n    // NOTE: All open issues and questions are tracked @ https://github.com/microsoft/finops-toolkit/issues/1111\r\n    CommitmentDiscountUsage_raw\r\n    //\r\n    // Change real to decimal\r\n    | extend\r\n        InstanceFlexibilityRatio = todecimal(InstanceFlexibilityRatio),\r\n        ReservedHours            = todecimal(ReservedHours),\r\n        TotalReservedQuantity    = todecimal(TotalReservedQuantity),\r\n        UsedHours                = todecimal(UsedHours)\r\n    //\r\n    // Set ProviderName\r\n    | extend ProviderName = 'Microsoft'\r\n    //\r\n    // Handle resource columns\r\n    | extend ResourceId = tolower(InstanceId)\r\n    | extend tmp_ResourceDetails = parse_resourceid(ResourceId)\r\n    | extend ResourceName        = tostring(tmp_ResourceDetails.ResourceName)\r\n    | extend SubAccountId        = tostring(tmp_ResourceDetails.SubAccountId)\r\n    | extend x_ResourceGroupName = tostring(tmp_ResourceDetails.x_ResourceGroupName)\r\n    | extend x_ResourceType      = tostring(tmp_ResourceDetails.x_ResourceType)\r\n    | lookup kind=leftouter (ResourceTypes | distinct x_ResourceType, ResourceType = SingularDisplayName) on x_ResourceType\r\n    | lookup kind=leftouter (Services | where isnotempty(x_ResourceType) | summarize take_any(ServiceName), take_any(ServiceCategory), take_any(x_ServiceModel) by x_ResourceType) on x_ResourceType\r\n    //\r\n    // Sort columns and apply final transforms\r\n    | project\r\n        ChargePeriodEnd                     = UsageDate + 1d,\r\n        ChargePeriodStart                   = UsageDate,\r\n        CommitmentDiscountCategory          = 'Usage',\r\n        CommitmentDiscountId                = tolower(strcat('/providers/microsoft.capacity/reservationorders/', ReservationOrderId, '/reservations/', ReservationId)),\r\n        CommitmentDiscountType              = 'Reservation',\r\n        ConsumedQuantity                    = UsedHours,\r\n        ProviderName,\r\n        ResourceId,\r\n        ResourceName,\r\n        ResourceType,\r\n        ServiceCategory,\r\n        ServiceName,\r\n        SubAccountId,\r\n        x_CommitmentDiscountCommittedCount  = TotalReservedQuantity,\r\n        x_CommitmentDiscountCommittedAmount = ReservedHours,\r\n        // TODO: Is this needed? -- x_CommitmentDiscountKind            = Kind,\r\n        x_CommitmentDiscountNormalizedGroup = iff(InstanceFlexibilityGroup == 'NA', '', InstanceFlexibilityGroup),\r\n        x_CommitmentDiscountNormalizedRatio = InstanceFlexibilityRatio,\r\n        x_CommitmentDiscountQuantity        = UsedHours * InstanceFlexibilityRatio,\r\n        x_IngestionTime                     = ingestion_time(),\r\n        x_ResourceGroupName,\r\n        x_ResourceType,\r\n        // x_RowId = hash_sha256(strcat(\r\n        //     // DO NOT CHANGE COLUMNS OR COLUMN ORDER\r\n        //     CommitmentDiscountId,\r\n        //     ResourceId,\r\n        //     ChargePeriodStart\r\n        // )),\r\n        x_ServiceModel,\r\n        x_SkuOrderId                        = ReservationOrderId,\r\n        x_SkuSize                           = iff(SkuName == 'NA', '', SkuName),\r\n        x_SourceName                        = coalesce(x_SourceName, iff(ProviderName == 'Microsoft', 'Cost Management', ProviderName)),\r\n        x_SourceProvider                    = coalesce(x_SourceProvider, ProviderName),\r\n        x_SourceType                        = coalesce(x_SourceType, iff(ProviderName == 'Microsoft', 'ReservationDetails', '')),\r\n        x_SourceVersion                     = coalesce(x_SourceVersion, iff(ProviderName == 'Microsoft', '2024-03-01', ''))\r\n}\r\n\r\n// CommitmentDiscountUsage_final_v1_0 table\r\n.create-merge table CommitmentDiscountUsage_final_v1_0 (\r\n    ChargePeriodEnd:                     datetime,  // Hubs add-on\r\n    ChargePeriodStart:                   datetime,  // MS 2023-03-01\r\n    CommitmentDiscountCategory:          string,    // Hubs add-on\r\n    CommitmentDiscountId:                string,    // MS 2023-03-01\r\n    CommitmentDiscountType:              string,    // Hubs add-on\r\n    ConsumedQuantity:                    decimal,   // MS 2023-03-01\r\n    ProviderName:                        string,    // Hubs add-on\r\n    ResourceId:                          string,    // MS 2023-03-01\r\n    ResourceName:                        string,    // Hubs add-on\r\n    ResourceType:                        string,    // Hubs add-on\r\n    ServiceCategory:                     string,    // Hubs add-on\r\n    ServiceName:                         string,    // Hubs add-on\r\n    SubAccountId:                        string,    // Hubs add-on\r\n    x_CommitmentDiscountCommittedCount:  decimal,   // MS 2023-03-01\r\n    x_CommitmentDiscountCommittedAmount: decimal,   // MS 2023-03-01\r\n    x_CommitmentDiscountNormalizedGroup: string,    // MS 2023-03-01\r\n    x_CommitmentDiscountNormalizedRatio: decimal,   // MS 2023-03-01\r\n    x_CommitmentDiscountQuantity:        decimal,   // MS 2023-03-01\r\n    x_IngestionTime:                     datetime,  // Hubs add-on\r\n    x_ResourceGroupName:                 string,    // Hubs add-on\r\n    x_ResourceType:                      string,    // Hubs add-on\r\n    x_ServiceModel:                      string,    // Hubs add-on\r\n    x_SkuOrderId:                        string,    // MS 2023-03-01\r\n    x_SkuSize:                           string,    // MS 2023-03-01\r\n    x_SourceName:                        string,    // Hubs add-on\r\n    x_SourceProvider:                    string,    // Hubs add-on\r\n    x_SourceType:                        string,    // Hubs add-on\r\n    x_SourceVersion:                     string     // Hubs add-on\r\n)\r\n\r\n// Update policy for CommitmentDiscountUsage_raw -> CommitmentDiscountUsage_final_v1_0 table\r\n.alter table CommitmentDiscountUsage_final_v1_0 policy update\r\n```\r\n[{\r\n    \"IsEnabled\": false,\r\n    \"Source\": \"CommitmentDiscountUsage_raw\",\r\n    \"Query\": \"CommitmentDiscountUsage_transform_v1_0()\",\r\n    \"IsTransactional\": true,\r\n    \"PropagateIngestionProperties\": true\r\n}]\r\n```\r\n\r\n\r\n//===| Recommendations |================================================================================================\r\n// Supported datasets/versions:\r\n// - MS CM EA reservation recommendations: 2023-05-01  -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/reservation-recommendations-ea\r\n// - MS CM MCA reservation recommendations: 2023-05-01 -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/reservation-recommendations-mca\r\n//======================================================================================================================\r\n\r\n// Recommendations_transform_v1_0 function\r\n.create-or-alter function\r\nwith (docstring='DEPRECATED: All recommendations transformed to FOCUS 1.0. Use Recommendations_transform_v1_2() instead.', folder='Recommendations')\r\nRecommendations_transform_v1_0()\r\n{\r\n    // NOTE: All open issues and questions are tracked @ https://github.com/microsoft/finops-toolkit/issues/1111\r\n    let isoMonths = (duration: string) {\r\n        let number = toint(replace_regex(duration, @'[PMY]', ''));\r\n        toint(case(\r\n            duration == '', toint(''),\r\n            duration endswith \"Y\", number * 12,\r\n            duration endswith \"M\", number,\r\n            -1\r\n        ))\r\n    };\r\n    Recommendations_raw\r\n    //\r\n    // Change real to decimal\r\n    | extend\r\n        CostWithNoReservedInstances    = todecimal(CostWithNoReservedInstances),\r\n        InstanceFlexibilityRatio       = todecimal(InstanceFlexibilityRatio),\r\n        NetSavings                     = todecimal(NetSavings),\r\n        RecommendedQuantity            = todecimal(RecommendedQuantity),\r\n        RecommendedQuantityNormalized  = todecimal(RecommendedQuantityNormalized),\r\n        TotalCostWithReservedInstances = todecimal(TotalCostWithReservedInstances)\r\n    //\r\n    | extend x_IngestionTime = ingestion_time()\r\n    //\r\n    // Set ProviderName\r\n    | extend ProviderName = 'Microsoft'\r\n    //\r\n    // Set source columns\r\n    | extend x_SourceName     = coalesce(x_SourceName, iff(ProviderName == 'Microsoft', 'Cost Management', ProviderName))\r\n    | extend x_SourceProvider = coalesce(x_SourceProvider, ProviderName)\r\n    | extend x_SourceType     = coalesce(x_SourceType, iff(ProviderName == 'Microsoft', 'ReservationRecommendations', ''))\r\n    | extend x_SourceVersion  = coalesce(x_SourceVersion, iff(ProviderName == 'Microsoft', '2023-05-01', ''))\r\n    //\r\n    // Convert JSON cost columns to decimal\r\n    | extend CostWithNoReservedInstances    = case(isnotempty(CostWithNoReservedInstances),    CostWithNoReservedInstances,    isnotempty(CostWithNoReservedInstancesJson),    todecimal(extract(@'\"value\":([0-9\\.]+)', 1, CostWithNoReservedInstancesJson)),    CostWithNoReservedInstances)\r\n    | extend NetSavings                     = case(isnotempty(NetSavings),                     NetSavings,                     isnotempty(NetSavingsJson),                     todecimal(extract(@'\"value\":([0-9\\.]+)', 1, NetSavingsJson)),                     NetSavings)\r\n    | extend TotalCostWithReservedInstances = case(isnotempty(TotalCostWithReservedInstances), TotalCostWithReservedInstances, isnotempty(TotalCostWithReservedInstancesJson), todecimal(extract(@'\"value\":([0-9\\.]+)', 1, TotalCostWithReservedInstancesJson)), TotalCostWithReservedInstances)\r\n    //\r\n    // Build recommendation details\r\n    | lookup kind=leftouter (Regions | summarize RegionName = make_set(RegionName)[0] by Location = RegionId) on Location\r\n    | extend x_RecommendationDetails = case(\r\n      x_SourceType == 'ReservationRecommendations', bag_pack(\r\n        'CommitmentDiscountNormalizedGroup', InstanceFlexibilityGroup,\r\n        'CommitmentDiscountNormalizedRatio', InstanceFlexibilityRatio,\r\n        'CommitmentDiscountNormalizedSize', NormalizedSize,\r\n        'CommitmentDiscountResourceType', ResourceType,\r\n        'CommitmentDiscountScope', Scope,\r\n        'LookbackPeriodDuration', case(\r\n            LookBackPeriod matches regex @'^Last([0-9]+)Days$', replace_regex(LookBackPeriod, @'^Last([0-9]+)Days$', @'P\\1D'),\r\n            LookBackPeriod matches regex @'^[0-9]+$',           strcat('P', LookBackPeriod, 'D'),\r\n            ''\r\n        ),\r\n        'LookbackPeriodStart', FirstUsageDate,\r\n        'RecommendedQuantity', RecommendedQuantity,\r\n        'RecommendedQuantityNormalized', RecommendedQuantityNormalized,\r\n        'RegionId', Location,\r\n        'RegionName', RegionName,\r\n        'SkuMeterId', MeterId,\r\n        'SkuPriceDetails', SkuProperties,\r\n        'SkuSize', coalesce(SKU, SkuName),\r\n        'SkuTerm', isoMonths(Term)\r\n      ),\r\n      dynamic({})\r\n    )\r\n    //\r\n    // Sort columns and apply final transforms\r\n    | extend x_RecommendationDate = FirstUsageDate + (toint(extract(@'^P([0-9]+)D$', 1, tostring(x_RecommendationDetails.LookbackPeriodDuration))) * 1d)\r\n    | extend x_RecommendationDate = iff(x_RecommendationDate > now(), startofday(now()), x_RecommendationDate)\r\n    | project\r\n      ProviderName,\r\n      SubAccountId = iff(isnotempty(SubscriptionId), strcat('/subscriptions/', SubscriptionId), ''),\r\n      x_IngestionTime,\r\n      x_EffectiveCostAfter = TotalCostWithReservedInstances,\r\n      x_EffectiveCostBefore = CostWithNoReservedInstances,\r\n      x_EffectiveCostSavings = NetSavings,\r\n      x_RecommendationDate = FirstUsageDate + (toint(extract(@'^P([0-9]+)D$', 1, tostring(x_RecommendationDetails.LookbackPeriodDuration))) * 1d),\r\n      x_RecommendationDetails,\r\n      x_SourceName,\r\n      x_SourceProvider,\r\n      x_SourceType,\r\n      x_SourceVersion\r\n}\r\n\r\n// Recommendations_final_v1_0 table\r\n.create-merge table Recommendations_final_v1_0 (\r\n    ProviderName:            string,\r\n    SubAccountId:            string,\r\n    x_IngestionTime:         datetime,\r\n    x_EffectiveCostAfter:    decimal,\r\n    x_EffectiveCostBefore:   decimal,\r\n    x_EffectiveCostSavings:  decimal,\r\n    x_RecommendationDate:    datetime,\r\n    x_RecommendationDetails: dynamic,\r\n    x_SourceName:            string,\r\n    x_SourceProvider:        string,\r\n    x_SourceType:            string,\r\n    x_SourceVersion:         string\r\n)\r\n\r\n// Update policy for Recommendations_raw -> Recommendations_final_v1_0 table\r\n.alter table Recommendations_final_v1_0 policy update\r\n```\r\n[{\r\n    \"IsEnabled\": false,\r\n    \"Source\": \"Recommendations_raw\",\r\n    \"Query\": \"Recommendations_transform_v1_0()\",\r\n    \"IsTransactional\": true,\r\n    \"PropagateIngestionProperties\": true\r\n}]\r\n```\r\n\r\n\r\n//===| Transactions |===================================================================================================\r\n// Supported versions:\r\n// - MS CM EA reservation transactions: 2023-05-01  -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/reservation-transactions-ea\r\n// - MS CM MCA reservation transactions: 2023-05-01 -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/reservation-transactions-mca\r\n//======================================================================================================================\r\n\r\n// Transactions_transform_v1_0 function\r\n.create-or-alter function\r\nwith (docstring='DEPRECATED: All transactions transformed to FOCUS 1.0. Use Transactions_transform_v1_2() instead.', folder='Transactions')\r\nTransactions_transform_v1_0()\r\n{\r\n    // NOTE: All open issues and questions are tracked @ https://github.com/microsoft/finops-toolkit/issues/1111\r\n    let isoMonths = (duration: string) {\r\n        let number = toint(replace_regex(duration, @'[PMY]', ''));\r\n        toint(case(\r\n            duration == '', toint(''),\r\n            duration endswith \"Y\", number * 12,\r\n            duration endswith \"M\", number,\r\n            -1\r\n        ))\r\n    };\r\n    Transactions_raw\r\n    //\r\n    // Change real to decimal\r\n    | extend\r\n        Amount             = todecimal(Amount),\r\n        MonetaryCommitment = todecimal(MonetaryCommitment),\r\n        Overage            = todecimal(Overage),\r\n        Quantity           = todecimal(Quantity)\r\n    //\r\n    // Set ProviderName\r\n    | extend ProviderName = 'Microsoft'\r\n    //\r\n    // Set source columns\r\n    | extend x_SourceName     = coalesce(x_SourceName, iff(ProviderName == 'Microsoft', 'Cost Management', ProviderName))\r\n    | extend x_SourceProvider = coalesce(x_SourceProvider, ProviderName)\r\n    | extend x_SourceType     = coalesce(x_SourceType, iff(ProviderName == 'Microsoft', 'ReservationTransactions', ''))\r\n    | extend x_SourceVersion  = coalesce(x_SourceVersion, iff(ProviderName == 'Microsoft', '2023-05-01', ''))\r\n    //\r\n    // Handle BillingPeriodStart/End\r\n    | extend BillingMonth = tostring(BillingMonth)\r\n    | extend BillingPeriodStart = iff(isempty(BillingMonth), datetime(null), todatetime(strcat(substring(BillingMonth, 0, 4), \"-\", substring(BillingMonth, 4, 2), \"-\", substring(BillingMonth, 6, 2))))\r\n    | extend BillingPeriodEnd = iff(isempty(BillingMonth), datetime(null), startofmonth(endofmonth(BillingPeriodStart) + 1d))\r\n    //\r\n    // Sort columns and apply final transforms\r\n    | project\r\n      BilledCost = Amount,\r\n      BillingAccountId = case(\r\n        BillingProfileId startswith '/', BillingProfileId,\r\n        isnotempty(CurrentEnrollmentId), strcat('/providers/Microsoft.Billing/billingAccounts/', CurrentEnrollmentId),\r\n        isnotempty(BillingProfileId), strcat('/providers/Microsoft.Billing/billingProfiles/', BillingProfileId),\r\n        ''\r\n      ),\r\n      BillingAccountName = coalesce(BillingProfileName, CurrentEnrollmentId),\r\n      BillingCurrency = Currency,\r\n      BillingPeriodEnd,\r\n      BillingPeriodStart,\r\n      ChargeCategory = case(\r\n        EventType in ('Cancel', 'Purchase', 'Refund'), 'Purchase',\r\n        'Adjustment'\r\n      ),\r\n      ChargeClass = case(\r\n        EventType == 'Cancel', 'Cancel',  // FOCUS does not handle this scenario\r\n        EventType == 'Refund', 'Correction',\r\n        ''\r\n      ),\r\n      ChargeDescription = Description,\r\n      ChargeFrequency   = case(\r\n        BillingFrequency == 'OneTime', 'One-Time',\r\n        BillingFrequency == 'Recurring', 'Recurring',\r\n        BillingFrequency\r\n      ),\r\n      ChargePeriodStart    = EventDate,\r\n      PricingQuantity      = Quantity,\r\n      PricingUnit          = 'Reservations',\r\n      ProviderName,\r\n      RegionId             = Region,\r\n      RegionName           = Region,\r\n      SubAccountId         = iff(isempty(PurchasingSubscriptionGuid), '', strcat('/subscriptions/', PurchasingSubscriptionGuid)),\r\n      SubAccountName       = iff(isempty(PurchasingSubscriptionGuid), '', PurchasingSubscriptionName),\r\n      x_AccountName        = AccountName,\r\n      x_AccountOwnerId     = AccountOwnerEmail,\r\n      x_CostCenter         = CostCenter,\r\n      x_InvoiceId          = InvoiceId,\r\n      x_InvoiceNumber      = Invoice,\r\n      x_InvoiceSectionId   = InvoiceSectionId,\r\n      x_InvoiceSectionName = coalesce(InvoiceSectionName, DepartmentName),\r\n      x_IngestionTime      = ingestion_time(),\r\n      x_MonetaryCommitment = MonetaryCommitment,\r\n      x_Overage            = Overage,\r\n      x_PurchasingBillingAccountId = PurchasingEnrollment,\r\n      x_SkuOrderId         = ReservationOrderId,\r\n      x_SkuOrderName       = ReservationOrderName,\r\n      x_SkuSize            = ArmSkuName,\r\n      x_SkuTerm            = isoMonths(Term),\r\n      x_SourceName,\r\n      x_SourceProvider,\r\n      x_SourceType,\r\n      x_SourceVersion,\r\n      x_SubscriptionId  = PurchasingSubscriptionGuid,\r\n      x_TransactionType = EventType\r\n}\r\n\r\n// Transactions_final_v1_0 table\r\n.create-merge table Transactions_final_v1_0 (\r\n    BilledCost:                   decimal,   // MS CM EA+MCA 2023-05-01\r\n    BillingAccountId:             string,    // MS CM EA+MCA 2023-05-01\r\n    BillingAccountName:           string,    // MS CM EA+MCA 2023-05-01\r\n    BillingCurrency:              string,    // MS CM EA+MCA 2023-05-01\r\n    BillingPeriodEnd:             datetime,  // MS CM EA+MCA 2023-05-01\r\n    BillingPeriodStart:           datetime,  // MS CM EA+MCA 2023-05-01\r\n    ChargeCategory:               string,    // Hubs add-on\r\n    ChargeClass:                  string,    // Hubs add-on\r\n    ChargeDescription:            string,    // MS CM EA+MCA 2023-05-01\r\n    ChargeFrequency:              string,    // MS CM EA+MCA 2023-05-01\r\n    ChargePeriodStart:            datetime,  // MS CM EA+MCA 2023-05-01\r\n    PricingQuantity:              decimal,   // MS CM EA+MCA 2023-05-01\r\n    PricingUnit:                  string,    // Hubs add-on\r\n    ProviderName:                 string,    // Hubs add-on\r\n    RegionId:                     string,    // MS CM EA+MCA 2023-05-01\r\n    RegionName:                   string,    // MS CM EA+MCA 2023-05-01\r\n    SubAccountId:                 string,    // MS CM EA+MCA 2023-05-01\r\n    SubAccountName:               string,    // MS CM EA+MCA 2023-05-01\r\n    x_AccountName:                string,    // MS CM EA 2023-05-01\r\n    x_AccountOwnerId:             string,    // MS CM EA 2023-05-01\r\n    x_CostCenter:                 string,    // MS CM EA 2023-05-01\r\n    x_InvoiceId:                  string,    // MS CM MCA 2023-05-01\r\n    x_InvoiceNumber:              string,    // MS CM MCA 2023-05-01\r\n    x_InvoiceSectionId:           string,    // MS CM MCA 2023-05-01\r\n    x_InvoiceSectionName:         string,    // MS CM MCA 2023-05-01\r\n    x_IngestionTime:              datetime,  // Hubs add-on\r\n    x_MonetaryCommitment:         decimal,   // MS CM EA 2023-05-01\r\n    x_Overage:                    decimal,   // MS CM EA 2023-05-01\r\n    x_PurchasingBillingAccountId: string,    // MS CM EA 2023-05-01\r\n    x_SkuOrderId:                 string,    // MS CM EA+MCA 2023-05-01\r\n    x_SkuOrderName:               string,    // MS CM EA+MCA 2023-05-01\r\n    x_SkuSize:                    string,    // MS CM EA+MCA 2023-05-01\r\n    x_SkuTerm:                    int,       // MS CM EA+MCA 2023-05-01\r\n    x_SourceName:                 string,    // Hubs add-on\r\n    x_SourceProvider:             string,    // Hubs add-on\r\n    x_SourceType:                 string,    // Hubs add-on\r\n    x_SourceVersion:              string,    // Hubs add-on\r\n    x_SubscriptionId:             string,    // MS CM EA+MCA 2023-05-01\r\n    x_TransactionType:            string     // MS CM EA+MCA 2023-05-01\r\n)\r\n\r\n// Update policy for Transactions_raw -> Transactions_final_v1_0 table\r\n.alter table Transactions_final_v1_0 policy update\r\n```\r\n[{\r\n    \"IsEnabled\": false,\r\n    \"Source\": \"Transactions_raw\",\r\n    \"Query\": \"Transactions_transform_v1_0()\",\r\n    \"IsTransactional\": true,\r\n    \"PropagateIngestionProperties\": true\r\n}]\r\n```\r\n",
+                    "HUB_DATA_EXPLORER": "hubDataExplorer",
+                    "HUB_DB": "Hub",
+                    "INGESTION_DB": "Ingestion",
+                    "ftkGitTag": "v15",
+                    "ftkReleaseUri": "[if(not(equals(indexOf(variables('finOpsToolkitVersion'), '-dev'), -1)), 'https://raw.githubusercontent.com/microsoft/finops-toolkit/refs/heads/dev/src/open-data', format('https://raw.githubusercontent.com/microsoft/finops-toolkit/refs/tags/{0}/src/open-data', variables('ftkGitTag')))]",
+                    "useFabric": "[not(empty(parameters('fabricQueryUri')))]",
+                    "useAzure": "[and(not(variables('useFabric')), not(empty(parameters('clusterName'))))]",
+                    "dataExplorerDnsSuffixLookup": {
+                      "AzureCloud": "kusto.windows.net",
+                      "AzureUSGovernment": "kusto.usgovcloudapi.net",
+                      "AzureChinaCloud": "kusto.windows.cn"
+                    },
+                    "dataExplorerDnsSuffix": "[coalesce(tryGet(variables('dataExplorerDnsSuffixLookup'), environment().name), replace(environment().suffixes.storage, 'core', 'kusto'))]",
+                    "dataExplorerPrivateDnsZoneName": "[replace(format('privatelink.{0}.{1}', parameters('app').hub.location, variables('dataExplorerDnsSuffix')), '..', '.')]",
+                    "ingestionCapacity": {
+                      "Dev(No SLA)_Standard_E2a_v4": 1,
+                      "Dev(No SLA)_Standard_D11_v2": 1,
+                      "Standard_D11_v2": 2,
+                      "Standard_D12_v2": 4,
+                      "Standard_D13_v2": 8,
+                      "Standard_D14_v2": 16,
+                      "Standard_D16d_v5": 16,
+                      "Standard_D32d_v4": 32,
+                      "Standard_D32d_v5": 32,
+                      "Standard_DS13_v2+1TB_PS": 8,
+                      "Standard_DS13_v2+2TB_PS": 8,
+                      "Standard_DS14_v2+3TB_PS": 16,
+                      "Standard_DS14_v2+4TB_PS": 16,
+                      "Standard_E2a_v4": 2,
+                      "Standard_E2ads_v5": 2,
+                      "Standard_E2d_v4": 2,
+                      "Standard_E2d_v5": 2,
+                      "Standard_E4a_v4": 4,
+                      "Standard_E4ads_v5": 4,
+                      "Standard_E4d_v4": 4,
+                      "Standard_E4d_v5": 4,
+                      "Standard_E8a_v4": 8,
+                      "Standard_E8ads_v5": 8,
+                      "Standard_E8as_v4+1TB_PS": 8,
+                      "Standard_E8as_v4+2TB_PS": 8,
+                      "Standard_E8as_v5+1TB_PS": 8,
+                      "Standard_E8as_v5+2TB_PS": 8,
+                      "Standard_E8d_v4": 8,
+                      "Standard_E8d_v5": 8,
+                      "Standard_E8s_v4+1TB_PS": 8,
+                      "Standard_E8s_v4+2TB_PS": 8,
+                      "Standard_E8s_v5+1TB_PS": 8,
+                      "Standard_E8s_v5+2TB_PS": 8,
+                      "Standard_E16a_v4": 16,
+                      "Standard_E16ads_v5": 16,
+                      "Standard_E16as_v4+3TB_PS": 16,
+                      "Standard_E16as_v4+4TB_PS": 16,
+                      "Standard_E16as_v5+3TB_PS": 16,
+                      "Standard_E16as_v5+4TB_PS": 16,
+                      "Standard_E16d_v4": 16,
+                      "Standard_E16d_v5": 16,
+                      "Standard_E16s_v4+3TB_PS": 16,
+                      "Standard_E16s_v4+4TB_PS": 16,
+                      "Standard_E16s_v5+3TB_PS": 16,
+                      "Standard_E16s_v5+4TB_PS": 16,
+                      "Standard_E64i_v3": 64,
+                      "Standard_E80ids_v4": 80,
+                      "Standard_EC8ads_v5": 8,
+                      "Standard_EC8as_v5+1TB_PS": 8,
+                      "Standard_EC8as_v5+2TB_PS": 8,
+                      "Standard_EC16ads_v5": 16,
+                      "Standard_EC16as_v5+3TB_PS": 16,
+                      "Standard_EC16as_v5+4TB_PS": 16,
+                      "Standard_L4s": 4,
+                      "Standard_L8as_v3": 8,
+                      "Standard_L8s": 8,
+                      "Standard_L8s_v2": 8,
+                      "Standard_L8s_v3": 8,
+                      "Standard_L16as_v3": 16,
+                      "Standard_L16s": 16,
+                      "Standard_L16s_v2": 16,
+                      "Standard_L16s_v3": 16,
+                      "Standard_L32as_v3": 32,
+                      "Standard_L32s_v3": 32
+                    },
+                    "dataExplorerIngestionCapacity": "[if(variables('useFabric'), parameters('fabricCapacityUnits'), if(not(variables('useAzure')), 1, coalesce(tryGet(variables('ingestionCapacity'), parameters('clusterSku')), 1)))]",
+                    "dataExplorerUri": "[if(variables('useFabric'), parameters('fabricQueryUri'), format('https://{0}.{1}.{2}', replace(parameters('clusterName'), '_', '-'), parameters('app').hub.location, variables('dataExplorerDnsSuffix')))]",
+                    "finOpsToolkitVersion": "15.0"
+                  },
+                  "resources": {
+                    "cluster::adfClusterAdmin": {
+                      "condition": "[variables('useAzure')]",
+                      "type": "Microsoft.Kusto/clusters/principalAssignments",
+                      "apiVersion": "2023-08-15",
+                      "name": "[format('{0}/{1}', replace(parameters('clusterName'), '_', '-'), 'adf-mi-cluster-admin')]",
+                      "properties": {
+                        "principalType": "App",
+                        "principalId": "[reference('dataFactory', '2018-06-01', 'full').identity.principalId]",
+                        "tenantId": "[reference('dataFactory', '2018-06-01', 'full').identity.tenantId]",
+                        "role": "AllDatabasesAdmin"
+                      },
+                      "dependsOn": [
+                        "cluster",
+                        "dataFactory"
+                      ]
+                    },
+                    "cluster::ingestionDb": {
+                      "condition": "[variables('useAzure')]",
+                      "type": "Microsoft.Kusto/clusters/databases",
+                      "apiVersion": "2023-08-15",
+                      "name": "[format('{0}/{1}', replace(parameters('clusterName'), '_', '-'), variables('INGESTION_DB'))]",
+                      "location": "[parameters('app').hub.location]",
+                      "kind": "ReadWrite",
+                      "dependsOn": [
+                        "cluster"
+                      ]
+                    },
+                    "cluster::hubDb": {
+                      "condition": "[variables('useAzure')]",
+                      "type": "Microsoft.Kusto/clusters/databases",
+                      "apiVersion": "2023-08-15",
+                      "name": "[format('{0}/{1}', replace(parameters('clusterName'), '_', '-'), variables('HUB_DB'))]",
+                      "location": "[parameters('app').hub.location]",
+                      "kind": "ReadWrite",
+                      "dependsOn": [
+                        "cluster"
+                      ]
+                    },
+                    "dataFactoryVNet::dataExplorerManagedPrivateEndpoint": {
+                      "condition": "[and(variables('useAzure'), parameters('app').hub.options.privateRouting)]",
+                      "type": "Microsoft.DataFactory/factories/managedVirtualNetworks/managedPrivateEndpoints",
+                      "apiVersion": "2018-06-01",
+                      "name": "[format('{0}/{1}/{2}', parameters('app').dataFactory, 'default', variables('HUB_DATA_EXPLORER'))]",
+                      "properties": {
+                        "name": "[variables('HUB_DATA_EXPLORER')]",
+                        "groupId": "cluster",
+                        "privateLinkResourceId": "[resourceId('Microsoft.Kusto/clusters', replace(parameters('clusterName'), '_', '-'))]",
+                        "fqdns": [
+                          "[format('https://{0}.{1}.{2}', replace(parameters('clusterName'), '_', '-'), parameters('app').hub.location, variables('dataExplorerDnsSuffix'))]"
+                        ]
+                      },
+                      "dependsOn": [
+                        "appRegistration",
+                        "cluster",
+                        "dataExplorerEndpoint"
+                      ]
+                    },
+                    "dataFactory": {
+                      "existing": true,
+                      "type": "Microsoft.DataFactory/factories",
+                      "apiVersion": "2018-06-01",
+                      "name": "[parameters('app').dataFactory]",
+                      "dependsOn": [
+                        "appRegistration"
+                      ]
+                    },
+                    "blobPrivateDnsZone": {
+                      "existing": true,
+                      "type": "Microsoft.Network/privateDnsZones",
+                      "apiVersion": "2024-06-01",
+                      "name": "[format('privatelink.blob.{0}', environment().suffixes.storage)]",
+                      "dependsOn": [
+                        "appRegistration"
+                      ]
+                    },
+                    "queuePrivateDnsZone": {
+                      "existing": true,
+                      "type": "Microsoft.Network/privateDnsZones",
+                      "apiVersion": "2024-06-01",
+                      "name": "[format('privatelink.queue.{0}', environment().suffixes.storage)]",
+                      "dependsOn": [
+                        "appRegistration"
+                      ]
+                    },
+                    "tablePrivateDnsZone": {
+                      "existing": true,
+                      "type": "Microsoft.Network/privateDnsZones",
+                      "apiVersion": "2024-06-01",
+                      "name": "[format('privatelink.table.{0}', environment().suffixes.storage)]",
+                      "dependsOn": [
+                        "appRegistration"
+                      ]
+                    },
+                    "storage": {
+                      "existing": true,
+                      "type": "Microsoft.Storage/storageAccounts",
+                      "apiVersion": "2022-09-01",
+                      "name": "[parameters('app').storage]",
+                      "dependsOn": [
+                        "appRegistration"
+                      ]
+                    },
+                    "cluster": {
+                      "condition": "[variables('useAzure')]",
+                      "type": "Microsoft.Kusto/clusters",
+                      "apiVersion": "2023-08-15",
+                      "name": "[replace(parameters('clusterName'), '_', '-')]",
+                      "location": "[parameters('app').hub.location]",
+                      "tags": "[union(parameters('app').tags, coalesce(tryGet(parameters('app').hub.tagsByResource, 'Microsoft.Kusto/clusters'), createObject()))]",
+                      "sku": {
+                        "name": "[parameters('clusterSku')]",
+                        "tier": "[if(startsWith(parameters('clusterSku'), 'Dev(No SLA)_'), 'Basic', 'Standard')]",
+                        "capacity": "[if(startsWith(parameters('clusterSku'), 'Dev(No SLA)_'), 1, if(equals(parameters('clusterCapacity'), 1), 2, parameters('clusterCapacity')))]"
+                      },
+                      "identity": {
+                        "type": "SystemAssigned"
+                      },
+                      "properties": {
+                        "enableStreamingIngest": true,
+                        "enableAutoStop": false,
+                        "publicNetworkAccess": "[if(parameters('app').hub.options.privateRouting, 'Disabled', 'Enabled')]"
+                      },
+                      "dependsOn": [
+                        "appRegistration"
+                      ]
+                    },
+                    "clusterStorageAccess": {
+                      "condition": "[variables('useAzure')]",
+                      "type": "Microsoft.Authorization/roleAssignments",
+                      "apiVersion": "2022-04-01",
+                      "scope": "[resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage)]",
+                      "name": "[guid(replace(parameters('clusterName'), '_', '-'), subscription().id, 'Storage Blob Data Contributor')]",
+                      "properties": {
+                        "description": "Give \"Storage Blob Data Contributor\" to the cluster",
+                        "principalId": "[reference('cluster', '2023-08-15', 'full').identity.principalId]",
+                        "principalType": "ServicePrincipal",
+                        "roleDefinitionId": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', 'ba92f5b4-2d11-453d-a403-e96b0029c9fe')]"
+                      },
+                      "dependsOn": [
+                        "appRegistration",
+                        "cluster"
+                      ]
+                    },
+                    "dataExplorerPrivateDnsZone": {
+                      "condition": "[and(variables('useAzure'), parameters('app').hub.options.privateRouting)]",
+                      "type": "Microsoft.Network/privateDnsZones",
+                      "apiVersion": "2024-06-01",
+                      "name": "[variables('dataExplorerPrivateDnsZoneName')]",
+                      "location": "global",
+                      "tags": "[union(parameters('app').tags, coalesce(tryGet(parameters('app').hub.tagsByResource, 'Microsoft.Network/privateDnsZones'), createObject()))]",
+                      "properties": {}
+                    },
+                    "dataExplorerPrivateDnsZoneLink": {
+                      "condition": "[and(variables('useAzure'), parameters('app').hub.options.privateRouting)]",
+                      "type": "Microsoft.Network/privateDnsZones/virtualNetworkLinks",
+                      "apiVersion": "2024-06-01",
+                      "name": "[format('{0}/{1}', variables('dataExplorerPrivateDnsZoneName'), format('{0}-link', replace(variables('dataExplorerPrivateDnsZoneName'), '.', '-')))]",
+                      "location": "global",
+                      "tags": "[union(parameters('app').tags, coalesce(tryGet(parameters('app').hub.tagsByResource, 'Microsoft.Network/privateDnsZones/virtualNetworkLinks'), createObject()))]",
+                      "properties": {
+                        "virtualNetwork": {
+                          "id": "[parameters('app').hub.routing.networkId]"
+                        },
+                        "registrationEnabled": false
+                      },
+                      "dependsOn": [
+                        "dataExplorerPrivateDnsZone"
+                      ]
+                    },
+                    "dataExplorerEndpoint": {
+                      "condition": "[and(variables('useAzure'), parameters('app').hub.options.privateRouting)]",
+                      "type": "Microsoft.Network/privateEndpoints",
+                      "apiVersion": "2023-11-01",
+                      "name": "[format('{0}-ep', replace(parameters('clusterName'), '_', '-'))]",
+                      "location": "[parameters('app').hub.location]",
+                      "tags": "[union(parameters('app').tags, coalesce(tryGet(parameters('app').hub.tagsByResource, 'Microsoft.Network/privateEndpoints'), createObject()))]",
+                      "properties": {
+                        "subnet": {
+                          "id": "[parameters('app').hub.routing.subnets.dataExplorer]"
+                        },
+                        "privateLinkServiceConnections": [
+                          {
+                            "name": "dataExplorerLink",
+                            "properties": {
+                              "privateLinkServiceId": "[resourceId('Microsoft.Kusto/clusters', replace(parameters('clusterName'), '_', '-'))]",
+                              "groupIds": [
+                                "cluster"
+                              ]
+                            }
+                          }
+                        ]
+                      },
+                      "dependsOn": [
+                        "cluster",
+                        "hub_LatestScripts"
+                      ]
+                    },
+                    "dataExplorerPrivateDnsZoneGroup": {
+                      "condition": "[and(variables('useAzure'), parameters('app').hub.options.privateRouting)]",
+                      "type": "Microsoft.Network/privateEndpoints/privateDnsZoneGroups",
+                      "apiVersion": "2023-11-01",
+                      "name": "[format('{0}/{1}', format('{0}-ep', replace(parameters('clusterName'), '_', '-')), 'dataExplorer-endpoint-zone')]",
+                      "properties": {
+                        "privateDnsZoneConfigs": [
+                          {
+                            "name": "privatelink-westus-kusto-net",
+                            "properties": {
+                              "privateDnsZoneId": "[resourceId('Microsoft.Network/privateDnsZones', variables('dataExplorerPrivateDnsZoneName'))]"
+                            }
+                          },
+                          {
+                            "name": "privatelink-blob-core-windows-net",
+                            "properties": {
+                              "privateDnsZoneId": "[resourceId('Microsoft.Network/privateDnsZones', format('privatelink.blob.{0}', environment().suffixes.storage))]"
+                            }
+                          },
+                          {
+                            "name": "privatelink-table-core-windows-net",
+                            "properties": {
+                              "privateDnsZoneId": "[resourceId('Microsoft.Network/privateDnsZones', format('privatelink.table.{0}', environment().suffixes.storage))]"
+                            }
+                          },
+                          {
+                            "name": "privatelink-queue-core-windows-net",
+                            "properties": {
+                              "privateDnsZoneId": "[resourceId('Microsoft.Network/privateDnsZones', format('privatelink.queue.{0}', environment().suffixes.storage))]"
+                            }
+                          }
+                        ]
+                      },
+                      "dependsOn": [
+                        "appRegistration",
+                        "dataExplorerEndpoint",
+                        "dataExplorerPrivateDnsZone"
+                      ]
+                    },
+                    "dataFactoryVNet": {
+                      "condition": "[and(variables('useAzure'), parameters('app').hub.options.privateRouting)]",
+                      "existing": true,
+                      "type": "Microsoft.DataFactory/factories/managedVirtualNetworks",
+                      "apiVersion": "2018-06-01",
+                      "name": "[format('{0}/{1}', parameters('app').dataFactory, 'default')]",
+                      "dependsOn": [
+                        "appRegistration"
+                      ]
+                    },
+                    "linkedService_dataExplorer": {
+                      "condition": "[or(variables('useAzure'), variables('useFabric'))]",
+                      "type": "Microsoft.DataFactory/factories/linkedservices",
+                      "apiVersion": "2018-06-01",
+                      "name": "[format('{0}/{1}', parameters('app').dataFactory, variables('HUB_DATA_EXPLORER'))]",
+                      "properties": "[shallowMerge(createArray(createObject('type', 'AzureDataExplorer', 'parameters', createObject('database', createObject('type', 'String', 'defaultValue', variables('INGESTION_DB'))), 'typeProperties', createObject('endpoint', variables('dataExplorerUri'), 'database', '@{linkedService().database}', 'tenant', reference('dataFactory', '2018-06-01', 'full').identity.tenantId, 'servicePrincipalId', reference('dataFactory', '2018-06-01', 'full').identity.principalId)), __bicep.privateRoutingForLinkedServices(parameters('app').hub)))]",
+                      "dependsOn": [
+                        "appRegistration",
+                        "cluster",
+                        "dataFactory"
+                      ]
+                    },
+                    "linkedService_ftkRepo": {
+                      "type": "Microsoft.DataFactory/factories/linkedservices",
+                      "apiVersion": "2018-06-01",
+                      "name": "[format('{0}/{1}', parameters('app').dataFactory, 'ftkRepo')]",
+                      "properties": "[shallowMerge(createArray(createObject('type', 'HttpServer', 'typeProperties', createObject('url', 'https://github.com/microsoft/finops-toolkit/', 'enableServerCertificateValidation', true(), 'authenticationType', 'Anonymous')), __bicep.privateRoutingForLinkedServices(parameters('app').hub)))]",
+                      "dependsOn": [
+                        "appRegistration"
+                      ]
+                    },
+                    "dataset_dataExplorer": {
+                      "type": "Microsoft.DataFactory/factories/datasets",
+                      "apiVersion": "2018-06-01",
+                      "name": "[format('{0}/{1}', parameters('app').dataFactory, variables('HUB_DATA_EXPLORER'))]",
+                      "properties": {
+                        "type": "AzureDataExplorerTable",
+                        "linkedServiceName": {
+                          "parameters": {
+                            "database": "@dataset().database"
+                          },
+                          "referenceName": "[variables('HUB_DATA_EXPLORER')]",
+                          "type": "LinkedServiceReference"
+                        },
+                        "parameters": {
+                          "database": {
+                            "type": "String",
+                            "defaultValue": "[variables('INGESTION_DB')]"
+                          },
+                          "table": {
+                            "type": "String"
+                          }
+                        },
+                        "typeProperties": {
+                          "table": {
+                            "value": "@dataset().table",
+                            "type": "Expression"
+                          }
+                        }
+                      },
+                      "dependsOn": [
+                        "appRegistration",
+                        "linkedService_dataExplorer"
+                      ]
+                    },
+                    "dataset_ftkReleaseFile": {
+                      "type": "Microsoft.DataFactory/factories/datasets",
+                      "apiVersion": "2018-06-01",
+                      "name": "[format('{0}/{1}', parameters('app').dataFactory, 'ftkReleaseFile')]",
+                      "properties": {
+                        "linkedServiceName": {
+                          "referenceName": "ftkRepo",
+                          "type": "LinkedServiceReference"
+                        },
+                        "parameters": {
+                          "fileName": {
+                            "type": "string"
+                          },
+                          "version": {
+                            "type": "string",
+                            "defaultValue": "[variables('ftkGitTag')]"
+                          }
+                        },
+                        "annotations": [],
+                        "type": "DelimitedText",
+                        "typeProperties": {
+                          "location": {
+                            "type": "HttpServerLocation",
+                            "relativeUrl": {
+                              "value": "@concat('releases/download/v', dataset().version, '/', dataset().fileName)",
+                              "type": "Expression"
+                            }
+                          },
+                          "columnDelimiter": ",",
+                          "escapeChar": "\\",
+                          "firstRowAsHeader": true,
+                          "quoteChar": "\""
+                        },
+                        "schema": []
+                      },
+                      "dependsOn": [
+                        "appRegistration",
+                        "linkedService_ftkRepo"
+                      ]
+                    },
+                    "pipeline_InitializeHub": {
+                      "type": "Microsoft.DataFactory/factories/pipelines",
+                      "apiVersion": "2018-06-01",
+                      "name": "[format('{0}/{1}', parameters('app').dataFactory, format('{0}_InitializeHub', parameters('core').datasets.config))]",
+                      "properties": {
+                        "activities": [
+                          {
+                            "name": "Get Config",
+                            "type": "Lookup",
+                            "dependsOn": [],
+                            "policy": {
+                              "timeout": "0.00:05:00",
+                              "retry": 2,
+                              "retryIntervalInSeconds": 30,
+                              "secureOutput": false,
+                              "secureInput": false
+                            },
+                            "userProperties": [],
+                            "typeProperties": {
+                              "source": {
+                                "type": "JsonSource",
+                                "storeSettings": {
+                                  "type": "AzureBlobFSReadSettings",
+                                  "recursive": true,
+                                  "enablePartitionDiscovery": false
+                                },
+                                "formatSettings": {
+                                  "type": "JsonReadSettings"
+                                }
+                              },
+                              "dataset": {
+                                "referenceName": "[parameters('core').datasets.config]",
+                                "type": "DatasetReference"
+                              }
+                            }
+                          },
+                          {
+                            "name": "Set Version",
+                            "type": "SetVariable",
+                            "dependsOn": [
+                              {
+                                "activity": "Get Config",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              }
+                            ],
+                            "userProperties": [],
+                            "typeProperties": {
+                              "variableName": "version",
+                              "value": {
+                                "value": "@activity('Get Config').output.firstRow.version",
+                                "type": "Expression"
+                              }
+                            }
+                          },
+                          {
+                            "name": "Set Scopes",
+                            "type": "SetVariable",
+                            "dependsOn": [
+                              {
+                                "activity": "Get Config",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              }
+                            ],
+                            "userProperties": [],
+                            "typeProperties": {
+                              "variableName": "scopes",
+                              "value": {
+                                "value": "@string(activity('Get Config').output.firstRow.scopes)",
+                                "type": "Expression"
+                              }
+                            }
+                          },
+                          {
+                            "name": "Set Retention",
+                            "type": "SetVariable",
+                            "dependsOn": [
+                              {
+                                "activity": "Get Config",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              }
+                            ],
+                            "userProperties": [],
+                            "typeProperties": {
+                              "variableName": "retention",
+                              "value": {
+                                "value": "@string(activity('Get Config').output.firstRow.retention)",
+                                "type": "Expression"
+                              }
+                            }
+                          },
+                          {
+                            "name": "Until Capacity Is Available",
+                            "type": "Until",
+                            "dependsOn": [
+                              {
+                                "activity": "Set Version",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              },
+                              {
+                                "activity": "Set Scopes",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              },
+                              {
+                                "activity": "Set Retention",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              }
+                            ],
+                            "userProperties": [],
+                            "typeProperties": {
+                              "expression": {
+                                "value": "@equals(variables('tryAgain'), false)",
+                                "type": "Expression"
+                              },
+                              "activities": [
+                                {
+                                  "name": "Confirm Ingestion Capacity",
+                                  "type": "AzureDataExplorerCommand",
+                                  "dependsOn": [],
+                                  "policy": {
+                                    "timeout": "0.12:00:00",
+                                    "retry": 0,
+                                    "retryIntervalInSeconds": 30,
+                                    "secureOutput": false,
+                                    "secureInput": false
+                                  },
+                                  "userProperties": [],
+                                  "typeProperties": {
+                                    "command": ".show capacity | where Resource == 'Ingestions' | project Remaining",
+                                    "commandTimeout": "00:20:00"
+                                  },
+                                  "linkedServiceName": {
+                                    "referenceName": "[variables('HUB_DATA_EXPLORER')]",
+                                    "type": "LinkedServiceReference",
+                                    "parameters": {
+                                      "database": "[variables('INGESTION_DB')]"
+                                    }
+                                  }
+                                },
+                                {
+                                  "name": "If Has Capacity",
+                                  "type": "IfCondition",
+                                  "dependsOn": [
+                                    {
+                                      "activity": "Confirm Ingestion Capacity",
+                                      "dependencyConditions": [
+                                        "Succeeded"
+                                      ]
+                                    }
+                                  ],
+                                  "userProperties": [],
+                                  "typeProperties": {
+                                    "expression": {
+                                      "value": "@or(equals(activity('Confirm Ingestion Capacity').output.count, 0), greater(activity('Confirm Ingestion Capacity').output.value[0].Remaining, 0))",
+                                      "type": "Expression"
+                                    },
+                                    "ifFalseActivities": [
+                                      {
+                                        "name": "Wait for Ingestion",
+                                        "type": "Wait",
+                                        "dependsOn": [],
+                                        "userProperties": [],
+                                        "typeProperties": {
+                                          "waitTimeInSeconds": 15
+                                        }
+                                      },
+                                      {
+                                        "name": "Try Again",
+                                        "type": "SetVariable",
+                                        "dependsOn": [
+                                          {
+                                            "activity": "Wait for Ingestion",
+                                            "dependencyConditions": [
+                                              "Succeeded"
+                                            ]
+                                          }
+                                        ],
+                                        "policy": {
+                                          "secureOutput": false,
+                                          "secureInput": false
+                                        },
+                                        "userProperties": [],
+                                        "typeProperties": {
+                                          "variableName": "tryAgain",
+                                          "value": true
+                                        }
+                                      }
+                                    ],
+                                    "ifTrueActivities": [
+                                      {
+                                        "name": "Set ingestion policy in ADX",
+                                        "type": "AzureDataExplorerCommand",
+                                        "dependsOn": [],
+                                        "policy": {
+                                          "timeout": "0.12:00:00",
+                                          "retry": 0,
+                                          "retryIntervalInSeconds": 30,
+                                          "secureOutput": false,
+                                          "secureInput": false
+                                        },
+                                        "userProperties": [],
+                                        "typeProperties": {
+                                          "command": {
+                                            "value": "[if(variables('useFabric'), format('.show database {0} policy managed_identity', variables('INGESTION_DB')), format('.alter-merge database {0} policy managed_identity \"[ {{ ''ObjectId'' : ''{1}'', ''AllowedUsages'' : ''NativeIngestion'' }}]\"', variables('INGESTION_DB'), reference('cluster', '2023-08-15', 'full').identity.principalId))]",
+                                            "type": "Expression"
+                                          },
+                                          "commandTimeout": "00:20:00"
+                                        },
+                                        "linkedServiceName": {
+                                          "referenceName": "[variables('HUB_DATA_EXPLORER')]",
+                                          "type": "LinkedServiceReference",
+                                          "parameters": {
+                                            "database": "[variables('INGESTION_DB')]"
+                                          }
+                                        }
+                                      },
+                                      {
+                                        "name": "Save Hub Settings in ADX",
+                                        "type": "AzureDataExplorerCommand",
+                                        "dependsOn": [
+                                          {
+                                            "activity": "Set ingestion policy in ADX",
+                                            "dependencyConditions": [
+                                              "Succeeded"
+                                            ]
+                                          }
+                                        ],
+                                        "policy": {
+                                          "timeout": "0.12:00:00",
+                                          "retry": 0,
+                                          "retryIntervalInSeconds": 30,
+                                          "secureOutput": false,
+                                          "secureInput": false
+                                        },
+                                        "userProperties": [],
+                                        "typeProperties": {
+                                          "command": {
+                                            "value": "@concat('.append HubSettingsLog <| print version=\"', variables('version'), '\",scopes=dynamic(', variables('scopes'), '),retention=dynamic(', variables('retention'), ') | extend scopes = iff(isnull(scopes[0]), pack_array(scopes), scopes) | mv-apply scopeObj = scopes on (where isnotempty(scopeObj.scope) | summarize scopes = make_set(scopeObj.scope))')",
+                                            "type": "Expression"
+                                          },
+                                          "commandTimeout": "00:20:00"
+                                        },
+                                        "linkedServiceName": {
+                                          "referenceName": "[variables('HUB_DATA_EXPLORER')]",
+                                          "type": "LinkedServiceReference",
+                                          "parameters": {
+                                            "database": "[variables('INGESTION_DB')]"
+                                          }
+                                        }
+                                      },
+                                      {
+                                        "name": "Update PricingUnits in ADX",
+                                        "type": "AzureDataExplorerCommand",
+                                        "dependsOn": [
+                                          {
+                                            "activity": "Save Hub Settings in ADX",
+                                            "dependencyConditions": [
+                                              "Succeeded"
+                                            ]
+                                          }
+                                        ],
+                                        "policy": {
+                                          "timeout": "0.12:00:00",
+                                          "retry": 0,
+                                          "retryIntervalInSeconds": 30,
+                                          "secureOutput": false,
+                                          "secureInput": false
+                                        },
+                                        "userProperties": [],
+                                        "typeProperties": {
+                                          "command": "[format('.set-or-replace PricingUnits <| externaldata(x_PricingUnitDescription: string, AccountTypes: string, x_PricingBlockSize: real, PricingUnit: string)[@\"{0}/PricingUnits.csv\"] with (format=\"csv\", ignoreFirstRecord=true) | project-away AccountTypes', variables('ftkReleaseUri'))]",
+                                          "commandTimeout": "00:20:00"
+                                        },
+                                        "linkedServiceName": {
+                                          "referenceName": "[variables('HUB_DATA_EXPLORER')]",
+                                          "type": "LinkedServiceReference",
+                                          "parameters": {
+                                            "database": "[variables('INGESTION_DB')]"
+                                          }
+                                        }
+                                      },
+                                      {
+                                        "name": "Update Regions in ADX",
+                                        "type": "AzureDataExplorerCommand",
+                                        "dependsOn": [
+                                          {
+                                            "activity": "Update PricingUnits in ADX",
+                                            "dependencyConditions": [
+                                              "Succeeded"
+                                            ]
+                                          }
+                                        ],
+                                        "policy": {
+                                          "timeout": "0.12:00:00",
+                                          "retry": 0,
+                                          "retryIntervalInSeconds": 30,
+                                          "secureOutput": false,
+                                          "secureInput": false
+                                        },
+                                        "userProperties": [],
+                                        "typeProperties": {
+                                          "command": "[format('.set-or-replace Regions <| externaldata(ResourceLocation: string, RegionId: string, RegionName: string)[@\"{0}/Regions.csv\"] with (format=\"csv\", ignoreFirstRecord=true)', variables('ftkReleaseUri'))]",
+                                          "commandTimeout": "00:20:00"
+                                        },
+                                        "linkedServiceName": {
+                                          "referenceName": "[variables('HUB_DATA_EXPLORER')]",
+                                          "type": "LinkedServiceReference",
+                                          "parameters": {
+                                            "database": "[variables('INGESTION_DB')]"
+                                          }
+                                        }
+                                      },
+                                      {
+                                        "name": "Update ResourceTypes in ADX",
+                                        "type": "AzureDataExplorerCommand",
+                                        "dependsOn": [
+                                          {
+                                            "activity": "Update Regions in ADX",
+                                            "dependencyConditions": [
+                                              "Succeeded"
+                                            ]
+                                          }
+                                        ],
+                                        "policy": {
+                                          "timeout": "0.12:00:00",
+                                          "retry": 0,
+                                          "retryIntervalInSeconds": 30,
+                                          "secureOutput": false,
+                                          "secureInput": false
+                                        },
+                                        "userProperties": [],
+                                        "typeProperties": {
+                                          "command": "[format('.set-or-replace ResourceTypes <| externaldata(x_ResourceType: string, SingularDisplayName: string, PluralDisplayName: string, LowerSingularDisplayName: string, LowerPluralDisplayName: string, IsPreview: bool, Description: string, IconUri: string, Links: string)[@\"{0}/ResourceTypes.csv\"] with (format=\"csv\", ignoreFirstRecord=true) | project-away Links', variables('ftkReleaseUri'))]",
+                                          "commandTimeout": "00:20:00"
+                                        },
+                                        "linkedServiceName": {
+                                          "referenceName": "[variables('HUB_DATA_EXPLORER')]",
+                                          "type": "LinkedServiceReference",
+                                          "parameters": {
+                                            "database": "[variables('INGESTION_DB')]"
+                                          }
+                                        }
+                                      },
+                                      {
+                                        "name": "Update Services in ADX",
+                                        "type": "AzureDataExplorerCommand",
+                                        "dependsOn": [
+                                          {
+                                            "activity": "Update ResourceTypes in ADX",
+                                            "dependencyConditions": [
+                                              "Succeeded"
+                                            ]
+                                          }
+                                        ],
+                                        "policy": {
+                                          "timeout": "0.12:00:00",
+                                          "retry": 0,
+                                          "retryIntervalInSeconds": 30,
+                                          "secureOutput": false,
+                                          "secureInput": false
+                                        },
+                                        "userProperties": [],
+                                        "typeProperties": {
+                                          "command": "[format('.set-or-replace Services <| externaldata(x_ConsumedService: string, x_ResourceType: string, ServiceName: string, ServiceCategory: string, ServiceSubcategory: string, PublisherName: string, x_PublisherCategory: string, x_Environment: string, x_ServiceModel: string)[@\"{0}/Services.csv\"] with (format=\"csv\", ignoreFirstRecord=true)', variables('ftkReleaseUri'))]",
+                                          "commandTimeout": "00:20:00"
+                                        },
+                                        "linkedServiceName": {
+                                          "referenceName": "[variables('HUB_DATA_EXPLORER')]",
+                                          "type": "LinkedServiceReference",
+                                          "parameters": {
+                                            "database": "[variables('INGESTION_DB')]"
+                                          }
+                                        }
+                                      },
+                                      {
+                                        "name": "Ingestion Complete",
+                                        "type": "SetVariable",
+                                        "dependsOn": [
+                                          {
+                                            "activity": "Update Services in ADX",
+                                            "dependencyConditions": [
+                                              "Succeeded"
+                                            ]
+                                          }
+                                        ],
+                                        "policy": {
+                                          "secureOutput": false,
+                                          "secureInput": false
+                                        },
+                                        "userProperties": [],
+                                        "typeProperties": {
+                                          "variableName": "tryAgain",
+                                          "value": false
+                                        }
+                                      }
+                                    ]
+                                  }
+                                },
+                                {
+                                  "name": "Abort On Error",
+                                  "type": "SetVariable",
+                                  "dependsOn": [
+                                    {
+                                      "activity": "If Has Capacity",
+                                      "dependencyConditions": [
+                                        "Failed"
+                                      ]
+                                    }
+                                  ],
+                                  "policy": {
+                                    "secureOutput": false,
+                                    "secureInput": false
+                                  },
+                                  "userProperties": [],
+                                  "typeProperties": {
+                                    "variableName": "tryAgain",
+                                    "value": false
+                                  }
+                                }
+                              ],
+                              "timeout": "0.02:00:00"
+                            }
+                          },
+                          {
+                            "name": "Timeout Error",
+                            "type": "Fail",
+                            "dependsOn": [
+                              {
+                                "activity": "Until Capacity Is Available",
+                                "dependencyConditions": [
+                                  "Failed"
+                                ]
+                              }
+                            ],
+                            "userProperties": [],
+                            "typeProperties": {
+                              "message": "Data Explorer ingestion timed out after 2 hours while waiting for available capacity. Please re-run this pipeline to re-attempt ingestion. If you continue to see this error, please report an issue at https://aka.ms/ftk/ideas.",
+                              "errorCode": "DataExplorerIngestionTimeout"
+                            }
+                          }
+                        ],
+                        "concurrency": 1,
+                        "variables": {
+                          "version": {
+                            "type": "String"
+                          },
+                          "scopes": {
+                            "type": "String"
+                          },
+                          "retention": {
+                            "type": "String"
+                          },
+                          "tryAgain": {
+                            "type": "Boolean",
+                            "defaultValue": true
+                          }
+                        }
+                      },
+                      "dependsOn": [
+                        "appRegistration",
+                        "cluster",
+                        "linkedService_dataExplorer"
+                      ],
+                      "metadata": {
+                        "description": "Initializes the hub instance based on the configuration settings."
+                      }
+                    },
+                    "pipeline_ToDataExplorer": {
+                      "condition": "[or(variables('useAzure'), variables('useFabric'))]",
+                      "type": "Microsoft.DataFactory/factories/pipelines",
+                      "apiVersion": "2018-06-01",
+                      "name": "[format('{0}/{1}', parameters('app').dataFactory, format('{0}_ETL_dataExplorer', parameters('core').containers.ingestion))]",
+                      "properties": {
+                        "activities": [
+                          {
+                            "name": "Read Hub Config",
+                            "description": "Read the hub config to determine how long data should be retained.",
+                            "type": "Lookup",
+                            "policy": {
+                              "timeout": "0.12:00:00",
+                              "retry": 0,
+                              "retryIntervalInSeconds": 30,
+                              "secureOutput": false,
+                              "secureInput": false
+                            },
+                            "userProperties": [],
+                            "typeProperties": {
+                              "source": {
+                                "type": "JsonSource",
+                                "storeSettings": {
+                                  "type": "AzureBlobFSReadSettings",
+                                  "recursive": false,
+                                  "enablePartitionDiscovery": false
+                                },
+                                "formatSettings": {
+                                  "type": "JsonReadSettings"
+                                }
+                              },
+                              "dataset": {
+                                "referenceName": "[parameters('core').datasets.config]",
+                                "type": "DatasetReference",
+                                "parameters": {
+                                  "fileName": "[parameters('core').settings.file]",
+                                  "folderPath": "[parameters('core').containers.config]"
+                                }
+                              }
+                            }
+                          },
+                          {
+                            "name": "Set Final Retention Months",
+                            "type": "SetVariable",
+                            "dependsOn": [
+                              {
+                                "activity": "Read Hub Config",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              }
+                            ],
+                            "policy": {
+                              "secureOutput": false,
+                              "secureInput": false
+                            },
+                            "userProperties": [],
+                            "typeProperties": {
+                              "variableName": "finalRetentionMonths",
+                              "value": {
+                                "value": "@coalesce(activity('Read Hub Config').output.firstRow.retention.final.months, 999)",
+                                "type": "Expression"
+                              }
+                            }
+                          },
+                          {
+                            "name": "Until Capacity Is Available",
+                            "type": "Until",
+                            "dependsOn": [
+                              {
+                                "activity": "Set Final Retention Months",
+                                "dependencyConditions": [
+                                  "Completed",
+                                  "Skipped"
+                                ]
+                              }
+                            ],
+                            "userProperties": [],
+                            "typeProperties": {
+                              "expression": {
+                                "value": "@equals(variables('tryAgain'), false)",
+                                "type": "Expression"
+                              },
+                              "activities": [
+                                {
+                                  "name": "Confirm Ingestion Capacity",
+                                  "type": "AzureDataExplorerCommand",
+                                  "dependsOn": [],
+                                  "policy": {
+                                    "timeout": "0.12:00:00",
+                                    "retry": 0,
+                                    "retryIntervalInSeconds": 30,
+                                    "secureOutput": false,
+                                    "secureInput": false
+                                  },
+                                  "userProperties": [],
+                                  "typeProperties": {
+                                    "command": ".show capacity | where Resource == 'Ingestions' | project Remaining",
+                                    "commandTimeout": "00:20:00"
+                                  },
+                                  "linkedServiceName": {
+                                    "referenceName": "[variables('HUB_DATA_EXPLORER')]",
+                                    "type": "LinkedServiceReference"
+                                  }
+                                },
+                                {
+                                  "name": "If Has Capacity",
+                                  "type": "IfCondition",
+                                  "dependsOn": [
+                                    {
+                                      "activity": "Confirm Ingestion Capacity",
+                                      "dependencyConditions": [
+                                        "Succeeded"
+                                      ]
+                                    }
+                                  ],
+                                  "userProperties": [],
+                                  "typeProperties": {
+                                    "expression": {
+                                      "value": "@or(equals(activity('Confirm Ingestion Capacity').output.count, 0), greater(activity('Confirm Ingestion Capacity').output.value[0].Remaining, 0))",
+                                      "type": "Expression"
+                                    },
+                                    "ifFalseActivities": [
+                                      {
+                                        "name": "Wait for Ingestion",
+                                        "type": "Wait",
+                                        "dependsOn": [],
+                                        "userProperties": [],
+                                        "typeProperties": {
+                                          "waitTimeInSeconds": 15
+                                        }
+                                      },
+                                      {
+                                        "name": "Try Again",
+                                        "type": "SetVariable",
+                                        "dependsOn": [
+                                          {
+                                            "activity": "Wait for Ingestion",
+                                            "dependencyConditions": [
+                                              "Succeeded"
+                                            ]
+                                          }
+                                        ],
+                                        "policy": {
+                                          "secureOutput": false,
+                                          "secureInput": false
+                                        },
+                                        "userProperties": [],
+                                        "typeProperties": {
+                                          "variableName": "tryAgain",
+                                          "value": true
+                                        }
+                                      }
+                                    ],
+                                    "ifTrueActivities": [
+                                      {
+                                        "name": "Pre-Ingest Cleanup",
+                                        "description": "Cost Management exports include all month-to-date data from the previous export run. To ensure data is not double-reported, it must be dropped from the raw table before ingestion completes. Remove previous ingestions into the raw table for the month and any previous runs of the current ingestion month file in any table.",
+                                        "type": "AzureDataExplorerCommand",
+                                        "dependsOn": [],
+                                        "policy": {
+                                          "timeout": "0.12:00:00",
+                                          "retry": 0,
+                                          "retryIntervalInSeconds": 30,
+                                          "secureOutput": false,
+                                          "secureInput": false
+                                        },
+                                        "typeProperties": {
+                                          "command": {
+                                            "value": "@concat('.drop extents <| .show extents | where (TableName == \"', pipeline().parameters.table, '\" and Tags !has \"drop-by:', pipeline().parameters.ingestionId, '\" and Tags has \"drop-by:', pipeline().parameters.folderPath, '\") or (Tags has \"drop-by:', pipeline().parameters.ingestionId, '\" and Tags has \"drop-by:', pipeline().parameters.folderPath, '/', pipeline().parameters.originalFileName, '\")')",
+                                            "type": "Expression"
+                                          },
+                                          "commandTimeout": "00:20:00"
+                                        },
+                                        "linkedServiceName": {
+                                          "referenceName": "[variables('HUB_DATA_EXPLORER')]",
+                                          "type": "LinkedServiceReference",
+                                          "parameters": {
+                                            "database": "[variables('INGESTION_DB')]"
+                                          }
+                                        }
+                                      },
+                                      {
+                                        "name": "Ingest Data",
+                                        "type": "AzureDataExplorerCommand",
+                                        "dependsOn": [
+                                          {
+                                            "activity": "Pre-Ingest Cleanup",
+                                            "dependencyConditions": [
+                                              "Succeeded"
+                                            ]
+                                          }
+                                        ],
+                                        "policy": {
+                                          "timeout": "0.12:00:00",
+                                          "retry": 3,
+                                          "retryIntervalInSeconds": 120,
+                                          "secureOutput": false,
+                                          "secureInput": false
+                                        },
+                                        "userProperties": [],
+                                        "typeProperties": {
+                                          "command": {
+                                            "value": "[format('@concat(''.ingest into table '', pipeline().parameters.table, '' (\"abfss://{0}@{1}.dfs.{2}/'', pipeline().parameters.folderPath, ''/'', pipeline().parameters.fileName, '';{3}\") with (format=\"parquet\", ingestionMappingReference=\"'', pipeline().parameters.table, ''_mapping\", tags=\"[\\\"drop-by:'', pipeline().parameters.ingestionId, ''\\\", \\\"drop-by:'', pipeline().parameters.folderPath, ''/'', pipeline().parameters.originalFileName, ''\\\", \\\"drop-by:ftk-version-{4}\\\"]\"); print Success = assert(iff(toscalar($command_results | project-keep HasErrors) == false, true, false), \"Ingestion Failed\")'')', parameters('core').containers.ingestion, parameters('app').storage, environment().suffixes.storage, if(variables('useFabric'), 'impersonate', 'managed_identity=system'), variables('finOpsToolkitVersion'))]",
+                                            "type": "Expression"
+                                          },
+                                          "commandTimeout": "01:00:00"
+                                        },
+                                        "linkedServiceName": {
+                                          "referenceName": "[variables('HUB_DATA_EXPLORER')]",
+                                          "type": "LinkedServiceReference",
+                                          "parameters": {
+                                            "database": "[variables('INGESTION_DB')]"
+                                          }
+                                        }
+                                      },
+                                      {
+                                        "name": "Post-Ingest Cleanup",
+                                        "description": "Cost Management exports include all month-to-date data from the previous export run. To ensure data is not double-reported, it must be dropped after ingestion completes. Remove the current ingestion month file from raw and any old ingestions for the month from the final table.",
+                                        "type": "AzureDataExplorerCommand",
+                                        "dependsOn": [
+                                          {
+                                            "activity": "Ingest Data",
+                                            "dependencyConditions": [
+                                              "Completed"
+                                            ]
+                                          }
+                                        ],
+                                        "policy": {
+                                          "timeout": "0.12:00:00",
+                                          "retry": 0,
+                                          "retryIntervalInSeconds": 30,
+                                          "secureOutput": false,
+                                          "secureInput": false
+                                        },
+                                        "typeProperties": {
+                                          "command": {
+                                            "value": "@concat('.drop extents <| .show extents | extend isOldFinalData = (TableName startswith \"', replace(pipeline().parameters.table, '_raw', '_final_v'), '\" and Tags !has \"drop-by:', pipeline().parameters.ingestionId, '\" and Tags has \"drop-by:', pipeline().parameters.folderPath, '\") | extend isPastFinalRetention = (TableName startswith \"', replace(pipeline().parameters.table, '_raw', '_final_v'), '\" and todatetime(substring(strcat(replace_string(extract(\"drop-by:[A-Za-z]+/(\\\\d{4}/\\\\d{2}(/\\\\d{2})?)\", 1, Tags), \"/\", \"-\"), \"-01\"), 0, 10)) < datetime_add(\"month\", -', if(lessOrEquals(variables('finalRetentionMonths'), 0), 0, variables('finalRetentionMonths')), ', startofmonth(now()))) | where isOldFinalData or isPastFinalRetention')",
+                                            "type": "Expression"
+                                          },
+                                          "commandTimeout": "00:20:00"
+                                        },
+                                        "linkedServiceName": {
+                                          "referenceName": "[variables('HUB_DATA_EXPLORER')]",
+                                          "type": "LinkedServiceReference",
+                                          "parameters": {
+                                            "database": "[variables('INGESTION_DB')]"
+                                          }
+                                        }
+                                      },
+                                      {
+                                        "name": "Ingestion Complete",
+                                        "type": "SetVariable",
+                                        "dependsOn": [
+                                          {
+                                            "activity": "Post-Ingest Cleanup",
+                                            "dependencyConditions": [
+                                              "Succeeded"
+                                            ]
+                                          }
+                                        ],
+                                        "policy": {
+                                          "secureOutput": false,
+                                          "secureInput": false
+                                        },
+                                        "userProperties": [],
+                                        "typeProperties": {
+                                          "variableName": "tryAgain",
+                                          "value": false
+                                        }
+                                      },
+                                      {
+                                        "name": "Abort On Ingestion Error",
+                                        "type": "SetVariable",
+                                        "dependsOn": [
+                                          {
+                                            "activity": "Ingest Data",
+                                            "dependencyConditions": [
+                                              "Failed"
+                                            ]
+                                          }
+                                        ],
+                                        "policy": {
+                                          "secureOutput": false,
+                                          "secureInput": false
+                                        },
+                                        "userProperties": [],
+                                        "typeProperties": {
+                                          "variableName": "tryAgain",
+                                          "value": false
+                                        }
+                                      },
+                                      {
+                                        "name": "Ingestion Failed Error",
+                                        "type": "Fail",
+                                        "dependsOn": [
+                                          {
+                                            "activity": "Abort On Ingestion Error",
+                                            "dependencyConditions": [
+                                              "Succeeded"
+                                            ]
+                                          }
+                                        ],
+                                        "userProperties": [],
+                                        "typeProperties": {
+                                          "message": {
+                                            "value": "@concat('Data Explorer ingestion into the ', pipeline().parameters.table, ' table failed. Please fix the error and rerun ingestion for the following folder path: \"', pipeline().parameters.folderPath, '\". File: ', pipeline().parameters.originalFileName, '. Error: ', if(greater(length(activity('Ingest Data').output.errors), 0), activity('Ingest Data').output.errors[0].Message, 'Unknown'), ' (Code: ', if(greater(length(activity('Ingest Data').output.errors), 0), activity('Ingest Data').output.errors[0].Code, 'None'), ')')",
+                                            "type": "Expression"
+                                          },
+                                          "errorCode": "DataExplorerIngestionFailed"
+                                        }
+                                      },
+                                      {
+                                        "name": "Abort On Pre-Ingest Drop Error",
+                                        "type": "SetVariable",
+                                        "dependsOn": [
+                                          {
+                                            "activity": "Pre-Ingest Cleanup",
+                                            "dependencyConditions": [
+                                              "Failed"
+                                            ]
+                                          }
+                                        ],
+                                        "policy": {
+                                          "secureOutput": false,
+                                          "secureInput": false
+                                        },
+                                        "userProperties": [],
+                                        "typeProperties": {
+                                          "variableName": "tryAgain",
+                                          "value": false
+                                        }
+                                      },
+                                      {
+                                        "name": "Pre-Ingest Drop Failed Error",
+                                        "type": "Fail",
+                                        "dependsOn": [
+                                          {
+                                            "activity": "Abort On Pre-Ingest Drop Error",
+                                            "dependencyConditions": [
+                                              "Succeeded"
+                                            ]
+                                          }
+                                        ],
+                                        "userProperties": [],
+                                        "typeProperties": {
+                                          "message": {
+                                            "value": "@concat('Data Explorer pre-ingestion cleanup (drop extents from raw table) for the ', pipeline().parameters.table, ' table failed. Ingestion was not completed. Please fix the error and rerun ingestion for the following folder path: \"', pipeline().parameters.folderPath, '\". File: ', pipeline().parameters.originalFileName, '. Error: ', if(greater(length(activity('Pre-Ingest Cleanup').output.errors), 0), activity('Pre-Ingest Cleanup').output.errors[0].Message, 'Unknown'), ' (Code: ', if(greater(length(activity('Pre-Ingest Cleanup').output.errors), 0), activity('Pre-Ingest Cleanup').output.errors[0].Code, 'None'), ')')",
+                                            "type": "Expression"
+                                          },
+                                          "errorCode": "DataExplorerPreIngestionDropFailed"
+                                        }
+                                      },
+                                      {
+                                        "name": "Abort On Post-Ingest Drop Error",
+                                        "type": "SetVariable",
+                                        "dependsOn": [
+                                          {
+                                            "activity": "Post-Ingest Cleanup",
+                                            "dependencyConditions": [
+                                              "Failed"
+                                            ]
+                                          }
+                                        ],
+                                        "policy": {
+                                          "secureOutput": false,
+                                          "secureInput": false
+                                        },
+                                        "userProperties": [],
+                                        "typeProperties": {
+                                          "variableName": "tryAgain",
+                                          "value": false
+                                        }
+                                      },
+                                      {
+                                        "name": "Post-Ingest Drop Failed Error",
+                                        "type": "Fail",
+                                        "dependsOn": [
+                                          {
+                                            "activity": "Abort On Post-Ingest Drop Error",
+                                            "dependencyConditions": [
+                                              "Succeeded"
+                                            ]
+                                          }
+                                        ],
+                                        "userProperties": [],
+                                        "typeProperties": {
+                                          "message": {
+                                            "value": "@concat('Data Explorer post-ingestion cleanup (drop extents from final tables) for the ', replace(pipeline().parameters.table, '_raw', '_final_*'), ' table failed. Please fix the error and rerun ingestion for the following folder path: \"', pipeline().parameters.folderPath, '\". File: ', pipeline().parameters.originalFileName, '. Error: ', if(greater(length(activity('Post-Ingest Cleanup').output.errors), 0), activity('Post-Ingest Cleanup').output.errors[0].Message, 'Unknown'), ' (Code: ', if(greater(length(activity('Post-Ingest Cleanup').output.errors), 0), activity('Post-Ingest Cleanup').output.errors[0].Code, 'None'), ')')",
+                                            "type": "Expression"
+                                          },
+                                          "errorCode": "DataExplorerPostIngestionDropFailed"
+                                        }
+                                      }
+                                    ]
+                                  }
+                                }
+                              ],
+                              "timeout": "0.02:00:00"
+                            }
+                          }
+                        ],
+                        "parameters": {
+                          "folderPath": {
+                            "type": "string"
+                          },
+                          "fileName": {
+                            "type": "string"
+                          },
+                          "originalFileName": {
+                            "type": "string"
+                          },
+                          "ingestionId": {
+                            "type": "string"
+                          },
+                          "table": {
+                            "type": "string"
+                          }
+                        },
+                        "variables": {
+                          "tryAgain": {
+                            "type": "Boolean",
+                            "defaultValue": true
+                          },
+                          "logRetentionDays": {
+                            "type": "Integer",
+                            "defaultValue": 0
+                          },
+                          "finalRetentionMonths": {
+                            "type": "Integer",
+                            "defaultValue": 999
+                          }
+                        },
+                        "annotations": []
+                      },
+                      "dependsOn": [
+                        "appRegistration",
+                        "linkedService_dataExplorer"
+                      ],
+                      "metadata": {
+                        "description": "Ingests parquet data into an Azure Data Explorer cluster."
+                      }
+                    },
+                    "pipeline_ExecuteIngestionETL": {
+                      "condition": "[or(variables('useAzure'), variables('useFabric'))]",
+                      "type": "Microsoft.DataFactory/factories/pipelines",
+                      "apiVersion": "2018-06-01",
+                      "name": "[format('{0}/{1}', parameters('app').dataFactory, format('{0}_ExecuteETL', parameters('core').containers.ingestion))]",
+                      "properties": {
+                        "concurrency": 1,
+                        "activities": [
+                          {
+                            "name": "Wait",
+                            "description": "Files may not be available immediately after being created.",
+                            "type": "Wait",
+                            "dependsOn": [],
+                            "userProperties": [],
+                            "typeProperties": {
+                              "waitTimeInSeconds": 60
+                            }
+                          },
+                          {
+                            "name": "Set Container Folder Path",
+                            "type": "SetVariable",
+                            "dependsOn": [
+                              {
+                                "activity": "Wait",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              }
+                            ],
+                            "policy": {
+                              "secureOutput": false,
+                              "secureInput": false
+                            },
+                            "userProperties": [],
+                            "typeProperties": {
+                              "variableName": "containerFolderPath",
+                              "value": {
+                                "value": "@join(skip(array(split(pipeline().parameters.folderPath, '/')), 1), '/')",
+                                "type": "Expression"
+                              }
+                            }
+                          },
+                          {
+                            "name": "Get Existing Parquet Files",
+                            "description": "Get the previously ingested files so we can get file paths.",
+                            "type": "GetMetadata",
+                            "dependsOn": [
+                              {
+                                "activity": "Set Container Folder Path",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              }
+                            ],
+                            "policy": {
+                              "timeout": "0.12:00:00",
+                              "retry": 0,
+                              "retryIntervalInSeconds": 30,
+                              "secureOutput": false,
+                              "secureInput": false
+                            },
+                            "userProperties": [],
+                            "typeProperties": {
+                              "dataset": {
+                                "referenceName": "[parameters('core').datasets.ingestionFiles]",
+                                "type": "DatasetReference",
+                                "parameters": {
+                                  "folderPath": "@variables('containerFolderPath')"
+                                }
+                              },
+                              "fieldList": [
+                                "exists",
+                                "childItems"
+                              ],
+                              "storeSettings": {
+                                "type": "AzureBlobFSReadSettings",
+                                "enablePartitionDiscovery": false
+                              },
+                              "formatSettings": {
+                                "type": "ParquetReadSettings"
+                              }
+                            }
+                          },
+                          {
+                            "name": "Filter Out Folders",
+                            "description": "Remove any folders or manifest files.",
+                            "type": "Filter",
+                            "dependsOn": [
+                              {
+                                "activity": "Get Existing Parquet Files",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              }
+                            ],
+                            "userProperties": [],
+                            "typeProperties": {
+                              "items": {
+                                "value": "@if(and(activity('Get Existing Parquet Files').output.exists, contains(activity('Get Existing Parquet Files').output, 'childItems')), activity('Get Existing Parquet Files').output.childItems, json('[]'))",
+                                "type": "Expression"
+                              },
+                              "condition": {
+                                "value": "@and(equals(item().type, 'File'), not(contains(toLower(item().name), 'manifest.json')))",
+                                "type": "Expression"
+                              }
+                            }
+                          },
+                          {
+                            "name": "Set Ingestion Timestamp",
+                            "type": "SetVariable",
+                            "dependsOn": [
+                              {
+                                "activity": "Wait",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              }
+                            ],
+                            "policy": {
+                              "secureOutput": false,
+                              "secureInput": false
+                            },
+                            "userProperties": [],
+                            "typeProperties": {
+                              "variableName": "timestamp",
+                              "value": {
+                                "value": "@utcNow()",
+                                "type": "Expression"
+                              }
+                            }
+                          },
+                          {
+                            "name": "For Each Old File",
+                            "description": "Loop thru each of the existing files.",
+                            "type": "ForEach",
+                            "dependsOn": [
+                              {
+                                "activity": "Filter Out Folders",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              },
+                              {
+                                "activity": "Set Ingestion Timestamp",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              }
+                            ],
+                            "userProperties": [],
+                            "typeProperties": {
+                              "batchCount": "[variables('dataExplorerIngestionCapacity')]",
+                              "items": {
+                                "value": "@activity('Filter Out Folders').output.Value",
+                                "type": "Expression"
+                              },
+                              "activities": [
+                                {
+                                  "name": "Execute",
+                                  "description": "Run the ADX ETL pipeline.",
+                                  "type": "ExecutePipeline",
+                                  "dependsOn": [],
+                                  "policy": {
+                                    "secureInput": false
+                                  },
+                                  "userProperties": [],
+                                  "typeProperties": {
+                                    "pipeline": {
+                                      "referenceName": "[format('{0}_ETL_dataExplorer', parameters('core').containers.ingestion)]",
+                                      "type": "PipelineReference"
+                                    },
+                                    "waitOnCompletion": true,
+                                    "parameters": {
+                                      "folderPath": {
+                                        "value": "@variables('containerFolderPath')",
+                                        "type": "Expression"
+                                      },
+                                      "fileName": {
+                                        "value": "@item().name",
+                                        "type": "Expression"
+                                      },
+                                      "originalFileName": {
+                                        "value": "[format('@last(array(split(item().name, ''{0}'')))', parameters('core').ingestionIdFileNameSeparator)]",
+                                        "type": "Expression"
+                                      },
+                                      "ingestionId": {
+                                        "value": "[format('@concat(first(array(split(item().name, ''{0}''))), ''_'', variables(''timestamp''))', parameters('core').ingestionIdFileNameSeparator)]",
+                                        "type": "Expression"
+                                      },
+                                      "table": {
+                                        "value": "@concat(first(array(split(variables('containerFolderPath'), '/'))), '_raw')",
+                                        "type": "Expression"
+                                      }
+                                    }
+                                  }
+                                }
+                              ]
+                            }
+                          },
+                          {
+                            "name": "If No Files",
+                            "description": "If there are no files found, fail the pipeline.",
+                            "type": "IfCondition",
+                            "dependsOn": [
+                              {
+                                "activity": "Filter Out Folders",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              }
+                            ],
+                            "userProperties": [],
+                            "typeProperties": {
+                              "expression": {
+                                "value": "@equals(length(activity('Filter Out Folders').output.Value), 0)",
+                                "type": "Expression"
+                              },
+                              "ifTrueActivities": [
+                                {
+                                  "name": "Files Not Found",
+                                  "type": "Fail",
+                                  "dependsOn": [],
+                                  "userProperties": [],
+                                  "typeProperties": {
+                                    "message": {
+                                      "value": "@concat('Unable to locate parquet files to ingest from the ', pipeline().parameters.folderPath, ' path. Please confirm the folder path is the full path, including the \"ingestion\" container and not starting with or ending with a slash (\"/\").')",
+                                      "type": "Expression"
+                                    },
+                                    "errorCode": "IngestionFilesNotFound"
+                                  }
+                                }
+                              ]
+                            }
+                          }
+                        ],
+                        "parameters": {
+                          "folderPath": {
+                            "type": "string"
+                          }
+                        },
+                        "variables": {
+                          "containerFolderPath": {
+                            "type": "string"
+                          },
+                          "timestamp": {
+                            "type": "string"
+                          }
+                        },
+                        "annotations": [
+                          "New ingestion"
+                        ]
+                      },
+                      "dependsOn": [
+                        "appRegistration",
+                        "pipeline_ToDataExplorer"
+                      ],
+                      "metadata": {
+                        "description": "Queues the ingestion_ETL_dataExplorer pipeline to account for Data Factory pipeline trigger limits."
+                      }
+                    },
+                    "appRegistration": {
+                      "type": "Microsoft.Resources/deployments",
+                      "apiVersion": "2025-04-01",
+                      "name": "Microsoft.FinOpsHubs.Analytics_Register",
+                      "properties": {
+                        "expressionEvaluationOptions": {
+                          "scope": "inner"
+                        },
+                        "mode": "Incremental",
+                        "parameters": {
+                          "app": {
+                            "value": "[parameters('app')]"
+                          },
+                          "version": {
+                            "value": "[variables('finOpsToolkitVersion')]"
+                          },
+                          "features": {
+                            "value": [
+                              "DataFactory",
+                              "Storage"
+                            ]
+                          }
+                        },
+                        "template": {
+                          "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                          "languageVersion": "2.1-experimental",
+                          "contentVersion": "1.0.0.0",
+                          "metadata": {
+                            "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                            "_EXPERIMENTAL_FEATURES_ENABLED": [
+                              "Enable @validate() decorator"
+                            ],
+                            "_generator": {
+                              "name": "bicep",
+                              "version": "0.40.2.10011",
+                              "templateHash": "6663838570021556637"
+                            }
+                          },
+                          "definitions": {
+                            "_1.HubProperties": {
+                              "type": "object",
+                              "properties": {
+                                "id": {
+                                  "type": "string"
+                                },
+                                "name": {
+                                  "type": "string"
+                                },
+                                "location": {
+                                  "type": "string"
+                                },
+                                "tags": {
+                                  "type": "object"
+                                },
+                                "tagsByResource": {
+                                  "type": "object"
+                                },
+                                "version": {
+                                  "type": "string"
+                                },
+                                "options": {
+                                  "type": "object",
+                                  "properties": {
+                                    "enableTelemetry": {
+                                      "type": "bool"
+                                    },
+                                    "keyVaultSku": {
+                                      "type": "string"
+                                    },
+                                    "keyVaultEnablePurgeProtection": {
+                                      "type": "bool"
+                                    },
+                                    "networkAddressPrefix": {
+                                      "type": "string"
+                                    },
+                                    "natGateway": {
+                                      "type": "bool"
+                                    },
+                                    "privateRouting": {
+                                      "type": "bool"
+                                    },
+                                    "publisherIsolation": {
+                                      "type": "bool"
+                                    },
+                                    "storageInfrastructureEncryption": {
+                                      "type": "bool"
+                                    },
+                                    "storageSku": {
+                                      "type": "string"
+                                    }
+                                  }
+                                },
+                                "routing": {
+                                  "$ref": "#/definitions/_1.HubRoutingProperties"
+                                },
+                                "core": {
+                                  "type": "object",
+                                  "properties": {
+                                    "suffix": {
+                                      "type": "string"
+                                    }
+                                  }
+                                }
+                              },
+                              "metadata": {
+                                "id": "FinOps hub resource ID.",
+                                "name": "FinOps hub instance name.",
+                                "location": "Azure resource location of the FinOps hub instance.",
+                                "tags": "Tags to apply to all FinOps hub resources.",
+                                "tagsByResource": "Tags to apply to resources based on their resource type.",
+                                "version": "FinOps hub version number.",
+                                "options": {
+                                  "enableTelemetry": "Indicates whether telemetry should be enabled for deployments.",
+                                  "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
+                                  "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
+                                  "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                  "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
+                                  "privateRouting": "Indicates whether private network routing is enabled.",
+                                  "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
+                                  "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
+                                  "storageSku": "Storage account SKU. Allowed values: \"Premium_LRS\", \"Premium_ZRS\"."
+                                },
+                                "routing": "FinOps hub private network routing properties, if enabled.",
+                                "core": {
+                                  "suffix": "Unique suffix used for shared resources."
+                                },
+                                "apps": {},
+                                "description": "FinOps hub instance properties.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "_1.HubRoutingProperties": {
+                              "type": "object",
+                              "properties": {
+                                "networkId": {
+                                  "type": "string"
+                                },
+                                "networkName": {
+                                  "type": "string"
+                                },
+                                "scriptStorage": {
+                                  "type": "string"
+                                },
+                                "dnsZones": {
+                                  "type": "object",
+                                  "properties": {
+                                    "blob": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "dfs": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "file": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "queue": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "table": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    }
+                                  }
+                                },
+                                "subnets": {
+                                  "type": "object",
+                                  "properties": {
+                                    "dataExplorer": {
+                                      "type": "string"
+                                    },
+                                    "dataFactory": {
+                                      "type": "string"
+                                    },
+                                    "keyVault": {
+                                      "type": "string"
+                                    },
+                                    "scripts": {
+                                      "type": "string"
+                                    },
+                                    "storage": {
+                                      "type": "string"
+                                    }
+                                  }
+                                }
+                              },
+                              "metadata": {
+                                "networkId": "Resource ID of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                "networkName": "Name of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                "scriptStorage": "Name of the storage account used for deployment scripts.",
+                                "dnsZones": {
+                                  "blob": "Resource ID and name for the blob storage DNS zone.",
+                                  "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                  "file": "Resource ID and name for the file storage DNS zone.",
+                                  "queue": "Resource ID and name for the queue storage DNS zone.",
+                                  "table": "Resource ID and name for the table storage DNS zone."
+                                },
+                                "subnets": {
+                                  "dataExplorer": "Resource ID of the subnet for the Data Explorer instance.",
+                                  "dataFactory": "Resource ID of the subnet for Data Factory instances.",
+                                  "keyVault": "Resource ID of the subnet for Key Vault instances.",
+                                  "scripts": "Resource ID of the subnet for deployment script storage.",
+                                  "storage": "Resource ID of the subnet for storage accounts."
+                                },
+                                "description": "FinOps hub private network routing properties.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "_1.IdNameObject": {
+                              "type": "object",
+                              "properties": {
+                                "id": {
+                                  "type": "string"
+                                },
+                                "name": {
+                                  "type": "string"
+                                }
+                              },
+                              "metadata": {
+                                "id": "Fully-qualified resource ID.",
+                                "name": "Resource name.",
+                                "description": "Resource ID and name.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "HubAppFeature": {
+                              "type": "string",
+                              "allowedValues": [
+                                "DataFactory",
+                                "KeyVault",
+                                "Storage"
+                              ],
+                              "metadata": {
+                                "description": "FinOps hub app features.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "HubAppProperties": {
+                              "type": "object",
+                              "properties": {
+                                "id": {
+                                  "type": "string"
+                                },
+                                "name": {
+                                  "type": "string"
+                                },
+                                "publisher": {
+                                  "type": "string"
+                                },
+                                "suffix": {
+                                  "type": "string"
+                                },
+                                "tags": {
+                                  "type": "object"
+                                },
+                                "dataFactory": {
+                                  "type": "string"
+                                },
+                                "keyVault": {
+                                  "type": "string"
+                                },
+                                "storage": {
+                                  "type": "string"
+                                },
+                                "hub": {
+                                  "$ref": "#/definitions/_1.HubProperties"
+                                }
+                              },
+                              "metadata": {
+                                "id": "Fully-qualified name of the publisher and app, separated by a dot.",
+                                "name": "Short name of the FinOps hub app. Last segment of the app ID.",
+                                "publisher": "Fully-qualified namespace of the FinOps hub app publisher.",
+                                "suffix": "Unique suffix used for publisher resources.",
+                                "tags": "Tags to apply to all FinOps hub resources for this FinOps hub app publisher. Tags are not specific to the app since resources are shared.",
+                                "dataFactory": "Name of the Data Factory instance for this publisher.",
+                                "keyVault": "Name of the KeyVault instance for this publisher.",
+                                "storage": "Name of the storage account for this publisher.",
+                                "hub": "FinOps hub instance the app is deployed to.",
+                                "description": "FinOps hub app configuration settings.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            }
+                          },
+                          "functions": [
+                            {
+                              "namespace": "__bicep",
+                              "members": {
+                                "getAppPublisherTags": {
+                                  "parameters": [
+                                    {
+                                      "$ref": "#/definitions/HubAppProperties",
+                                      "name": "app"
+                                    },
+                                    {
+                                      "type": "string",
+                                      "name": "resourceType"
+                                    }
+                                  ],
+                                  "output": {
+                                    "type": "object",
+                                    "value": "[union(if(parameters('app').hub.options.publisherIsolation, parameters('app').tags, parameters('app').hub.tags), coalesce(tryGet(parameters('app').hub.tagsByResource, parameters('resourceType')), createObject()))]"
+                                  },
+                                  "metadata": {
+                                    "description": "Returns a tags dictionary that includes tags for the FinOps hub app publisher.",
+                                    "__bicep_imported_from!": {
+                                      "sourceTemplate": "hub-types.bicep"
+                                    }
+                                  }
+                                }
+                              }
+                            }
+                          ],
+                          "parameters": {
+                            "app": {
+                              "$ref": "#/definitions/HubAppProperties",
+                              "metadata": {
+                                "description": "Required. FinOps hub app getting deployed."
+                              }
+                            },
+                            "version": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Required. Version number of the FinOps hub app."
+                              }
+                            },
+                            "features": {
+                              "type": "array",
+                              "items": {
+                                "$ref": "#/definitions/HubAppFeature"
+                              },
+                              "defaultValue": [],
+                              "metadata": {
+                                "description": "Optional. Indicate which features the app requires. Allowed values: \"DataFactory\", \"KeyVault\", \"Storage\". Default: [] (none)."
+                              }
+                            },
+                            "storageRoles": {
+                              "type": "array",
+                              "items": {
+                                "type": "string"
+                              },
+                              "defaultValue": [],
+                              "metadata": {
+                                "description": "Optional. Indicate which RBAC roles the Data Factory identity needs on the publisher storage account. This is in addition to Storage Blob Data Contributor for reading and managing content, which is granted to apps that use the \"Storage\" feature. Roles are assigned whether or not the app uses the \"Storage\" feature since the storage account is shared across all apps from the same publisher. Default: [] (none)."
+                              }
+                            },
+                            "telemetryString": {
+                              "type": "string",
+                              "defaultValue": "",
+                              "metadata": {
+                                "description": "Optional. Custom string with additional metadata to log. Must an alphanumeric string without spaces or special characters except for underscores and dashes. Namespace + appName + telemetryString must be 50 characters or less - additional characters will be trimmed."
+                              }
+                            }
+                          },
+                          "variables": {
+                            "$fxv#0": "# Copyright (c) Microsoft Corporation.\r\n# Licensed under the MIT License.\r\n\r\n<#\r\n.SYNOPSIS\r\nManages Azure Data Factory triggers and pipelines during FinOps hub deployment.\r\n\r\n.DESCRIPTION\r\nThis script is called by Bicep deployment scripts to start/stop Data Factory triggers\r\nand optionally run pipelines. It handles two types of triggers:\r\n\r\n1. Schedule triggers - Can be started/stopped directly\r\n2. BlobEventsTriggers - Require Event Grid subscription management before start/stop\r\n\r\nBlobEventsTriggers use Event Grid to listen for storage blob events. Before stopping,\r\nthe Event Grid subscription must be removed (unsubscribed). Before starting, the\r\nsubscription must be added and fully provisioned. This script handles this automatically\r\nby detecting BlobEventsTriggers via the BlobPathBeginsWith property.\r\n\r\nThe script uses retry logic with linear backoff to handle transient API failures and\r\nwait for Event Grid subscription provisioning/deprovisioning to complete.\r\n\r\n.PARAMETER DataFactoryResourceGroup\r\nThe resource group containing the Data Factory.\r\n\r\n.PARAMETER DataFactoryName\r\nThe name of the Data Factory instance.\r\n\r\n.PARAMETER Pipelines\r\nPipe-delimited list of pipeline names to run (e.g., \"pipeline1|pipeline2\").\r\n\r\n.PARAMETER StartTriggers\r\nSwitch to start all stopped triggers (with Event Grid subscription for blob triggers).\r\n\r\n.PARAMETER StopTriggers\r\nSwitch to stop all running triggers (with Event Grid unsubscription for blob triggers).\r\n\r\n.EXAMPLE\r\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StopTriggers\r\n\r\n.EXAMPLE\r\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StartTriggers\r\n#>\r\n\r\nparam(\r\n    [string] $DataFactoryResourceGroup,\r\n    [string] $DataFactoryName,\r\n    [string] $Pipelines = \"\",\r\n    [switch] $StartTriggers,\r\n    [switch] $StopTriggers\r\n)\r\n\r\n$MAX_RETRIES = 20\r\n$DeploymentScriptOutputs = @{}\r\n\r\nfunction Write-Log($Message)\r\n{\r\n    Write-Output \"$(Get-Date -Format 'HH:mm:ss') $Message\"\r\n}\r\n\r\nfunction Invoke-WithRetry([scriptblock]$Action, [string]$Name, [int]$Delay = 5)\r\n{\r\n    for ($i = 1; $i -le $MAX_RETRIES; $i++)\r\n    {\r\n        try { return & $Action }\r\n        catch\r\n        {\r\n            Write-Log \"$Name failed (attempt $i/${MAX_RETRIES}): $($_.Exception.Message)\"\r\n            if ($i -eq $MAX_RETRIES) { throw }\r\n            Start-Sleep -Seconds ($Delay * $i)\r\n        }\r\n    }\r\n}\r\n\r\nfunction Set-BlobTriggerSubscription([string]$TriggerName, [switch]$Subscribe)\r\n{\r\n    $targetStatus = if ($Subscribe) { 'Enabled' } else { 'Disabled' }\r\n    $action = if ($Subscribe) { 'Subscribing' } else { 'Unsubscribing' }\r\n\r\n    Write-Log \"$action $TriggerName to events...\"\r\n\r\n    # Check current status before attempting subscribe/unsubscribe\r\n    $currentStatus = (Get-AzDataFactoryV2TriggerSubscriptionStatus `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -Name $TriggerName).Status\r\n\r\n    if ($currentStatus -eq $targetStatus)\r\n    {\r\n        Write-Log \"$TriggerName subscription is already $targetStatus, skipping.\"\r\n        return\r\n    }\r\n\r\n    if ($currentStatus -eq 'Provisioning' -or $currentStatus -eq 'Deprovisioning')\r\n    {\r\n        Write-Log \"$TriggerName subscription is $currentStatus, waiting for completion...\"\r\n    }\r\n    else\r\n    {\r\n        # Only call subscribe/unsubscribe when not already in a transitional state\r\n        if ($Subscribe)\r\n        {\r\n            Add-AzDataFactoryV2TriggerSubscription `\r\n                -ResourceGroupName $DataFactoryResourceGroup `\r\n                -DataFactoryName $DataFactoryName `\r\n                -Name $TriggerName | Out-Null\r\n        }\r\n        else\r\n        {\r\n            Remove-AzDataFactoryV2TriggerSubscription `\r\n                -ResourceGroupName $DataFactoryResourceGroup `\r\n                -DataFactoryName $DataFactoryName `\r\n                -Name $TriggerName | Out-Null\r\n        }\r\n    }\r\n\r\n    # Poll until provisioning completes\r\n    Invoke-WithRetry -Name \"$action status $TriggerName\" -Delay 5 -Action {\r\n        $status = Get-AzDataFactoryV2TriggerSubscriptionStatus `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -Name $TriggerName\r\n        if ($status.Status -ne $targetStatus)\r\n        {\r\n            throw \"Subscription status is $($status.Status), expected $targetStatus\"\r\n        }\r\n    }\r\n}\r\n\r\nif ($StartTriggers -or $StopTriggers)\r\n{\r\n    $triggers = Invoke-WithRetry -Name \"Get triggers\" -Action {\r\n        Get-AzDataFactoryV2Trigger `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n        | Where-Object {\r\n            ($StartTriggers -and $_.Properties.RuntimeState -ne \"Started\") `\r\n                -or ($StopTriggers -and $_.Properties.RuntimeState -ne \"Stopped\")\r\n        }\r\n    }\r\n\r\n    Write-Log \"Found $($triggers.Count) trigger(s) to $(if ($StartTriggers) { 'start' } else { 'stop' })\"\r\n\r\n    $triggers | ForEach-Object {\r\n        $triggerName = $_.Name\r\n        $isBlobTrigger = $null -ne $_.Properties.BlobPathBeginsWith\r\n\r\n        if ($StopTriggers)\r\n        {\r\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName }\r\n            Write-Log \"Stopping trigger $triggerName...\"\r\n            Invoke-WithRetry -Name \"Stop $triggerName\" -Action {\r\n                Stop-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName -Force\r\n            }\r\n        }\r\n        else\r\n        {\r\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName -Subscribe }\r\n            Write-Log \"Starting trigger $triggerName...\"\r\n            Invoke-WithRetry -Name \"Start $triggerName\" -Action {\r\n                Start-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName -Force\r\n            }\r\n        }\r\n\r\n        Invoke-WithRetry -Name \"Wait for $triggerName\" -Action {\r\n            $state = (Get-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName).Properties.RuntimeState\r\n            $expected = if ($StartTriggers) { 'Started' } else { 'Stopped' }\r\n            if ($state -ne $expected) { throw \"Trigger is $state, expected $expected\" }\r\n        }\r\n\r\n        Write-Log \"...done\"\r\n        $DeploymentScriptOutputs[$triggerName] = $true\r\n    }\r\n}\r\n\r\nif (-not [string]::IsNullOrWhiteSpace($Pipelines))\r\n{\r\n    $Pipelines.Split('|') | ForEach-Object {\r\n        Write-Log \"Running pipeline $_...\"\r\n        Invoke-AzDataFactoryV2Pipeline `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -PipelineName $_\r\n    }\r\n}\r\n",
+                            "usesDataFactory": "[contains(parameters('features'), 'DataFactory')]",
+                            "usesKeyVault": "[contains(parameters('features'), 'KeyVault')]",
+                            "usesStorage": "[contains(parameters('features'), 'Storage')]",
+                            "telemetryId": "[format('ftk-hubapp-{0}{1}{2}', parameters('app').id, if(empty(parameters('telemetryString')), '', '_'), parameters('telemetryString'))]",
+                            "telemetryProps": {
+                              "mode": "Incremental",
+                              "template": {
+                                "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                "contentVersion": "1.0.0.0",
+                                "metadata": {
+                                  "_generator": {
+                                    "name": "[format('FTK: {0}', parameters('app').id)]",
+                                    "version": "[parameters('version')]"
+                                  }
+                                },
+                                "resources": []
+                              }
+                            },
+                            "factoryManagementRoles": [
+                              "673868aa-7521-48a0-acc6-0f60742d39f5"
+                            ],
+                            "factoryStorageRoles": "[union(parameters('storageRoles'), if(not(variables('usesStorage')), createArray(), createArray('17d1049b-9a84-46fb-8f53-869881c3d3ab', 'ba92f5b4-2d11-453d-a403-e96b0029c9fe', 'acdd72a7-3385-48ef-bd42-f606fba81ae7')))]",
+                            "storageInfrastructureEncryptionProperties": "[if(not(parameters('app').hub.options.storageInfrastructureEncryption), createObject(), createObject('encryption', createObject('keySource', 'Microsoft.Storage', 'requireInfrastructureEncryption', parameters('app').hub.options.storageInfrastructureEncryption)))]"
+                          },
+                          "resources": {
+                            "dataFactory::managedVirtualNetwork::storageManagedPrivateEndpoint": {
+                              "condition": "[and(and(variables('usesDataFactory'), parameters('app').hub.options.privateRouting), variables('usesStorage'))]",
+                              "type": "Microsoft.DataFactory/factories/managedVirtualNetworks/managedPrivateEndpoints",
+                              "apiVersion": "2018-06-01",
+                              "name": "[format('{0}/{1}/{2}', parameters('app').dataFactory, 'default', parameters('app').storage)]",
+                              "properties": {
+                                "name": "[parameters('app').storage]",
+                                "groupId": "dfs",
+                                "privateLinkResourceId": "[resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage)]",
+                                "fqdns": [
+                                  "[reference('storageAccount').primaryEndpoints.dfs]"
+                                ]
+                              },
+                              "dependsOn": [
+                                "dataFactory::managedVirtualNetwork",
+                                "storageAccount"
+                              ]
+                            },
+                            "dataFactory::managedVirtualNetwork::keyVaultManagedPrivateEndpoint": {
+                              "condition": "[and(and(variables('usesDataFactory'), parameters('app').hub.options.privateRouting), variables('usesKeyVault'))]",
+                              "type": "Microsoft.DataFactory/factories/managedVirtualNetworks/managedPrivateEndpoints",
+                              "apiVersion": "2018-06-01",
+                              "name": "[format('{0}/{1}/{2}', parameters('app').dataFactory, 'default', parameters('app').keyVault)]",
+                              "properties": {
+                                "name": "[parameters('app').keyVault]",
+                                "groupId": "vault",
+                                "privateLinkResourceId": "[resourceId('Microsoft.KeyVault/vaults', parameters('app').keyVault)]",
+                                "fqdns": [
+                                  "[reference('keyVault').vaultUri]"
+                                ]
+                              },
+                              "dependsOn": [
+                                "dataFactory::managedVirtualNetwork",
+                                "keyVault"
+                              ]
+                            },
+                            "dataFactory::managedVirtualNetwork": {
+                              "condition": "[and(variables('usesDataFactory'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.DataFactory/factories/managedVirtualNetworks",
+                              "apiVersion": "2018-06-01",
+                              "name": "[format('{0}/{1}', parameters('app').dataFactory, 'default')]",
+                              "properties": {},
+                              "dependsOn": [
+                                "dataFactory"
+                              ]
+                            },
+                            "dataFactory::managedIntegrationRuntime": {
+                              "condition": "[and(variables('usesDataFactory'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.DataFactory/factories/integrationRuntimes",
+                              "apiVersion": "2018-06-01",
+                              "name": "[format('{0}/{1}', parameters('app').dataFactory, 'ManagedIntegrationRuntime')]",
+                              "properties": {
+                                "type": "Managed",
+                                "managedVirtualNetwork": {
+                                  "referenceName": "default",
+                                  "type": "ManagedVirtualNetworkReference"
+                                },
+                                "typeProperties": {
+                                  "computeProperties": {
+                                    "location": "[parameters('app').hub.location]",
+                                    "dataFlowProperties": {
+                                      "computeType": "General",
+                                      "coreCount": 8,
+                                      "timeToLive": 10,
+                                      "cleanup": false,
+                                      "customProperties": []
+                                    },
+                                    "copyComputeScaleProperties": {
+                                      "dataIntegrationUnit": 16,
+                                      "timeToLive": 30
+                                    },
+                                    "pipelineExternalComputeScaleProperties": {
+                                      "timeToLive": 30,
+                                      "numberOfPipelineNodes": 1,
+                                      "numberOfExternalNodes": 1
+                                    }
+                                  }
+                                }
+                              },
+                              "dependsOn": [
+                                "dataFactory",
+                                "dataFactory::managedVirtualNetwork"
+                              ]
+                            },
+                            "dataFactory::linkedService_keyVault": {
+                              "condition": "[and(variables('usesDataFactory'), variables('usesKeyVault'))]",
+                              "type": "Microsoft.DataFactory/factories/linkedservices",
+                              "apiVersion": "2018-06-01",
+                              "name": "[format('{0}/{1}', parameters('app').dataFactory, parameters('app').keyVault)]",
+                              "properties": {
+                                "annotations": [],
+                                "parameters": {},
+                                "type": "AzureKeyVault",
+                                "typeProperties": {
+                                  "baseUrl": "[reference(format('Microsoft.KeyVault/vaults/{0}', parameters('app').keyVault), '2023-02-01').vaultUri]"
+                                },
+                                "connectVia": "[if(parameters('app').hub.options.privateRouting, createObject('referenceName', 'ManagedIntegrationRuntime', 'type', 'IntegrationRuntimeReference'), null())]"
+                              },
+                              "dependsOn": [
+                                "dataFactory",
+                                "dataFactory::managedIntegrationRuntime",
+                                "keyVault"
+                              ]
+                            },
+                            "dataFactory::linkedService_storageAccount": {
+                              "condition": "[and(variables('usesDataFactory'), variables('usesStorage'))]",
+                              "type": "Microsoft.DataFactory/factories/linkedservices",
+                              "apiVersion": "2018-06-01",
+                              "name": "[format('{0}/{1}', parameters('app').dataFactory, parameters('app').storage)]",
+                              "properties": {
+                                "annotations": [],
+                                "parameters": {},
+                                "type": "AzureBlobFS",
+                                "typeProperties": {
+                                  "url": "[reference(format('Microsoft.Storage/storageAccounts/{0}', parameters('app').storage), '2021-08-01').primaryEndpoints.dfs]"
+                                },
+                                "connectVia": "[if(parameters('app').hub.options.privateRouting, createObject('referenceName', 'ManagedIntegrationRuntime', 'type', 'IntegrationRuntimeReference'), null())]"
+                              },
+                              "dependsOn": [
+                                "dataFactory",
+                                "dataFactory::managedIntegrationRuntime",
+                                "storageAccount"
+                              ]
+                            },
+                            "storageAccount::blobService": {
+                              "condition": "[variables('usesStorage')]",
+                              "type": "Microsoft.Storage/storageAccounts/blobServices",
+                              "apiVersion": "2022-09-01",
+                              "name": "[format('{0}/{1}', parameters('app').storage, 'default')]",
+                              "dependsOn": [
+                                "storageAccount"
+                              ]
+                            },
+                            "blobEndpoint::blobPrivateDnsZoneGroup": {
+                              "condition": "[and(variables('usesStorage'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateEndpoints/privateDnsZoneGroups",
+                              "apiVersion": "2023-11-01",
+                              "name": "[format('{0}/{1}', format('{0}-blob-ep', parameters('app').storage), 'storage-endpoint-zone')]",
+                              "properties": {
+                                "privateDnsZoneConfigs": [
+                                  {
+                                    "name": "[format('privatelink.blob.{0}', environment().suffixes.storage)]",
+                                    "properties": {
+                                      "privateDnsZoneId": "[resourceId('Microsoft.Network/privateDnsZones', format('privatelink.blob.{0}', environment().suffixes.storage))]"
+                                    }
+                                  }
+                                ]
+                              },
+                              "dependsOn": [
+                                "blobEndpoint"
+                              ]
+                            },
+                            "dfsEndpoint::dfsPrivateDnsZoneGroup": {
+                              "condition": "[and(variables('usesStorage'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateEndpoints/privateDnsZoneGroups",
+                              "apiVersion": "2023-11-01",
+                              "name": "[format('{0}/{1}', format('{0}-dfs-ep', parameters('app').storage), 'dfs-endpoint-zone')]",
+                              "properties": {
+                                "privateDnsZoneConfigs": [
+                                  {
+                                    "name": "[format('privatelink.dfs.{0}', environment().suffixes.storage)]",
+                                    "properties": {
+                                      "privateDnsZoneId": "[resourceId('Microsoft.Network/privateDnsZones', format('privatelink.dfs.{0}', environment().suffixes.storage))]"
+                                    }
+                                  }
+                                ]
+                              },
+                              "dependsOn": [
+                                "dfsEndpoint"
+                              ]
+                            },
+                            "keyVaultPrivateDnsZone::keyVaultPrivateDnsZoneLink": {
+                              "condition": "[and(variables('usesKeyVault'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateDnsZones/virtualNetworkLinks",
+                              "apiVersion": "2024-06-01",
+                              "name": "[format('{0}/{1}', format('privatelink{0}', replace(environment().suffixes.keyvaultDns, 'vault', 'vaultcore')), format('{0}-link', replace(format('privatelink{0}', replace(environment().suffixes.keyvaultDns, 'vault', 'vaultcore')), '.', '-')))]",
+                              "location": "global",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Network/privateDnsZones/virtualNetworkLinks')]",
+                              "properties": {
+                                "virtualNetwork": {
+                                  "id": "[parameters('app').hub.routing.networkId]"
+                                },
+                                "registrationEnabled": false
+                              },
+                              "dependsOn": [
+                                "keyVaultPrivateDnsZone"
+                              ]
+                            },
+                            "keyVaultEndpoint::keyVaultPrivateDnsZoneGroup": {
+                              "condition": "[and(variables('usesKeyVault'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateEndpoints/privateDnsZoneGroups",
+                              "apiVersion": "2023-11-01",
+                              "name": "[format('{0}/{1}', format('{0}-ep', parameters('app').keyVault), 'keyvault-endpoint-zone')]",
+                              "properties": {
+                                "privateDnsZoneConfigs": [
+                                  {
+                                    "name": "[format('privatelink{0}', replace(environment().suffixes.keyvaultDns, 'vault', 'vaultcore'))]",
+                                    "properties": {
+                                      "privateDnsZoneId": "[resourceId('Microsoft.Network/privateDnsZones', format('privatelink{0}', replace(environment().suffixes.keyvaultDns, 'vault', 'vaultcore')))]"
+                                    }
+                                  }
+                                ]
+                              },
+                              "dependsOn": [
+                                "keyVaultEndpoint",
+                                "keyVaultPrivateDnsZone"
+                              ]
+                            },
+                            "appTelemetry": {
+                              "condition": "[parameters('app').hub.options.enableTelemetry]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2022-09-01",
+                              "name": "[if(lessOrEquals(length(variables('telemetryId')), 64), variables('telemetryId'), substring(variables('telemetryId'), 0, 64))]",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Resources/deployments')]",
+                              "properties": "[variables('telemetryProps')]"
+                            },
+                            "dataFactory": {
+                              "condition": "[variables('usesDataFactory')]",
+                              "type": "Microsoft.DataFactory/factories",
+                              "apiVersion": "2018-06-01",
+                              "name": "[parameters('app').dataFactory]",
+                              "location": "[parameters('app').hub.location]",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.DataFactory/factories')]",
+                              "identity": {
+                                "type": "SystemAssigned"
+                              },
+                              "properties": {
+                                "globalConfigurations": {
+                                  "PipelineBillingEnabled": "true"
+                                }
+                              }
+                            },
+                            "storageRoleAssignments": {
+                              "copy": {
+                                "name": "storageRoleAssignments",
+                                "count": "[length(variables('factoryStorageRoles'))]"
+                              },
+                              "condition": "[variables('usesDataFactory')]",
+                              "type": "Microsoft.Authorization/roleAssignments",
+                              "apiVersion": "2022-04-01",
+                              "scope": "[resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage)]",
+                              "name": "[guid(resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage), variables('factoryStorageRoles')[copyIndex()], resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory))]",
+                              "properties": {
+                                "roleDefinitionId": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', variables('factoryStorageRoles')[copyIndex()])]",
+                                "principalId": "[reference('dataFactory', '2018-06-01', 'full').identity.principalId]",
+                                "principalType": "ServicePrincipal"
+                              },
+                              "dependsOn": [
+                                "dataFactory",
+                                "storageAccount"
+                              ]
+                            },
+                            "factorySelfRoleAssignments": {
+                              "copy": {
+                                "name": "factorySelfRoleAssignments",
+                                "count": "[length(variables('factoryManagementRoles'))]"
+                              },
+                              "condition": "[variables('usesDataFactory')]",
+                              "type": "Microsoft.Authorization/roleAssignments",
+                              "apiVersion": "2022-04-01",
+                              "scope": "[resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory)]",
+                              "name": "[guid(resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory), variables('factoryManagementRoles')[copyIndex()], resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory))]",
+                              "properties": {
+                                "roleDefinitionId": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', variables('factoryManagementRoles')[copyIndex()])]",
+                                "principalId": "[reference('dataFactory', '2018-06-01', 'full').identity.principalId]",
+                                "principalType": "ServicePrincipal"
+                              },
+                              "dependsOn": [
+                                "dataFactory"
+                              ]
+                            },
+                            "triggerManagerIdentity": {
+                              "condition": "[variables('usesDataFactory')]",
+                              "type": "Microsoft.ManagedIdentity/userAssignedIdentities",
+                              "apiVersion": "2023-01-31",
+                              "name": "[format('{0}_triggerManager', parameters('app').dataFactory)]",
+                              "location": "[parameters('app').hub.location]",
+                              "tags": "[union(parameters('app').tags, coalesce(tryGet(parameters('app').hub.tagsByResource, 'Microsoft.ManagedIdentity/userAssignedIdentities'), createObject()))]",
+                              "dependsOn": [
+                                "dataFactory"
+                              ]
+                            },
+                            "triggerManagerRoleAssignments": {
+                              "copy": {
+                                "name": "triggerManagerRoleAssignments",
+                                "count": "[length(variables('factoryManagementRoles'))]"
+                              },
+                              "condition": "[variables('usesDataFactory')]",
+                              "type": "Microsoft.Authorization/roleAssignments",
+                              "apiVersion": "2022-04-01",
+                              "scope": "[resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory)]",
+                              "name": "[guid(resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory), variables('factoryManagementRoles')[copyIndex()], resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', format('{0}_triggerManager', parameters('app').dataFactory)))]",
+                              "properties": {
+                                "roleDefinitionId": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', variables('factoryManagementRoles')[copyIndex()])]",
+                                "principalId": "[reference('triggerManagerIdentity').principalId]",
+                                "principalType": "ServicePrincipal"
+                              },
+                              "dependsOn": [
+                                "dataFactory",
+                                "triggerManagerIdentity"
+                              ]
+                            },
+                            "storageAccount": {
+                              "condition": "[variables('usesStorage')]",
+                              "type": "Microsoft.Storage/storageAccounts",
+                              "apiVersion": "2022-09-01",
+                              "name": "[parameters('app').storage]",
+                              "location": "[parameters('app').hub.location]",
+                              "sku": {
+                                "name": "[parameters('app').hub.options.storageSku]"
+                              },
+                              "kind": "BlockBlobStorage",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Storage/storageAccounts')]",
+                              "properties": "[shallowMerge(createArray(variables('storageInfrastructureEncryptionProperties'), createObject('supportsHttpsTrafficOnly', true(), 'allowSharedKeyAccess', true(), 'isHnsEnabled', true(), 'minimumTlsVersion', 'TLS1_2', 'allowBlobPublicAccess', false(), 'publicNetworkAccess', 'Enabled', 'networkAcls', createObject('bypass', 'AzureServices', 'defaultAction', if(parameters('app').hub.options.privateRouting, 'Deny', 'Allow')))))]"
+                            },
+                            "blobPrivateDnsZone": {
+                              "condition": "[and(variables('usesStorage'), parameters('app').hub.options.privateRouting)]",
+                              "existing": true,
+                              "type": "Microsoft.Network/privateDnsZones",
+                              "apiVersion": "2024-06-01",
+                              "name": "[format('privatelink.blob.{0}', environment().suffixes.storage)]"
+                            },
+                            "blobEndpoint": {
+                              "condition": "[and(variables('usesStorage'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateEndpoints",
+                              "apiVersion": "2023-11-01",
+                              "name": "[format('{0}-blob-ep', parameters('app').storage)]",
+                              "location": "[parameters('app').hub.location]",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Network/privateEndpoints')]",
+                              "properties": {
+                                "subnet": {
+                                  "id": "[parameters('app').hub.routing.subnets.storage]"
+                                },
+                                "privateLinkServiceConnections": [
+                                  {
+                                    "name": "blobLink",
+                                    "properties": {
+                                      "privateLinkServiceId": "[resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage)]",
+                                      "groupIds": [
+                                        "blob"
+                                      ]
+                                    }
+                                  }
+                                ]
+                              },
+                              "dependsOn": [
+                                "storageAccount"
+                              ]
+                            },
+                            "dfsPrivateDnsZone": {
+                              "condition": "[and(variables('usesStorage'), parameters('app').hub.options.privateRouting)]",
+                              "existing": true,
+                              "type": "Microsoft.Network/privateDnsZones",
+                              "apiVersion": "2024-06-01",
+                              "name": "[format('privatelink.dfs.{0}', environment().suffixes.storage)]"
+                            },
+                            "dfsEndpoint": {
+                              "condition": "[and(variables('usesStorage'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateEndpoints",
+                              "apiVersion": "2023-11-01",
+                              "name": "[format('{0}-dfs-ep', parameters('app').storage)]",
+                              "location": "[parameters('app').hub.location]",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Network/privateEndpoints')]",
+                              "properties": {
+                                "subnet": {
+                                  "id": "[parameters('app').hub.routing.subnets.storage]"
+                                },
+                                "privateLinkServiceConnections": [
+                                  {
+                                    "name": "dfsLink",
+                                    "properties": {
+                                      "privateLinkServiceId": "[resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage)]",
+                                      "groupIds": [
+                                        "dfs"
+                                      ]
+                                    }
+                                  }
+                                ]
+                              },
+                              "dependsOn": [
+                                "storageAccount"
+                              ]
+                            },
+                            "keyVault": {
+                              "condition": "[variables('usesKeyVault')]",
+                              "type": "Microsoft.KeyVault/vaults",
+                              "apiVersion": "2023-02-01",
+                              "name": "[parameters('app').keyVault]",
+                              "location": "[parameters('app').hub.location]",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.KeyVault/vaults')]",
+                              "properties": {
+                                "sku": {
+                                  "name": "[parameters('app').hub.options.keyVaultSku]",
+                                  "family": "A"
+                                },
+                                "enabledForDeployment": true,
+                                "enabledForTemplateDeployment": true,
+                                "enabledForDiskEncryption": true,
+                                "enableSoftDelete": true,
+                                "softDeleteRetentionInDays": 90,
+                                "enablePurgeProtection": "[if(parameters('app').hub.options.keyVaultEnablePurgeProtection, true(), null())]",
+                                "enableRbacAuthorization": false,
+                                "createMode": "default",
+                                "tenantId": "[subscription().tenantId]",
+                                "accessPolicies": [
+                                  {
+                                    "objectId": "[reference('dataFactory', '2018-06-01', 'full').identity.principalId]",
+                                    "tenantId": "[subscription().tenantId]",
+                                    "permissions": {
+                                      "secrets": [
+                                        "get"
+                                      ]
+                                    }
+                                  }
+                                ],
+                                "networkAcls": {
+                                  "bypass": "AzureServices",
+                                  "defaultAction": "[if(parameters('app').hub.options.privateRouting, 'Deny', 'Allow')]"
+                                }
+                              },
+                              "dependsOn": [
+                                "dataFactory"
+                              ]
+                            },
+                            "keyVaultPrivateDnsZone": {
+                              "condition": "[and(variables('usesKeyVault'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateDnsZones",
+                              "apiVersion": "2024-06-01",
+                              "name": "[format('privatelink{0}', replace(environment().suffixes.keyvaultDns, 'vault', 'vaultcore'))]",
+                              "location": "global",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Network/privateDnsZones')]",
+                              "properties": {}
+                            },
+                            "keyVaultEndpoint": {
+                              "condition": "[and(variables('usesKeyVault'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateEndpoints",
+                              "apiVersion": "2023-11-01",
+                              "name": "[format('{0}-ep', parameters('app').keyVault)]",
+                              "location": "[parameters('app').hub.location]",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Network/privateEndpoints')]",
+                              "properties": {
+                                "subnet": {
+                                  "id": "[parameters('app').hub.routing.subnets.keyVault]"
+                                },
+                                "privateLinkServiceConnections": [
+                                  {
+                                    "name": "keyVaultLink",
+                                    "properties": {
+                                      "privateLinkServiceId": "[resourceId('Microsoft.KeyVault/vaults', parameters('app').keyVault)]",
+                                      "groupIds": [
+                                        "vault"
+                                      ]
+                                    }
+                                  }
+                                ]
+                              },
+                              "dependsOn": [
+                                "keyVault"
+                              ]
+                            },
+                            "getKeyVaultPrivateEndpointConnections": {
+                              "condition": "[and(and(variables('usesDataFactory'), variables('usesKeyVault')), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2025-04-01",
+                              "name": "GetKeyVaultPrivateEndpointConnections",
+                              "properties": {
+                                "expressionEvaluationOptions": {
+                                  "scope": "inner"
+                                },
+                                "mode": "Incremental",
+                                "parameters": {
+                                  "keyVaultName": {
+                                    "value": "[parameters('app').keyVault]"
+                                  }
+                                },
+                                "template": {
+                                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                  "languageVersion": "2.1-experimental",
+                                  "contentVersion": "1.0.0.0",
+                                  "metadata": {
+                                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                                      "Enable @validate() decorator"
+                                    ],
+                                    "_generator": {
+                                      "name": "bicep",
+                                      "version": "0.40.2.10011",
+                                      "templateHash": "14430016218703995910"
+                                    }
+                                  },
+                                  "parameters": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "defaultValue": [],
+                                      "metadata": {
+                                        "description": "Optional. Array of private endpoint connections. Pending ones will be approved."
+                                      }
+                                    },
+                                    "keyVaultName": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the KeyVault."
+                                      }
+                                    }
+                                  },
+                                  "resources": {
+                                    "keyVault": {
+                                      "existing": true,
+                                      "type": "Microsoft.KeyVault/vaults",
+                                      "apiVersion": "2023-07-01",
+                                      "name": "[parameters('keyVaultName')]"
+                                    },
+                                    "privateEndpointConnection": {
+                                      "copy": {
+                                        "name": "privateEndpointConnection",
+                                        "count": "[length(parameters('privateEndpointConnections'))]"
+                                      },
+                                      "condition": "[equals(parameters('privateEndpointConnections')[copyIndex()].properties.privateLinkServiceConnectionState.status, 'Pending')]",
+                                      "type": "Microsoft.KeyVault/vaults/privateEndpointConnections",
+                                      "apiVersion": "2023-07-01",
+                                      "name": "[format('{0}/{1}', parameters('keyVaultName'), last(array(split(parameters('privateEndpointConnections')[copyIndex()].id, '/'))))]",
+                                      "properties": {
+                                        "privateLinkServiceConnectionState": {
+                                          "status": "Approved",
+                                          "description": "Approved-by-pipeline"
+                                        }
+                                      }
+                                    }
+                                  },
+                                  "outputs": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "value": "[reference('keyVault').privateEndpointConnections]"
+                                    }
+                                  }
+                                }
+                              },
+                              "dependsOn": [
+                                "dataFactory::managedVirtualNetwork::keyVaultManagedPrivateEndpoint",
+                                "getStoragePrivateEndpointConnections",
+                                "keyVault"
+                              ]
+                            },
+                            "approveKeyVaultPrivateEndpointConnections": {
+                              "condition": "[and(and(variables('usesDataFactory'), variables('usesKeyVault')), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2025-04-01",
+                              "name": "ApproveKeyVaultPrivateEndpointConnections",
+                              "properties": {
+                                "expressionEvaluationOptions": {
+                                  "scope": "inner"
+                                },
+                                "mode": "Incremental",
+                                "parameters": {
+                                  "keyVaultName": {
+                                    "value": "[parameters('app').keyVault]"
+                                  },
+                                  "privateEndpointConnections": {
+                                    "value": "[reference('getKeyVaultPrivateEndpointConnections').outputs.privateEndpointConnections.value]"
+                                  }
+                                },
+                                "template": {
+                                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                  "languageVersion": "2.1-experimental",
+                                  "contentVersion": "1.0.0.0",
+                                  "metadata": {
+                                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                                      "Enable @validate() decorator"
+                                    ],
+                                    "_generator": {
+                                      "name": "bicep",
+                                      "version": "0.40.2.10011",
+                                      "templateHash": "14430016218703995910"
+                                    }
+                                  },
+                                  "parameters": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "defaultValue": [],
+                                      "metadata": {
+                                        "description": "Optional. Array of private endpoint connections. Pending ones will be approved."
+                                      }
+                                    },
+                                    "keyVaultName": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the KeyVault."
+                                      }
+                                    }
+                                  },
+                                  "resources": {
+                                    "keyVault": {
+                                      "existing": true,
+                                      "type": "Microsoft.KeyVault/vaults",
+                                      "apiVersion": "2023-07-01",
+                                      "name": "[parameters('keyVaultName')]"
+                                    },
+                                    "privateEndpointConnection": {
+                                      "copy": {
+                                        "name": "privateEndpointConnection",
+                                        "count": "[length(parameters('privateEndpointConnections'))]"
+                                      },
+                                      "condition": "[equals(parameters('privateEndpointConnections')[copyIndex()].properties.privateLinkServiceConnectionState.status, 'Pending')]",
+                                      "type": "Microsoft.KeyVault/vaults/privateEndpointConnections",
+                                      "apiVersion": "2023-07-01",
+                                      "name": "[format('{0}/{1}', parameters('keyVaultName'), last(array(split(parameters('privateEndpointConnections')[copyIndex()].id, '/'))))]",
+                                      "properties": {
+                                        "privateLinkServiceConnectionState": {
+                                          "status": "Approved",
+                                          "description": "Approved-by-pipeline"
+                                        }
+                                      }
+                                    }
+                                  },
+                                  "outputs": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "value": "[reference('keyVault').privateEndpointConnections]"
+                                    }
+                                  }
+                                }
+                              },
+                              "dependsOn": [
+                                "getKeyVaultPrivateEndpointConnections",
+                                "keyVault"
+                              ]
+                            },
+                            "getStoragePrivateEndpointConnections": {
+                              "condition": "[and(and(variables('usesDataFactory'), variables('usesStorage')), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2025-04-01",
+                              "name": "GetStoragePrivateEndpointConnections",
+                              "properties": {
+                                "expressionEvaluationOptions": {
+                                  "scope": "inner"
+                                },
+                                "mode": "Incremental",
+                                "parameters": {
+                                  "storageAccountName": {
+                                    "value": "[parameters('app').storage]"
+                                  }
+                                },
+                                "template": {
+                                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                  "languageVersion": "2.1-experimental",
+                                  "contentVersion": "1.0.0.0",
+                                  "metadata": {
+                                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                                      "Enable @validate() decorator"
+                                    ],
+                                    "_generator": {
+                                      "name": "bicep",
+                                      "version": "0.40.2.10011",
+                                      "templateHash": "6251600796460224070"
+                                    }
+                                  },
+                                  "parameters": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "defaultValue": [],
+                                      "metadata": {
+                                        "description": "Optional. Array of private endpoint connections. Pending ones will be approved."
+                                      }
+                                    },
+                                    "storageAccountName": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the storage account."
+                                      }
+                                    }
+                                  },
+                                  "resources": {
+                                    "storageAccount": {
+                                      "existing": true,
+                                      "type": "Microsoft.Storage/storageAccounts",
+                                      "apiVersion": "2023-04-01",
+                                      "name": "[parameters('storageAccountName')]"
+                                    },
+                                    "privateEndpointConnection": {
+                                      "copy": {
+                                        "name": "privateEndpointConnection",
+                                        "count": "[length(parameters('privateEndpointConnections'))]"
+                                      },
+                                      "condition": "[equals(parameters('privateEndpointConnections')[copyIndex()].properties.privateLinkServiceConnectionState.status, 'Pending')]",
+                                      "type": "Microsoft.Storage/storageAccounts/privateEndpointConnections",
+                                      "apiVersion": "2023-04-01",
+                                      "name": "[format('{0}/{1}', parameters('storageAccountName'), last(array(split(parameters('privateEndpointConnections')[copyIndex()].id, '/'))))]",
+                                      "properties": {
+                                        "privateLinkServiceConnectionState": {
+                                          "status": "Approved",
+                                          "description": "Approved-by-pipeline",
+                                          "actionRequired": "None"
+                                        }
+                                      }
+                                    }
+                                  },
+                                  "outputs": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "value": "[reference('storageAccount').privateEndpointConnections]"
+                                    }
+                                  }
+                                }
+                              },
+                              "dependsOn": [
+                                "dataFactory::managedVirtualNetwork::storageManagedPrivateEndpoint",
+                                "stopTriggers",
+                                "storageAccount"
+                              ]
+                            },
+                            "approveStoragePrivateEndpointConnections": {
+                              "condition": "[and(and(variables('usesDataFactory'), variables('usesStorage')), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2025-04-01",
+                              "name": "ApproveStoragePrivateEndpointConnections",
+                              "properties": {
+                                "expressionEvaluationOptions": {
+                                  "scope": "inner"
+                                },
+                                "mode": "Incremental",
+                                "parameters": {
+                                  "storageAccountName": {
+                                    "value": "[parameters('app').storage]"
+                                  },
+                                  "privateEndpointConnections": {
+                                    "value": "[reference('getStoragePrivateEndpointConnections').outputs.privateEndpointConnections.value]"
+                                  }
+                                },
+                                "template": {
+                                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                  "languageVersion": "2.1-experimental",
+                                  "contentVersion": "1.0.0.0",
+                                  "metadata": {
+                                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                                      "Enable @validate() decorator"
+                                    ],
+                                    "_generator": {
+                                      "name": "bicep",
+                                      "version": "0.40.2.10011",
+                                      "templateHash": "6251600796460224070"
+                                    }
+                                  },
+                                  "parameters": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "defaultValue": [],
+                                      "metadata": {
+                                        "description": "Optional. Array of private endpoint connections. Pending ones will be approved."
+                                      }
+                                    },
+                                    "storageAccountName": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the storage account."
+                                      }
+                                    }
+                                  },
+                                  "resources": {
+                                    "storageAccount": {
+                                      "existing": true,
+                                      "type": "Microsoft.Storage/storageAccounts",
+                                      "apiVersion": "2023-04-01",
+                                      "name": "[parameters('storageAccountName')]"
+                                    },
+                                    "privateEndpointConnection": {
+                                      "copy": {
+                                        "name": "privateEndpointConnection",
+                                        "count": "[length(parameters('privateEndpointConnections'))]"
+                                      },
+                                      "condition": "[equals(parameters('privateEndpointConnections')[copyIndex()].properties.privateLinkServiceConnectionState.status, 'Pending')]",
+                                      "type": "Microsoft.Storage/storageAccounts/privateEndpointConnections",
+                                      "apiVersion": "2023-04-01",
+                                      "name": "[format('{0}/{1}', parameters('storageAccountName'), last(array(split(parameters('privateEndpointConnections')[copyIndex()].id, '/'))))]",
+                                      "properties": {
+                                        "privateLinkServiceConnectionState": {
+                                          "status": "Approved",
+                                          "description": "Approved-by-pipeline",
+                                          "actionRequired": "None"
+                                        }
+                                      }
+                                    }
+                                  },
+                                  "outputs": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "value": "[reference('storageAccount').privateEndpointConnections]"
+                                    }
+                                  }
+                                }
+                              },
+                              "dependsOn": [
+                                "getStoragePrivateEndpointConnections",
+                                "storageAccount"
+                              ]
+                            },
+                            "stopTriggers": {
+                              "condition": "[variables('usesDataFactory')]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2025-04-01",
+                              "name": "[format('{0}.{1}_ADF.StopTriggers', parameters('app').publisher, parameters('app').name)]",
+                              "properties": {
+                                "expressionEvaluationOptions": {
+                                  "scope": "inner"
+                                },
+                                "mode": "Incremental",
+                                "parameters": {
+                                  "app": {
+                                    "value": "[parameters('app')]"
+                                  },
+                                  "identityName": {
+                                    "value": "[format('{0}_triggerManager', parameters('app').dataFactory)]"
+                                  },
+                                  "scriptContent": {
+                                    "value": "[variables('$fxv#0')]"
+                                  },
+                                  "arguments": {
+                                    "value": "[join(createArray(format('-DataFactoryResourceGroup \"{0}\"', resourceGroup().name), format('-DataFactoryName \"{0}\"', parameters('app').dataFactory), '-StopTriggers'), ' ')]"
+                                  }
+                                },
+                                "template": {
+                                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                  "languageVersion": "2.1-experimental",
+                                  "contentVersion": "1.0.0.0",
+                                  "metadata": {
+                                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                                      "Enable @validate() decorator"
+                                    ],
+                                    "_generator": {
+                                      "name": "bicep",
+                                      "version": "0.40.2.10011",
+                                      "templateHash": "15790442586575518487"
+                                    }
+                                  },
+                                  "definitions": {
+                                    "EnvironmentVariable": {
+                                      "type": "object",
+                                      "properties": {
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "value": {
+                                          "type": "string"
+                                        }
+                                      }
+                                    },
+                                    "_1.HubProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "location": {
+                                          "type": "string"
+                                        },
+                                        "tags": {
+                                          "type": "object"
+                                        },
+                                        "tagsByResource": {
+                                          "type": "object"
+                                        },
+                                        "version": {
+                                          "type": "string"
+                                        },
+                                        "options": {
+                                          "type": "object",
+                                          "properties": {
+                                            "enableTelemetry": {
+                                              "type": "bool"
+                                            },
+                                            "keyVaultSku": {
+                                              "type": "string"
+                                            },
+                                            "keyVaultEnablePurgeProtection": {
+                                              "type": "bool"
+                                            },
+                                            "networkAddressPrefix": {
+                                              "type": "string"
+                                            },
+                                            "natGateway": {
+                                              "type": "bool"
+                                            },
+                                            "privateRouting": {
+                                              "type": "bool"
+                                            },
+                                            "publisherIsolation": {
+                                              "type": "bool"
+                                            },
+                                            "storageInfrastructureEncryption": {
+                                              "type": "bool"
+                                            },
+                                            "storageSku": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        },
+                                        "routing": {
+                                          "$ref": "#/definitions/_1.HubRoutingProperties"
+                                        },
+                                        "core": {
+                                          "type": "object",
+                                          "properties": {
+                                            "suffix": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "FinOps hub resource ID.",
+                                        "name": "FinOps hub instance name.",
+                                        "location": "Azure resource location of the FinOps hub instance.",
+                                        "tags": "Tags to apply to all FinOps hub resources.",
+                                        "tagsByResource": "Tags to apply to resources based on their resource type.",
+                                        "version": "FinOps hub version number.",
+                                        "options": {
+                                          "enableTelemetry": "Indicates whether telemetry should be enabled for deployments.",
+                                          "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
+                                          "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
+                                          "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
+                                          "privateRouting": "Indicates whether private network routing is enabled.",
+                                          "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
+                                          "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
+                                          "storageSku": "Storage account SKU. Allowed values: \"Premium_LRS\", \"Premium_ZRS\"."
+                                        },
+                                        "routing": "FinOps hub private network routing properties, if enabled.",
+                                        "core": {
+                                          "suffix": "Unique suffix used for shared resources."
+                                        },
+                                        "apps": {},
+                                        "description": "FinOps hub instance properties.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "_1.HubRoutingProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "networkId": {
+                                          "type": "string"
+                                        },
+                                        "networkName": {
+                                          "type": "string"
+                                        },
+                                        "scriptStorage": {
+                                          "type": "string"
+                                        },
+                                        "dnsZones": {
+                                          "type": "object",
+                                          "properties": {
+                                            "blob": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "dfs": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "file": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "queue": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "table": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            }
+                                          }
+                                        },
+                                        "subnets": {
+                                          "type": "object",
+                                          "properties": {
+                                            "dataExplorer": {
+                                              "type": "string"
+                                            },
+                                            "dataFactory": {
+                                              "type": "string"
+                                            },
+                                            "keyVault": {
+                                              "type": "string"
+                                            },
+                                            "scripts": {
+                                              "type": "string"
+                                            },
+                                            "storage": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        }
+                                      },
+                                      "metadata": {
+                                        "networkId": "Resource ID of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                        "networkName": "Name of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                        "scriptStorage": "Name of the storage account used for deployment scripts.",
+                                        "dnsZones": {
+                                          "blob": "Resource ID and name for the blob storage DNS zone.",
+                                          "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                          "file": "Resource ID and name for the file storage DNS zone.",
+                                          "queue": "Resource ID and name for the queue storage DNS zone.",
+                                          "table": "Resource ID and name for the table storage DNS zone."
+                                        },
+                                        "subnets": {
+                                          "dataExplorer": "Resource ID of the subnet for the Data Explorer instance.",
+                                          "dataFactory": "Resource ID of the subnet for Data Factory instances.",
+                                          "keyVault": "Resource ID of the subnet for Key Vault instances.",
+                                          "scripts": "Resource ID of the subnet for deployment script storage.",
+                                          "storage": "Resource ID of the subnet for storage accounts."
+                                        },
+                                        "description": "FinOps hub private network routing properties.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "_1.IdNameObject": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "Fully-qualified resource ID.",
+                                        "name": "Resource name.",
+                                        "description": "Resource ID and name.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "HubAppProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "publisher": {
+                                          "type": "string"
+                                        },
+                                        "suffix": {
+                                          "type": "string"
+                                        },
+                                        "tags": {
+                                          "type": "object"
+                                        },
+                                        "dataFactory": {
+                                          "type": "string"
+                                        },
+                                        "keyVault": {
+                                          "type": "string"
+                                        },
+                                        "storage": {
+                                          "type": "string"
+                                        },
+                                        "hub": {
+                                          "$ref": "#/definitions/_1.HubProperties"
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "Fully-qualified name of the publisher and app, separated by a dot.",
+                                        "name": "Short name of the FinOps hub app. Last segment of the app ID.",
+                                        "publisher": "Fully-qualified namespace of the FinOps hub app publisher.",
+                                        "suffix": "Unique suffix used for publisher resources.",
+                                        "tags": "Tags to apply to all FinOps hub resources for this FinOps hub app publisher. Tags are not specific to the app since resources are shared.",
+                                        "dataFactory": "Name of the Data Factory instance for this publisher.",
+                                        "keyVault": "Name of the KeyVault instance for this publisher.",
+                                        "storage": "Name of the storage account for this publisher.",
+                                        "hub": "FinOps hub instance the app is deployed to.",
+                                        "description": "FinOps hub app configuration settings.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    }
+                                  },
+                                  "parameters": {
+                                    "app": {
+                                      "$ref": "#/definitions/HubAppProperties",
+                                      "metadata": {
+                                        "description": "Required. FinOps hub app the deployment script is being run for."
+                                      }
+                                    },
+                                    "identityName": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the managed identity to create."
+                                      }
+                                    },
+                                    "scriptName": {
+                                      "type": "string",
+                                      "defaultValue": "[deployment().name]",
+                                      "metadata": {
+                                        "description": "Optional. Name of the deployment script to create. Default = (same as deployment)."
+                                      }
+                                    },
+                                    "scriptContent": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the deployment script to create."
+                                      }
+                                    },
+                                    "arguments": {
+                                      "type": "string",
+                                      "defaultValue": "",
+                                      "metadata": {
+                                        "description": "Optional. Additional arguments to pass into the deployment script."
+                                      }
+                                    },
+                                    "environmentVariables": {
+                                      "type": "array",
+                                      "items": {
+                                        "$ref": "#/definitions/EnvironmentVariable"
+                                      },
+                                      "defaultValue": [],
+                                      "metadata": {
+                                        "description": "Optional. Environment variables to use for the deployment script."
+                                      }
+                                    },
+                                    "forceUpdateTag": {
+                                      "type": "string",
+                                      "defaultValue": "",
+                                      "metadata": {
+                                        "description": "Optional. Forces the script to run again when the value changes. Default = empty (only reruns when properties change)."
+                                      }
+                                    }
+                                  },
+                                  "variables": {
+                                    "privateEndpointDeploymentRoles": "[if(not(parameters('app').hub.options.privateRouting), createArray(), createArray('69566ab7-960f-475b-8e7c-b3118f30c6bd'))]",
+                                    "containerGroupName": "[replace(replace(replace(parameters('scriptName'), '/', '-'), '.', '-'), '_', '-')]",
+                                    "privateEndpointDeploymentProperties": "[if(not(parameters('app').hub.options.privateRouting), createObject(), createObject('storageAccountSettings', createObject('storageAccountName', coalesce(parameters('app').hub.routing.scriptStorage, '')), 'containerSettings', createObject('containerGroupName', if(greater(length(variables('containerGroupName')), 63), substring(variables('containerGroupName'), 0, 62), variables('containerGroupName')), 'subnetIds', createArray(createObject('id', coalesce(parameters('app').hub.routing.subnets.scripts, ''))))))]"
+                                  },
+                                  "resources": {
+                                    "identity": {
+                                      "type": "Microsoft.ManagedIdentity/userAssignedIdentities",
+                                      "apiVersion": "2023-01-31",
+                                      "name": "[parameters('identityName')]",
+                                      "tags": "[union(parameters('app').tags, coalesce(tryGet(parameters('app').hub.tagsByResource, 'Microsoft.ManagedIdentity/userAssignedIdentities'), createObject()))]",
+                                      "location": "[parameters('app').hub.location]"
+                                    },
+                                    "scriptStorageAccount": {
+                                      "condition": "[parameters('app').hub.options.privateRouting]",
+                                      "existing": true,
+                                      "type": "Microsoft.Storage/storageAccounts",
+                                      "apiVersion": "2022-09-01",
+                                      "name": "[coalesce(parameters('app').hub.routing.scriptStorage, '')]"
+                                    },
+                                    "identityRoleAssignments": {
+                                      "copy": {
+                                        "name": "identityRoleAssignments",
+                                        "count": "[length(variables('privateEndpointDeploymentRoles'))]"
+                                      },
+                                      "condition": "[parameters('app').hub.options.privateRouting]",
+                                      "type": "Microsoft.Authorization/roleAssignments",
+                                      "apiVersion": "2022-04-01",
+                                      "scope": "[resourceId('Microsoft.Storage/storageAccounts', coalesce(parameters('app').hub.routing.scriptStorage, ''))]",
+                                      "name": "[guid(variables('privateEndpointDeploymentRoles')[copyIndex()], resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]",
+                                      "properties": {
+                                        "roleDefinitionId": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', variables('privateEndpointDeploymentRoles')[copyIndex()])]",
+                                        "principalId": "[reference('identity').principalId]",
+                                        "principalType": "ServicePrincipal"
+                                      },
+                                      "dependsOn": [
+                                        "identity"
+                                      ]
+                                    },
+                                    "script": {
+                                      "type": "Microsoft.Resources/deploymentScripts",
+                                      "apiVersion": "2023-08-01",
+                                      "name": "[parameters('scriptName')]",
+                                      "kind": "AzurePowerShell",
+                                      "location": "[if(startsWith(parameters('app').hub.location, 'china'), 'chinaeast2', parameters('app').hub.location)]",
+                                      "tags": "[union(parameters('app').tags, coalesce(tryGet(parameters('app').hub.tagsByResource, 'Microsoft.Resources/deploymentScripts'), createObject()))]",
+                                      "identity": {
+                                        "type": "UserAssigned",
+                                        "userAssignedIdentities": {
+                                          "[format('{0}', resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]": {}
+                                        }
+                                      },
+                                      "properties": "[shallowMerge(createArray(variables('privateEndpointDeploymentProperties'), createObject('azPowerShellVersion', '11.0', 'retentionInterval', 'PT1H', 'cleanupPreference', 'OnSuccess', 'scriptContent', parameters('scriptContent'), 'arguments', parameters('arguments'), 'environmentVariables', parameters('environmentVariables'), 'forceUpdateTag', if(empty(parameters('forceUpdateTag')), null(), parameters('forceUpdateTag')))))]",
+                                      "dependsOn": [
+                                        "identity",
+                                        "identityRoleAssignments"
+                                      ]
+                                    }
+                                  },
+                                  "outputs": {
+                                    "scriptOutputs": {
+                                      "type": "object",
+                                      "metadata": {
+                                        "description": "Values the script set in $DeploymentScriptOutputs. Empty if the script did not set any."
+                                      },
+                                      "value": "[coalesce(tryGet(reference('script'), 'outputs'), createObject())]"
+                                    }
+                                  }
+                                }
+                              },
+                              "dependsOn": [
+                                "appTelemetry",
+                                "dataFactory",
+                                "triggerManagerIdentity",
+                                "triggerManagerRoleAssignments"
+                              ]
+                            }
+                          },
+                          "outputs": {
+                            "dataFactoryId": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Resource ID of the Data Factory instance used by the FinOps hub app. Empty when not deployed."
+                              },
+                              "value": "[if(variables('usesDataFactory'), resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory), '')]"
+                            },
+                            "keyVaultId": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Resource ID of the Key Vault instance used by the FinOps hub app. Empty when not deployed."
+                              },
+                              "value": "[if(variables('usesKeyVault'), resourceId('Microsoft.KeyVault/vaults', parameters('app').keyVault), '')]"
+                            },
+                            "storageAccountId": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Resource ID of the storage account instance used by the FinOps hub app. Empty when not deployed."
+                              },
+                              "value": "[if(variables('usesStorage'), resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage), '')]"
+                            },
+                            "principalId": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Principal ID for the managed identity used by Data Factory. Empty when not deployed."
+                              },
+                              "value": "[if(variables('usesDataFactory'), reference('dataFactory', '2018-06-01', 'full').identity.principalId, '')]"
+                            },
+                            "triggerManagerIdentityName": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Name of the managed identity used to create and stop ADF triggers. Empty when not deployed."
+                              },
+                              "value": "[if(variables('usesDataFactory'), format('{0}_triggerManager', parameters('app').dataFactory), '')]"
+                            }
+                          }
+                        }
+                      }
+                    },
+                    "ingestion_OpenDataInternalScripts": {
+                      "condition": "[variables('useAzure')]",
+                      "type": "Microsoft.Resources/deployments",
+                      "apiVersion": "2025-04-01",
+                      "name": "Microsoft.FinOpsHubs.Analytics_ADX.IngestionOpenDataInternal",
+                      "properties": {
+                        "expressionEvaluationOptions": {
+                          "scope": "inner"
+                        },
+                        "mode": "Incremental",
+                        "parameters": {
+                          "clusterName": {
+                            "value": "[replace(parameters('clusterName'), '_', '-')]"
+                          },
+                          "databaseName": {
+                            "value": "[variables('INGESTION_DB')]"
+                          },
+                          "scripts": {
+                            "value": {
+                              "OpenDataFunctions_resource_type_1": "[variables('$fxv#0')]",
+                              "OpenDataFunctions_resource_type_2": "[variables('$fxv#1')]",
+                              "OpenDataFunctions_resource_type_3": "[variables('$fxv#2')]",
+                              "OpenDataFunctions_resource_type_4": "[variables('$fxv#3')]",
+                              "OpenDataFunctions_resource_type_5": "[variables('$fxv#4')]"
+                            }
+                          },
+                          "continueOnErrors": {
+                            "value": "[parameters('continueOnErrors')]"
+                          },
+                          "forceUpdateTag": {
+                            "value": "[parameters('forceUpdateTag')]"
+                          }
+                        },
+                        "template": {
+                          "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                          "languageVersion": "2.1-experimental",
+                          "contentVersion": "1.0.0.0",
+                          "metadata": {
+                            "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                            "_EXPERIMENTAL_FEATURES_ENABLED": [
+                              "Enable @validate() decorator"
+                            ],
+                            "_generator": {
+                              "name": "bicep",
+                              "version": "0.40.2.10011",
+                              "templateHash": "13789048965049928349"
+                            }
+                          },
+                          "parameters": {
+                            "clusterName": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Required. Name of the FinOps hub Data Explorer instance."
+                              }
+                            },
+                            "databaseName": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Required. Name of the FinOps hub Data Explorer database to create or update."
+                              }
+                            },
+                            "scripts": {
+                              "type": "object",
+                              "metadata": {
+                                "description": "Required. List of database scripts to run. The key is the name of the database script and the value is the KQL script content."
+                              }
+                            },
+                            "continueOnErrors": {
+                              "type": "bool",
+                              "defaultValue": false,
+                              "metadata": {
+                                "description": "Optional. If true, ingestion will continue even if some rows fail to ingest. Default: false."
+                              }
+                            },
+                            "forceUpdateTag": {
+                              "type": "string",
+                              "defaultValue": "[utcNow()]",
+                              "metadata": {
+                                "description": "Optional. Forces the table to be updated if different from the last time it was deployed."
+                              }
+                            }
+                          },
+                          "resources": {
+                            "cluster::database::script": {
+                              "copy": {
+                                "name": "cluster::database::script",
+                                "count": "[length(items(parameters('scripts')))]"
+                              },
+                              "type": "Microsoft.Kusto/clusters/databases/scripts",
+                              "apiVersion": "2023-08-15",
+                              "name": "[format('{0}/{1}/{2}', parameters('clusterName'), parameters('databaseName'), items(parameters('scripts'))[copyIndex()].key)]",
+                              "properties": {
+                                "scriptContent": "[items(parameters('scripts'))[copyIndex()].value]",
+                                "continueOnErrors": "[parameters('continueOnErrors')]",
+                                "forceUpdateTag": "[parameters('forceUpdateTag')]"
+                              }
+                            },
+                            "cluster::database": {
+                              "existing": true,
+                              "type": "Microsoft.Kusto/clusters/databases",
+                              "apiVersion": "2023-08-15",
+                              "name": "[format('{0}/{1}', parameters('clusterName'), parameters('databaseName'))]"
+                            },
+                            "cluster": {
+                              "existing": true,
+                              "type": "Microsoft.Kusto/clusters",
+                              "apiVersion": "2023-08-15",
+                              "name": "[parameters('clusterName')]"
+                            }
+                          }
+                        }
+                      },
+                      "dependsOn": [
+                        "cluster",
+                        "cluster::ingestionDb"
+                      ]
+                    },
+                    "ingestion_InitScripts": {
+                      "condition": "[variables('useAzure')]",
+                      "type": "Microsoft.Resources/deployments",
+                      "apiVersion": "2025-04-01",
+                      "name": "Microsoft.FinOpsHubs.Analytics_ADX.IngestionInit",
+                      "properties": {
+                        "expressionEvaluationOptions": {
+                          "scope": "inner"
+                        },
+                        "mode": "Incremental",
+                        "parameters": {
+                          "clusterName": {
+                            "value": "[replace(parameters('clusterName'), '_', '-')]"
+                          },
+                          "databaseName": {
+                            "value": "[variables('INGESTION_DB')]"
+                          },
+                          "scripts": {
+                            "value": {
+                              "openData": "[variables('$fxv#5')]",
+                              "common": "[variables('$fxv#6')]",
+                              "infra": "[variables('$fxv#7')]",
+                              "rawTables": "[replace(variables('$fxv#8'), '$$rawRetentionInDays$$', string(parameters('rawRetentionInDays')))]"
+                            }
+                          },
+                          "continueOnErrors": {
+                            "value": "[parameters('continueOnErrors')]"
+                          },
+                          "forceUpdateTag": {
+                            "value": "[parameters('forceUpdateTag')]"
+                          }
+                        },
+                        "template": {
+                          "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                          "languageVersion": "2.1-experimental",
+                          "contentVersion": "1.0.0.0",
+                          "metadata": {
+                            "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                            "_EXPERIMENTAL_FEATURES_ENABLED": [
+                              "Enable @validate() decorator"
+                            ],
+                            "_generator": {
+                              "name": "bicep",
+                              "version": "0.40.2.10011",
+                              "templateHash": "13789048965049928349"
+                            }
+                          },
+                          "parameters": {
+                            "clusterName": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Required. Name of the FinOps hub Data Explorer instance."
+                              }
+                            },
+                            "databaseName": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Required. Name of the FinOps hub Data Explorer database to create or update."
+                              }
+                            },
+                            "scripts": {
+                              "type": "object",
+                              "metadata": {
+                                "description": "Required. List of database scripts to run. The key is the name of the database script and the value is the KQL script content."
+                              }
+                            },
+                            "continueOnErrors": {
+                              "type": "bool",
+                              "defaultValue": false,
+                              "metadata": {
+                                "description": "Optional. If true, ingestion will continue even if some rows fail to ingest. Default: false."
+                              }
+                            },
+                            "forceUpdateTag": {
+                              "type": "string",
+                              "defaultValue": "[utcNow()]",
+                              "metadata": {
+                                "description": "Optional. Forces the table to be updated if different from the last time it was deployed."
+                              }
+                            }
+                          },
+                          "resources": {
+                            "cluster::database::script": {
+                              "copy": {
+                                "name": "cluster::database::script",
+                                "count": "[length(items(parameters('scripts')))]"
+                              },
+                              "type": "Microsoft.Kusto/clusters/databases/scripts",
+                              "apiVersion": "2023-08-15",
+                              "name": "[format('{0}/{1}/{2}', parameters('clusterName'), parameters('databaseName'), items(parameters('scripts'))[copyIndex()].key)]",
+                              "properties": {
+                                "scriptContent": "[items(parameters('scripts'))[copyIndex()].value]",
+                                "continueOnErrors": "[parameters('continueOnErrors')]",
+                                "forceUpdateTag": "[parameters('forceUpdateTag')]"
+                              }
+                            },
+                            "cluster::database": {
+                              "existing": true,
+                              "type": "Microsoft.Kusto/clusters/databases",
+                              "apiVersion": "2023-08-15",
+                              "name": "[format('{0}/{1}', parameters('clusterName'), parameters('databaseName'))]"
+                            },
+                            "cluster": {
+                              "existing": true,
+                              "type": "Microsoft.Kusto/clusters",
+                              "apiVersion": "2023-08-15",
+                              "name": "[parameters('clusterName')]"
+                            }
+                          }
+                        }
+                      },
+                      "dependsOn": [
+                        "cluster",
+                        "cluster::ingestionDb",
+                        "ingestion_OpenDataInternalScripts"
+                      ]
+                    },
+                    "ingestion_VersionedScripts": {
+                      "condition": "[variables('useAzure')]",
+                      "type": "Microsoft.Resources/deployments",
+                      "apiVersion": "2025-04-01",
+                      "name": "Microsoft.FinOpsHubs.Analytics_ADX.IngestionVersioned",
+                      "properties": {
+                        "expressionEvaluationOptions": {
+                          "scope": "inner"
+                        },
+                        "mode": "Incremental",
+                        "parameters": {
+                          "clusterName": {
+                            "value": "[replace(parameters('clusterName'), '_', '-')]"
+                          },
+                          "databaseName": {
+                            "value": "[variables('INGESTION_DB')]"
+                          },
+                          "scripts": {
+                            "value": {
+                              "v1_0": "[variables('$fxv#9')]",
+                              "v1_2": "[variables('$fxv#10')]"
+                            }
+                          },
+                          "continueOnErrors": {
+                            "value": "[parameters('continueOnErrors')]"
+                          },
+                          "forceUpdateTag": {
+                            "value": "[parameters('forceUpdateTag')]"
+                          }
+                        },
+                        "template": {
+                          "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                          "languageVersion": "2.1-experimental",
+                          "contentVersion": "1.0.0.0",
+                          "metadata": {
+                            "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                            "_EXPERIMENTAL_FEATURES_ENABLED": [
+                              "Enable @validate() decorator"
+                            ],
+                            "_generator": {
+                              "name": "bicep",
+                              "version": "0.40.2.10011",
+                              "templateHash": "13789048965049928349"
+                            }
+                          },
+                          "parameters": {
+                            "clusterName": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Required. Name of the FinOps hub Data Explorer instance."
+                              }
+                            },
+                            "databaseName": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Required. Name of the FinOps hub Data Explorer database to create or update."
+                              }
+                            },
+                            "scripts": {
+                              "type": "object",
+                              "metadata": {
+                                "description": "Required. List of database scripts to run. The key is the name of the database script and the value is the KQL script content."
+                              }
+                            },
+                            "continueOnErrors": {
+                              "type": "bool",
+                              "defaultValue": false,
+                              "metadata": {
+                                "description": "Optional. If true, ingestion will continue even if some rows fail to ingest. Default: false."
+                              }
+                            },
+                            "forceUpdateTag": {
+                              "type": "string",
+                              "defaultValue": "[utcNow()]",
+                              "metadata": {
+                                "description": "Optional. Forces the table to be updated if different from the last time it was deployed."
+                              }
+                            }
+                          },
+                          "resources": {
+                            "cluster::database::script": {
+                              "copy": {
+                                "name": "cluster::database::script",
+                                "count": "[length(items(parameters('scripts')))]"
+                              },
+                              "type": "Microsoft.Kusto/clusters/databases/scripts",
+                              "apiVersion": "2023-08-15",
+                              "name": "[format('{0}/{1}/{2}', parameters('clusterName'), parameters('databaseName'), items(parameters('scripts'))[copyIndex()].key)]",
+                              "properties": {
+                                "scriptContent": "[items(parameters('scripts'))[copyIndex()].value]",
+                                "continueOnErrors": "[parameters('continueOnErrors')]",
+                                "forceUpdateTag": "[parameters('forceUpdateTag')]"
+                              }
+                            },
+                            "cluster::database": {
+                              "existing": true,
+                              "type": "Microsoft.Kusto/clusters/databases",
+                              "apiVersion": "2023-08-15",
+                              "name": "[format('{0}/{1}', parameters('clusterName'), parameters('databaseName'))]"
+                            },
+                            "cluster": {
+                              "existing": true,
+                              "type": "Microsoft.Kusto/clusters",
+                              "apiVersion": "2023-08-15",
+                              "name": "[parameters('clusterName')]"
+                            }
+                          }
+                        }
+                      },
+                      "dependsOn": [
+                        "cluster",
+                        "cluster::ingestionDb",
+                        "ingestion_InitScripts"
+                      ]
+                    },
+                    "hub_InitScripts": {
+                      "condition": "[variables('useAzure')]",
+                      "type": "Microsoft.Resources/deployments",
+                      "apiVersion": "2025-04-01",
+                      "name": "Microsoft.FinOpsHubs.Analytics_ADX.HubInit",
+                      "properties": {
+                        "expressionEvaluationOptions": {
+                          "scope": "inner"
+                        },
+                        "mode": "Incremental",
+                        "parameters": {
+                          "clusterName": {
+                            "value": "[replace(parameters('clusterName'), '_', '-')]"
+                          },
+                          "databaseName": {
+                            "value": "[variables('HUB_DB')]"
+                          },
+                          "scripts": {
+                            "value": {
+                              "common": "[variables('$fxv#11')]",
+                              "openData": "[variables('$fxv#12')]"
+                            }
+                          },
+                          "continueOnErrors": {
+                            "value": "[parameters('continueOnErrors')]"
+                          },
+                          "forceUpdateTag": {
+                            "value": "[parameters('forceUpdateTag')]"
+                          }
+                        },
+                        "template": {
+                          "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                          "languageVersion": "2.1-experimental",
+                          "contentVersion": "1.0.0.0",
+                          "metadata": {
+                            "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                            "_EXPERIMENTAL_FEATURES_ENABLED": [
+                              "Enable @validate() decorator"
+                            ],
+                            "_generator": {
+                              "name": "bicep",
+                              "version": "0.40.2.10011",
+                              "templateHash": "13789048965049928349"
+                            }
+                          },
+                          "parameters": {
+                            "clusterName": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Required. Name of the FinOps hub Data Explorer instance."
+                              }
+                            },
+                            "databaseName": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Required. Name of the FinOps hub Data Explorer database to create or update."
+                              }
+                            },
+                            "scripts": {
+                              "type": "object",
+                              "metadata": {
+                                "description": "Required. List of database scripts to run. The key is the name of the database script and the value is the KQL script content."
+                              }
+                            },
+                            "continueOnErrors": {
+                              "type": "bool",
+                              "defaultValue": false,
+                              "metadata": {
+                                "description": "Optional. If true, ingestion will continue even if some rows fail to ingest. Default: false."
+                              }
+                            },
+                            "forceUpdateTag": {
+                              "type": "string",
+                              "defaultValue": "[utcNow()]",
+                              "metadata": {
+                                "description": "Optional. Forces the table to be updated if different from the last time it was deployed."
+                              }
+                            }
+                          },
+                          "resources": {
+                            "cluster::database::script": {
+                              "copy": {
+                                "name": "cluster::database::script",
+                                "count": "[length(items(parameters('scripts')))]"
+                              },
+                              "type": "Microsoft.Kusto/clusters/databases/scripts",
+                              "apiVersion": "2023-08-15",
+                              "name": "[format('{0}/{1}/{2}', parameters('clusterName'), parameters('databaseName'), items(parameters('scripts'))[copyIndex()].key)]",
+                              "properties": {
+                                "scriptContent": "[items(parameters('scripts'))[copyIndex()].value]",
+                                "continueOnErrors": "[parameters('continueOnErrors')]",
+                                "forceUpdateTag": "[parameters('forceUpdateTag')]"
+                              }
+                            },
+                            "cluster::database": {
+                              "existing": true,
+                              "type": "Microsoft.Kusto/clusters/databases",
+                              "apiVersion": "2023-08-15",
+                              "name": "[format('{0}/{1}', parameters('clusterName'), parameters('databaseName'))]"
+                            },
+                            "cluster": {
+                              "existing": true,
+                              "type": "Microsoft.Kusto/clusters",
+                              "apiVersion": "2023-08-15",
+                              "name": "[parameters('clusterName')]"
+                            }
+                          }
+                        }
+                      },
+                      "dependsOn": [
+                        "cluster",
+                        "cluster::hubDb",
+                        "ingestion_InitScripts"
+                      ]
+                    },
+                    "hub_VersionedScripts": {
+                      "condition": "[variables('useAzure')]",
+                      "type": "Microsoft.Resources/deployments",
+                      "apiVersion": "2025-04-01",
+                      "name": "Microsoft.FinOpsHubs.Analytics_ADX.HubVersioned",
+                      "properties": {
+                        "expressionEvaluationOptions": {
+                          "scope": "inner"
+                        },
+                        "mode": "Incremental",
+                        "parameters": {
+                          "clusterName": {
+                            "value": "[replace(parameters('clusterName'), '_', '-')]"
+                          },
+                          "databaseName": {
+                            "value": "[variables('HUB_DB')]"
+                          },
+                          "scripts": {
+                            "value": {
+                              "v1_0": "[variables('$fxv#13')]",
+                              "v1_2": "[variables('$fxv#14')]"
+                            }
+                          },
+                          "continueOnErrors": {
+                            "value": "[parameters('continueOnErrors')]"
+                          },
+                          "forceUpdateTag": {
+                            "value": "[parameters('forceUpdateTag')]"
+                          }
+                        },
+                        "template": {
+                          "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                          "languageVersion": "2.1-experimental",
+                          "contentVersion": "1.0.0.0",
+                          "metadata": {
+                            "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                            "_EXPERIMENTAL_FEATURES_ENABLED": [
+                              "Enable @validate() decorator"
+                            ],
+                            "_generator": {
+                              "name": "bicep",
+                              "version": "0.40.2.10011",
+                              "templateHash": "13789048965049928349"
+                            }
+                          },
+                          "parameters": {
+                            "clusterName": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Required. Name of the FinOps hub Data Explorer instance."
+                              }
+                            },
+                            "databaseName": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Required. Name of the FinOps hub Data Explorer database to create or update."
+                              }
+                            },
+                            "scripts": {
+                              "type": "object",
+                              "metadata": {
+                                "description": "Required. List of database scripts to run. The key is the name of the database script and the value is the KQL script content."
+                              }
+                            },
+                            "continueOnErrors": {
+                              "type": "bool",
+                              "defaultValue": false,
+                              "metadata": {
+                                "description": "Optional. If true, ingestion will continue even if some rows fail to ingest. Default: false."
+                              }
+                            },
+                            "forceUpdateTag": {
+                              "type": "string",
+                              "defaultValue": "[utcNow()]",
+                              "metadata": {
+                                "description": "Optional. Forces the table to be updated if different from the last time it was deployed."
+                              }
+                            }
+                          },
+                          "resources": {
+                            "cluster::database::script": {
+                              "copy": {
+                                "name": "cluster::database::script",
+                                "count": "[length(items(parameters('scripts')))]"
+                              },
+                              "type": "Microsoft.Kusto/clusters/databases/scripts",
+                              "apiVersion": "2023-08-15",
+                              "name": "[format('{0}/{1}/{2}', parameters('clusterName'), parameters('databaseName'), items(parameters('scripts'))[copyIndex()].key)]",
+                              "properties": {
+                                "scriptContent": "[items(parameters('scripts'))[copyIndex()].value]",
+                                "continueOnErrors": "[parameters('continueOnErrors')]",
+                                "forceUpdateTag": "[parameters('forceUpdateTag')]"
+                              }
+                            },
+                            "cluster::database": {
+                              "existing": true,
+                              "type": "Microsoft.Kusto/clusters/databases",
+                              "apiVersion": "2023-08-15",
+                              "name": "[format('{0}/{1}', parameters('clusterName'), parameters('databaseName'))]"
+                            },
+                            "cluster": {
+                              "existing": true,
+                              "type": "Microsoft.Kusto/clusters",
+                              "apiVersion": "2023-08-15",
+                              "name": "[parameters('clusterName')]"
+                            }
+                          }
+                        }
+                      },
+                      "dependsOn": [
+                        "cluster",
+                        "cluster::hubDb",
+                        "hub_InitScripts",
+                        "ingestion_VersionedScripts"
+                      ]
+                    },
+                    "hub_LatestScripts": {
+                      "condition": "[variables('useAzure')]",
+                      "type": "Microsoft.Resources/deployments",
+                      "apiVersion": "2025-04-01",
+                      "name": "Microsoft.FinOpsHubs.Analytics_ADX.HubLatest",
+                      "properties": {
+                        "expressionEvaluationOptions": {
+                          "scope": "inner"
+                        },
+                        "mode": "Incremental",
+                        "parameters": {
+                          "clusterName": {
+                            "value": "[replace(parameters('clusterName'), '_', '-')]"
+                          },
+                          "databaseName": {
+                            "value": "[variables('HUB_DB')]"
+                          },
+                          "scripts": {
+                            "value": {
+                              "latest": "[variables('$fxv#15')]"
+                            }
+                          },
+                          "continueOnErrors": {
+                            "value": "[parameters('continueOnErrors')]"
+                          },
+                          "forceUpdateTag": {
+                            "value": "[parameters('forceUpdateTag')]"
+                          }
+                        },
+                        "template": {
+                          "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                          "languageVersion": "2.1-experimental",
+                          "contentVersion": "1.0.0.0",
+                          "metadata": {
+                            "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                            "_EXPERIMENTAL_FEATURES_ENABLED": [
+                              "Enable @validate() decorator"
+                            ],
+                            "_generator": {
+                              "name": "bicep",
+                              "version": "0.40.2.10011",
+                              "templateHash": "13789048965049928349"
+                            }
+                          },
+                          "parameters": {
+                            "clusterName": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Required. Name of the FinOps hub Data Explorer instance."
+                              }
+                            },
+                            "databaseName": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Required. Name of the FinOps hub Data Explorer database to create or update."
+                              }
+                            },
+                            "scripts": {
+                              "type": "object",
+                              "metadata": {
+                                "description": "Required. List of database scripts to run. The key is the name of the database script and the value is the KQL script content."
+                              }
+                            },
+                            "continueOnErrors": {
+                              "type": "bool",
+                              "defaultValue": false,
+                              "metadata": {
+                                "description": "Optional. If true, ingestion will continue even if some rows fail to ingest. Default: false."
+                              }
+                            },
+                            "forceUpdateTag": {
+                              "type": "string",
+                              "defaultValue": "[utcNow()]",
+                              "metadata": {
+                                "description": "Optional. Forces the table to be updated if different from the last time it was deployed."
+                              }
+                            }
+                          },
+                          "resources": {
+                            "cluster::database::script": {
+                              "copy": {
+                                "name": "cluster::database::script",
+                                "count": "[length(items(parameters('scripts')))]"
+                              },
+                              "type": "Microsoft.Kusto/clusters/databases/scripts",
+                              "apiVersion": "2023-08-15",
+                              "name": "[format('{0}/{1}/{2}', parameters('clusterName'), parameters('databaseName'), items(parameters('scripts'))[copyIndex()].key)]",
+                              "properties": {
+                                "scriptContent": "[items(parameters('scripts'))[copyIndex()].value]",
+                                "continueOnErrors": "[parameters('continueOnErrors')]",
+                                "forceUpdateTag": "[parameters('forceUpdateTag')]"
+                              }
+                            },
+                            "cluster::database": {
+                              "existing": true,
+                              "type": "Microsoft.Kusto/clusters/databases",
+                              "apiVersion": "2023-08-15",
+                              "name": "[format('{0}/{1}', parameters('clusterName'), parameters('databaseName'))]"
+                            },
+                            "cluster": {
+                              "existing": true,
+                              "type": "Microsoft.Kusto/clusters",
+                              "apiVersion": "2023-08-15",
+                              "name": "[parameters('clusterName')]"
+                            }
+                          }
+                        }
+                      },
+                      "dependsOn": [
+                        "cluster",
+                        "cluster::hubDb",
+                        "hub_VersionedScripts"
+                      ]
+                    },
+                    "getDataExplorerPrivateEndpointConnections": {
+                      "condition": "[and(variables('useAzure'), parameters('app').hub.options.privateRouting)]",
+                      "type": "Microsoft.Resources/deployments",
+                      "apiVersion": "2025-04-01",
+                      "name": "GetDataExplorerPrivateEndpointConnections",
+                      "properties": {
+                        "expressionEvaluationOptions": {
+                          "scope": "inner"
+                        },
+                        "mode": "Incremental",
+                        "parameters": {
+                          "dataExplorerName": {
+                            "value": "[replace(parameters('clusterName'), '_', '-')]"
+                          }
+                        },
+                        "template": {
+                          "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                          "languageVersion": "2.1-experimental",
+                          "contentVersion": "1.0.0.0",
+                          "metadata": {
+                            "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                            "_EXPERIMENTAL_FEATURES_ENABLED": [
+                              "Enable @validate() decorator"
+                            ],
+                            "_generator": {
+                              "name": "bicep",
+                              "version": "0.40.2.10011",
+                              "templateHash": "7843884452037625998"
+                            }
+                          },
+                          "parameters": {
+                            "privateEndpointConnections": {
+                              "type": "array",
+                              "defaultValue": [],
+                              "metadata": {
+                                "description": "Optional. Array of private endpoint connections. Pending ones will be approved."
+                              }
+                            },
+                            "dataExplorerName": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Required. Name of the ADX cluster."
+                              }
+                            }
+                          },
+                          "resources": {
+                            "cluster": {
+                              "existing": true,
+                              "type": "Microsoft.Kusto/clusters",
+                              "apiVersion": "2023-08-15",
+                              "name": "[parameters('dataExplorerName')]"
+                            },
+                            "privateEndpointConnection": {
+                              "copy": {
+                                "name": "privateEndpointConnection",
+                                "count": "[length(parameters('privateEndpointConnections'))]"
+                              },
+                              "condition": "[equals(parameters('privateEndpointConnections')[copyIndex()].properties.privateLinkServiceConnectionState.status, 'Pending')]",
+                              "type": "Microsoft.Kusto/clusters/privateEndpointConnections",
+                              "apiVersion": "2023-08-15",
+                              "name": "[format('{0}/{1}', parameters('dataExplorerName'), last(array(split(parameters('privateEndpointConnections')[copyIndex()].id, '/'))))]",
+                              "properties": {
+                                "privateLinkServiceConnectionState": {
+                                  "status": "Approved",
+                                  "description": "Approved-by-pipeline"
+                                }
+                              }
+                            }
+                          },
+                          "outputs": {
+                            "privateEndpointConnections": {
+                              "type": "array",
+                              "value": "[reference('cluster').privateEndpointConnections]"
+                            }
+                          }
+                        }
+                      },
+                      "dependsOn": [
+                        "cluster",
+                        "dataFactoryVNet::dataExplorerManagedPrivateEndpoint"
+                      ]
+                    },
+                    "approveDataExplorerPrivateEndpointConnections": {
+                      "condition": "[and(variables('useAzure'), parameters('app').hub.options.privateRouting)]",
+                      "type": "Microsoft.Resources/deployments",
+                      "apiVersion": "2025-04-01",
+                      "name": "ApproveDataExplorerPrivateEndpointConnections",
+                      "properties": {
+                        "expressionEvaluationOptions": {
+                          "scope": "inner"
+                        },
+                        "mode": "Incremental",
+                        "parameters": {
+                          "dataExplorerName": {
+                            "value": "[replace(parameters('clusterName'), '_', '-')]"
+                          },
+                          "privateEndpointConnections": {
+                            "value": "[reference('getDataExplorerPrivateEndpointConnections').outputs.privateEndpointConnections.value]"
+                          }
+                        },
+                        "template": {
+                          "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                          "languageVersion": "2.1-experimental",
+                          "contentVersion": "1.0.0.0",
+                          "metadata": {
+                            "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                            "_EXPERIMENTAL_FEATURES_ENABLED": [
+                              "Enable @validate() decorator"
+                            ],
+                            "_generator": {
+                              "name": "bicep",
+                              "version": "0.40.2.10011",
+                              "templateHash": "7843884452037625998"
+                            }
+                          },
+                          "parameters": {
+                            "privateEndpointConnections": {
+                              "type": "array",
+                              "defaultValue": [],
+                              "metadata": {
+                                "description": "Optional. Array of private endpoint connections. Pending ones will be approved."
+                              }
+                            },
+                            "dataExplorerName": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Required. Name of the ADX cluster."
+                              }
+                            }
+                          },
+                          "resources": {
+                            "cluster": {
+                              "existing": true,
+                              "type": "Microsoft.Kusto/clusters",
+                              "apiVersion": "2023-08-15",
+                              "name": "[parameters('dataExplorerName')]"
+                            },
+                            "privateEndpointConnection": {
+                              "copy": {
+                                "name": "privateEndpointConnection",
+                                "count": "[length(parameters('privateEndpointConnections'))]"
+                              },
+                              "condition": "[equals(parameters('privateEndpointConnections')[copyIndex()].properties.privateLinkServiceConnectionState.status, 'Pending')]",
+                              "type": "Microsoft.Kusto/clusters/privateEndpointConnections",
+                              "apiVersion": "2023-08-15",
+                              "name": "[format('{0}/{1}', parameters('dataExplorerName'), last(array(split(parameters('privateEndpointConnections')[copyIndex()].id, '/'))))]",
+                              "properties": {
+                                "privateLinkServiceConnectionState": {
+                                  "status": "Approved",
+                                  "description": "Approved-by-pipeline"
+                                }
+                              }
+                            }
+                          },
+                          "outputs": {
+                            "privateEndpointConnections": {
+                              "type": "array",
+                              "value": "[reference('cluster').privateEndpointConnections]"
+                            }
+                          }
+                        }
+                      },
+                      "dependsOn": [
+                        "cluster",
+                        "getDataExplorerPrivateEndpointConnections"
+                      ]
+                    },
+                    "trigger_IngestionManifestAdded": {
+                      "type": "Microsoft.Resources/deployments",
+                      "apiVersion": "2025-04-01",
+                      "name": "Microsoft.FinOpsHubs.Core_IngestionManifestAddedTrigger",
+                      "properties": {
+                        "expressionEvaluationOptions": {
+                          "scope": "inner"
+                        },
+                        "mode": "Incremental",
+                        "parameters": {
+                          "dataFactoryName": {
+                            "value": "[parameters('app').dataFactory]"
+                          },
+                          "triggerName": {
+                            "value": "[format('{0}_ManifestAdded', parameters('core').containers.ingestion)]"
+                          },
+                          "pipelineName": {
+                            "value": "[format('{0}_ExecuteETL', parameters('core').containers.ingestion)]"
+                          },
+                          "pipelineParameters": {
+                            "value": {
+                              "folderPath": "@triggerBody().folderPath"
+                            }
+                          },
+                          "storageAccountName": {
+                            "value": "[parameters('app').storage]"
+                          },
+                          "storageContainer": {
+                            "value": "[parameters('core').containers.ingestion]"
+                          },
+                          "storagePathEndsWith": {
+                            "value": "manifest.json"
+                          }
+                        },
+                        "template": {
+                          "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                          "languageVersion": "2.1-experimental",
+                          "contentVersion": "1.0.0.0",
+                          "metadata": {
+                            "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                            "_EXPERIMENTAL_FEATURES_ENABLED": [
+                              "Enable @validate() decorator"
+                            ],
+                            "_generator": {
+                              "name": "bicep",
+                              "version": "0.40.2.10011",
+                              "templateHash": "5177211882575524866"
+                            }
+                          },
+                          "parameters": {
+                            "dataFactoryName": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Required. Name of the publisher-specific Data Factory instance."
+                              }
+                            },
+                            "triggerName": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Required. Name of the Data Factory trigger to create or update."
+                              }
+                            },
+                            "storageAccountName": {
+                              "type": "string",
+                              "defaultValue": "",
+                              "metadata": {
+                                "description": "Optional. Azure storage container to monitor for updates and trigger events for."
+                              }
+                            },
+                            "storageContainer": {
+                              "type": "string",
+                              "defaultValue": "",
+                              "metadata": {
+                                "description": "Optional. Azure storage container to monitor for updates and trigger events for."
+                              }
+                            },
+                            "storagePathStartsWith": {
+                              "type": "string",
+                              "defaultValue": "",
+                              "metadata": {
+                                "description": "Optional. Beginning of the storage path within the specified storageContainer to monitor for updates and trigger events for."
+                              }
+                            },
+                            "storagePathEndsWith": {
+                              "type": "string",
+                              "defaultValue": "",
+                              "metadata": {
+                                "description": "Optional. End of the storage path to monitor for updates and trigger events for."
+                              }
+                            },
+                            "pipelineName": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Required. Name of the Data Factory pipeline to execute when the trigger is executed."
+                              }
+                            },
+                            "pipelineParameters": {
+                              "type": "object",
+                              "metadata": {
+                                "description": "Required. Parameters to pass to the pipeline when the trigger is executed."
+                              }
+                            }
+                          },
+                          "resources": {
+                            "dataFactory::storageTrigger": {
+                              "condition": "[not(empty(parameters('storageAccountName')))]",
+                              "type": "Microsoft.DataFactory/factories/triggers",
+                              "apiVersion": "2018-06-01",
+                              "name": "[format('{0}/{1}', parameters('dataFactoryName'), parameters('triggerName'))]",
+                              "properties": {
+                                "annotations": [],
+                                "pipelines": [
+                                  {
+                                    "pipelineReference": {
+                                      "referenceName": "[parameters('pipelineName')]",
+                                      "type": "PipelineReference"
+                                    },
+                                    "parameters": "[parameters('pipelineParameters')]"
+                                  }
+                                ],
+                                "type": "BlobEventsTrigger",
+                                "typeProperties": {
+                                  "blobPathBeginsWith": "[format('/{0}/blobs/{1}', parameters('storageContainer'), parameters('storagePathStartsWith'))]",
+                                  "blobPathEndsWith": "[parameters('storagePathEndsWith')]",
+                                  "ignoreEmptyBlobs": true,
+                                  "scope": "[resourceId('Microsoft.Storage/storageAccounts', parameters('storageAccountName'))]",
+                                  "events": [
+                                    "Microsoft.Storage.BlobCreated"
+                                  ]
+                                }
+                              }
+                            },
+                            "storageAccount": {
+                              "existing": true,
+                              "type": "Microsoft.Storage/storageAccounts",
+                              "apiVersion": "2022-09-01",
+                              "name": "[parameters('storageAccountName')]"
+                            },
+                            "dataFactory": {
+                              "existing": true,
+                              "type": "Microsoft.DataFactory/factories",
+                              "apiVersion": "2018-06-01",
+                              "name": "[parameters('dataFactoryName')]"
+                            }
+                          },
+                          "outputs": {
+                            "triggerName": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Name of the trigger resource that was created."
+                              },
+                              "value": "[parameters('triggerName')]"
+                            }
+                          }
+                        }
+                      },
+                      "dependsOn": [
+                        "appRegistration",
+                        "pipeline_ExecuteIngestionETL"
+                      ]
+                    },
+                    "runInitializationPipeline": {
+                      "condition": "[or(variables('useAzure'), variables('useFabric'))]",
+                      "type": "Microsoft.Resources/deployments",
+                      "apiVersion": "2025-04-01",
+                      "name": "Microsoft.FinOpsHubs.Analytics_InitializeHub",
+                      "properties": {
+                        "expressionEvaluationOptions": {
+                          "scope": "inner"
+                        },
+                        "mode": "Incremental",
+                        "parameters": {
+                          "app": {
+                            "value": "[parameters('app')]"
+                          },
+                          "dataFactoryInstances": {
+                            "value": [
+                              "[parameters('app').dataFactory]"
+                            ]
+                          },
+                          "identityName": {
+                            "value": "[reference('appRegistration').outputs.triggerManagerIdentityName.value]"
+                          },
+                          "startPipelines": {
+                            "value": [
+                              "[format('{0}_InitializeHub', parameters('core').datasets.config)]"
+                            ]
+                          }
+                        },
+                        "template": {
+                          "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                          "languageVersion": "2.1-experimental",
+                          "contentVersion": "1.0.0.0",
+                          "metadata": {
+                            "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                            "_EXPERIMENTAL_FEATURES_ENABLED": [
+                              "Enable @validate() decorator"
+                            ],
+                            "_generator": {
+                              "name": "bicep",
+                              "version": "0.40.2.10011",
+                              "templateHash": "8499017791957462039"
+                            }
+                          },
+                          "definitions": {
+                            "_1.HubProperties": {
+                              "type": "object",
+                              "properties": {
+                                "id": {
+                                  "type": "string"
+                                },
+                                "name": {
+                                  "type": "string"
+                                },
+                                "location": {
+                                  "type": "string"
+                                },
+                                "tags": {
+                                  "type": "object"
+                                },
+                                "tagsByResource": {
+                                  "type": "object"
+                                },
+                                "version": {
+                                  "type": "string"
+                                },
+                                "options": {
+                                  "type": "object",
+                                  "properties": {
+                                    "enableTelemetry": {
+                                      "type": "bool"
+                                    },
+                                    "keyVaultSku": {
+                                      "type": "string"
+                                    },
+                                    "keyVaultEnablePurgeProtection": {
+                                      "type": "bool"
+                                    },
+                                    "networkAddressPrefix": {
+                                      "type": "string"
+                                    },
+                                    "natGateway": {
+                                      "type": "bool"
+                                    },
+                                    "privateRouting": {
+                                      "type": "bool"
+                                    },
+                                    "publisherIsolation": {
+                                      "type": "bool"
+                                    },
+                                    "storageInfrastructureEncryption": {
+                                      "type": "bool"
+                                    },
+                                    "storageSku": {
+                                      "type": "string"
+                                    }
+                                  }
+                                },
+                                "routing": {
+                                  "$ref": "#/definitions/_1.HubRoutingProperties"
+                                },
+                                "core": {
+                                  "type": "object",
+                                  "properties": {
+                                    "suffix": {
+                                      "type": "string"
+                                    }
+                                  }
+                                }
+                              },
+                              "metadata": {
+                                "id": "FinOps hub resource ID.",
+                                "name": "FinOps hub instance name.",
+                                "location": "Azure resource location of the FinOps hub instance.",
+                                "tags": "Tags to apply to all FinOps hub resources.",
+                                "tagsByResource": "Tags to apply to resources based on their resource type.",
+                                "version": "FinOps hub version number.",
+                                "options": {
+                                  "enableTelemetry": "Indicates whether telemetry should be enabled for deployments.",
+                                  "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
+                                  "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
+                                  "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                  "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
+                                  "privateRouting": "Indicates whether private network routing is enabled.",
+                                  "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
+                                  "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
+                                  "storageSku": "Storage account SKU. Allowed values: \"Premium_LRS\", \"Premium_ZRS\"."
+                                },
+                                "routing": "FinOps hub private network routing properties, if enabled.",
+                                "core": {
+                                  "suffix": "Unique suffix used for shared resources."
+                                },
+                                "apps": {},
+                                "description": "FinOps hub instance properties.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "_1.HubRoutingProperties": {
+                              "type": "object",
+                              "properties": {
+                                "networkId": {
+                                  "type": "string"
+                                },
+                                "networkName": {
+                                  "type": "string"
+                                },
+                                "scriptStorage": {
+                                  "type": "string"
+                                },
+                                "dnsZones": {
+                                  "type": "object",
+                                  "properties": {
+                                    "blob": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "dfs": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "file": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "queue": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "table": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    }
+                                  }
+                                },
+                                "subnets": {
+                                  "type": "object",
+                                  "properties": {
+                                    "dataExplorer": {
+                                      "type": "string"
+                                    },
+                                    "dataFactory": {
+                                      "type": "string"
+                                    },
+                                    "keyVault": {
+                                      "type": "string"
+                                    },
+                                    "scripts": {
+                                      "type": "string"
+                                    },
+                                    "storage": {
+                                      "type": "string"
+                                    }
+                                  }
+                                }
+                              },
+                              "metadata": {
+                                "networkId": "Resource ID of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                "networkName": "Name of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                "scriptStorage": "Name of the storage account used for deployment scripts.",
+                                "dnsZones": {
+                                  "blob": "Resource ID and name for the blob storage DNS zone.",
+                                  "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                  "file": "Resource ID and name for the file storage DNS zone.",
+                                  "queue": "Resource ID and name for the queue storage DNS zone.",
+                                  "table": "Resource ID and name for the table storage DNS zone."
+                                },
+                                "subnets": {
+                                  "dataExplorer": "Resource ID of the subnet for the Data Explorer instance.",
+                                  "dataFactory": "Resource ID of the subnet for Data Factory instances.",
+                                  "keyVault": "Resource ID of the subnet for Key Vault instances.",
+                                  "scripts": "Resource ID of the subnet for deployment script storage.",
+                                  "storage": "Resource ID of the subnet for storage accounts."
+                                },
+                                "description": "FinOps hub private network routing properties.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "_1.IdNameObject": {
+                              "type": "object",
+                              "properties": {
+                                "id": {
+                                  "type": "string"
+                                },
+                                "name": {
+                                  "type": "string"
+                                }
+                              },
+                              "metadata": {
+                                "id": "Fully-qualified resource ID.",
+                                "name": "Resource name.",
+                                "description": "Resource ID and name.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "HubAppProperties": {
+                              "type": "object",
+                              "properties": {
+                                "id": {
+                                  "type": "string"
+                                },
+                                "name": {
+                                  "type": "string"
+                                },
+                                "publisher": {
+                                  "type": "string"
+                                },
+                                "suffix": {
+                                  "type": "string"
+                                },
+                                "tags": {
+                                  "type": "object"
+                                },
+                                "dataFactory": {
+                                  "type": "string"
+                                },
+                                "keyVault": {
+                                  "type": "string"
+                                },
+                                "storage": {
+                                  "type": "string"
+                                },
+                                "hub": {
+                                  "$ref": "#/definitions/_1.HubProperties"
+                                }
+                              },
+                              "metadata": {
+                                "id": "Fully-qualified name of the publisher and app, separated by a dot.",
+                                "name": "Short name of the FinOps hub app. Last segment of the app ID.",
+                                "publisher": "Fully-qualified namespace of the FinOps hub app publisher.",
+                                "suffix": "Unique suffix used for publisher resources.",
+                                "tags": "Tags to apply to all FinOps hub resources for this FinOps hub app publisher. Tags are not specific to the app since resources are shared.",
+                                "dataFactory": "Name of the Data Factory instance for this publisher.",
+                                "keyVault": "Name of the KeyVault instance for this publisher.",
+                                "storage": "Name of the storage account for this publisher.",
+                                "hub": "FinOps hub instance the app is deployed to.",
+                                "description": "FinOps hub app configuration settings.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            }
+                          },
+                          "parameters": {
+                            "app": {
+                              "$ref": "#/definitions/HubAppProperties",
+                              "metadata": {
+                                "description": "Required. FinOps hub app getting deployed."
+                              }
+                            },
+                            "dataFactoryInstances": {
+                              "type": "array",
+                              "items": {
+                                "type": "string"
+                              },
+                              "metadata": {
+                                "description": "Required. List of Azure Data Factory instances to start triggers for. Can be up to 1 per publisher."
+                              }
+                            },
+                            "identityName": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Required. Name of the managed identity to use when starting the triggers."
+                              }
+                            },
+                            "startAllTriggers": {
+                              "type": "bool",
+                              "defaultValue": false,
+                              "metadata": {
+                                "description": "Optional. Start all triggers for the Data Factory instances. Default: false."
+                              }
+                            },
+                            "startPipelines": {
+                              "type": "array",
+                              "items": {
+                                "type": "string"
+                              },
+                              "defaultValue": [],
+                              "metadata": {
+                                "description": "Optional. List of pipelines to run. Default: [] (no pipelines)."
+                              }
+                            }
+                          },
+                          "variables": {
+                            "$fxv#0": "# Copyright (c) Microsoft Corporation.\r\n# Licensed under the MIT License.\r\n\r\n<#\r\n.SYNOPSIS\r\nManages Azure Data Factory triggers and pipelines during FinOps hub deployment.\r\n\r\n.DESCRIPTION\r\nThis script is called by Bicep deployment scripts to start/stop Data Factory triggers\r\nand optionally run pipelines. It handles two types of triggers:\r\n\r\n1. Schedule triggers - Can be started/stopped directly\r\n2. BlobEventsTriggers - Require Event Grid subscription management before start/stop\r\n\r\nBlobEventsTriggers use Event Grid to listen for storage blob events. Before stopping,\r\nthe Event Grid subscription must be removed (unsubscribed). Before starting, the\r\nsubscription must be added and fully provisioned. This script handles this automatically\r\nby detecting BlobEventsTriggers via the BlobPathBeginsWith property.\r\n\r\nThe script uses retry logic with linear backoff to handle transient API failures and\r\nwait for Event Grid subscription provisioning/deprovisioning to complete.\r\n\r\n.PARAMETER DataFactoryResourceGroup\r\nThe resource group containing the Data Factory.\r\n\r\n.PARAMETER DataFactoryName\r\nThe name of the Data Factory instance.\r\n\r\n.PARAMETER Pipelines\r\nPipe-delimited list of pipeline names to run (e.g., \"pipeline1|pipeline2\").\r\n\r\n.PARAMETER StartTriggers\r\nSwitch to start all stopped triggers (with Event Grid subscription for blob triggers).\r\n\r\n.PARAMETER StopTriggers\r\nSwitch to stop all running triggers (with Event Grid unsubscription for blob triggers).\r\n\r\n.EXAMPLE\r\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StopTriggers\r\n\r\n.EXAMPLE\r\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StartTriggers\r\n#>\r\n\r\nparam(\r\n    [string] $DataFactoryResourceGroup,\r\n    [string] $DataFactoryName,\r\n    [string] $Pipelines = \"\",\r\n    [switch] $StartTriggers,\r\n    [switch] $StopTriggers\r\n)\r\n\r\n$MAX_RETRIES = 20\r\n$DeploymentScriptOutputs = @{}\r\n\r\nfunction Write-Log($Message)\r\n{\r\n    Write-Output \"$(Get-Date -Format 'HH:mm:ss') $Message\"\r\n}\r\n\r\nfunction Invoke-WithRetry([scriptblock]$Action, [string]$Name, [int]$Delay = 5)\r\n{\r\n    for ($i = 1; $i -le $MAX_RETRIES; $i++)\r\n    {\r\n        try { return & $Action }\r\n        catch\r\n        {\r\n            Write-Log \"$Name failed (attempt $i/${MAX_RETRIES}): $($_.Exception.Message)\"\r\n            if ($i -eq $MAX_RETRIES) { throw }\r\n            Start-Sleep -Seconds ($Delay * $i)\r\n        }\r\n    }\r\n}\r\n\r\nfunction Set-BlobTriggerSubscription([string]$TriggerName, [switch]$Subscribe)\r\n{\r\n    $targetStatus = if ($Subscribe) { 'Enabled' } else { 'Disabled' }\r\n    $action = if ($Subscribe) { 'Subscribing' } else { 'Unsubscribing' }\r\n\r\n    Write-Log \"$action $TriggerName to events...\"\r\n\r\n    # Check current status before attempting subscribe/unsubscribe\r\n    $currentStatus = (Get-AzDataFactoryV2TriggerSubscriptionStatus `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -Name $TriggerName).Status\r\n\r\n    if ($currentStatus -eq $targetStatus)\r\n    {\r\n        Write-Log \"$TriggerName subscription is already $targetStatus, skipping.\"\r\n        return\r\n    }\r\n\r\n    if ($currentStatus -eq 'Provisioning' -or $currentStatus -eq 'Deprovisioning')\r\n    {\r\n        Write-Log \"$TriggerName subscription is $currentStatus, waiting for completion...\"\r\n    }\r\n    else\r\n    {\r\n        # Only call subscribe/unsubscribe when not already in a transitional state\r\n        if ($Subscribe)\r\n        {\r\n            Add-AzDataFactoryV2TriggerSubscription `\r\n                -ResourceGroupName $DataFactoryResourceGroup `\r\n                -DataFactoryName $DataFactoryName `\r\n                -Name $TriggerName | Out-Null\r\n        }\r\n        else\r\n        {\r\n            Remove-AzDataFactoryV2TriggerSubscription `\r\n                -ResourceGroupName $DataFactoryResourceGroup `\r\n                -DataFactoryName $DataFactoryName `\r\n                -Name $TriggerName | Out-Null\r\n        }\r\n    }\r\n\r\n    # Poll until provisioning completes\r\n    Invoke-WithRetry -Name \"$action status $TriggerName\" -Delay 5 -Action {\r\n        $status = Get-AzDataFactoryV2TriggerSubscriptionStatus `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -Name $TriggerName\r\n        if ($status.Status -ne $targetStatus)\r\n        {\r\n            throw \"Subscription status is $($status.Status), expected $targetStatus\"\r\n        }\r\n    }\r\n}\r\n\r\nif ($StartTriggers -or $StopTriggers)\r\n{\r\n    $triggers = Invoke-WithRetry -Name \"Get triggers\" -Action {\r\n        Get-AzDataFactoryV2Trigger `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n        | Where-Object {\r\n            ($StartTriggers -and $_.Properties.RuntimeState -ne \"Started\") `\r\n                -or ($StopTriggers -and $_.Properties.RuntimeState -ne \"Stopped\")\r\n        }\r\n    }\r\n\r\n    Write-Log \"Found $($triggers.Count) trigger(s) to $(if ($StartTriggers) { 'start' } else { 'stop' })\"\r\n\r\n    $triggers | ForEach-Object {\r\n        $triggerName = $_.Name\r\n        $isBlobTrigger = $null -ne $_.Properties.BlobPathBeginsWith\r\n\r\n        if ($StopTriggers)\r\n        {\r\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName }\r\n            Write-Log \"Stopping trigger $triggerName...\"\r\n            Invoke-WithRetry -Name \"Stop $triggerName\" -Action {\r\n                Stop-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName -Force\r\n            }\r\n        }\r\n        else\r\n        {\r\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName -Subscribe }\r\n            Write-Log \"Starting trigger $triggerName...\"\r\n            Invoke-WithRetry -Name \"Start $triggerName\" -Action {\r\n                Start-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName -Force\r\n            }\r\n        }\r\n\r\n        Invoke-WithRetry -Name \"Wait for $triggerName\" -Action {\r\n            $state = (Get-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName).Properties.RuntimeState\r\n            $expected = if ($StartTriggers) { 'Started' } else { 'Stopped' }\r\n            if ($state -ne $expected) { throw \"Trigger is $state, expected $expected\" }\r\n        }\r\n\r\n        Write-Log \"...done\"\r\n        $DeploymentScriptOutputs[$triggerName] = $true\r\n    }\r\n}\r\n\r\nif (-not [string]::IsNullOrWhiteSpace($Pipelines))\r\n{\r\n    $Pipelines.Split('|') | ForEach-Object {\r\n        Write-Log \"Running pipeline $_...\"\r\n        Invoke-AzDataFactoryV2Pipeline `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -PipelineName $_\r\n    }\r\n}\r\n",
+                            "uniqueInstances": "[union(filter(parameters('dataFactoryInstances'), lambda('adf', not(empty(lambdaVariables('adf'))))), createArray())]"
+                          },
+                          "resources": {
+                            "initialize": {
+                              "copy": {
+                                "name": "initialize",
+                                "count": "[length(variables('uniqueInstances'))]"
+                              },
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2025-04-01",
+                              "name": "[if(lessOrEquals(length(format('Microsoft.FinOpsHubs.Init_{0}', variables('uniqueInstances')[copyIndex()])), 64), format('Microsoft.FinOpsHubs.Init_{0}', variables('uniqueInstances')[copyIndex()]), substring(format('Microsoft.FinOpsHubs.Init_{0}', variables('uniqueInstances')[copyIndex()]), 0, 64))]",
+                              "properties": {
+                                "expressionEvaluationOptions": {
+                                  "scope": "inner"
+                                },
+                                "mode": "Incremental",
+                                "parameters": {
+                                  "app": {
+                                    "value": "[parameters('app')]"
+                                  },
+                                  "identityName": {
+                                    "value": "[parameters('identityName')]"
+                                  },
+                                  "scriptContent": {
+                                    "value": "[variables('$fxv#0')]"
+                                  },
+                                  "arguments": {
+                                    "value": "[join(filter(createArray(format('-DataFactoryResourceGroup \"{0}\"', resourceGroup().name), format('-DataFactoryName \"{0}\"', variables('uniqueInstances')[copyIndex()]), if(not(empty(parameters('startPipelines'))), format('-Pipelines \"{0}\"', join(parameters('startPipelines'), '|')), ''), if(parameters('startAllTriggers'), '-StartTriggers', '')), lambda('arg', not(empty(lambdaVariables('arg'))))), ' ')]"
+                                  }
+                                },
+                                "template": {
+                                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                  "languageVersion": "2.1-experimental",
+                                  "contentVersion": "1.0.0.0",
+                                  "metadata": {
+                                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                                      "Enable @validate() decorator"
+                                    ],
+                                    "_generator": {
+                                      "name": "bicep",
+                                      "version": "0.40.2.10011",
+                                      "templateHash": "15790442586575518487"
+                                    }
+                                  },
+                                  "definitions": {
+                                    "EnvironmentVariable": {
+                                      "type": "object",
+                                      "properties": {
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "value": {
+                                          "type": "string"
+                                        }
+                                      }
+                                    },
+                                    "_1.HubProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "location": {
+                                          "type": "string"
+                                        },
+                                        "tags": {
+                                          "type": "object"
+                                        },
+                                        "tagsByResource": {
+                                          "type": "object"
+                                        },
+                                        "version": {
+                                          "type": "string"
+                                        },
+                                        "options": {
+                                          "type": "object",
+                                          "properties": {
+                                            "enableTelemetry": {
+                                              "type": "bool"
+                                            },
+                                            "keyVaultSku": {
+                                              "type": "string"
+                                            },
+                                            "keyVaultEnablePurgeProtection": {
+                                              "type": "bool"
+                                            },
+                                            "networkAddressPrefix": {
+                                              "type": "string"
+                                            },
+                                            "natGateway": {
+                                              "type": "bool"
+                                            },
+                                            "privateRouting": {
+                                              "type": "bool"
+                                            },
+                                            "publisherIsolation": {
+                                              "type": "bool"
+                                            },
+                                            "storageInfrastructureEncryption": {
+                                              "type": "bool"
+                                            },
+                                            "storageSku": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        },
+                                        "routing": {
+                                          "$ref": "#/definitions/_1.HubRoutingProperties"
+                                        },
+                                        "core": {
+                                          "type": "object",
+                                          "properties": {
+                                            "suffix": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "FinOps hub resource ID.",
+                                        "name": "FinOps hub instance name.",
+                                        "location": "Azure resource location of the FinOps hub instance.",
+                                        "tags": "Tags to apply to all FinOps hub resources.",
+                                        "tagsByResource": "Tags to apply to resources based on their resource type.",
+                                        "version": "FinOps hub version number.",
+                                        "options": {
+                                          "enableTelemetry": "Indicates whether telemetry should be enabled for deployments.",
+                                          "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
+                                          "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
+                                          "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
+                                          "privateRouting": "Indicates whether private network routing is enabled.",
+                                          "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
+                                          "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
+                                          "storageSku": "Storage account SKU. Allowed values: \"Premium_LRS\", \"Premium_ZRS\"."
+                                        },
+                                        "routing": "FinOps hub private network routing properties, if enabled.",
+                                        "core": {
+                                          "suffix": "Unique suffix used for shared resources."
+                                        },
+                                        "apps": {},
+                                        "description": "FinOps hub instance properties.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "_1.HubRoutingProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "networkId": {
+                                          "type": "string"
+                                        },
+                                        "networkName": {
+                                          "type": "string"
+                                        },
+                                        "scriptStorage": {
+                                          "type": "string"
+                                        },
+                                        "dnsZones": {
+                                          "type": "object",
+                                          "properties": {
+                                            "blob": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "dfs": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "file": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "queue": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "table": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            }
+                                          }
+                                        },
+                                        "subnets": {
+                                          "type": "object",
+                                          "properties": {
+                                            "dataExplorer": {
+                                              "type": "string"
+                                            },
+                                            "dataFactory": {
+                                              "type": "string"
+                                            },
+                                            "keyVault": {
+                                              "type": "string"
+                                            },
+                                            "scripts": {
+                                              "type": "string"
+                                            },
+                                            "storage": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        }
+                                      },
+                                      "metadata": {
+                                        "networkId": "Resource ID of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                        "networkName": "Name of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                        "scriptStorage": "Name of the storage account used for deployment scripts.",
+                                        "dnsZones": {
+                                          "blob": "Resource ID and name for the blob storage DNS zone.",
+                                          "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                          "file": "Resource ID and name for the file storage DNS zone.",
+                                          "queue": "Resource ID and name for the queue storage DNS zone.",
+                                          "table": "Resource ID and name for the table storage DNS zone."
+                                        },
+                                        "subnets": {
+                                          "dataExplorer": "Resource ID of the subnet for the Data Explorer instance.",
+                                          "dataFactory": "Resource ID of the subnet for Data Factory instances.",
+                                          "keyVault": "Resource ID of the subnet for Key Vault instances.",
+                                          "scripts": "Resource ID of the subnet for deployment script storage.",
+                                          "storage": "Resource ID of the subnet for storage accounts."
+                                        },
+                                        "description": "FinOps hub private network routing properties.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "_1.IdNameObject": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "Fully-qualified resource ID.",
+                                        "name": "Resource name.",
+                                        "description": "Resource ID and name.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "HubAppProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "publisher": {
+                                          "type": "string"
+                                        },
+                                        "suffix": {
+                                          "type": "string"
+                                        },
+                                        "tags": {
+                                          "type": "object"
+                                        },
+                                        "dataFactory": {
+                                          "type": "string"
+                                        },
+                                        "keyVault": {
+                                          "type": "string"
+                                        },
+                                        "storage": {
+                                          "type": "string"
+                                        },
+                                        "hub": {
+                                          "$ref": "#/definitions/_1.HubProperties"
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "Fully-qualified name of the publisher and app, separated by a dot.",
+                                        "name": "Short name of the FinOps hub app. Last segment of the app ID.",
+                                        "publisher": "Fully-qualified namespace of the FinOps hub app publisher.",
+                                        "suffix": "Unique suffix used for publisher resources.",
+                                        "tags": "Tags to apply to all FinOps hub resources for this FinOps hub app publisher. Tags are not specific to the app since resources are shared.",
+                                        "dataFactory": "Name of the Data Factory instance for this publisher.",
+                                        "keyVault": "Name of the KeyVault instance for this publisher.",
+                                        "storage": "Name of the storage account for this publisher.",
+                                        "hub": "FinOps hub instance the app is deployed to.",
+                                        "description": "FinOps hub app configuration settings.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    }
+                                  },
+                                  "parameters": {
+                                    "app": {
+                                      "$ref": "#/definitions/HubAppProperties",
+                                      "metadata": {
+                                        "description": "Required. FinOps hub app the deployment script is being run for."
+                                      }
+                                    },
+                                    "identityName": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the managed identity to create."
+                                      }
+                                    },
+                                    "scriptName": {
+                                      "type": "string",
+                                      "defaultValue": "[deployment().name]",
+                                      "metadata": {
+                                        "description": "Optional. Name of the deployment script to create. Default = (same as deployment)."
+                                      }
+                                    },
+                                    "scriptContent": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the deployment script to create."
+                                      }
+                                    },
+                                    "arguments": {
+                                      "type": "string",
+                                      "defaultValue": "",
+                                      "metadata": {
+                                        "description": "Optional. Additional arguments to pass into the deployment script."
+                                      }
+                                    },
+                                    "environmentVariables": {
+                                      "type": "array",
+                                      "items": {
+                                        "$ref": "#/definitions/EnvironmentVariable"
+                                      },
+                                      "defaultValue": [],
+                                      "metadata": {
+                                        "description": "Optional. Environment variables to use for the deployment script."
+                                      }
+                                    },
+                                    "forceUpdateTag": {
+                                      "type": "string",
+                                      "defaultValue": "",
+                                      "metadata": {
+                                        "description": "Optional. Forces the script to run again when the value changes. Default = empty (only reruns when properties change)."
+                                      }
+                                    }
+                                  },
+                                  "variables": {
+                                    "privateEndpointDeploymentRoles": "[if(not(parameters('app').hub.options.privateRouting), createArray(), createArray('69566ab7-960f-475b-8e7c-b3118f30c6bd'))]",
+                                    "containerGroupName": "[replace(replace(replace(parameters('scriptName'), '/', '-'), '.', '-'), '_', '-')]",
+                                    "privateEndpointDeploymentProperties": "[if(not(parameters('app').hub.options.privateRouting), createObject(), createObject('storageAccountSettings', createObject('storageAccountName', coalesce(parameters('app').hub.routing.scriptStorage, '')), 'containerSettings', createObject('containerGroupName', if(greater(length(variables('containerGroupName')), 63), substring(variables('containerGroupName'), 0, 62), variables('containerGroupName')), 'subnetIds', createArray(createObject('id', coalesce(parameters('app').hub.routing.subnets.scripts, ''))))))]"
+                                  },
+                                  "resources": {
+                                    "identity": {
+                                      "type": "Microsoft.ManagedIdentity/userAssignedIdentities",
+                                      "apiVersion": "2023-01-31",
+                                      "name": "[parameters('identityName')]",
+                                      "tags": "[union(parameters('app').tags, coalesce(tryGet(parameters('app').hub.tagsByResource, 'Microsoft.ManagedIdentity/userAssignedIdentities'), createObject()))]",
+                                      "location": "[parameters('app').hub.location]"
+                                    },
+                                    "scriptStorageAccount": {
+                                      "condition": "[parameters('app').hub.options.privateRouting]",
+                                      "existing": true,
+                                      "type": "Microsoft.Storage/storageAccounts",
+                                      "apiVersion": "2022-09-01",
+                                      "name": "[coalesce(parameters('app').hub.routing.scriptStorage, '')]"
+                                    },
+                                    "identityRoleAssignments": {
+                                      "copy": {
+                                        "name": "identityRoleAssignments",
+                                        "count": "[length(variables('privateEndpointDeploymentRoles'))]"
+                                      },
+                                      "condition": "[parameters('app').hub.options.privateRouting]",
+                                      "type": "Microsoft.Authorization/roleAssignments",
+                                      "apiVersion": "2022-04-01",
+                                      "scope": "[resourceId('Microsoft.Storage/storageAccounts', coalesce(parameters('app').hub.routing.scriptStorage, ''))]",
+                                      "name": "[guid(variables('privateEndpointDeploymentRoles')[copyIndex()], resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]",
+                                      "properties": {
+                                        "roleDefinitionId": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', variables('privateEndpointDeploymentRoles')[copyIndex()])]",
+                                        "principalId": "[reference('identity').principalId]",
+                                        "principalType": "ServicePrincipal"
+                                      },
+                                      "dependsOn": [
+                                        "identity"
+                                      ]
+                                    },
+                                    "script": {
+                                      "type": "Microsoft.Resources/deploymentScripts",
+                                      "apiVersion": "2023-08-01",
+                                      "name": "[parameters('scriptName')]",
+                                      "kind": "AzurePowerShell",
+                                      "location": "[if(startsWith(parameters('app').hub.location, 'china'), 'chinaeast2', parameters('app').hub.location)]",
+                                      "tags": "[union(parameters('app').tags, coalesce(tryGet(parameters('app').hub.tagsByResource, 'Microsoft.Resources/deploymentScripts'), createObject()))]",
+                                      "identity": {
+                                        "type": "UserAssigned",
+                                        "userAssignedIdentities": {
+                                          "[format('{0}', resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]": {}
+                                        }
+                                      },
+                                      "properties": "[shallowMerge(createArray(variables('privateEndpointDeploymentProperties'), createObject('azPowerShellVersion', '11.0', 'retentionInterval', 'PT1H', 'cleanupPreference', 'OnSuccess', 'scriptContent', parameters('scriptContent'), 'arguments', parameters('arguments'), 'environmentVariables', parameters('environmentVariables'), 'forceUpdateTag', if(empty(parameters('forceUpdateTag')), null(), parameters('forceUpdateTag')))))]",
+                                      "dependsOn": [
+                                        "identity",
+                                        "identityRoleAssignments"
+                                      ]
+                                    }
+                                  },
+                                  "outputs": {
+                                    "scriptOutputs": {
+                                      "type": "object",
+                                      "metadata": {
+                                        "description": "Values the script set in $DeploymentScriptOutputs. Empty if the script did not set any."
+                                      },
+                                      "value": "[coalesce(tryGet(reference('script'), 'outputs'), createObject())]"
+                                    }
+                                  }
+                                }
+                              }
+                            }
+                          }
+                        }
+                      },
+                      "dependsOn": [
+                        "appRegistration",
+                        "ingestion_InitScripts",
+                        "ingestion_OpenDataInternalScripts",
+                        "ingestion_VersionedScripts",
+                        "pipeline_InitializeHub"
+                      ]
+                    }
+                  },
+                  "outputs": {
+                    "clusterIngestionCapacity": {
+                      "type": "int",
+                      "metadata": {
+                        "description": "Max ingestion capacity of the cluster."
+                      },
+                      "value": "[variables('dataExplorerIngestionCapacity')]"
+                    },
+                    "metadata": {
+                      "$ref": "#/definitions/AnalyticsMetadata",
+                      "metadata": {
+                        "description": "Metadata describing resources created by the Analytics app."
+                      },
+                      "value": {
+                        "id": "Microsoft.FinOpsHubs.Analytics",
+                        "version": "[variables('finOpsToolkitVersion')]",
+                        "cluster": {
+                          "id": "[if(variables('useFabric'), '', resourceId('Microsoft.Kusto/clusters', replace(parameters('clusterName'), '_', '-')))]",
+                          "name": "[if(variables('useFabric'), '', replace(parameters('clusterName'), '_', '-'))]",
+                          "uri": "[variables('dataExplorerUri')]",
+                          "principalId": "[if(variables('useFabric'), '', reference('cluster', '2023-08-15', 'full').identity.principalId)]"
+                        },
+                        "databases": {
+                          "ingestion": "[variables('INGESTION_DB')]",
+                          "hub": "[variables('HUB_DB')]"
+                        },
+                        "linkedServices": {
+                          "hubDataExplorer": "[variables('HUB_DATA_EXPLORER')]",
+                          "ftkRepo": "ftkRepo"
+                        },
+                        "datasets": {
+                          "hubDataExplorer": "[variables('HUB_DATA_EXPLORER')]",
+                          "ftkReleaseFile": "ftkReleaseFile"
+                        }
+                      }
+                    }
+                  }
+                }
+              },
+              "dependsOn": [
+                "cmExports",
+                "core",
+                "deleteOldResources"
+              ]
+            },
+            "ingestionQueries": {
+              "condition": "[parameters('enableRecommendations')]",
+              "type": "Microsoft.Resources/deployments",
+              "apiVersion": "2025-04-01",
+              "name": "Microsoft.FinOpsHubs.IngestionQueries",
+              "properties": {
+                "expressionEvaluationOptions": {
+                  "scope": "inner"
+                },
+                "mode": "Incremental",
+                "parameters": {
+                  "app": {
+                    "value": "[__bicep.newApp(variables('hub'), 'Microsoft.FinOpsHubs', 'IngestionQueries')]"
+                  },
+                  "core": {
+                    "value": "[reference('core').outputs.metadata.value]"
+                  }
+                },
+                "template": {
+                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                  "languageVersion": "2.1-experimental",
+                  "contentVersion": "1.0.0.0",
+                  "metadata": {
+                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                      "Enable @validate() decorator"
+                    ],
+                    "_generator": {
+                      "name": "bicep",
+                      "version": "0.40.2.10011",
+                      "templateHash": "3025978544769533624"
+                    },
+                    "hubApp": {
+                      "id": "Microsoft.FinOpsHubs.IngestionQueries",
+                      "version": "15.0",
+                      "dependencies": [
+                        "Microsoft.FinOpsHubs.Core"
+                      ],
+                      "metadata": "https://microsoft.github.io/finops-toolkit/deploy/finops-hub/15.0/Microsoft.FinOpsHubs/IngestionQueries/metadata.bicep"
+                    }
+                  },
+                  "definitions": {
+                    "_1.HubProperties": {
+                      "type": "object",
+                      "properties": {
+                        "id": {
+                          "type": "string"
+                        },
+                        "name": {
+                          "type": "string"
+                        },
+                        "location": {
+                          "type": "string"
+                        },
+                        "tags": {
+                          "type": "object"
+                        },
+                        "tagsByResource": {
+                          "type": "object"
+                        },
+                        "version": {
+                          "type": "string"
+                        },
+                        "options": {
+                          "type": "object",
+                          "properties": {
+                            "enableTelemetry": {
+                              "type": "bool"
+                            },
+                            "keyVaultSku": {
+                              "type": "string"
+                            },
+                            "keyVaultEnablePurgeProtection": {
+                              "type": "bool"
+                            },
+                            "networkAddressPrefix": {
+                              "type": "string"
+                            },
+                            "natGateway": {
+                              "type": "bool"
+                            },
+                            "privateRouting": {
+                              "type": "bool"
+                            },
+                            "publisherIsolation": {
+                              "type": "bool"
+                            },
+                            "storageInfrastructureEncryption": {
+                              "type": "bool"
+                            },
+                            "storageSku": {
+                              "type": "string"
+                            }
+                          }
+                        },
+                        "routing": {
+                          "$ref": "#/definitions/_1.HubRoutingProperties"
+                        },
+                        "core": {
+                          "type": "object",
+                          "properties": {
+                            "suffix": {
+                              "type": "string"
+                            }
+                          }
+                        }
+                      },
+                      "metadata": {
+                        "id": "FinOps hub resource ID.",
+                        "name": "FinOps hub instance name.",
+                        "location": "Azure resource location of the FinOps hub instance.",
+                        "tags": "Tags to apply to all FinOps hub resources.",
+                        "tagsByResource": "Tags to apply to resources based on their resource type.",
+                        "version": "FinOps hub version number.",
+                        "options": {
+                          "enableTelemetry": "Indicates whether telemetry should be enabled for deployments.",
+                          "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
+                          "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
+                          "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
+                          "privateRouting": "Indicates whether private network routing is enabled.",
+                          "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
+                          "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
+                          "storageSku": "Storage account SKU. Allowed values: \"Premium_LRS\", \"Premium_ZRS\"."
+                        },
+                        "routing": "FinOps hub private network routing properties, if enabled.",
+                        "core": {
+                          "suffix": "Unique suffix used for shared resources."
+                        },
+                        "apps": {},
+                        "description": "FinOps hub instance properties.",
+                        "__bicep_imported_from!": {
+                          "sourceTemplate": "../../fx/hub-types.bicep"
+                        }
+                      }
+                    },
+                    "_1.HubRoutingProperties": {
+                      "type": "object",
+                      "properties": {
+                        "networkId": {
+                          "type": "string"
+                        },
+                        "networkName": {
+                          "type": "string"
+                        },
+                        "scriptStorage": {
+                          "type": "string"
+                        },
+                        "dnsZones": {
+                          "type": "object",
+                          "properties": {
+                            "blob": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            },
+                            "dfs": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            },
+                            "file": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            },
+                            "queue": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            },
+                            "table": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            }
+                          }
+                        },
+                        "subnets": {
+                          "type": "object",
+                          "properties": {
+                            "dataExplorer": {
+                              "type": "string"
+                            },
+                            "dataFactory": {
+                              "type": "string"
+                            },
+                            "keyVault": {
+                              "type": "string"
+                            },
+                            "scripts": {
+                              "type": "string"
+                            },
+                            "storage": {
+                              "type": "string"
+                            }
+                          }
+                        }
+                      },
+                      "metadata": {
+                        "networkId": "Resource ID of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                        "networkName": "Name of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                        "scriptStorage": "Name of the storage account used for deployment scripts.",
+                        "dnsZones": {
+                          "blob": "Resource ID and name for the blob storage DNS zone.",
+                          "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                          "file": "Resource ID and name for the file storage DNS zone.",
+                          "queue": "Resource ID and name for the queue storage DNS zone.",
+                          "table": "Resource ID and name for the table storage DNS zone."
+                        },
+                        "subnets": {
+                          "dataExplorer": "Resource ID of the subnet for the Data Explorer instance.",
+                          "dataFactory": "Resource ID of the subnet for Data Factory instances.",
+                          "keyVault": "Resource ID of the subnet for Key Vault instances.",
+                          "scripts": "Resource ID of the subnet for deployment script storage.",
+                          "storage": "Resource ID of the subnet for storage accounts."
+                        },
+                        "description": "FinOps hub private network routing properties.",
+                        "__bicep_imported_from!": {
+                          "sourceTemplate": "../../fx/hub-types.bicep"
+                        }
+                      }
+                    },
+                    "_1.IdNameObject": {
+                      "type": "object",
+                      "properties": {
+                        "id": {
+                          "type": "string"
+                        },
+                        "name": {
+                          "type": "string"
+                        }
+                      },
+                      "metadata": {
+                        "id": "Fully-qualified resource ID.",
+                        "name": "Resource name.",
+                        "description": "Resource ID and name.",
+                        "__bicep_imported_from!": {
+                          "sourceTemplate": "../../fx/hub-types.bicep"
+                        }
+                      }
+                    },
+                    "CoreMetadata": {
+                      "type": "object",
+                      "properties": {
+                        "id": {
+                          "type": "string",
+                          "metadata": {
+                            "description": "Fully-qualified app identifier."
+                          }
+                        },
+                        "version": {
+                          "type": "string",
+                          "metadata": {
+                            "description": "App version."
+                          }
+                        },
+                        "storageUrlForPowerBI": {
+                          "type": "string",
+                          "metadata": {
+                            "description": "URL to use when connecting Power BI reports to data."
+                          }
+                        },
+                        "principalId": {
+                          "type": "string",
+                          "metadata": {
+                            "description": "Object ID of the Data Factory managed identity. Needed when configuring managed exports."
+                          }
+                        },
+                        "ingestionIdFileNameSeparator": {
+                          "type": "string",
+                          "metadata": {
+                            "description": "Separator characters used between the ingestion ID and file name for ingested files. Used to identify uniqueness and clean up old files with old ingestion IDs."
+                          }
+                        },
+                        "containers": {
+                          "type": "object",
+                          "properties": {
+                            "config": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Configuration container for settings, queries, and schemas."
+                              }
+                            },
+                            "ingestion": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Ingestion container for normalized data."
+                              }
+                            }
+                          },
+                          "metadata": {
+                            "description": "Storage container names."
+                          }
+                        },
+                        "datasets": {
+                          "type": "object",
+                          "properties": {
+                            "config": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "JSON dataset for configuration files."
+                              }
+                            },
+                            "ingestion": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Parquet dataset for ingested data."
+                              }
+                            },
+                            "ingestionFiles": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Parquet dataset for listing ingested files."
+                              }
+                            },
+                            "ingestionManifest": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "JSON dataset for ingestion manifest files."
+                              }
+                            }
+                          },
+                          "metadata": {
+                            "description": "Data Factory dataset names."
+                          }
+                        },
+                        "linkedServices": {
+                          "type": "object",
+                          "properties": {
+                            "azurerm": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "REST linked service for Azure Resource Manager API calls."
+                              }
+                            }
+                          },
+                          "metadata": {
+                            "description": "Data Factory linked service names."
+                          }
+                        },
+                        "settings": {
+                          "type": "object",
+                          "properties": {
+                            "container": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Container name for the hub settings file."
+                              }
+                            },
+                            "file": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "File name of the hub settings file."
+                              }
+                            }
+                          },
+                          "metadata": {
+                            "description": "Metadata for the hub settings file."
+                          }
+                        }
+                      },
+                      "metadata": {
+                        "description": "Metadata for resources created by the Core app.",
+                        "__bicep_imported_from!": {
+                          "sourceTemplate": "../Core/metadata.bicep",
+                          "originalIdentifier": "AppMetadata"
+                        }
+                      }
+                    },
+                    "HubAppProperties": {
+                      "type": "object",
+                      "properties": {
+                        "id": {
+                          "type": "string"
+                        },
+                        "name": {
+                          "type": "string"
+                        },
+                        "publisher": {
+                          "type": "string"
+                        },
+                        "suffix": {
+                          "type": "string"
+                        },
+                        "tags": {
+                          "type": "object"
+                        },
+                        "dataFactory": {
+                          "type": "string"
+                        },
+                        "keyVault": {
+                          "type": "string"
+                        },
+                        "storage": {
+                          "type": "string"
+                        },
+                        "hub": {
+                          "$ref": "#/definitions/_1.HubProperties"
+                        }
+                      },
+                      "metadata": {
+                        "id": "Fully-qualified name of the publisher and app, separated by a dot.",
+                        "name": "Short name of the FinOps hub app. Last segment of the app ID.",
+                        "publisher": "Fully-qualified namespace of the FinOps hub app publisher.",
+                        "suffix": "Unique suffix used for publisher resources.",
+                        "tags": "Tags to apply to all FinOps hub resources for this FinOps hub app publisher. Tags are not specific to the app since resources are shared.",
+                        "dataFactory": "Name of the Data Factory instance for this publisher.",
+                        "keyVault": "Name of the KeyVault instance for this publisher.",
+                        "storage": "Name of the storage account for this publisher.",
+                        "hub": "FinOps hub instance the app is deployed to.",
+                        "description": "FinOps hub app configuration settings.",
+                        "__bicep_imported_from!": {
+                          "sourceTemplate": "../../fx/hub-types.bicep"
+                        }
+                      }
+                    },
+                    "IngestionQueriesMetadata": {
+                      "type": "object",
+                      "properties": {
+                        "id": {
+                          "type": "string",
+                          "metadata": {
+                            "description": "Fully-qualified app identifier."
+                          }
+                        },
+                        "version": {
+                          "type": "string",
+                          "metadata": {
+                            "description": "App version."
+                          }
+                        },
+                        "queries": {
+                          "type": "object",
+                          "properties": {
+                            "container": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Container name for query definition files."
+                              }
+                            },
+                            "folder": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Folder path for query definition files within the container."
+                              }
+                            }
+                          },
+                          "metadata": {
+                            "description": "Metadata for query definition files."
+                          }
+                        }
+                      },
+                      "metadata": {
+                        "description": "Metadata for resources created by the Ingestion Queries app.",
+                        "__bicep_imported_from!": {
+                          "sourceTemplate": "metadata.bicep",
+                          "originalIdentifier": "AppMetadata"
+                        }
+                      }
+                    }
+                  },
+                  "functions": [
+                    {
+                      "namespace": "__bicep",
+                      "members": {
+                        "isSupportedVersion": {
+                          "parameters": [
+                            {
+                              "type": "string",
+                              "name": "version"
+                            },
+                            {
+                              "type": "string",
+                              "name": "minVersion"
+                            },
+                            {
+                              "type": "string",
+                              "name": "maxVersion"
+                            }
+                          ],
+                          "output": {
+                            "type": "bool",
+                            "value": "[and(or(empty(parameters('minVersion')), greaterOrEquals(_1.versionToNumber(parameters('version')), _1.versionToNumber(parameters('minVersion')))), or(empty(parameters('maxVersion')), lessOrEquals(_1.versionToNumber(parameters('version')), _1.versionToNumber(parameters('maxVersion')))))]"
+                          },
+                          "metadata": {
+                            "description": "Checks if a version string falls within the specified range. Use empty string to skip a bound. Example: isSupportedVersion('13.1', '13.0', '') checks >= 13.0 with no upper limit.",
+                            "__bicep_imported_from!": {
+                              "sourceTemplate": "../../fx/hub-types.bicep"
+                            }
+                          }
+                        }
+                      }
+                    },
+                    {
+                      "namespace": "_1",
+                      "members": {
+                        "versionToNumber": {
+                          "parameters": [
+                            {
+                              "type": "string",
+                              "name": "version"
+                            }
+                          ],
+                          "output": {
+                            "type": "int",
+                            "value": "[add(mul(int(split(split(parameters('version'), '-')[0], '.')[0]), 1000), if(greater(length(split(split(parameters('version'), '-')[0], '.')), 1), int(split(split(parameters('version'), '-')[0], '.')[1]), 0))]"
+                          },
+                          "metadata": {
+                            "description": "Converts a version string (e.g., \"13.0\", \"13.1\", \"14.0-dev\") to a comparable integer using major * 1000 + minor. Prerelease suffixes (e.g., \"-dev\") and patch versions are ignored.",
+                            "__bicep_imported_from!": {
+                              "sourceTemplate": "../../fx/hub-types.bicep"
+                            }
+                          }
+                        }
+                      }
+                    }
+                  ],
+                  "parameters": {
+                    "app": {
+                      "$ref": "#/definitions/HubAppProperties",
+                      "metadata": {
+                        "description": "Required. FinOps hub app getting deployed."
+                      }
+                    },
+                    "core": {
+                      "$ref": "#/definitions/CoreMetadata",
+                      "validate": [
+                        "[lambda('x', __bicep.isSupportedVersion(lambdaVariables('x').version, '13.0', ''))]",
+                        "Core app version must be 13.0 or higher."
+                      ],
+                      "metadata": {
+                        "description": "Required. Metadata describing shared resources from the Core app. Must be v13 or higher."
+                      }
+                    }
+                  },
+                  "variables": {
+                    "QUERIES": "queries",
+                    "finOpsToolkitVersion": "15.0"
+                  },
+                  "resources": {
+                    "dataFactory::dataset_config": {
+                      "existing": true,
+                      "type": "Microsoft.DataFactory/factories/datasets",
+                      "apiVersion": "2018-06-01",
+                      "name": "[format('{0}/{1}', parameters('app').dataFactory, parameters('core').datasets.config)]",
+                      "dependsOn": [
+                        "appRegistration"
+                      ]
+                    },
+                    "dataFactory::dataset_ingestion": {
+                      "existing": true,
+                      "type": "Microsoft.DataFactory/factories/datasets",
+                      "apiVersion": "2018-06-01",
+                      "name": "[format('{0}/{1}', parameters('app').dataFactory, parameters('core').datasets.ingestion)]",
+                      "dependsOn": [
+                        "appRegistration"
+                      ]
+                    },
+                    "dataFactory::dataset_ingestion_files": {
+                      "existing": true,
+                      "type": "Microsoft.DataFactory/factories/datasets",
+                      "apiVersion": "2018-06-01",
+                      "name": "[format('{0}/{1}', parameters('app').dataFactory, parameters('core').datasets.ingestionFiles)]",
+                      "dependsOn": [
+                        "appRegistration"
+                      ]
+                    },
+                    "dataFactory::dataset_manifest": {
+                      "existing": true,
+                      "type": "Microsoft.DataFactory/factories/datasets",
+                      "apiVersion": "2018-06-01",
+                      "name": "[format('{0}/{1}', parameters('app').dataFactory, parameters('core').datasets.ingestionManifest)]",
+                      "dependsOn": [
+                        "appRegistration"
+                      ]
+                    },
+                    "dataFactory": {
+                      "existing": true,
+                      "type": "Microsoft.DataFactory/factories",
+                      "apiVersion": "2018-06-01",
+                      "name": "[parameters('app').dataFactory]",
+                      "dependsOn": [
+                        "appRegistration"
+                      ]
+                    },
+                    "trigger_DailySchedule": {
+                      "type": "Microsoft.DataFactory/factories/triggers",
+                      "apiVersion": "2018-06-01",
+                      "name": "[format('{0}/{1}', parameters('app').dataFactory, format('{0}_DailySchedule', variables('QUERIES')))]",
+                      "properties": {
+                        "pipelines": [
+                          {
+                            "pipelineReference": {
+                              "referenceName": "[format('{0}_ExecuteETL', variables('QUERIES'))]",
+                              "type": "PipelineReference"
+                            },
+                            "parameters": {}
+                          }
+                        ],
+                        "type": "ScheduleTrigger",
+                        "typeProperties": {
+                          "recurrence": {
+                            "frequency": "Hour",
+                            "interval": 24,
+                            "startTime": "[if(equals(reference('timeZones').outputs.Timezone.value, 'UTC'), '2023-01-01T01:01:00Z', '2023-01-01T01:01:00')]",
+                            "timeZone": "[reference('timeZones').outputs.Timezone.value]"
+                          }
+                        }
+                      },
+                      "dependsOn": [
+                        "appRegistration",
+                        "pipeline_ExecuteQueries",
+                        "timeZones"
+                      ]
+                    },
+                    "pipeline_ExecuteQueries": {
+                      "type": "Microsoft.DataFactory/factories/pipelines",
+                      "apiVersion": "2018-06-01",
+                      "name": "[format('{0}/{1}', parameters('app').dataFactory, format('{0}_ExecuteETL', variables('QUERIES')))]",
+                      "properties": {
+                        "activities": [
+                          {
+                            "name": "Load Queries",
+                            "type": "Lookup",
+                            "dependsOn": [],
+                            "policy": {
+                              "timeout": "0.00:10:00",
+                              "retry": 0,
+                              "retryIntervalInSeconds": 30,
+                              "secureOutput": false,
+                              "secureInput": false
+                            },
+                            "userProperties": [],
+                            "typeProperties": {
+                              "source": {
+                                "type": "JsonSource",
+                                "storeSettings": {
+                                  "type": "AzureBlobFSReadSettings",
+                                  "recursive": true,
+                                  "wildcardFileName": "*.json",
+                                  "enablePartitionDiscovery": false
+                                },
+                                "formatSettings": {
+                                  "type": "JsonReadSettings"
+                                }
+                              },
+                              "dataset": {
+                                "referenceName": "[parameters('core').datasets.config]",
+                                "type": "DatasetReference",
+                                "parameters": {
+                                  "fileName": "*.json",
+                                  "folderPath": "[format('{0}/{1}', parameters('core').containers.config, variables('QUERIES'))]"
+                                }
+                              },
+                              "firstRowOnly": false
+                            }
+                          },
+                          {
+                            "name": "Set Ingestion Id",
+                            "type": "SetVariable",
+                            "dependsOn": [],
+                            "policy": {
+                              "secureOutput": false,
+                              "secureInput": false
+                            },
+                            "userProperties": [],
+                            "typeProperties": {
+                              "variableName": "ingestionId",
+                              "value": {
+                                "value": "@concat(utcNow('yyyyMMdd-HHmmss'), '_', substring(guid(), 0, 8))",
+                                "type": "Expression"
+                              }
+                            }
+                          },
+                          {
+                            "name": "Loop Thru Queries",
+                            "type": "ForEach",
+                            "dependsOn": [
+                              {
+                                "activity": "Load Queries",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              },
+                              {
+                                "activity": "Set Ingestion Id",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              }
+                            ],
+                            "userProperties": [],
+                            "typeProperties": {
+                              "items": {
+                                "value": "@activity('Load Queries').output.value",
+                                "type": "Expression"
+                              },
+                              "batchCount": 2,
+                              "isSequential": false,
+                              "activities": [
+                                {
+                                  "name": "Execute File Queries",
+                                  "description": "Execute the queries declared in the queries file.",
+                                  "type": "ExecutePipeline",
+                                  "dependsOn": [],
+                                  "policy": {
+                                    "secureInput": false
+                                  },
+                                  "userProperties": [],
+                                  "typeProperties": {
+                                    "pipeline": {
+                                      "referenceName": "[format('{0}_ETL_{1}', variables('QUERIES'), parameters('core').containers.ingestion)]",
+                                      "type": "PipelineReference"
+                                    },
+                                    "waitOnCompletion": true,
+                                    "parameters": {
+                                      "ingestionId": {
+                                        "value": "@variables('ingestionId')",
+                                        "type": "Expression"
+                                      },
+                                      "queryEngine": {
+                                        "value": "@item().queryEngine",
+                                        "type": "Expression"
+                                      },
+                                      "outputDataset": {
+                                        "value": "@item().dataset",
+                                        "type": "Expression"
+                                      },
+                                      "schemaFile": {
+                                        "value": "@concat(toLower(item().dataset), '_', item().version, '.json')",
+                                        "type": "Expression"
+                                      },
+                                      "queryScope": {
+                                        "value": "@item().scope",
+                                        "type": "Expression"
+                                      },
+                                      "query": {
+                                        "value": "@item().query",
+                                        "type": "Expression"
+                                      },
+                                      "queryVersion": {
+                                        "value": "@item().version",
+                                        "type": "Expression"
+                                      },
+                                      "querySource": {
+                                        "value": "@item().source",
+                                        "type": "Expression"
+                                      },
+                                      "queryProvider": {
+                                        "value": "@item().provider",
+                                        "type": "Expression"
+                                      },
+                                      "queryType": {
+                                        "value": "@item().type",
+                                        "type": "Expression"
+                                      }
+                                    }
+                                  }
+                                }
+                              ]
+                            }
+                          }
+                        ],
+                        "parameters": {},
+                        "variables": {
+                          "ingestionId": {
+                            "type": "String"
+                          }
+                        },
+                        "policy": {
+                          "elapsedTimeMetric": {}
+                        },
+                        "annotations": []
+                      },
+                      "dependsOn": [
+                        "appRegistration",
+                        "pipeline_ExecuteQueries_query"
+                      ]
+                    },
+                    "pipeline_ExecuteQueries_query": {
+                      "type": "Microsoft.DataFactory/factories/pipelines",
+                      "apiVersion": "2018-06-01",
+                      "name": "[format('{0}/{1}', parameters('app').dataFactory, format('{0}_ETL_{1}', variables('QUERIES'), parameters('core').containers.ingestion))]",
+                      "properties": {
+                        "activities": [
+                          {
+                            "name": "Normalize Query Scope",
+                            "description": "Replace \"Tenant\" with \"tenants/{tenantId}\" to ensure unique paths across Remote Hubs.",
+                            "type": "SetVariable",
+                            "dependsOn": [],
+                            "policy": {
+                              "secureOutput": false,
+                              "secureInput": false
+                            },
+                            "userProperties": [],
+                            "typeProperties": {
+                              "variableName": "queryScope",
+                              "value": {
+                                "value": "[format('@if(equals(toLower(pipeline().parameters.queryScope), ''tenant''), ''tenants/{0}'', if(startsWith(pipeline().parameters.queryScope, ''/''), substring(pipeline().parameters.queryScope, 1), pipeline().parameters.queryScope))', tenant().tenantId)]",
+                                "type": "Expression"
+                              }
+                            }
+                          },
+                          {
+                            "name": "Set Ingestion Path",
+                            "type": "SetVariable",
+                            "dependsOn": [
+                              {
+                                "activity": "Normalize Query Scope",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              }
+                            ],
+                            "policy": {
+                              "secureOutput": false,
+                              "secureInput": false
+                            },
+                            "userProperties": [],
+                            "typeProperties": {
+                              "variableName": "ingestionPath",
+                              "value": {
+                                "value": "[format('@concat(pipeline().parameters.outputDataset, ''/'', variables(''queryScope''), ''/'', pipeline().parameters.queryType, ''/'', pipeline().parameters.ingestionId, ''{0}'')', parameters('core').ingestionIdFileNameSeparator)]",
+                                "type": "Expression"
+                              }
+                            }
+                          },
+                          {
+                            "name": "Get Existing Parquet Files",
+                            "description": "Get the previously ingested files so we can remove any older data.",
+                            "type": "GetMetadata",
+                            "dependsOn": [
+                              {
+                                "activity": "Normalize Query Scope",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              }
+                            ],
+                            "policy": {
+                              "timeout": "0.12:00:00",
+                              "retry": 0,
+                              "retryIntervalInSeconds": 30,
+                              "secureOutput": false,
+                              "secureInput": false
+                            },
+                            "userProperties": [],
+                            "typeProperties": {
+                              "dataset": {
+                                "referenceName": "[parameters('core').datasets.ingestionFiles]",
+                                "type": "DatasetReference",
+                                "parameters": {
+                                  "folderPath": "@concat(pipeline().parameters.outputDataset, '/', variables('queryScope'), '/', pipeline().parameters.queryType)"
+                                }
+                              },
+                              "fieldList": [
+                                "exists",
+                                "childItems"
+                              ],
+                              "storeSettings": {
+                                "type": "AzureBlobFSReadSettings",
+                                "enablePartitionDiscovery": false
+                              },
+                              "formatSettings": {
+                                "type": "ParquetReadSettings"
+                              }
+                            }
+                          },
+                          {
+                            "name": "Filter Out Current Exports",
+                            "description": "Remove existing files from the current export so those files do not get deleted.",
+                            "type": "Filter",
+                            "dependsOn": [
+                              {
+                                "activity": "Get Existing Parquet Files",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              }
+                            ],
+                            "userProperties": [],
+                            "typeProperties": {
+                              "items": {
+                                "value": "@if(and(activity('Get Existing Parquet Files').output.exists, contains(activity('Get Existing Parquet Files').output, 'childItems')), activity('Get Existing Parquet Files').output.childItems, json('[]'))",
+                                "type": "Expression"
+                              },
+                              "condition": {
+                                "value": "[format('@not(startswith(item().name, concat(pipeline().parameters.ingestionId, ''{0}'')))', parameters('core').ingestionIdFileNameSeparator)]",
+                                "type": "Expression"
+                              }
+                            }
+                          },
+                          {
+                            "name": "Delete Old Files Loop",
+                            "description": "Loop thru each of the existing files from previous exports.",
+                            "type": "ForEach",
+                            "dependsOn": [
+                              {
+                                "activity": "Filter Out Current Exports",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              }
+                            ],
+                            "userProperties": [],
+                            "typeProperties": {
+                              "items": {
+                                "value": "@activity('Filter Out Current Exports').output.Value",
+                                "type": "Expression"
+                              },
+                              "activities": [
+                                {
+                                  "name": "Delete Old Ingested File",
+                                  "description": "Delete the previously ingested files from older exports.",
+                                  "type": "Delete",
+                                  "dependsOn": [],
+                                  "policy": {
+                                    "timeout": "0.12:00:00",
+                                    "retry": 0,
+                                    "retryIntervalInSeconds": 30,
+                                    "secureOutput": false,
+                                    "secureInput": false
+                                  },
+                                  "userProperties": [],
+                                  "typeProperties": {
+                                    "dataset": {
+                                      "referenceName": "[parameters('core').datasets.ingestion]",
+                                      "type": "DatasetReference",
+                                      "parameters": {
+                                        "blobPath": {
+                                          "value": "@concat(pipeline().parameters.outputDataset, '/', variables('queryScope'), '/', pipeline().parameters.queryType, '/', item().name)",
+                                          "type": "Expression"
+                                        }
+                                      }
+                                    },
+                                    "enableLogging": false,
+                                    "storeSettings": {
+                                      "type": "AzureBlobFSReadSettings",
+                                      "recursive": false,
+                                      "enablePartitionDiscovery": false
+                                    }
+                                  }
+                                }
+                              ]
+                            }
+                          },
+                          {
+                            "name": "Load Schema Mappings",
+                            "type": "Lookup",
+                            "dependsOn": [],
+                            "policy": {
+                              "timeout": "0.12:00:00",
+                              "retry": 0,
+                              "retryIntervalInSeconds": 30,
+                              "secureOutput": false,
+                              "secureInput": false
+                            },
+                            "userProperties": [],
+                            "typeProperties": {
+                              "source": {
+                                "type": "JsonSource",
+                                "storeSettings": {
+                                  "type": "AzureBlobFSReadSettings",
+                                  "recursive": true,
+                                  "enablePartitionDiscovery": false
+                                },
+                                "formatSettings": {
+                                  "type": "JsonReadSettings"
+                                }
+                              },
+                              "dataset": {
+                                "referenceName": "[parameters('core').datasets.config]",
+                                "type": "DatasetReference",
+                                "parameters": {
+                                  "fileName": {
+                                    "value": "@pipeline().parameters.schemaFile",
+                                    "type": "Expression"
+                                  },
+                                  "folderPath": "[format('{0}/schemas', parameters('core').containers.config)]"
+                                }
+                              }
+                            }
+                          },
+                          {
+                            "name": "Run Query Engine Pipeline",
+                            "description": "Dynamically dispatch to the engine-specific Copy pipeline via ADF REST API.",
+                            "type": "WebActivity",
+                            "dependsOn": [
+                              {
+                                "activity": "Set Ingestion Path",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              },
+                              {
+                                "activity": "Delete Old Files Loop",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              },
+                              {
+                                "activity": "Load Schema Mappings",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              }
+                            ],
+                            "policy": {
+                              "timeout": "0.00:10:00",
+                              "retry": 0,
+                              "retryIntervalInSeconds": 30,
+                              "secureOutput": false,
+                              "secureInput": false
+                            },
+                            "userProperties": [],
+                            "typeProperties": {
+                              "url": {
+                                "value": "[format('@concat(''{0}subscriptions/{1}/resourceGroups/{2}/providers/Microsoft.DataFactory/factories/'', pipeline().DataFactory, ''/pipelines/queries_'', pipeline().parameters.queryEngine, ''_ExecuteQuery/createRun?api-version=2018-06-01'')', environment().resourceManager, subscription().subscriptionId, resourceGroup().name)]",
+                                "type": "Expression"
+                              },
+                              "method": "POST",
+                              "headers": {
+                                "Content-Type": "application/json"
+                              },
+                              "body": {
+                                "value": "@json(concat('{\"query\":\"', pipeline().parameters.query, '\",\"querySource\":\"', pipeline().parameters.querySource, '\",\"queryType\":\"', pipeline().parameters.queryType, '\",\"queryProvider\":\"', pipeline().parameters.queryProvider, '\",\"queryVersion\":\"', pipeline().parameters.queryVersion, '\",\"ingestionPath\":\"', concat(variables('ingestionPath'), pipeline().parameters.queryType, '.parquet'), '\",\"translator\":', string(activity('Load Schema Mappings').output.firstRow.translator), '}'))",
+                                "type": "Expression"
+                              },
+                              "authentication": {
+                                "type": "MSI",
+                                "resource": "[environment().resourceManager]"
+                              }
+                            }
+                          },
+                          {
+                            "name": "Wait For Query Engine Pipeline",
+                            "description": "Poll for engine pipeline completion using the runId from createRun.",
+                            "type": "Until",
+                            "dependsOn": [
+                              {
+                                "activity": "Run Query Engine Pipeline",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              }
+                            ],
+                            "userProperties": [],
+                            "typeProperties": {
+                              "expression": {
+                                "value": "@or(equals(variables('engineRunStatus'), 'Succeeded'), equals(variables('engineRunStatus'), 'Failed'), equals(variables('engineRunStatus'), 'Cancelled'))",
+                                "type": "Expression"
+                              },
+                              "activities": [
+                                {
+                                  "name": "Check Query Engine Pipeline Status",
+                                  "type": "WebActivity",
+                                  "dependsOn": [],
+                                  "policy": {
+                                    "timeout": "0.00:05:00",
+                                    "retry": 2,
+                                    "retryIntervalInSeconds": 30,
+                                    "secureOutput": false,
+                                    "secureInput": false
+                                  },
+                                  "userProperties": [],
+                                  "typeProperties": {
+                                    "url": {
+                                      "value": "[format('@concat(''{0}subscriptions/{1}/resourceGroups/{2}/providers/Microsoft.DataFactory/factories/'', pipeline().DataFactory, ''/pipelineruns/'', activity(''Run Query Engine Pipeline'').output.runId, ''?api-version=2018-06-01'')', environment().resourceManager, subscription().subscriptionId, resourceGroup().name)]",
+                                      "type": "Expression"
+                                    },
+                                    "method": "GET",
+                                    "authentication": {
+                                      "type": "MSI",
+                                      "resource": "[environment().resourceManager]"
+                                    }
+                                  }
+                                },
+                                {
+                                  "name": "Set Engine Run Status",
+                                  "type": "SetVariable",
+                                  "dependsOn": [
+                                    {
+                                      "activity": "Check Query Engine Pipeline Status",
+                                      "dependencyConditions": [
+                                        "Succeeded"
+                                      ]
+                                    }
+                                  ],
+                                  "policy": {
+                                    "secureOutput": false,
+                                    "secureInput": false
+                                  },
+                                  "userProperties": [],
+                                  "typeProperties": {
+                                    "variableName": "engineRunStatus",
+                                    "value": {
+                                      "value": "@activity('Check Query Engine Pipeline Status').output.status",
+                                      "type": "Expression"
+                                    }
+                                  }
+                                },
+                                {
+                                  "name": "Wait Before Retry",
+                                  "type": "Wait",
+                                  "dependsOn": [
+                                    {
+                                      "activity": "Set Engine Run Status",
+                                      "dependencyConditions": [
+                                        "Succeeded"
+                                      ]
+                                    }
+                                  ],
+                                  "userProperties": [],
+                                  "typeProperties": {
+                                    "waitTimeInSeconds": 15
+                                  }
+                                }
+                              ],
+                              "timeout": "0.00:30:00"
+                            }
+                          },
+                          {
+                            "name": "Verify Query Engine Pipeline Succeeded",
+                            "description": "Fail the pipeline if the query engine run did not succeed.",
+                            "type": "IfCondition",
+                            "dependsOn": [
+                              {
+                                "activity": "Wait For Query Engine Pipeline",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              }
+                            ],
+                            "userProperties": [],
+                            "typeProperties": {
+                              "expression": {
+                                "value": "@not(equals(variables('engineRunStatus'), 'Succeeded'))",
+                                "type": "Expression"
+                              },
+                              "ifTrueActivities": [
+                                {
+                                  "name": "Query Engine Pipeline Failed",
+                                  "type": "Fail",
+                                  "dependsOn": [],
+                                  "userProperties": [],
+                                  "typeProperties": {
+                                    "message": {
+                                      "value": "@concat('Query engine pipeline finished with status: ', variables('engineRunStatus'))",
+                                      "type": "Expression"
+                                    },
+                                    "errorCode": "QueryEnginePipelineFailed"
+                                  }
+                                }
+                              ]
+                            }
+                          },
+                          {
+                            "name": "Check If Data Was Written",
+                            "description": "Check if the query engine actually wrote output files before creating a manifest.",
+                            "type": "GetMetadata",
+                            "dependsOn": [
+                              {
+                                "activity": "Verify Query Engine Pipeline Succeeded",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              }
+                            ],
+                            "policy": {
+                              "timeout": "0.12:00:00",
+                              "retry": 0,
+                              "retryIntervalInSeconds": 30,
+                              "secureOutput": false,
+                              "secureInput": false
+                            },
+                            "userProperties": [],
+                            "typeProperties": {
+                              "dataset": {
+                                "referenceName": "[parameters('core').datasets.ingestionFiles]",
+                                "type": "DatasetReference",
+                                "parameters": {
+                                  "folderPath": "@concat(pipeline().parameters.outputDataset, '/', variables('queryScope'), '/', pipeline().parameters.queryType)"
+                                }
+                              },
+                              "fieldList": [
+                                "exists"
+                              ],
+                              "storeSettings": {
+                                "type": "AzureBlobFSReadSettings",
+                                "enablePartitionDiscovery": false
+                              },
+                              "formatSettings": {
+                                "type": "ParquetReadSettings"
+                              }
+                            }
+                          },
+                          {
+                            "name": "Create Manifest If Data Exists",
+                            "description": "Only create a manifest file when query results were written, to avoid triggering ADX ingestion on empty folders.",
+                            "type": "IfCondition",
+                            "dependsOn": [
+                              {
+                                "activity": "Check If Data Was Written",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              }
+                            ],
+                            "userProperties": [],
+                            "typeProperties": {
+                              "expression": {
+                                "value": "@activity('Check If Data Was Written').output.exists",
+                                "type": "Expression"
+                              },
+                              "ifTrueActivities": [
+                                {
+                                  "name": "Create Manifest",
+                                  "description": "Copy the settings file as manifest.json to the ingestion folder to trigger ADX ingestion.",
+                                  "type": "Copy",
+                                  "dependsOn": [],
+                                  "policy": {
+                                    "timeout": "0.12:00:00",
+                                    "retry": 0,
+                                    "retryIntervalInSeconds": 30,
+                                    "secureInput": false,
+                                    "secureOutput": false
+                                  },
+                                  "userProperties": [],
+                                  "typeProperties": {
+                                    "source": {
+                                      "type": "JsonSource",
+                                      "storeSettings": {
+                                        "type": "AzureBlobFSReadSettings",
+                                        "recursive": true,
+                                        "enablePartitionDiscovery": false
+                                      },
+                                      "formatSettings": {
+                                        "type": "JsonReadSettings"
+                                      }
+                                    },
+                                    "sink": {
+                                      "type": "JsonSink",
+                                      "storeSettings": {
+                                        "type": "AzureBlobFSWriteSettings"
+                                      },
+                                      "formatSettings": {
+                                        "type": "JsonWriteSettings"
+                                      }
+                                    },
+                                    "enableStaging": false
+                                  },
+                                  "inputs": [
+                                    {
+                                      "referenceName": "[parameters('core').datasets.config]",
+                                      "type": "DatasetReference",
+                                      "parameters": {
+                                        "fileName": "[parameters('core').settings.file]",
+                                        "folderPath": "[parameters('core').settings.container]"
+                                      }
+                                    }
+                                  ],
+                                  "outputs": [
+                                    {
+                                      "referenceName": "[parameters('core').datasets.ingestionManifest]",
+                                      "type": "DatasetReference",
+                                      "parameters": {
+                                        "fileName": "manifest.json",
+                                        "folderPath": {
+                                          "value": "[format('@concat(''{0}/'', pipeline().parameters.outputDataset, ''/'', variables(''queryScope''), ''/'', pipeline().parameters.queryType)', parameters('core').containers.ingestion)]",
+                                          "type": "Expression"
+                                        }
+                                      }
+                                    }
+                                  ]
+                                }
+                              ]
+                            }
+                          }
+                        ],
+                        "parameters": {
+                          "ingestionId": {
+                            "type": "String"
+                          },
+                          "queryEngine": {
+                            "type": "String"
+                          },
+                          "outputDataset": {
+                            "type": "String"
+                          },
+                          "schemaFile": {
+                            "type": "String"
+                          },
+                          "queryScope": {
+                            "type": "String"
+                          },
+                          "query": {
+                            "type": "String"
+                          },
+                          "queryVersion": {
+                            "type": "String"
+                          },
+                          "querySource": {
+                            "type": "String"
+                          },
+                          "queryProvider": {
+                            "type": "String"
+                          },
+                          "queryType": {
+                            "type": "String"
+                          }
+                        },
+                        "variables": {
+                          "queryScope": {
+                            "type": "String"
+                          },
+                          "ingestionPath": {
+                            "type": "String"
+                          },
+                          "engineRunStatus": {
+                            "type": "String"
+                          }
+                        },
+                        "policy": {
+                          "elapsedTimeMetric": {}
+                        },
+                        "annotations": []
+                      },
+                      "dependsOn": [
+                        "appRegistration"
+                      ]
+                    },
+                    "appRegistration": {
+                      "type": "Microsoft.Resources/deployments",
+                      "apiVersion": "2025-04-01",
+                      "name": "Microsoft.FinOpsHubs.IngestionQueries_Register",
+                      "properties": {
+                        "expressionEvaluationOptions": {
+                          "scope": "inner"
+                        },
+                        "mode": "Incremental",
+                        "parameters": {
+                          "app": {
+                            "value": "[parameters('app')]"
+                          },
+                          "version": {
+                            "value": "[variables('finOpsToolkitVersion')]"
+                          },
+                          "features": {
+                            "value": [
+                              "DataFactory"
+                            ]
+                          }
+                        },
+                        "template": {
+                          "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                          "languageVersion": "2.1-experimental",
+                          "contentVersion": "1.0.0.0",
+                          "metadata": {
+                            "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                            "_EXPERIMENTAL_FEATURES_ENABLED": [
+                              "Enable @validate() decorator"
+                            ],
+                            "_generator": {
+                              "name": "bicep",
+                              "version": "0.40.2.10011",
+                              "templateHash": "6663838570021556637"
+                            }
+                          },
+                          "definitions": {
+                            "_1.HubProperties": {
+                              "type": "object",
+                              "properties": {
+                                "id": {
+                                  "type": "string"
+                                },
+                                "name": {
+                                  "type": "string"
+                                },
+                                "location": {
+                                  "type": "string"
+                                },
+                                "tags": {
+                                  "type": "object"
+                                },
+                                "tagsByResource": {
+                                  "type": "object"
+                                },
+                                "version": {
+                                  "type": "string"
+                                },
+                                "options": {
+                                  "type": "object",
+                                  "properties": {
+                                    "enableTelemetry": {
+                                      "type": "bool"
+                                    },
+                                    "keyVaultSku": {
+                                      "type": "string"
+                                    },
+                                    "keyVaultEnablePurgeProtection": {
+                                      "type": "bool"
+                                    },
+                                    "networkAddressPrefix": {
+                                      "type": "string"
+                                    },
+                                    "natGateway": {
+                                      "type": "bool"
+                                    },
+                                    "privateRouting": {
+                                      "type": "bool"
+                                    },
+                                    "publisherIsolation": {
+                                      "type": "bool"
+                                    },
+                                    "storageInfrastructureEncryption": {
+                                      "type": "bool"
+                                    },
+                                    "storageSku": {
+                                      "type": "string"
+                                    }
+                                  }
+                                },
+                                "routing": {
+                                  "$ref": "#/definitions/_1.HubRoutingProperties"
+                                },
+                                "core": {
+                                  "type": "object",
+                                  "properties": {
+                                    "suffix": {
+                                      "type": "string"
+                                    }
+                                  }
+                                }
+                              },
+                              "metadata": {
+                                "id": "FinOps hub resource ID.",
+                                "name": "FinOps hub instance name.",
+                                "location": "Azure resource location of the FinOps hub instance.",
+                                "tags": "Tags to apply to all FinOps hub resources.",
+                                "tagsByResource": "Tags to apply to resources based on their resource type.",
+                                "version": "FinOps hub version number.",
+                                "options": {
+                                  "enableTelemetry": "Indicates whether telemetry should be enabled for deployments.",
+                                  "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
+                                  "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
+                                  "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                  "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
+                                  "privateRouting": "Indicates whether private network routing is enabled.",
+                                  "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
+                                  "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
+                                  "storageSku": "Storage account SKU. Allowed values: \"Premium_LRS\", \"Premium_ZRS\"."
+                                },
+                                "routing": "FinOps hub private network routing properties, if enabled.",
+                                "core": {
+                                  "suffix": "Unique suffix used for shared resources."
+                                },
+                                "apps": {},
+                                "description": "FinOps hub instance properties.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "_1.HubRoutingProperties": {
+                              "type": "object",
+                              "properties": {
+                                "networkId": {
+                                  "type": "string"
+                                },
+                                "networkName": {
+                                  "type": "string"
+                                },
+                                "scriptStorage": {
+                                  "type": "string"
+                                },
+                                "dnsZones": {
+                                  "type": "object",
+                                  "properties": {
+                                    "blob": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "dfs": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "file": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "queue": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "table": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    }
+                                  }
+                                },
+                                "subnets": {
+                                  "type": "object",
+                                  "properties": {
+                                    "dataExplorer": {
+                                      "type": "string"
+                                    },
+                                    "dataFactory": {
+                                      "type": "string"
+                                    },
+                                    "keyVault": {
+                                      "type": "string"
+                                    },
+                                    "scripts": {
+                                      "type": "string"
+                                    },
+                                    "storage": {
+                                      "type": "string"
+                                    }
+                                  }
+                                }
+                              },
+                              "metadata": {
+                                "networkId": "Resource ID of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                "networkName": "Name of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                "scriptStorage": "Name of the storage account used for deployment scripts.",
+                                "dnsZones": {
+                                  "blob": "Resource ID and name for the blob storage DNS zone.",
+                                  "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                  "file": "Resource ID and name for the file storage DNS zone.",
+                                  "queue": "Resource ID and name for the queue storage DNS zone.",
+                                  "table": "Resource ID and name for the table storage DNS zone."
+                                },
+                                "subnets": {
+                                  "dataExplorer": "Resource ID of the subnet for the Data Explorer instance.",
+                                  "dataFactory": "Resource ID of the subnet for Data Factory instances.",
+                                  "keyVault": "Resource ID of the subnet for Key Vault instances.",
+                                  "scripts": "Resource ID of the subnet for deployment script storage.",
+                                  "storage": "Resource ID of the subnet for storage accounts."
+                                },
+                                "description": "FinOps hub private network routing properties.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "_1.IdNameObject": {
+                              "type": "object",
+                              "properties": {
+                                "id": {
+                                  "type": "string"
+                                },
+                                "name": {
+                                  "type": "string"
+                                }
+                              },
+                              "metadata": {
+                                "id": "Fully-qualified resource ID.",
+                                "name": "Resource name.",
+                                "description": "Resource ID and name.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "HubAppFeature": {
+                              "type": "string",
+                              "allowedValues": [
+                                "DataFactory",
+                                "KeyVault",
+                                "Storage"
+                              ],
+                              "metadata": {
+                                "description": "FinOps hub app features.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "HubAppProperties": {
+                              "type": "object",
+                              "properties": {
+                                "id": {
+                                  "type": "string"
+                                },
+                                "name": {
+                                  "type": "string"
+                                },
+                                "publisher": {
+                                  "type": "string"
+                                },
+                                "suffix": {
+                                  "type": "string"
+                                },
+                                "tags": {
+                                  "type": "object"
+                                },
+                                "dataFactory": {
+                                  "type": "string"
+                                },
+                                "keyVault": {
+                                  "type": "string"
+                                },
+                                "storage": {
+                                  "type": "string"
+                                },
+                                "hub": {
+                                  "$ref": "#/definitions/_1.HubProperties"
+                                }
+                              },
+                              "metadata": {
+                                "id": "Fully-qualified name of the publisher and app, separated by a dot.",
+                                "name": "Short name of the FinOps hub app. Last segment of the app ID.",
+                                "publisher": "Fully-qualified namespace of the FinOps hub app publisher.",
+                                "suffix": "Unique suffix used for publisher resources.",
+                                "tags": "Tags to apply to all FinOps hub resources for this FinOps hub app publisher. Tags are not specific to the app since resources are shared.",
+                                "dataFactory": "Name of the Data Factory instance for this publisher.",
+                                "keyVault": "Name of the KeyVault instance for this publisher.",
+                                "storage": "Name of the storage account for this publisher.",
+                                "hub": "FinOps hub instance the app is deployed to.",
+                                "description": "FinOps hub app configuration settings.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            }
+                          },
+                          "functions": [
+                            {
+                              "namespace": "__bicep",
+                              "members": {
+                                "getAppPublisherTags": {
+                                  "parameters": [
+                                    {
+                                      "$ref": "#/definitions/HubAppProperties",
+                                      "name": "app"
+                                    },
+                                    {
+                                      "type": "string",
+                                      "name": "resourceType"
+                                    }
+                                  ],
+                                  "output": {
+                                    "type": "object",
+                                    "value": "[union(if(parameters('app').hub.options.publisherIsolation, parameters('app').tags, parameters('app').hub.tags), coalesce(tryGet(parameters('app').hub.tagsByResource, parameters('resourceType')), createObject()))]"
+                                  },
+                                  "metadata": {
+                                    "description": "Returns a tags dictionary that includes tags for the FinOps hub app publisher.",
+                                    "__bicep_imported_from!": {
+                                      "sourceTemplate": "hub-types.bicep"
+                                    }
+                                  }
+                                }
+                              }
+                            }
+                          ],
+                          "parameters": {
+                            "app": {
+                              "$ref": "#/definitions/HubAppProperties",
+                              "metadata": {
+                                "description": "Required. FinOps hub app getting deployed."
+                              }
+                            },
+                            "version": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Required. Version number of the FinOps hub app."
+                              }
+                            },
+                            "features": {
+                              "type": "array",
+                              "items": {
+                                "$ref": "#/definitions/HubAppFeature"
+                              },
+                              "defaultValue": [],
+                              "metadata": {
+                                "description": "Optional. Indicate which features the app requires. Allowed values: \"DataFactory\", \"KeyVault\", \"Storage\". Default: [] (none)."
+                              }
+                            },
+                            "storageRoles": {
+                              "type": "array",
+                              "items": {
+                                "type": "string"
+                              },
+                              "defaultValue": [],
+                              "metadata": {
+                                "description": "Optional. Indicate which RBAC roles the Data Factory identity needs on the publisher storage account. This is in addition to Storage Blob Data Contributor for reading and managing content, which is granted to apps that use the \"Storage\" feature. Roles are assigned whether or not the app uses the \"Storage\" feature since the storage account is shared across all apps from the same publisher. Default: [] (none)."
+                              }
+                            },
+                            "telemetryString": {
+                              "type": "string",
+                              "defaultValue": "",
+                              "metadata": {
+                                "description": "Optional. Custom string with additional metadata to log. Must an alphanumeric string without spaces or special characters except for underscores and dashes. Namespace + appName + telemetryString must be 50 characters or less - additional characters will be trimmed."
+                              }
+                            }
+                          },
+                          "variables": {
+                            "$fxv#0": "# Copyright (c) Microsoft Corporation.\r\n# Licensed under the MIT License.\r\n\r\n<#\r\n.SYNOPSIS\r\nManages Azure Data Factory triggers and pipelines during FinOps hub deployment.\r\n\r\n.DESCRIPTION\r\nThis script is called by Bicep deployment scripts to start/stop Data Factory triggers\r\nand optionally run pipelines. It handles two types of triggers:\r\n\r\n1. Schedule triggers - Can be started/stopped directly\r\n2. BlobEventsTriggers - Require Event Grid subscription management before start/stop\r\n\r\nBlobEventsTriggers use Event Grid to listen for storage blob events. Before stopping,\r\nthe Event Grid subscription must be removed (unsubscribed). Before starting, the\r\nsubscription must be added and fully provisioned. This script handles this automatically\r\nby detecting BlobEventsTriggers via the BlobPathBeginsWith property.\r\n\r\nThe script uses retry logic with linear backoff to handle transient API failures and\r\nwait for Event Grid subscription provisioning/deprovisioning to complete.\r\n\r\n.PARAMETER DataFactoryResourceGroup\r\nThe resource group containing the Data Factory.\r\n\r\n.PARAMETER DataFactoryName\r\nThe name of the Data Factory instance.\r\n\r\n.PARAMETER Pipelines\r\nPipe-delimited list of pipeline names to run (e.g., \"pipeline1|pipeline2\").\r\n\r\n.PARAMETER StartTriggers\r\nSwitch to start all stopped triggers (with Event Grid subscription for blob triggers).\r\n\r\n.PARAMETER StopTriggers\r\nSwitch to stop all running triggers (with Event Grid unsubscription for blob triggers).\r\n\r\n.EXAMPLE\r\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StopTriggers\r\n\r\n.EXAMPLE\r\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StartTriggers\r\n#>\r\n\r\nparam(\r\n    [string] $DataFactoryResourceGroup,\r\n    [string] $DataFactoryName,\r\n    [string] $Pipelines = \"\",\r\n    [switch] $StartTriggers,\r\n    [switch] $StopTriggers\r\n)\r\n\r\n$MAX_RETRIES = 20\r\n$DeploymentScriptOutputs = @{}\r\n\r\nfunction Write-Log($Message)\r\n{\r\n    Write-Output \"$(Get-Date -Format 'HH:mm:ss') $Message\"\r\n}\r\n\r\nfunction Invoke-WithRetry([scriptblock]$Action, [string]$Name, [int]$Delay = 5)\r\n{\r\n    for ($i = 1; $i -le $MAX_RETRIES; $i++)\r\n    {\r\n        try { return & $Action }\r\n        catch\r\n        {\r\n            Write-Log \"$Name failed (attempt $i/${MAX_RETRIES}): $($_.Exception.Message)\"\r\n            if ($i -eq $MAX_RETRIES) { throw }\r\n            Start-Sleep -Seconds ($Delay * $i)\r\n        }\r\n    }\r\n}\r\n\r\nfunction Set-BlobTriggerSubscription([string]$TriggerName, [switch]$Subscribe)\r\n{\r\n    $targetStatus = if ($Subscribe) { 'Enabled' } else { 'Disabled' }\r\n    $action = if ($Subscribe) { 'Subscribing' } else { 'Unsubscribing' }\r\n\r\n    Write-Log \"$action $TriggerName to events...\"\r\n\r\n    # Check current status before attempting subscribe/unsubscribe\r\n    $currentStatus = (Get-AzDataFactoryV2TriggerSubscriptionStatus `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -Name $TriggerName).Status\r\n\r\n    if ($currentStatus -eq $targetStatus)\r\n    {\r\n        Write-Log \"$TriggerName subscription is already $targetStatus, skipping.\"\r\n        return\r\n    }\r\n\r\n    if ($currentStatus -eq 'Provisioning' -or $currentStatus -eq 'Deprovisioning')\r\n    {\r\n        Write-Log \"$TriggerName subscription is $currentStatus, waiting for completion...\"\r\n    }\r\n    else\r\n    {\r\n        # Only call subscribe/unsubscribe when not already in a transitional state\r\n        if ($Subscribe)\r\n        {\r\n            Add-AzDataFactoryV2TriggerSubscription `\r\n                -ResourceGroupName $DataFactoryResourceGroup `\r\n                -DataFactoryName $DataFactoryName `\r\n                -Name $TriggerName | Out-Null\r\n        }\r\n        else\r\n        {\r\n            Remove-AzDataFactoryV2TriggerSubscription `\r\n                -ResourceGroupName $DataFactoryResourceGroup `\r\n                -DataFactoryName $DataFactoryName `\r\n                -Name $TriggerName | Out-Null\r\n        }\r\n    }\r\n\r\n    # Poll until provisioning completes\r\n    Invoke-WithRetry -Name \"$action status $TriggerName\" -Delay 5 -Action {\r\n        $status = Get-AzDataFactoryV2TriggerSubscriptionStatus `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -Name $TriggerName\r\n        if ($status.Status -ne $targetStatus)\r\n        {\r\n            throw \"Subscription status is $($status.Status), expected $targetStatus\"\r\n        }\r\n    }\r\n}\r\n\r\nif ($StartTriggers -or $StopTriggers)\r\n{\r\n    $triggers = Invoke-WithRetry -Name \"Get triggers\" -Action {\r\n        Get-AzDataFactoryV2Trigger `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n        | Where-Object {\r\n            ($StartTriggers -and $_.Properties.RuntimeState -ne \"Started\") `\r\n                -or ($StopTriggers -and $_.Properties.RuntimeState -ne \"Stopped\")\r\n        }\r\n    }\r\n\r\n    Write-Log \"Found $($triggers.Count) trigger(s) to $(if ($StartTriggers) { 'start' } else { 'stop' })\"\r\n\r\n    $triggers | ForEach-Object {\r\n        $triggerName = $_.Name\r\n        $isBlobTrigger = $null -ne $_.Properties.BlobPathBeginsWith\r\n\r\n        if ($StopTriggers)\r\n        {\r\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName }\r\n            Write-Log \"Stopping trigger $triggerName...\"\r\n            Invoke-WithRetry -Name \"Stop $triggerName\" -Action {\r\n                Stop-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName -Force\r\n            }\r\n        }\r\n        else\r\n        {\r\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName -Subscribe }\r\n            Write-Log \"Starting trigger $triggerName...\"\r\n            Invoke-WithRetry -Name \"Start $triggerName\" -Action {\r\n                Start-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName -Force\r\n            }\r\n        }\r\n\r\n        Invoke-WithRetry -Name \"Wait for $triggerName\" -Action {\r\n            $state = (Get-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName).Properties.RuntimeState\r\n            $expected = if ($StartTriggers) { 'Started' } else { 'Stopped' }\r\n            if ($state -ne $expected) { throw \"Trigger is $state, expected $expected\" }\r\n        }\r\n\r\n        Write-Log \"...done\"\r\n        $DeploymentScriptOutputs[$triggerName] = $true\r\n    }\r\n}\r\n\r\nif (-not [string]::IsNullOrWhiteSpace($Pipelines))\r\n{\r\n    $Pipelines.Split('|') | ForEach-Object {\r\n        Write-Log \"Running pipeline $_...\"\r\n        Invoke-AzDataFactoryV2Pipeline `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -PipelineName $_\r\n    }\r\n}\r\n",
+                            "usesDataFactory": "[contains(parameters('features'), 'DataFactory')]",
+                            "usesKeyVault": "[contains(parameters('features'), 'KeyVault')]",
+                            "usesStorage": "[contains(parameters('features'), 'Storage')]",
+                            "telemetryId": "[format('ftk-hubapp-{0}{1}{2}', parameters('app').id, if(empty(parameters('telemetryString')), '', '_'), parameters('telemetryString'))]",
+                            "telemetryProps": {
+                              "mode": "Incremental",
+                              "template": {
+                                "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                "contentVersion": "1.0.0.0",
+                                "metadata": {
+                                  "_generator": {
+                                    "name": "[format('FTK: {0}', parameters('app').id)]",
+                                    "version": "[parameters('version')]"
+                                  }
+                                },
+                                "resources": []
+                              }
+                            },
+                            "factoryManagementRoles": [
+                              "673868aa-7521-48a0-acc6-0f60742d39f5"
+                            ],
+                            "factoryStorageRoles": "[union(parameters('storageRoles'), if(not(variables('usesStorage')), createArray(), createArray('17d1049b-9a84-46fb-8f53-869881c3d3ab', 'ba92f5b4-2d11-453d-a403-e96b0029c9fe', 'acdd72a7-3385-48ef-bd42-f606fba81ae7')))]",
+                            "storageInfrastructureEncryptionProperties": "[if(not(parameters('app').hub.options.storageInfrastructureEncryption), createObject(), createObject('encryption', createObject('keySource', 'Microsoft.Storage', 'requireInfrastructureEncryption', parameters('app').hub.options.storageInfrastructureEncryption)))]"
+                          },
+                          "resources": {
+                            "dataFactory::managedVirtualNetwork::storageManagedPrivateEndpoint": {
+                              "condition": "[and(and(variables('usesDataFactory'), parameters('app').hub.options.privateRouting), variables('usesStorage'))]",
+                              "type": "Microsoft.DataFactory/factories/managedVirtualNetworks/managedPrivateEndpoints",
+                              "apiVersion": "2018-06-01",
+                              "name": "[format('{0}/{1}/{2}', parameters('app').dataFactory, 'default', parameters('app').storage)]",
+                              "properties": {
+                                "name": "[parameters('app').storage]",
+                                "groupId": "dfs",
+                                "privateLinkResourceId": "[resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage)]",
+                                "fqdns": [
+                                  "[reference('storageAccount').primaryEndpoints.dfs]"
+                                ]
+                              },
+                              "dependsOn": [
+                                "dataFactory::managedVirtualNetwork",
+                                "storageAccount"
+                              ]
+                            },
+                            "dataFactory::managedVirtualNetwork::keyVaultManagedPrivateEndpoint": {
+                              "condition": "[and(and(variables('usesDataFactory'), parameters('app').hub.options.privateRouting), variables('usesKeyVault'))]",
+                              "type": "Microsoft.DataFactory/factories/managedVirtualNetworks/managedPrivateEndpoints",
+                              "apiVersion": "2018-06-01",
+                              "name": "[format('{0}/{1}/{2}', parameters('app').dataFactory, 'default', parameters('app').keyVault)]",
+                              "properties": {
+                                "name": "[parameters('app').keyVault]",
+                                "groupId": "vault",
+                                "privateLinkResourceId": "[resourceId('Microsoft.KeyVault/vaults', parameters('app').keyVault)]",
+                                "fqdns": [
+                                  "[reference('keyVault').vaultUri]"
+                                ]
+                              },
+                              "dependsOn": [
+                                "dataFactory::managedVirtualNetwork",
+                                "keyVault"
+                              ]
+                            },
+                            "dataFactory::managedVirtualNetwork": {
+                              "condition": "[and(variables('usesDataFactory'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.DataFactory/factories/managedVirtualNetworks",
+                              "apiVersion": "2018-06-01",
+                              "name": "[format('{0}/{1}', parameters('app').dataFactory, 'default')]",
+                              "properties": {},
+                              "dependsOn": [
+                                "dataFactory"
+                              ]
+                            },
+                            "dataFactory::managedIntegrationRuntime": {
+                              "condition": "[and(variables('usesDataFactory'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.DataFactory/factories/integrationRuntimes",
+                              "apiVersion": "2018-06-01",
+                              "name": "[format('{0}/{1}', parameters('app').dataFactory, 'ManagedIntegrationRuntime')]",
+                              "properties": {
+                                "type": "Managed",
+                                "managedVirtualNetwork": {
+                                  "referenceName": "default",
+                                  "type": "ManagedVirtualNetworkReference"
+                                },
+                                "typeProperties": {
+                                  "computeProperties": {
+                                    "location": "[parameters('app').hub.location]",
+                                    "dataFlowProperties": {
+                                      "computeType": "General",
+                                      "coreCount": 8,
+                                      "timeToLive": 10,
+                                      "cleanup": false,
+                                      "customProperties": []
+                                    },
+                                    "copyComputeScaleProperties": {
+                                      "dataIntegrationUnit": 16,
+                                      "timeToLive": 30
+                                    },
+                                    "pipelineExternalComputeScaleProperties": {
+                                      "timeToLive": 30,
+                                      "numberOfPipelineNodes": 1,
+                                      "numberOfExternalNodes": 1
+                                    }
+                                  }
+                                }
+                              },
+                              "dependsOn": [
+                                "dataFactory",
+                                "dataFactory::managedVirtualNetwork"
+                              ]
+                            },
+                            "dataFactory::linkedService_keyVault": {
+                              "condition": "[and(variables('usesDataFactory'), variables('usesKeyVault'))]",
+                              "type": "Microsoft.DataFactory/factories/linkedservices",
+                              "apiVersion": "2018-06-01",
+                              "name": "[format('{0}/{1}', parameters('app').dataFactory, parameters('app').keyVault)]",
+                              "properties": {
+                                "annotations": [],
+                                "parameters": {},
+                                "type": "AzureKeyVault",
+                                "typeProperties": {
+                                  "baseUrl": "[reference(format('Microsoft.KeyVault/vaults/{0}', parameters('app').keyVault), '2023-02-01').vaultUri]"
+                                },
+                                "connectVia": "[if(parameters('app').hub.options.privateRouting, createObject('referenceName', 'ManagedIntegrationRuntime', 'type', 'IntegrationRuntimeReference'), null())]"
+                              },
+                              "dependsOn": [
+                                "dataFactory",
+                                "dataFactory::managedIntegrationRuntime",
+                                "keyVault"
+                              ]
+                            },
+                            "dataFactory::linkedService_storageAccount": {
+                              "condition": "[and(variables('usesDataFactory'), variables('usesStorage'))]",
+                              "type": "Microsoft.DataFactory/factories/linkedservices",
+                              "apiVersion": "2018-06-01",
+                              "name": "[format('{0}/{1}', parameters('app').dataFactory, parameters('app').storage)]",
+                              "properties": {
+                                "annotations": [],
+                                "parameters": {},
+                                "type": "AzureBlobFS",
+                                "typeProperties": {
+                                  "url": "[reference(format('Microsoft.Storage/storageAccounts/{0}', parameters('app').storage), '2021-08-01').primaryEndpoints.dfs]"
+                                },
+                                "connectVia": "[if(parameters('app').hub.options.privateRouting, createObject('referenceName', 'ManagedIntegrationRuntime', 'type', 'IntegrationRuntimeReference'), null())]"
+                              },
+                              "dependsOn": [
+                                "dataFactory",
+                                "dataFactory::managedIntegrationRuntime",
+                                "storageAccount"
+                              ]
+                            },
+                            "storageAccount::blobService": {
+                              "condition": "[variables('usesStorage')]",
+                              "type": "Microsoft.Storage/storageAccounts/blobServices",
+                              "apiVersion": "2022-09-01",
+                              "name": "[format('{0}/{1}', parameters('app').storage, 'default')]",
+                              "dependsOn": [
+                                "storageAccount"
+                              ]
+                            },
+                            "blobEndpoint::blobPrivateDnsZoneGroup": {
+                              "condition": "[and(variables('usesStorage'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateEndpoints/privateDnsZoneGroups",
+                              "apiVersion": "2023-11-01",
+                              "name": "[format('{0}/{1}', format('{0}-blob-ep', parameters('app').storage), 'storage-endpoint-zone')]",
+                              "properties": {
+                                "privateDnsZoneConfigs": [
+                                  {
+                                    "name": "[format('privatelink.blob.{0}', environment().suffixes.storage)]",
+                                    "properties": {
+                                      "privateDnsZoneId": "[resourceId('Microsoft.Network/privateDnsZones', format('privatelink.blob.{0}', environment().suffixes.storage))]"
+                                    }
+                                  }
+                                ]
+                              },
+                              "dependsOn": [
+                                "blobEndpoint"
+                              ]
+                            },
+                            "dfsEndpoint::dfsPrivateDnsZoneGroup": {
+                              "condition": "[and(variables('usesStorage'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateEndpoints/privateDnsZoneGroups",
+                              "apiVersion": "2023-11-01",
+                              "name": "[format('{0}/{1}', format('{0}-dfs-ep', parameters('app').storage), 'dfs-endpoint-zone')]",
+                              "properties": {
+                                "privateDnsZoneConfigs": [
+                                  {
+                                    "name": "[format('privatelink.dfs.{0}', environment().suffixes.storage)]",
+                                    "properties": {
+                                      "privateDnsZoneId": "[resourceId('Microsoft.Network/privateDnsZones', format('privatelink.dfs.{0}', environment().suffixes.storage))]"
+                                    }
+                                  }
+                                ]
+                              },
+                              "dependsOn": [
+                                "dfsEndpoint"
+                              ]
+                            },
+                            "keyVaultPrivateDnsZone::keyVaultPrivateDnsZoneLink": {
+                              "condition": "[and(variables('usesKeyVault'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateDnsZones/virtualNetworkLinks",
+                              "apiVersion": "2024-06-01",
+                              "name": "[format('{0}/{1}', format('privatelink{0}', replace(environment().suffixes.keyvaultDns, 'vault', 'vaultcore')), format('{0}-link', replace(format('privatelink{0}', replace(environment().suffixes.keyvaultDns, 'vault', 'vaultcore')), '.', '-')))]",
+                              "location": "global",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Network/privateDnsZones/virtualNetworkLinks')]",
+                              "properties": {
+                                "virtualNetwork": {
+                                  "id": "[parameters('app').hub.routing.networkId]"
+                                },
+                                "registrationEnabled": false
+                              },
+                              "dependsOn": [
+                                "keyVaultPrivateDnsZone"
+                              ]
+                            },
+                            "keyVaultEndpoint::keyVaultPrivateDnsZoneGroup": {
+                              "condition": "[and(variables('usesKeyVault'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateEndpoints/privateDnsZoneGroups",
+                              "apiVersion": "2023-11-01",
+                              "name": "[format('{0}/{1}', format('{0}-ep', parameters('app').keyVault), 'keyvault-endpoint-zone')]",
+                              "properties": {
+                                "privateDnsZoneConfigs": [
+                                  {
+                                    "name": "[format('privatelink{0}', replace(environment().suffixes.keyvaultDns, 'vault', 'vaultcore'))]",
+                                    "properties": {
+                                      "privateDnsZoneId": "[resourceId('Microsoft.Network/privateDnsZones', format('privatelink{0}', replace(environment().suffixes.keyvaultDns, 'vault', 'vaultcore')))]"
+                                    }
+                                  }
+                                ]
+                              },
+                              "dependsOn": [
+                                "keyVaultEndpoint",
+                                "keyVaultPrivateDnsZone"
+                              ]
+                            },
+                            "appTelemetry": {
+                              "condition": "[parameters('app').hub.options.enableTelemetry]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2022-09-01",
+                              "name": "[if(lessOrEquals(length(variables('telemetryId')), 64), variables('telemetryId'), substring(variables('telemetryId'), 0, 64))]",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Resources/deployments')]",
+                              "properties": "[variables('telemetryProps')]"
+                            },
+                            "dataFactory": {
+                              "condition": "[variables('usesDataFactory')]",
+                              "type": "Microsoft.DataFactory/factories",
+                              "apiVersion": "2018-06-01",
+                              "name": "[parameters('app').dataFactory]",
+                              "location": "[parameters('app').hub.location]",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.DataFactory/factories')]",
+                              "identity": {
+                                "type": "SystemAssigned"
+                              },
+                              "properties": {
+                                "globalConfigurations": {
+                                  "PipelineBillingEnabled": "true"
+                                }
+                              }
+                            },
+                            "storageRoleAssignments": {
+                              "copy": {
+                                "name": "storageRoleAssignments",
+                                "count": "[length(variables('factoryStorageRoles'))]"
+                              },
+                              "condition": "[variables('usesDataFactory')]",
+                              "type": "Microsoft.Authorization/roleAssignments",
+                              "apiVersion": "2022-04-01",
+                              "scope": "[resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage)]",
+                              "name": "[guid(resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage), variables('factoryStorageRoles')[copyIndex()], resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory))]",
+                              "properties": {
+                                "roleDefinitionId": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', variables('factoryStorageRoles')[copyIndex()])]",
+                                "principalId": "[reference('dataFactory', '2018-06-01', 'full').identity.principalId]",
+                                "principalType": "ServicePrincipal"
+                              },
+                              "dependsOn": [
+                                "dataFactory",
+                                "storageAccount"
+                              ]
+                            },
+                            "factorySelfRoleAssignments": {
+                              "copy": {
+                                "name": "factorySelfRoleAssignments",
+                                "count": "[length(variables('factoryManagementRoles'))]"
+                              },
+                              "condition": "[variables('usesDataFactory')]",
+                              "type": "Microsoft.Authorization/roleAssignments",
+                              "apiVersion": "2022-04-01",
+                              "scope": "[resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory)]",
+                              "name": "[guid(resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory), variables('factoryManagementRoles')[copyIndex()], resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory))]",
+                              "properties": {
+                                "roleDefinitionId": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', variables('factoryManagementRoles')[copyIndex()])]",
+                                "principalId": "[reference('dataFactory', '2018-06-01', 'full').identity.principalId]",
+                                "principalType": "ServicePrincipal"
+                              },
+                              "dependsOn": [
+                                "dataFactory"
+                              ]
+                            },
+                            "triggerManagerIdentity": {
+                              "condition": "[variables('usesDataFactory')]",
+                              "type": "Microsoft.ManagedIdentity/userAssignedIdentities",
+                              "apiVersion": "2023-01-31",
+                              "name": "[format('{0}_triggerManager', parameters('app').dataFactory)]",
+                              "location": "[parameters('app').hub.location]",
+                              "tags": "[union(parameters('app').tags, coalesce(tryGet(parameters('app').hub.tagsByResource, 'Microsoft.ManagedIdentity/userAssignedIdentities'), createObject()))]",
+                              "dependsOn": [
+                                "dataFactory"
+                              ]
+                            },
+                            "triggerManagerRoleAssignments": {
+                              "copy": {
+                                "name": "triggerManagerRoleAssignments",
+                                "count": "[length(variables('factoryManagementRoles'))]"
+                              },
+                              "condition": "[variables('usesDataFactory')]",
+                              "type": "Microsoft.Authorization/roleAssignments",
+                              "apiVersion": "2022-04-01",
+                              "scope": "[resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory)]",
+                              "name": "[guid(resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory), variables('factoryManagementRoles')[copyIndex()], resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', format('{0}_triggerManager', parameters('app').dataFactory)))]",
+                              "properties": {
+                                "roleDefinitionId": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', variables('factoryManagementRoles')[copyIndex()])]",
+                                "principalId": "[reference('triggerManagerIdentity').principalId]",
+                                "principalType": "ServicePrincipal"
+                              },
+                              "dependsOn": [
+                                "dataFactory",
+                                "triggerManagerIdentity"
+                              ]
+                            },
+                            "storageAccount": {
+                              "condition": "[variables('usesStorage')]",
+                              "type": "Microsoft.Storage/storageAccounts",
+                              "apiVersion": "2022-09-01",
+                              "name": "[parameters('app').storage]",
+                              "location": "[parameters('app').hub.location]",
+                              "sku": {
+                                "name": "[parameters('app').hub.options.storageSku]"
+                              },
+                              "kind": "BlockBlobStorage",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Storage/storageAccounts')]",
+                              "properties": "[shallowMerge(createArray(variables('storageInfrastructureEncryptionProperties'), createObject('supportsHttpsTrafficOnly', true(), 'allowSharedKeyAccess', true(), 'isHnsEnabled', true(), 'minimumTlsVersion', 'TLS1_2', 'allowBlobPublicAccess', false(), 'publicNetworkAccess', 'Enabled', 'networkAcls', createObject('bypass', 'AzureServices', 'defaultAction', if(parameters('app').hub.options.privateRouting, 'Deny', 'Allow')))))]"
+                            },
+                            "blobPrivateDnsZone": {
+                              "condition": "[and(variables('usesStorage'), parameters('app').hub.options.privateRouting)]",
+                              "existing": true,
+                              "type": "Microsoft.Network/privateDnsZones",
+                              "apiVersion": "2024-06-01",
+                              "name": "[format('privatelink.blob.{0}', environment().suffixes.storage)]"
+                            },
+                            "blobEndpoint": {
+                              "condition": "[and(variables('usesStorage'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateEndpoints",
+                              "apiVersion": "2023-11-01",
+                              "name": "[format('{0}-blob-ep', parameters('app').storage)]",
+                              "location": "[parameters('app').hub.location]",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Network/privateEndpoints')]",
+                              "properties": {
+                                "subnet": {
+                                  "id": "[parameters('app').hub.routing.subnets.storage]"
+                                },
+                                "privateLinkServiceConnections": [
+                                  {
+                                    "name": "blobLink",
+                                    "properties": {
+                                      "privateLinkServiceId": "[resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage)]",
+                                      "groupIds": [
+                                        "blob"
+                                      ]
+                                    }
+                                  }
+                                ]
+                              },
+                              "dependsOn": [
+                                "storageAccount"
+                              ]
+                            },
+                            "dfsPrivateDnsZone": {
+                              "condition": "[and(variables('usesStorage'), parameters('app').hub.options.privateRouting)]",
+                              "existing": true,
+                              "type": "Microsoft.Network/privateDnsZones",
+                              "apiVersion": "2024-06-01",
+                              "name": "[format('privatelink.dfs.{0}', environment().suffixes.storage)]"
+                            },
+                            "dfsEndpoint": {
+                              "condition": "[and(variables('usesStorage'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateEndpoints",
+                              "apiVersion": "2023-11-01",
+                              "name": "[format('{0}-dfs-ep', parameters('app').storage)]",
+                              "location": "[parameters('app').hub.location]",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Network/privateEndpoints')]",
+                              "properties": {
+                                "subnet": {
+                                  "id": "[parameters('app').hub.routing.subnets.storage]"
+                                },
+                                "privateLinkServiceConnections": [
+                                  {
+                                    "name": "dfsLink",
+                                    "properties": {
+                                      "privateLinkServiceId": "[resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage)]",
+                                      "groupIds": [
+                                        "dfs"
+                                      ]
+                                    }
+                                  }
+                                ]
+                              },
+                              "dependsOn": [
+                                "storageAccount"
+                              ]
+                            },
+                            "keyVault": {
+                              "condition": "[variables('usesKeyVault')]",
+                              "type": "Microsoft.KeyVault/vaults",
+                              "apiVersion": "2023-02-01",
+                              "name": "[parameters('app').keyVault]",
+                              "location": "[parameters('app').hub.location]",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.KeyVault/vaults')]",
+                              "properties": {
+                                "sku": {
+                                  "name": "[parameters('app').hub.options.keyVaultSku]",
+                                  "family": "A"
+                                },
+                                "enabledForDeployment": true,
+                                "enabledForTemplateDeployment": true,
+                                "enabledForDiskEncryption": true,
+                                "enableSoftDelete": true,
+                                "softDeleteRetentionInDays": 90,
+                                "enablePurgeProtection": "[if(parameters('app').hub.options.keyVaultEnablePurgeProtection, true(), null())]",
+                                "enableRbacAuthorization": false,
+                                "createMode": "default",
+                                "tenantId": "[subscription().tenantId]",
+                                "accessPolicies": [
+                                  {
+                                    "objectId": "[reference('dataFactory', '2018-06-01', 'full').identity.principalId]",
+                                    "tenantId": "[subscription().tenantId]",
+                                    "permissions": {
+                                      "secrets": [
+                                        "get"
+                                      ]
+                                    }
+                                  }
+                                ],
+                                "networkAcls": {
+                                  "bypass": "AzureServices",
+                                  "defaultAction": "[if(parameters('app').hub.options.privateRouting, 'Deny', 'Allow')]"
+                                }
+                              },
+                              "dependsOn": [
+                                "dataFactory"
+                              ]
+                            },
+                            "keyVaultPrivateDnsZone": {
+                              "condition": "[and(variables('usesKeyVault'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateDnsZones",
+                              "apiVersion": "2024-06-01",
+                              "name": "[format('privatelink{0}', replace(environment().suffixes.keyvaultDns, 'vault', 'vaultcore'))]",
+                              "location": "global",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Network/privateDnsZones')]",
+                              "properties": {}
+                            },
+                            "keyVaultEndpoint": {
+                              "condition": "[and(variables('usesKeyVault'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateEndpoints",
+                              "apiVersion": "2023-11-01",
+                              "name": "[format('{0}-ep', parameters('app').keyVault)]",
+                              "location": "[parameters('app').hub.location]",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Network/privateEndpoints')]",
+                              "properties": {
+                                "subnet": {
+                                  "id": "[parameters('app').hub.routing.subnets.keyVault]"
+                                },
+                                "privateLinkServiceConnections": [
+                                  {
+                                    "name": "keyVaultLink",
+                                    "properties": {
+                                      "privateLinkServiceId": "[resourceId('Microsoft.KeyVault/vaults', parameters('app').keyVault)]",
+                                      "groupIds": [
+                                        "vault"
+                                      ]
+                                    }
+                                  }
+                                ]
+                              },
+                              "dependsOn": [
+                                "keyVault"
+                              ]
+                            },
+                            "getKeyVaultPrivateEndpointConnections": {
+                              "condition": "[and(and(variables('usesDataFactory'), variables('usesKeyVault')), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2025-04-01",
+                              "name": "GetKeyVaultPrivateEndpointConnections",
+                              "properties": {
+                                "expressionEvaluationOptions": {
+                                  "scope": "inner"
+                                },
+                                "mode": "Incremental",
+                                "parameters": {
+                                  "keyVaultName": {
+                                    "value": "[parameters('app').keyVault]"
+                                  }
+                                },
+                                "template": {
+                                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                  "languageVersion": "2.1-experimental",
+                                  "contentVersion": "1.0.0.0",
+                                  "metadata": {
+                                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                                      "Enable @validate() decorator"
+                                    ],
+                                    "_generator": {
+                                      "name": "bicep",
+                                      "version": "0.40.2.10011",
+                                      "templateHash": "14430016218703995910"
+                                    }
+                                  },
+                                  "parameters": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "defaultValue": [],
+                                      "metadata": {
+                                        "description": "Optional. Array of private endpoint connections. Pending ones will be approved."
+                                      }
+                                    },
+                                    "keyVaultName": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the KeyVault."
+                                      }
+                                    }
+                                  },
+                                  "resources": {
+                                    "keyVault": {
+                                      "existing": true,
+                                      "type": "Microsoft.KeyVault/vaults",
+                                      "apiVersion": "2023-07-01",
+                                      "name": "[parameters('keyVaultName')]"
+                                    },
+                                    "privateEndpointConnection": {
+                                      "copy": {
+                                        "name": "privateEndpointConnection",
+                                        "count": "[length(parameters('privateEndpointConnections'))]"
+                                      },
+                                      "condition": "[equals(parameters('privateEndpointConnections')[copyIndex()].properties.privateLinkServiceConnectionState.status, 'Pending')]",
+                                      "type": "Microsoft.KeyVault/vaults/privateEndpointConnections",
+                                      "apiVersion": "2023-07-01",
+                                      "name": "[format('{0}/{1}', parameters('keyVaultName'), last(array(split(parameters('privateEndpointConnections')[copyIndex()].id, '/'))))]",
+                                      "properties": {
+                                        "privateLinkServiceConnectionState": {
+                                          "status": "Approved",
+                                          "description": "Approved-by-pipeline"
+                                        }
+                                      }
+                                    }
+                                  },
+                                  "outputs": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "value": "[reference('keyVault').privateEndpointConnections]"
+                                    }
+                                  }
+                                }
+                              },
+                              "dependsOn": [
+                                "dataFactory::managedVirtualNetwork::keyVaultManagedPrivateEndpoint",
+                                "getStoragePrivateEndpointConnections",
+                                "keyVault"
+                              ]
+                            },
+                            "approveKeyVaultPrivateEndpointConnections": {
+                              "condition": "[and(and(variables('usesDataFactory'), variables('usesKeyVault')), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2025-04-01",
+                              "name": "ApproveKeyVaultPrivateEndpointConnections",
+                              "properties": {
+                                "expressionEvaluationOptions": {
+                                  "scope": "inner"
+                                },
+                                "mode": "Incremental",
+                                "parameters": {
+                                  "keyVaultName": {
+                                    "value": "[parameters('app').keyVault]"
+                                  },
+                                  "privateEndpointConnections": {
+                                    "value": "[reference('getKeyVaultPrivateEndpointConnections').outputs.privateEndpointConnections.value]"
+                                  }
+                                },
+                                "template": {
+                                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                  "languageVersion": "2.1-experimental",
+                                  "contentVersion": "1.0.0.0",
+                                  "metadata": {
+                                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                                      "Enable @validate() decorator"
+                                    ],
+                                    "_generator": {
+                                      "name": "bicep",
+                                      "version": "0.40.2.10011",
+                                      "templateHash": "14430016218703995910"
+                                    }
+                                  },
+                                  "parameters": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "defaultValue": [],
+                                      "metadata": {
+                                        "description": "Optional. Array of private endpoint connections. Pending ones will be approved."
+                                      }
+                                    },
+                                    "keyVaultName": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the KeyVault."
+                                      }
+                                    }
+                                  },
+                                  "resources": {
+                                    "keyVault": {
+                                      "existing": true,
+                                      "type": "Microsoft.KeyVault/vaults",
+                                      "apiVersion": "2023-07-01",
+                                      "name": "[parameters('keyVaultName')]"
+                                    },
+                                    "privateEndpointConnection": {
+                                      "copy": {
+                                        "name": "privateEndpointConnection",
+                                        "count": "[length(parameters('privateEndpointConnections'))]"
+                                      },
+                                      "condition": "[equals(parameters('privateEndpointConnections')[copyIndex()].properties.privateLinkServiceConnectionState.status, 'Pending')]",
+                                      "type": "Microsoft.KeyVault/vaults/privateEndpointConnections",
+                                      "apiVersion": "2023-07-01",
+                                      "name": "[format('{0}/{1}', parameters('keyVaultName'), last(array(split(parameters('privateEndpointConnections')[copyIndex()].id, '/'))))]",
+                                      "properties": {
+                                        "privateLinkServiceConnectionState": {
+                                          "status": "Approved",
+                                          "description": "Approved-by-pipeline"
+                                        }
+                                      }
+                                    }
+                                  },
+                                  "outputs": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "value": "[reference('keyVault').privateEndpointConnections]"
+                                    }
+                                  }
+                                }
+                              },
+                              "dependsOn": [
+                                "getKeyVaultPrivateEndpointConnections",
+                                "keyVault"
+                              ]
+                            },
+                            "getStoragePrivateEndpointConnections": {
+                              "condition": "[and(and(variables('usesDataFactory'), variables('usesStorage')), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2025-04-01",
+                              "name": "GetStoragePrivateEndpointConnections",
+                              "properties": {
+                                "expressionEvaluationOptions": {
+                                  "scope": "inner"
+                                },
+                                "mode": "Incremental",
+                                "parameters": {
+                                  "storageAccountName": {
+                                    "value": "[parameters('app').storage]"
+                                  }
+                                },
+                                "template": {
+                                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                  "languageVersion": "2.1-experimental",
+                                  "contentVersion": "1.0.0.0",
+                                  "metadata": {
+                                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                                      "Enable @validate() decorator"
+                                    ],
+                                    "_generator": {
+                                      "name": "bicep",
+                                      "version": "0.40.2.10011",
+                                      "templateHash": "6251600796460224070"
+                                    }
+                                  },
+                                  "parameters": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "defaultValue": [],
+                                      "metadata": {
+                                        "description": "Optional. Array of private endpoint connections. Pending ones will be approved."
+                                      }
+                                    },
+                                    "storageAccountName": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the storage account."
+                                      }
+                                    }
+                                  },
+                                  "resources": {
+                                    "storageAccount": {
+                                      "existing": true,
+                                      "type": "Microsoft.Storage/storageAccounts",
+                                      "apiVersion": "2023-04-01",
+                                      "name": "[parameters('storageAccountName')]"
+                                    },
+                                    "privateEndpointConnection": {
+                                      "copy": {
+                                        "name": "privateEndpointConnection",
+                                        "count": "[length(parameters('privateEndpointConnections'))]"
+                                      },
+                                      "condition": "[equals(parameters('privateEndpointConnections')[copyIndex()].properties.privateLinkServiceConnectionState.status, 'Pending')]",
+                                      "type": "Microsoft.Storage/storageAccounts/privateEndpointConnections",
+                                      "apiVersion": "2023-04-01",
+                                      "name": "[format('{0}/{1}', parameters('storageAccountName'), last(array(split(parameters('privateEndpointConnections')[copyIndex()].id, '/'))))]",
+                                      "properties": {
+                                        "privateLinkServiceConnectionState": {
+                                          "status": "Approved",
+                                          "description": "Approved-by-pipeline",
+                                          "actionRequired": "None"
+                                        }
+                                      }
+                                    }
+                                  },
+                                  "outputs": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "value": "[reference('storageAccount').privateEndpointConnections]"
+                                    }
+                                  }
+                                }
+                              },
+                              "dependsOn": [
+                                "dataFactory::managedVirtualNetwork::storageManagedPrivateEndpoint",
+                                "stopTriggers",
+                                "storageAccount"
+                              ]
+                            },
+                            "approveStoragePrivateEndpointConnections": {
+                              "condition": "[and(and(variables('usesDataFactory'), variables('usesStorage')), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2025-04-01",
+                              "name": "ApproveStoragePrivateEndpointConnections",
+                              "properties": {
+                                "expressionEvaluationOptions": {
+                                  "scope": "inner"
+                                },
+                                "mode": "Incremental",
+                                "parameters": {
+                                  "storageAccountName": {
+                                    "value": "[parameters('app').storage]"
+                                  },
+                                  "privateEndpointConnections": {
+                                    "value": "[reference('getStoragePrivateEndpointConnections').outputs.privateEndpointConnections.value]"
+                                  }
+                                },
+                                "template": {
+                                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                  "languageVersion": "2.1-experimental",
+                                  "contentVersion": "1.0.0.0",
+                                  "metadata": {
+                                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                                      "Enable @validate() decorator"
+                                    ],
+                                    "_generator": {
+                                      "name": "bicep",
+                                      "version": "0.40.2.10011",
+                                      "templateHash": "6251600796460224070"
+                                    }
+                                  },
+                                  "parameters": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "defaultValue": [],
+                                      "metadata": {
+                                        "description": "Optional. Array of private endpoint connections. Pending ones will be approved."
+                                      }
+                                    },
+                                    "storageAccountName": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the storage account."
+                                      }
+                                    }
+                                  },
+                                  "resources": {
+                                    "storageAccount": {
+                                      "existing": true,
+                                      "type": "Microsoft.Storage/storageAccounts",
+                                      "apiVersion": "2023-04-01",
+                                      "name": "[parameters('storageAccountName')]"
+                                    },
+                                    "privateEndpointConnection": {
+                                      "copy": {
+                                        "name": "privateEndpointConnection",
+                                        "count": "[length(parameters('privateEndpointConnections'))]"
+                                      },
+                                      "condition": "[equals(parameters('privateEndpointConnections')[copyIndex()].properties.privateLinkServiceConnectionState.status, 'Pending')]",
+                                      "type": "Microsoft.Storage/storageAccounts/privateEndpointConnections",
+                                      "apiVersion": "2023-04-01",
+                                      "name": "[format('{0}/{1}', parameters('storageAccountName'), last(array(split(parameters('privateEndpointConnections')[copyIndex()].id, '/'))))]",
+                                      "properties": {
+                                        "privateLinkServiceConnectionState": {
+                                          "status": "Approved",
+                                          "description": "Approved-by-pipeline",
+                                          "actionRequired": "None"
+                                        }
+                                      }
+                                    }
+                                  },
+                                  "outputs": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "value": "[reference('storageAccount').privateEndpointConnections]"
+                                    }
+                                  }
+                                }
+                              },
+                              "dependsOn": [
+                                "getStoragePrivateEndpointConnections",
+                                "storageAccount"
+                              ]
+                            },
+                            "stopTriggers": {
+                              "condition": "[variables('usesDataFactory')]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2025-04-01",
+                              "name": "[format('{0}.{1}_ADF.StopTriggers', parameters('app').publisher, parameters('app').name)]",
+                              "properties": {
+                                "expressionEvaluationOptions": {
+                                  "scope": "inner"
+                                },
+                                "mode": "Incremental",
+                                "parameters": {
+                                  "app": {
+                                    "value": "[parameters('app')]"
+                                  },
+                                  "identityName": {
+                                    "value": "[format('{0}_triggerManager', parameters('app').dataFactory)]"
+                                  },
+                                  "scriptContent": {
+                                    "value": "[variables('$fxv#0')]"
+                                  },
+                                  "arguments": {
+                                    "value": "[join(createArray(format('-DataFactoryResourceGroup \"{0}\"', resourceGroup().name), format('-DataFactoryName \"{0}\"', parameters('app').dataFactory), '-StopTriggers'), ' ')]"
+                                  }
+                                },
+                                "template": {
+                                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                  "languageVersion": "2.1-experimental",
+                                  "contentVersion": "1.0.0.0",
+                                  "metadata": {
+                                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                                      "Enable @validate() decorator"
+                                    ],
+                                    "_generator": {
+                                      "name": "bicep",
+                                      "version": "0.40.2.10011",
+                                      "templateHash": "15790442586575518487"
+                                    }
+                                  },
+                                  "definitions": {
+                                    "EnvironmentVariable": {
+                                      "type": "object",
+                                      "properties": {
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "value": {
+                                          "type": "string"
+                                        }
+                                      }
+                                    },
+                                    "_1.HubProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "location": {
+                                          "type": "string"
+                                        },
+                                        "tags": {
+                                          "type": "object"
+                                        },
+                                        "tagsByResource": {
+                                          "type": "object"
+                                        },
+                                        "version": {
+                                          "type": "string"
+                                        },
+                                        "options": {
+                                          "type": "object",
+                                          "properties": {
+                                            "enableTelemetry": {
+                                              "type": "bool"
+                                            },
+                                            "keyVaultSku": {
+                                              "type": "string"
+                                            },
+                                            "keyVaultEnablePurgeProtection": {
+                                              "type": "bool"
+                                            },
+                                            "networkAddressPrefix": {
+                                              "type": "string"
+                                            },
+                                            "natGateway": {
+                                              "type": "bool"
+                                            },
+                                            "privateRouting": {
+                                              "type": "bool"
+                                            },
+                                            "publisherIsolation": {
+                                              "type": "bool"
+                                            },
+                                            "storageInfrastructureEncryption": {
+                                              "type": "bool"
+                                            },
+                                            "storageSku": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        },
+                                        "routing": {
+                                          "$ref": "#/definitions/_1.HubRoutingProperties"
+                                        },
+                                        "core": {
+                                          "type": "object",
+                                          "properties": {
+                                            "suffix": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "FinOps hub resource ID.",
+                                        "name": "FinOps hub instance name.",
+                                        "location": "Azure resource location of the FinOps hub instance.",
+                                        "tags": "Tags to apply to all FinOps hub resources.",
+                                        "tagsByResource": "Tags to apply to resources based on their resource type.",
+                                        "version": "FinOps hub version number.",
+                                        "options": {
+                                          "enableTelemetry": "Indicates whether telemetry should be enabled for deployments.",
+                                          "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
+                                          "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
+                                          "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
+                                          "privateRouting": "Indicates whether private network routing is enabled.",
+                                          "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
+                                          "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
+                                          "storageSku": "Storage account SKU. Allowed values: \"Premium_LRS\", \"Premium_ZRS\"."
+                                        },
+                                        "routing": "FinOps hub private network routing properties, if enabled.",
+                                        "core": {
+                                          "suffix": "Unique suffix used for shared resources."
+                                        },
+                                        "apps": {},
+                                        "description": "FinOps hub instance properties.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "_1.HubRoutingProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "networkId": {
+                                          "type": "string"
+                                        },
+                                        "networkName": {
+                                          "type": "string"
+                                        },
+                                        "scriptStorage": {
+                                          "type": "string"
+                                        },
+                                        "dnsZones": {
+                                          "type": "object",
+                                          "properties": {
+                                            "blob": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "dfs": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "file": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "queue": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "table": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            }
+                                          }
+                                        },
+                                        "subnets": {
+                                          "type": "object",
+                                          "properties": {
+                                            "dataExplorer": {
+                                              "type": "string"
+                                            },
+                                            "dataFactory": {
+                                              "type": "string"
+                                            },
+                                            "keyVault": {
+                                              "type": "string"
+                                            },
+                                            "scripts": {
+                                              "type": "string"
+                                            },
+                                            "storage": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        }
+                                      },
+                                      "metadata": {
+                                        "networkId": "Resource ID of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                        "networkName": "Name of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                        "scriptStorage": "Name of the storage account used for deployment scripts.",
+                                        "dnsZones": {
+                                          "blob": "Resource ID and name for the blob storage DNS zone.",
+                                          "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                          "file": "Resource ID and name for the file storage DNS zone.",
+                                          "queue": "Resource ID and name for the queue storage DNS zone.",
+                                          "table": "Resource ID and name for the table storage DNS zone."
+                                        },
+                                        "subnets": {
+                                          "dataExplorer": "Resource ID of the subnet for the Data Explorer instance.",
+                                          "dataFactory": "Resource ID of the subnet for Data Factory instances.",
+                                          "keyVault": "Resource ID of the subnet for Key Vault instances.",
+                                          "scripts": "Resource ID of the subnet for deployment script storage.",
+                                          "storage": "Resource ID of the subnet for storage accounts."
+                                        },
+                                        "description": "FinOps hub private network routing properties.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "_1.IdNameObject": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "Fully-qualified resource ID.",
+                                        "name": "Resource name.",
+                                        "description": "Resource ID and name.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "HubAppProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "publisher": {
+                                          "type": "string"
+                                        },
+                                        "suffix": {
+                                          "type": "string"
+                                        },
+                                        "tags": {
+                                          "type": "object"
+                                        },
+                                        "dataFactory": {
+                                          "type": "string"
+                                        },
+                                        "keyVault": {
+                                          "type": "string"
+                                        },
+                                        "storage": {
+                                          "type": "string"
+                                        },
+                                        "hub": {
+                                          "$ref": "#/definitions/_1.HubProperties"
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "Fully-qualified name of the publisher and app, separated by a dot.",
+                                        "name": "Short name of the FinOps hub app. Last segment of the app ID.",
+                                        "publisher": "Fully-qualified namespace of the FinOps hub app publisher.",
+                                        "suffix": "Unique suffix used for publisher resources.",
+                                        "tags": "Tags to apply to all FinOps hub resources for this FinOps hub app publisher. Tags are not specific to the app since resources are shared.",
+                                        "dataFactory": "Name of the Data Factory instance for this publisher.",
+                                        "keyVault": "Name of the KeyVault instance for this publisher.",
+                                        "storage": "Name of the storage account for this publisher.",
+                                        "hub": "FinOps hub instance the app is deployed to.",
+                                        "description": "FinOps hub app configuration settings.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    }
+                                  },
+                                  "parameters": {
+                                    "app": {
+                                      "$ref": "#/definitions/HubAppProperties",
+                                      "metadata": {
+                                        "description": "Required. FinOps hub app the deployment script is being run for."
+                                      }
+                                    },
+                                    "identityName": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the managed identity to create."
+                                      }
+                                    },
+                                    "scriptName": {
+                                      "type": "string",
+                                      "defaultValue": "[deployment().name]",
+                                      "metadata": {
+                                        "description": "Optional. Name of the deployment script to create. Default = (same as deployment)."
+                                      }
+                                    },
+                                    "scriptContent": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the deployment script to create."
+                                      }
+                                    },
+                                    "arguments": {
+                                      "type": "string",
+                                      "defaultValue": "",
+                                      "metadata": {
+                                        "description": "Optional. Additional arguments to pass into the deployment script."
+                                      }
+                                    },
+                                    "environmentVariables": {
+                                      "type": "array",
+                                      "items": {
+                                        "$ref": "#/definitions/EnvironmentVariable"
+                                      },
+                                      "defaultValue": [],
+                                      "metadata": {
+                                        "description": "Optional. Environment variables to use for the deployment script."
+                                      }
+                                    },
+                                    "forceUpdateTag": {
+                                      "type": "string",
+                                      "defaultValue": "",
+                                      "metadata": {
+                                        "description": "Optional. Forces the script to run again when the value changes. Default = empty (only reruns when properties change)."
+                                      }
+                                    }
+                                  },
+                                  "variables": {
+                                    "privateEndpointDeploymentRoles": "[if(not(parameters('app').hub.options.privateRouting), createArray(), createArray('69566ab7-960f-475b-8e7c-b3118f30c6bd'))]",
+                                    "containerGroupName": "[replace(replace(replace(parameters('scriptName'), '/', '-'), '.', '-'), '_', '-')]",
+                                    "privateEndpointDeploymentProperties": "[if(not(parameters('app').hub.options.privateRouting), createObject(), createObject('storageAccountSettings', createObject('storageAccountName', coalesce(parameters('app').hub.routing.scriptStorage, '')), 'containerSettings', createObject('containerGroupName', if(greater(length(variables('containerGroupName')), 63), substring(variables('containerGroupName'), 0, 62), variables('containerGroupName')), 'subnetIds', createArray(createObject('id', coalesce(parameters('app').hub.routing.subnets.scripts, ''))))))]"
+                                  },
+                                  "resources": {
+                                    "identity": {
+                                      "type": "Microsoft.ManagedIdentity/userAssignedIdentities",
+                                      "apiVersion": "2023-01-31",
+                                      "name": "[parameters('identityName')]",
+                                      "tags": "[union(parameters('app').tags, coalesce(tryGet(parameters('app').hub.tagsByResource, 'Microsoft.ManagedIdentity/userAssignedIdentities'), createObject()))]",
+                                      "location": "[parameters('app').hub.location]"
+                                    },
+                                    "scriptStorageAccount": {
+                                      "condition": "[parameters('app').hub.options.privateRouting]",
+                                      "existing": true,
+                                      "type": "Microsoft.Storage/storageAccounts",
+                                      "apiVersion": "2022-09-01",
+                                      "name": "[coalesce(parameters('app').hub.routing.scriptStorage, '')]"
+                                    },
+                                    "identityRoleAssignments": {
+                                      "copy": {
+                                        "name": "identityRoleAssignments",
+                                        "count": "[length(variables('privateEndpointDeploymentRoles'))]"
+                                      },
+                                      "condition": "[parameters('app').hub.options.privateRouting]",
+                                      "type": "Microsoft.Authorization/roleAssignments",
+                                      "apiVersion": "2022-04-01",
+                                      "scope": "[resourceId('Microsoft.Storage/storageAccounts', coalesce(parameters('app').hub.routing.scriptStorage, ''))]",
+                                      "name": "[guid(variables('privateEndpointDeploymentRoles')[copyIndex()], resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]",
+                                      "properties": {
+                                        "roleDefinitionId": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', variables('privateEndpointDeploymentRoles')[copyIndex()])]",
+                                        "principalId": "[reference('identity').principalId]",
+                                        "principalType": "ServicePrincipal"
+                                      },
+                                      "dependsOn": [
+                                        "identity"
+                                      ]
+                                    },
+                                    "script": {
+                                      "type": "Microsoft.Resources/deploymentScripts",
+                                      "apiVersion": "2023-08-01",
+                                      "name": "[parameters('scriptName')]",
+                                      "kind": "AzurePowerShell",
+                                      "location": "[if(startsWith(parameters('app').hub.location, 'china'), 'chinaeast2', parameters('app').hub.location)]",
+                                      "tags": "[union(parameters('app').tags, coalesce(tryGet(parameters('app').hub.tagsByResource, 'Microsoft.Resources/deploymentScripts'), createObject()))]",
+                                      "identity": {
+                                        "type": "UserAssigned",
+                                        "userAssignedIdentities": {
+                                          "[format('{0}', resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]": {}
+                                        }
+                                      },
+                                      "properties": "[shallowMerge(createArray(variables('privateEndpointDeploymentProperties'), createObject('azPowerShellVersion', '11.0', 'retentionInterval', 'PT1H', 'cleanupPreference', 'OnSuccess', 'scriptContent', parameters('scriptContent'), 'arguments', parameters('arguments'), 'environmentVariables', parameters('environmentVariables'), 'forceUpdateTag', if(empty(parameters('forceUpdateTag')), null(), parameters('forceUpdateTag')))))]",
+                                      "dependsOn": [
+                                        "identity",
+                                        "identityRoleAssignments"
+                                      ]
+                                    }
+                                  },
+                                  "outputs": {
+                                    "scriptOutputs": {
+                                      "type": "object",
+                                      "metadata": {
+                                        "description": "Values the script set in $DeploymentScriptOutputs. Empty if the script did not set any."
+                                      },
+                                      "value": "[coalesce(tryGet(reference('script'), 'outputs'), createObject())]"
+                                    }
+                                  }
+                                }
+                              },
+                              "dependsOn": [
+                                "appTelemetry",
+                                "dataFactory",
+                                "triggerManagerIdentity",
+                                "triggerManagerRoleAssignments"
+                              ]
+                            }
+                          },
+                          "outputs": {
+                            "dataFactoryId": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Resource ID of the Data Factory instance used by the FinOps hub app. Empty when not deployed."
+                              },
+                              "value": "[if(variables('usesDataFactory'), resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory), '')]"
+                            },
+                            "keyVaultId": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Resource ID of the Key Vault instance used by the FinOps hub app. Empty when not deployed."
+                              },
+                              "value": "[if(variables('usesKeyVault'), resourceId('Microsoft.KeyVault/vaults', parameters('app').keyVault), '')]"
+                            },
+                            "storageAccountId": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Resource ID of the storage account instance used by the FinOps hub app. Empty when not deployed."
+                              },
+                              "value": "[if(variables('usesStorage'), resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage), '')]"
+                            },
+                            "principalId": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Principal ID for the managed identity used by Data Factory. Empty when not deployed."
+                              },
+                              "value": "[if(variables('usesDataFactory'), reference('dataFactory', '2018-06-01', 'full').identity.principalId, '')]"
+                            },
+                            "triggerManagerIdentityName": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Name of the managed identity used to create and stop ADF triggers. Empty when not deployed."
+                              },
+                              "value": "[if(variables('usesDataFactory'), format('{0}_triggerManager', parameters('app').dataFactory), '')]"
+                            }
+                          }
+                        }
+                      }
+                    },
+                    "timeZones": {
+                      "type": "Microsoft.Resources/deployments",
+                      "apiVersion": "2025-04-01",
+                      "name": "Microsoft.FinOpsHubs.IngestionQueries_TimeZones",
+                      "properties": {
+                        "expressionEvaluationOptions": {
+                          "scope": "inner"
+                        },
+                        "mode": "Incremental",
+                        "parameters": {
+                          "location": {
+                            "value": "[parameters('app').hub.location]"
+                          }
+                        },
+                        "template": {
+                          "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                          "languageVersion": "2.1-experimental",
+                          "contentVersion": "1.0.0.0",
+                          "metadata": {
+                            "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                            "_EXPERIMENTAL_FEATURES_ENABLED": [
+                              "Enable @validate() decorator"
+                            ],
+                            "_generator": {
+                              "name": "bicep",
+                              "version": "0.40.2.10011",
+                              "templateHash": "16313653251874799366"
+                            }
+                          },
+                          "parameters": {
+                            "location": {
+                              "type": "string",
+                              "defaultValue": "[resourceGroup().location]",
+                              "metadata": {
+                                "description": "Optional. The location to use for the managed identity and deployment script to auto-start triggers. Default = (resource group location)."
+                              }
+                            },
+                            "timezoneobject": {
+                              "type": "object",
+                              "defaultValue": {
+                                "australiaeast": "AUS Eastern Standard Time",
+                                "australiacentral": "AUS Eastern Standard Time",
+                                "australiacentral2": "AUS Eastern Standard Time",
+                                "australiasoutheast": "AUS Eastern Standard Time",
+                                "brazilsouth": "E. South America Standard Time",
+                                "canadacentral": "Central Standard Time",
+                                "canadaeast": "Eastern Standard Time",
+                                "centralindia": "India Standard Time",
+                                "centralus": "Central Standard Time",
+                                "eastasia": "China Standard Time",
+                                "eastus": "Eastern Standard Time",
+                                "eastus2": "Eastern Standard Time",
+                                "francecentral": "W. Europe Standard Time",
+                                "germanynorth": "W. Europe Standard Time",
+                                "germanywestcentral": "W. Europe Standard Time",
+                                "japaneast": "Tokyo Standard Time",
+                                "japanwest": "Tokyo Standard Time",
+                                "koreacentral": "Korea Standard Time",
+                                "koreasouth": "Korea Standard Time",
+                                "northcentralus": "Central Standard Time",
+                                "northeurope": "GMT Standard Time",
+                                "norwayeast": "W. Europe Standard Time",
+                                "norwaywest": "W. Europe Standard Time",
+                                "southcentralus": "Central Standard Time",
+                                "southindia": "India Standard Time",
+                                "southeastasia": "Singapore Standard Time",
+                                "switzerlandnorth": "W. Europe Standard Time",
+                                "switzerlandwest": "W. Europe Standard Time",
+                                "uksouth": "GMT Standard Time",
+                                "ukwest": "GMT Standard Time",
+                                "usdodcentral": "Central Standard Time",
+                                "usdodeast": "Eastern Standard Time",
+                                "usgovvirginia": "Eastern Standard Time",
+                                "usgovtexas": "Central Standard Time",
+                                "usgovarizona": "US Mountain Standard Time",
+                                "usgoviowa": "Central Standard Time",
+                                "westcentralus": "Central Standard Time",
+                                "westeurope": "W. Europe Standard Time",
+                                "westindia": "India Standard Time",
+                                "westus": "Pacific Standard Time",
+                                "westus2": "Pacific Standard Time"
+                              }
+                            },
+                            "utchrs": {
+                              "type": "string",
+                              "defaultValue": "[utcNow('hh')]"
+                            },
+                            "utcmins": {
+                              "type": "string",
+                              "defaultValue": "[utcNow('mm')]"
+                            },
+                            "utcsecs": {
+                              "type": "string",
+                              "defaultValue": "[utcNow('ss')]"
+                            }
+                          },
+                          "variables": {
+                            "loc": "[toLower(replace(parameters('location'), ' ', ''))]",
+                            "timezone": "[coalesce(tryGet(parameters('timezoneobject'), variables('loc')), 'UTC')]"
+                          },
+                          "resources": {},
+                          "outputs": {
+                            "AzureRegion": {
+                              "type": "string",
+                              "value": "[parameters('location')]"
+                            },
+                            "Timezone": {
+                              "type": "string",
+                              "value": "[variables('timezone')]"
+                            },
+                            "UtcHours": {
+                              "type": "string",
+                              "value": "[parameters('utchrs')]"
+                            },
+                            "UtcMinutes": {
+                              "type": "string",
+                              "value": "[parameters('utcmins')]"
+                            },
+                            "UtcSeconds": {
+                              "type": "string",
+                              "value": "[parameters('utcsecs')]"
+                            }
+                          }
+                        }
+                      }
+                    }
+                  },
+                  "outputs": {
+                    "app": {
+                      "$ref": "#/definitions/HubAppProperties",
+                      "metadata": {
+                        "description": "The app properties for the IngestionQueries app."
+                      },
+                      "value": "[parameters('app')]"
+                    },
+                    "metadata": {
+                      "$ref": "#/definitions/IngestionQueriesMetadata",
+                      "metadata": {
+                        "description": "Metadata describing resources created by the IngestionQueries app."
+                      },
+                      "value": {
+                        "id": "Microsoft.FinOpsHubs.IngestionQueries",
+                        "version": "[variables('finOpsToolkitVersion')]",
+                        "queries": {
+                          "container": "[parameters('core').containers.config]",
+                          "folder": "[variables('QUERIES')]"
+                        }
+                      }
+                    }
+                  }
+                }
+              },
+              "dependsOn": [
+                "core"
+              ]
+            },
+            "azureResourceGraph": {
+              "condition": "[parameters('enableRecommendations')]",
+              "type": "Microsoft.Resources/deployments",
+              "apiVersion": "2025-04-01",
+              "name": "Microsoft.FinOpsHubs.AzureResourceGraph",
+              "properties": {
+                "expressionEvaluationOptions": {
+                  "scope": "inner"
+                },
+                "mode": "Incremental",
+                "parameters": {
+                  "app": {
+                    "value": "[__bicep.newApp(variables('hub'), 'Microsoft.FinOpsHubs', 'AzureResourceGraph')]"
+                  },
+                  "core": {
+                    "value": "[reference('core').outputs.metadata.value]"
+                  }
+                },
+                "template": {
+                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                  "languageVersion": "2.1-experimental",
+                  "contentVersion": "1.0.0.0",
+                  "metadata": {
+                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                      "Enable @validate() decorator"
+                    ],
+                    "_generator": {
+                      "name": "bicep",
+                      "version": "0.40.2.10011",
+                      "templateHash": "12889344858803040546"
+                    },
+                    "hubApp": {
+                      "id": "Microsoft.FinOpsHubs.AzureResourceGraph",
+                      "version": "15.0",
+                      "dependencies": [
+                        "Microsoft.FinOpsHubs.Core",
+                        "Microsoft.FinOpsHubs.IngestionQueries"
+                      ],
+                      "metadata": "https://microsoft.github.io/finops-toolkit/deploy/finops-hub/15.0/Microsoft.FinOpsHubs/AzureResourceGraph/metadata.bicep"
+                    }
+                  },
+                  "definitions": {
+                    "_1.HubProperties": {
+                      "type": "object",
+                      "properties": {
+                        "id": {
+                          "type": "string"
+                        },
+                        "name": {
+                          "type": "string"
+                        },
+                        "location": {
+                          "type": "string"
+                        },
+                        "tags": {
+                          "type": "object"
+                        },
+                        "tagsByResource": {
+                          "type": "object"
+                        },
+                        "version": {
+                          "type": "string"
+                        },
+                        "options": {
+                          "type": "object",
+                          "properties": {
+                            "enableTelemetry": {
+                              "type": "bool"
+                            },
+                            "keyVaultSku": {
+                              "type": "string"
+                            },
+                            "keyVaultEnablePurgeProtection": {
+                              "type": "bool"
+                            },
+                            "networkAddressPrefix": {
+                              "type": "string"
+                            },
+                            "natGateway": {
+                              "type": "bool"
+                            },
+                            "privateRouting": {
+                              "type": "bool"
+                            },
+                            "publisherIsolation": {
+                              "type": "bool"
+                            },
+                            "storageInfrastructureEncryption": {
+                              "type": "bool"
+                            },
+                            "storageSku": {
+                              "type": "string"
+                            }
+                          }
+                        },
+                        "routing": {
+                          "$ref": "#/definitions/_1.HubRoutingProperties"
+                        },
+                        "core": {
+                          "type": "object",
+                          "properties": {
+                            "suffix": {
+                              "type": "string"
+                            }
+                          }
+                        }
+                      },
+                      "metadata": {
+                        "id": "FinOps hub resource ID.",
+                        "name": "FinOps hub instance name.",
+                        "location": "Azure resource location of the FinOps hub instance.",
+                        "tags": "Tags to apply to all FinOps hub resources.",
+                        "tagsByResource": "Tags to apply to resources based on their resource type.",
+                        "version": "FinOps hub version number.",
+                        "options": {
+                          "enableTelemetry": "Indicates whether telemetry should be enabled for deployments.",
+                          "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
+                          "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
+                          "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
+                          "privateRouting": "Indicates whether private network routing is enabled.",
+                          "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
+                          "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
+                          "storageSku": "Storage account SKU. Allowed values: \"Premium_LRS\", \"Premium_ZRS\"."
+                        },
+                        "routing": "FinOps hub private network routing properties, if enabled.",
+                        "core": {
+                          "suffix": "Unique suffix used for shared resources."
+                        },
+                        "apps": {},
+                        "description": "FinOps hub instance properties.",
+                        "__bicep_imported_from!": {
+                          "sourceTemplate": "../../fx/hub-types.bicep"
+                        }
+                      }
+                    },
+                    "_1.HubRoutingProperties": {
+                      "type": "object",
+                      "properties": {
+                        "networkId": {
+                          "type": "string"
+                        },
+                        "networkName": {
+                          "type": "string"
+                        },
+                        "scriptStorage": {
+                          "type": "string"
+                        },
+                        "dnsZones": {
+                          "type": "object",
+                          "properties": {
+                            "blob": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            },
+                            "dfs": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            },
+                            "file": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            },
+                            "queue": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            },
+                            "table": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            }
+                          }
+                        },
+                        "subnets": {
+                          "type": "object",
+                          "properties": {
+                            "dataExplorer": {
+                              "type": "string"
+                            },
+                            "dataFactory": {
+                              "type": "string"
+                            },
+                            "keyVault": {
+                              "type": "string"
+                            },
+                            "scripts": {
+                              "type": "string"
+                            },
+                            "storage": {
+                              "type": "string"
+                            }
+                          }
+                        }
+                      },
+                      "metadata": {
+                        "networkId": "Resource ID of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                        "networkName": "Name of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                        "scriptStorage": "Name of the storage account used for deployment scripts.",
+                        "dnsZones": {
+                          "blob": "Resource ID and name for the blob storage DNS zone.",
+                          "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                          "file": "Resource ID and name for the file storage DNS zone.",
+                          "queue": "Resource ID and name for the queue storage DNS zone.",
+                          "table": "Resource ID and name for the table storage DNS zone."
+                        },
+                        "subnets": {
+                          "dataExplorer": "Resource ID of the subnet for the Data Explorer instance.",
+                          "dataFactory": "Resource ID of the subnet for Data Factory instances.",
+                          "keyVault": "Resource ID of the subnet for Key Vault instances.",
+                          "scripts": "Resource ID of the subnet for deployment script storage.",
+                          "storage": "Resource ID of the subnet for storage accounts."
+                        },
+                        "description": "FinOps hub private network routing properties.",
+                        "__bicep_imported_from!": {
+                          "sourceTemplate": "../../fx/hub-types.bicep"
+                        }
+                      }
+                    },
+                    "_1.IdNameObject": {
+                      "type": "object",
+                      "properties": {
+                        "id": {
+                          "type": "string"
+                        },
+                        "name": {
+                          "type": "string"
+                        }
+                      },
+                      "metadata": {
+                        "id": "Fully-qualified resource ID.",
+                        "name": "Resource name.",
+                        "description": "Resource ID and name.",
+                        "__bicep_imported_from!": {
+                          "sourceTemplate": "../../fx/hub-types.bicep"
+                        }
+                      }
+                    },
+                    "AzureResourceGraphMetadata": {
+                      "type": "object",
+                      "properties": {
+                        "id": {
+                          "type": "string",
+                          "metadata": {
+                            "description": "Fully-qualified app identifier."
+                          }
+                        },
+                        "version": {
+                          "type": "string",
+                          "metadata": {
+                            "description": "App version."
+                          }
+                        },
+                        "datasets": {
+                          "type": "object",
+                          "properties": {
+                            "azureResourceGraph": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Dataset for Azure Resource Graph REST API."
+                              }
+                            }
+                          },
+                          "metadata": {
+                            "description": "Data Factory dataset names."
+                          }
+                        }
+                      },
+                      "metadata": {
+                        "description": "Metadata for resources created by the Azure Resource Graph app.",
+                        "__bicep_imported_from!": {
+                          "sourceTemplate": "metadata.bicep",
+                          "originalIdentifier": "AppMetadata"
+                        }
+                      }
+                    },
+                    "CoreMetadata": {
+                      "type": "object",
+                      "properties": {
+                        "id": {
+                          "type": "string",
+                          "metadata": {
+                            "description": "Fully-qualified app identifier."
+                          }
+                        },
+                        "version": {
+                          "type": "string",
+                          "metadata": {
+                            "description": "App version."
+                          }
+                        },
+                        "storageUrlForPowerBI": {
+                          "type": "string",
+                          "metadata": {
+                            "description": "URL to use when connecting Power BI reports to data."
+                          }
+                        },
+                        "principalId": {
+                          "type": "string",
+                          "metadata": {
+                            "description": "Object ID of the Data Factory managed identity. Needed when configuring managed exports."
+                          }
+                        },
+                        "ingestionIdFileNameSeparator": {
+                          "type": "string",
+                          "metadata": {
+                            "description": "Separator characters used between the ingestion ID and file name for ingested files. Used to identify uniqueness and clean up old files with old ingestion IDs."
+                          }
+                        },
+                        "containers": {
+                          "type": "object",
+                          "properties": {
+                            "config": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Configuration container for settings, queries, and schemas."
+                              }
+                            },
+                            "ingestion": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Ingestion container for normalized data."
+                              }
+                            }
+                          },
+                          "metadata": {
+                            "description": "Storage container names."
+                          }
+                        },
+                        "datasets": {
+                          "type": "object",
+                          "properties": {
+                            "config": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "JSON dataset for configuration files."
+                              }
+                            },
+                            "ingestion": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Parquet dataset for ingested data."
+                              }
+                            },
+                            "ingestionFiles": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Parquet dataset for listing ingested files."
+                              }
+                            },
+                            "ingestionManifest": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "JSON dataset for ingestion manifest files."
+                              }
+                            }
+                          },
+                          "metadata": {
+                            "description": "Data Factory dataset names."
+                          }
+                        },
+                        "linkedServices": {
+                          "type": "object",
+                          "properties": {
+                            "azurerm": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "REST linked service for Azure Resource Manager API calls."
+                              }
+                            }
+                          },
+                          "metadata": {
+                            "description": "Data Factory linked service names."
+                          }
+                        },
+                        "settings": {
+                          "type": "object",
+                          "properties": {
+                            "container": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Container name for the hub settings file."
+                              }
+                            },
+                            "file": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "File name of the hub settings file."
+                              }
+                            }
+                          },
+                          "metadata": {
+                            "description": "Metadata for the hub settings file."
+                          }
+                        }
+                      },
+                      "metadata": {
+                        "description": "Metadata for resources created by the Core app.",
+                        "__bicep_imported_from!": {
+                          "sourceTemplate": "../Core/metadata.bicep",
+                          "originalIdentifier": "AppMetadata"
+                        }
+                      }
+                    },
+                    "HubAppProperties": {
+                      "type": "object",
+                      "properties": {
+                        "id": {
+                          "type": "string"
+                        },
+                        "name": {
+                          "type": "string"
+                        },
+                        "publisher": {
+                          "type": "string"
+                        },
+                        "suffix": {
+                          "type": "string"
+                        },
+                        "tags": {
+                          "type": "object"
+                        },
+                        "dataFactory": {
+                          "type": "string"
+                        },
+                        "keyVault": {
+                          "type": "string"
+                        },
+                        "storage": {
+                          "type": "string"
+                        },
+                        "hub": {
+                          "$ref": "#/definitions/_1.HubProperties"
+                        }
+                      },
+                      "metadata": {
+                        "id": "Fully-qualified name of the publisher and app, separated by a dot.",
+                        "name": "Short name of the FinOps hub app. Last segment of the app ID.",
+                        "publisher": "Fully-qualified namespace of the FinOps hub app publisher.",
+                        "suffix": "Unique suffix used for publisher resources.",
+                        "tags": "Tags to apply to all FinOps hub resources for this FinOps hub app publisher. Tags are not specific to the app since resources are shared.",
+                        "dataFactory": "Name of the Data Factory instance for this publisher.",
+                        "keyVault": "Name of the KeyVault instance for this publisher.",
+                        "storage": "Name of the storage account for this publisher.",
+                        "hub": "FinOps hub instance the app is deployed to.",
+                        "description": "FinOps hub app configuration settings.",
+                        "__bicep_imported_from!": {
+                          "sourceTemplate": "../../fx/hub-types.bicep"
+                        }
+                      }
+                    }
+                  },
+                  "functions": [
+                    {
+                      "namespace": "__bicep",
+                      "members": {
+                        "isSupportedVersion": {
+                          "parameters": [
+                            {
+                              "type": "string",
+                              "name": "version"
+                            },
+                            {
+                              "type": "string",
+                              "name": "minVersion"
+                            },
+                            {
+                              "type": "string",
+                              "name": "maxVersion"
+                            }
+                          ],
+                          "output": {
+                            "type": "bool",
+                            "value": "[and(or(empty(parameters('minVersion')), greaterOrEquals(_1.versionToNumber(parameters('version')), _1.versionToNumber(parameters('minVersion')))), or(empty(parameters('maxVersion')), lessOrEquals(_1.versionToNumber(parameters('version')), _1.versionToNumber(parameters('maxVersion')))))]"
+                          },
+                          "metadata": {
+                            "description": "Checks if a version string falls within the specified range. Use empty string to skip a bound. Example: isSupportedVersion('13.1', '13.0', '') checks >= 13.0 with no upper limit.",
+                            "__bicep_imported_from!": {
+                              "sourceTemplate": "../../fx/hub-types.bicep"
+                            }
+                          }
+                        }
+                      }
+                    },
+                    {
+                      "namespace": "_1",
+                      "members": {
+                        "versionToNumber": {
+                          "parameters": [
+                            {
+                              "type": "string",
+                              "name": "version"
+                            }
+                          ],
+                          "output": {
+                            "type": "int",
+                            "value": "[add(mul(int(split(split(parameters('version'), '-')[0], '.')[0]), 1000), if(greater(length(split(split(parameters('version'), '-')[0], '.')), 1), int(split(split(parameters('version'), '-')[0], '.')[1]), 0))]"
+                          },
+                          "metadata": {
+                            "description": "Converts a version string (e.g., \"13.0\", \"13.1\", \"14.0-dev\") to a comparable integer using major * 1000 + minor. Prerelease suffixes (e.g., \"-dev\") and patch versions are ignored.",
+                            "__bicep_imported_from!": {
+                              "sourceTemplate": "../../fx/hub-types.bicep"
+                            }
+                          }
+                        }
+                      }
+                    }
+                  ],
+                  "parameters": {
+                    "app": {
+                      "$ref": "#/definitions/HubAppProperties",
+                      "metadata": {
+                        "description": "Required. FinOps hub app getting deployed."
+                      }
+                    },
+                    "core": {
+                      "$ref": "#/definitions/CoreMetadata",
+                      "validate": [
+                        "[lambda('x', __bicep.isSupportedVersion(lambdaVariables('x').version, '13.0', ''))]",
+                        "Core app version must be 13.0 or higher."
+                      ],
+                      "metadata": {
+                        "description": "Required. Metadata describing shared resources from the Core app. Must be v13 or higher."
+                      }
+                    }
+                  },
+                  "variables": {
+                    "finOpsToolkitVersion": "15.0"
+                  },
+                  "resources": {
+                    "dataFactory": {
+                      "existing": true,
+                      "type": "Microsoft.DataFactory/factories",
+                      "apiVersion": "2018-06-01",
+                      "name": "[parameters('app').dataFactory]",
+                      "dependsOn": [
+                        "appRegistration"
+                      ]
+                    },
+                    "linkedService_arm": {
+                      "existing": true,
+                      "type": "Microsoft.DataFactory/factories/linkedservices",
+                      "apiVersion": "2018-06-01",
+                      "name": "[format('{0}/{1}', parameters('app').dataFactory, parameters('core').linkedServices.azurerm)]",
+                      "dependsOn": [
+                        "appRegistration"
+                      ]
+                    },
+                    "dataset_azureResourceGraph": {
+                      "type": "Microsoft.DataFactory/factories/datasets",
+                      "apiVersion": "2018-06-01",
+                      "name": "[format('{0}/{1}', parameters('app').dataFactory, 'azureResourceGraph')]",
+                      "properties": {
+                        "annotations": [],
+                        "parameters": {},
+                        "type": "RestResource",
+                        "typeProperties": {
+                          "relativeUrl": "/providers/Microsoft.ResourceGraph/resources?api-version=2022-10-01"
+                        },
+                        "linkedServiceName": {
+                          "parameters": {},
+                          "referenceName": "[parameters('core').linkedServices.azurerm]",
+                          "type": "LinkedServiceReference"
+                        }
+                      },
+                      "dependsOn": [
+                        "appRegistration"
+                      ]
+                    },
+                    "dataset_ingestion": {
+                      "existing": true,
+                      "type": "Microsoft.DataFactory/factories/datasets",
+                      "apiVersion": "2018-06-01",
+                      "name": "[format('{0}/{1}', parameters('app').dataFactory, parameters('core').datasets.ingestion)]",
+                      "dependsOn": [
+                        "appRegistration"
+                      ]
+                    },
+                    "pipeline_ExecuteQuery": {
+                      "type": "Microsoft.DataFactory/factories/pipelines",
+                      "apiVersion": "2018-06-01",
+                      "name": "[format('{0}/{1}', parameters('app').dataFactory, 'queries_ResourceGraph_ExecuteQuery')]",
+                      "properties": {
+                        "activities": [
+                          {
+                            "name": "Check Query Has Results",
+                            "description": "Run the query with | count to check if there are any results before attempting the full copy.",
+                            "type": "WebActivity",
+                            "dependsOn": [],
+                            "policy": {
+                              "timeout": "0.00:05:00",
+                              "retry": 1,
+                              "retryIntervalInSeconds": 30,
+                              "secureOutput": false,
+                              "secureInput": false
+                            },
+                            "userProperties": [],
+                            "typeProperties": {
+                              "url": "[format('{0}providers/Microsoft.ResourceGraph/resources?api-version=2022-10-01', environment().resourceManager)]",
+                              "method": "POST",
+                              "headers": {
+                                "Content-Type": "application/json"
+                              },
+                              "body": {
+                                "value": "@concat('{ \"query\": \"', pipeline().parameters.query, ' | count\" }')",
+                                "type": "Expression"
+                              },
+                              "authentication": {
+                                "type": "MSI",
+                                "resource": "[environment().resourceManager]"
+                              }
+                            }
+                          },
+                          {
+                            "name": "If Query Has Results",
+                            "description": "Only run the copy if the query returned results to avoid schema mapping errors on empty result sets.",
+                            "type": "IfCondition",
+                            "dependsOn": [
+                              {
+                                "activity": "Check Query Has Results",
+                                "dependencyConditions": [
+                                  "Succeeded"
+                                ]
+                              }
+                            ],
+                            "userProperties": [],
+                            "typeProperties": {
+                              "expression": {
+                                "value": "@greater(int(activity('Check Query Has Results').output.data[0].Count), 0)",
+                                "type": "Expression"
+                              },
+                              "ifTrueActivities": [
+                                {
+                                  "name": "Execute ARG Query",
+                                  "description": "Execute a single ARG query and write the result to the ingestion container as Parquet.",
+                                  "type": "Copy",
+                                  "dependsOn": [],
+                                  "policy": {
+                                    "timeout": "0.00:10:00",
+                                    "retry": 0,
+                                    "retryIntervalInSeconds": 60,
+                                    "secureOutput": false,
+                                    "secureInput": false
+                                  },
+                                  "userProperties": [],
+                                  "typeProperties": {
+                                    "source": {
+                                      "type": "RestSource",
+                                      "httpRequestTimeout": "00:02:00",
+                                      "requestInterval": "00.00:00:00.050",
+                                      "requestMethod": "POST",
+                                      "requestBody": {
+                                        "value": "@concat('{ \"query\": \"', pipeline().parameters.query, ' | extend x_SourceName=\\\"', pipeline().parameters.querySource, '\\\", x_SourceType=\\\"', pipeline().parameters.queryType, '\\\", x_SourceProvider=\\\"', pipeline().parameters.queryProvider, '\\\", x_SourceVersion=\\\"', pipeline().parameters.queryVersion, '\\\"\" }')",
+                                        "type": "Expression"
+                                      },
+                                      "additionalHeaders": {
+                                        "Content-Type": "application/json"
+                                      }
+                                    },
+                                    "sink": {
+                                      "type": "ParquetSink",
+                                      "storeSettings": {
+                                        "type": "AzureBlobFSWriteSettings"
+                                      },
+                                      "formatSettings": {
+                                        "type": "ParquetWriteSettings"
+                                      }
+                                    },
+                                    "enableStaging": false,
+                                    "translator": {
+                                      "value": "@pipeline().parameters.translator",
+                                      "type": "Expression"
+                                    }
+                                  },
+                                  "inputs": [
+                                    {
+                                      "referenceName": "azureResourceGraph",
+                                      "type": "DatasetReference",
+                                      "parameters": {}
+                                    }
+                                  ],
+                                  "outputs": [
+                                    {
+                                      "referenceName": "[parameters('core').datasets.ingestion]",
+                                      "type": "DatasetReference",
+                                      "parameters": {
+                                        "blobPath": {
+                                          "value": "@pipeline().parameters.ingestionPath",
+                                          "type": "Expression"
+                                        }
+                                      }
+                                    }
+                                  ]
+                                }
+                              ]
+                            }
+                          }
+                        ],
+                        "parameters": {
+                          "query": {
+                            "type": "String"
+                          },
+                          "querySource": {
+                            "type": "String"
+                          },
+                          "queryType": {
+                            "type": "String"
+                          },
+                          "queryProvider": {
+                            "type": "String"
+                          },
+                          "queryVersion": {
+                            "type": "String"
+                          },
+                          "ingestionPath": {
+                            "type": "String"
+                          },
+                          "translator": {
+                            "type": "Object"
+                          }
+                        },
+                        "policy": {
+                          "elapsedTimeMetric": {}
+                        },
+                        "annotations": []
+                      },
+                      "dependsOn": [
+                        "appRegistration",
+                        "dataset_azureResourceGraph"
+                      ]
+                    },
+                    "appRegistration": {
+                      "type": "Microsoft.Resources/deployments",
+                      "apiVersion": "2025-04-01",
+                      "name": "Microsoft.FinOpsHubs.AzureResourceGraph_Register",
+                      "properties": {
+                        "expressionEvaluationOptions": {
+                          "scope": "inner"
+                        },
+                        "mode": "Incremental",
+                        "parameters": {
+                          "app": {
+                            "value": "[parameters('app')]"
+                          },
+                          "version": {
+                            "value": "[variables('finOpsToolkitVersion')]"
+                          },
+                          "features": {
+                            "value": [
+                              "DataFactory"
+                            ]
+                          }
+                        },
+                        "template": {
+                          "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                          "languageVersion": "2.1-experimental",
+                          "contentVersion": "1.0.0.0",
+                          "metadata": {
+                            "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                            "_EXPERIMENTAL_FEATURES_ENABLED": [
+                              "Enable @validate() decorator"
+                            ],
+                            "_generator": {
+                              "name": "bicep",
+                              "version": "0.40.2.10011",
+                              "templateHash": "6663838570021556637"
+                            }
+                          },
+                          "definitions": {
+                            "_1.HubProperties": {
+                              "type": "object",
+                              "properties": {
+                                "id": {
+                                  "type": "string"
+                                },
+                                "name": {
+                                  "type": "string"
+                                },
+                                "location": {
+                                  "type": "string"
+                                },
+                                "tags": {
+                                  "type": "object"
+                                },
+                                "tagsByResource": {
+                                  "type": "object"
+                                },
+                                "version": {
+                                  "type": "string"
+                                },
+                                "options": {
+                                  "type": "object",
+                                  "properties": {
+                                    "enableTelemetry": {
+                                      "type": "bool"
+                                    },
+                                    "keyVaultSku": {
+                                      "type": "string"
+                                    },
+                                    "keyVaultEnablePurgeProtection": {
+                                      "type": "bool"
+                                    },
+                                    "networkAddressPrefix": {
+                                      "type": "string"
+                                    },
+                                    "natGateway": {
+                                      "type": "bool"
+                                    },
+                                    "privateRouting": {
+                                      "type": "bool"
+                                    },
+                                    "publisherIsolation": {
+                                      "type": "bool"
+                                    },
+                                    "storageInfrastructureEncryption": {
+                                      "type": "bool"
+                                    },
+                                    "storageSku": {
+                                      "type": "string"
+                                    }
+                                  }
+                                },
+                                "routing": {
+                                  "$ref": "#/definitions/_1.HubRoutingProperties"
+                                },
+                                "core": {
+                                  "type": "object",
+                                  "properties": {
+                                    "suffix": {
+                                      "type": "string"
+                                    }
+                                  }
+                                }
+                              },
+                              "metadata": {
+                                "id": "FinOps hub resource ID.",
+                                "name": "FinOps hub instance name.",
+                                "location": "Azure resource location of the FinOps hub instance.",
+                                "tags": "Tags to apply to all FinOps hub resources.",
+                                "tagsByResource": "Tags to apply to resources based on their resource type.",
+                                "version": "FinOps hub version number.",
+                                "options": {
+                                  "enableTelemetry": "Indicates whether telemetry should be enabled for deployments.",
+                                  "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
+                                  "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
+                                  "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                  "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
+                                  "privateRouting": "Indicates whether private network routing is enabled.",
+                                  "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
+                                  "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
+                                  "storageSku": "Storage account SKU. Allowed values: \"Premium_LRS\", \"Premium_ZRS\"."
+                                },
+                                "routing": "FinOps hub private network routing properties, if enabled.",
+                                "core": {
+                                  "suffix": "Unique suffix used for shared resources."
+                                },
+                                "apps": {},
+                                "description": "FinOps hub instance properties.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "_1.HubRoutingProperties": {
+                              "type": "object",
+                              "properties": {
+                                "networkId": {
+                                  "type": "string"
+                                },
+                                "networkName": {
+                                  "type": "string"
+                                },
+                                "scriptStorage": {
+                                  "type": "string"
+                                },
+                                "dnsZones": {
+                                  "type": "object",
+                                  "properties": {
+                                    "blob": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "dfs": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "file": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "queue": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "table": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    }
+                                  }
+                                },
+                                "subnets": {
+                                  "type": "object",
+                                  "properties": {
+                                    "dataExplorer": {
+                                      "type": "string"
+                                    },
+                                    "dataFactory": {
+                                      "type": "string"
+                                    },
+                                    "keyVault": {
+                                      "type": "string"
+                                    },
+                                    "scripts": {
+                                      "type": "string"
+                                    },
+                                    "storage": {
+                                      "type": "string"
+                                    }
+                                  }
+                                }
+                              },
+                              "metadata": {
+                                "networkId": "Resource ID of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                "networkName": "Name of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                "scriptStorage": "Name of the storage account used for deployment scripts.",
+                                "dnsZones": {
+                                  "blob": "Resource ID and name for the blob storage DNS zone.",
+                                  "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                  "file": "Resource ID and name for the file storage DNS zone.",
+                                  "queue": "Resource ID and name for the queue storage DNS zone.",
+                                  "table": "Resource ID and name for the table storage DNS zone."
+                                },
+                                "subnets": {
+                                  "dataExplorer": "Resource ID of the subnet for the Data Explorer instance.",
+                                  "dataFactory": "Resource ID of the subnet for Data Factory instances.",
+                                  "keyVault": "Resource ID of the subnet for Key Vault instances.",
+                                  "scripts": "Resource ID of the subnet for deployment script storage.",
+                                  "storage": "Resource ID of the subnet for storage accounts."
+                                },
+                                "description": "FinOps hub private network routing properties.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "_1.IdNameObject": {
+                              "type": "object",
+                              "properties": {
+                                "id": {
+                                  "type": "string"
+                                },
+                                "name": {
+                                  "type": "string"
+                                }
+                              },
+                              "metadata": {
+                                "id": "Fully-qualified resource ID.",
+                                "name": "Resource name.",
+                                "description": "Resource ID and name.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "HubAppFeature": {
+                              "type": "string",
+                              "allowedValues": [
+                                "DataFactory",
+                                "KeyVault",
+                                "Storage"
+                              ],
+                              "metadata": {
+                                "description": "FinOps hub app features.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "HubAppProperties": {
+                              "type": "object",
+                              "properties": {
+                                "id": {
+                                  "type": "string"
+                                },
+                                "name": {
+                                  "type": "string"
+                                },
+                                "publisher": {
+                                  "type": "string"
+                                },
+                                "suffix": {
+                                  "type": "string"
+                                },
+                                "tags": {
+                                  "type": "object"
+                                },
+                                "dataFactory": {
+                                  "type": "string"
+                                },
+                                "keyVault": {
+                                  "type": "string"
+                                },
+                                "storage": {
+                                  "type": "string"
+                                },
+                                "hub": {
+                                  "$ref": "#/definitions/_1.HubProperties"
+                                }
+                              },
+                              "metadata": {
+                                "id": "Fully-qualified name of the publisher and app, separated by a dot.",
+                                "name": "Short name of the FinOps hub app. Last segment of the app ID.",
+                                "publisher": "Fully-qualified namespace of the FinOps hub app publisher.",
+                                "suffix": "Unique suffix used for publisher resources.",
+                                "tags": "Tags to apply to all FinOps hub resources for this FinOps hub app publisher. Tags are not specific to the app since resources are shared.",
+                                "dataFactory": "Name of the Data Factory instance for this publisher.",
+                                "keyVault": "Name of the KeyVault instance for this publisher.",
+                                "storage": "Name of the storage account for this publisher.",
+                                "hub": "FinOps hub instance the app is deployed to.",
+                                "description": "FinOps hub app configuration settings.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            }
+                          },
+                          "functions": [
+                            {
+                              "namespace": "__bicep",
+                              "members": {
+                                "getAppPublisherTags": {
+                                  "parameters": [
+                                    {
+                                      "$ref": "#/definitions/HubAppProperties",
+                                      "name": "app"
+                                    },
+                                    {
+                                      "type": "string",
+                                      "name": "resourceType"
+                                    }
+                                  ],
+                                  "output": {
+                                    "type": "object",
+                                    "value": "[union(if(parameters('app').hub.options.publisherIsolation, parameters('app').tags, parameters('app').hub.tags), coalesce(tryGet(parameters('app').hub.tagsByResource, parameters('resourceType')), createObject()))]"
+                                  },
+                                  "metadata": {
+                                    "description": "Returns a tags dictionary that includes tags for the FinOps hub app publisher.",
+                                    "__bicep_imported_from!": {
+                                      "sourceTemplate": "hub-types.bicep"
+                                    }
+                                  }
+                                }
+                              }
+                            }
+                          ],
+                          "parameters": {
+                            "app": {
+                              "$ref": "#/definitions/HubAppProperties",
+                              "metadata": {
+                                "description": "Required. FinOps hub app getting deployed."
+                              }
+                            },
+                            "version": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Required. Version number of the FinOps hub app."
+                              }
+                            },
+                            "features": {
+                              "type": "array",
+                              "items": {
+                                "$ref": "#/definitions/HubAppFeature"
+                              },
+                              "defaultValue": [],
+                              "metadata": {
+                                "description": "Optional. Indicate which features the app requires. Allowed values: \"DataFactory\", \"KeyVault\", \"Storage\". Default: [] (none)."
+                              }
+                            },
+                            "storageRoles": {
+                              "type": "array",
+                              "items": {
+                                "type": "string"
+                              },
+                              "defaultValue": [],
+                              "metadata": {
+                                "description": "Optional. Indicate which RBAC roles the Data Factory identity needs on the publisher storage account. This is in addition to Storage Blob Data Contributor for reading and managing content, which is granted to apps that use the \"Storage\" feature. Roles are assigned whether or not the app uses the \"Storage\" feature since the storage account is shared across all apps from the same publisher. Default: [] (none)."
+                              }
+                            },
+                            "telemetryString": {
+                              "type": "string",
+                              "defaultValue": "",
+                              "metadata": {
+                                "description": "Optional. Custom string with additional metadata to log. Must an alphanumeric string without spaces or special characters except for underscores and dashes. Namespace + appName + telemetryString must be 50 characters or less - additional characters will be trimmed."
+                              }
+                            }
+                          },
+                          "variables": {
+                            "$fxv#0": "# Copyright (c) Microsoft Corporation.\r\n# Licensed under the MIT License.\r\n\r\n<#\r\n.SYNOPSIS\r\nManages Azure Data Factory triggers and pipelines during FinOps hub deployment.\r\n\r\n.DESCRIPTION\r\nThis script is called by Bicep deployment scripts to start/stop Data Factory triggers\r\nand optionally run pipelines. It handles two types of triggers:\r\n\r\n1. Schedule triggers - Can be started/stopped directly\r\n2. BlobEventsTriggers - Require Event Grid subscription management before start/stop\r\n\r\nBlobEventsTriggers use Event Grid to listen for storage blob events. Before stopping,\r\nthe Event Grid subscription must be removed (unsubscribed). Before starting, the\r\nsubscription must be added and fully provisioned. This script handles this automatically\r\nby detecting BlobEventsTriggers via the BlobPathBeginsWith property.\r\n\r\nThe script uses retry logic with linear backoff to handle transient API failures and\r\nwait for Event Grid subscription provisioning/deprovisioning to complete.\r\n\r\n.PARAMETER DataFactoryResourceGroup\r\nThe resource group containing the Data Factory.\r\n\r\n.PARAMETER DataFactoryName\r\nThe name of the Data Factory instance.\r\n\r\n.PARAMETER Pipelines\r\nPipe-delimited list of pipeline names to run (e.g., \"pipeline1|pipeline2\").\r\n\r\n.PARAMETER StartTriggers\r\nSwitch to start all stopped triggers (with Event Grid subscription for blob triggers).\r\n\r\n.PARAMETER StopTriggers\r\nSwitch to stop all running triggers (with Event Grid unsubscription for blob triggers).\r\n\r\n.EXAMPLE\r\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StopTriggers\r\n\r\n.EXAMPLE\r\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StartTriggers\r\n#>\r\n\r\nparam(\r\n    [string] $DataFactoryResourceGroup,\r\n    [string] $DataFactoryName,\r\n    [string] $Pipelines = \"\",\r\n    [switch] $StartTriggers,\r\n    [switch] $StopTriggers\r\n)\r\n\r\n$MAX_RETRIES = 20\r\n$DeploymentScriptOutputs = @{}\r\n\r\nfunction Write-Log($Message)\r\n{\r\n    Write-Output \"$(Get-Date -Format 'HH:mm:ss') $Message\"\r\n}\r\n\r\nfunction Invoke-WithRetry([scriptblock]$Action, [string]$Name, [int]$Delay = 5)\r\n{\r\n    for ($i = 1; $i -le $MAX_RETRIES; $i++)\r\n    {\r\n        try { return & $Action }\r\n        catch\r\n        {\r\n            Write-Log \"$Name failed (attempt $i/${MAX_RETRIES}): $($_.Exception.Message)\"\r\n            if ($i -eq $MAX_RETRIES) { throw }\r\n            Start-Sleep -Seconds ($Delay * $i)\r\n        }\r\n    }\r\n}\r\n\r\nfunction Set-BlobTriggerSubscription([string]$TriggerName, [switch]$Subscribe)\r\n{\r\n    $targetStatus = if ($Subscribe) { 'Enabled' } else { 'Disabled' }\r\n    $action = if ($Subscribe) { 'Subscribing' } else { 'Unsubscribing' }\r\n\r\n    Write-Log \"$action $TriggerName to events...\"\r\n\r\n    # Check current status before attempting subscribe/unsubscribe\r\n    $currentStatus = (Get-AzDataFactoryV2TriggerSubscriptionStatus `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -Name $TriggerName).Status\r\n\r\n    if ($currentStatus -eq $targetStatus)\r\n    {\r\n        Write-Log \"$TriggerName subscription is already $targetStatus, skipping.\"\r\n        return\r\n    }\r\n\r\n    if ($currentStatus -eq 'Provisioning' -or $currentStatus -eq 'Deprovisioning')\r\n    {\r\n        Write-Log \"$TriggerName subscription is $currentStatus, waiting for completion...\"\r\n    }\r\n    else\r\n    {\r\n        # Only call subscribe/unsubscribe when not already in a transitional state\r\n        if ($Subscribe)\r\n        {\r\n            Add-AzDataFactoryV2TriggerSubscription `\r\n                -ResourceGroupName $DataFactoryResourceGroup `\r\n                -DataFactoryName $DataFactoryName `\r\n                -Name $TriggerName | Out-Null\r\n        }\r\n        else\r\n        {\r\n            Remove-AzDataFactoryV2TriggerSubscription `\r\n                -ResourceGroupName $DataFactoryResourceGroup `\r\n                -DataFactoryName $DataFactoryName `\r\n                -Name $TriggerName | Out-Null\r\n        }\r\n    }\r\n\r\n    # Poll until provisioning completes\r\n    Invoke-WithRetry -Name \"$action status $TriggerName\" -Delay 5 -Action {\r\n        $status = Get-AzDataFactoryV2TriggerSubscriptionStatus `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -Name $TriggerName\r\n        if ($status.Status -ne $targetStatus)\r\n        {\r\n            throw \"Subscription status is $($status.Status), expected $targetStatus\"\r\n        }\r\n    }\r\n}\r\n\r\nif ($StartTriggers -or $StopTriggers)\r\n{\r\n    $triggers = Invoke-WithRetry -Name \"Get triggers\" -Action {\r\n        Get-AzDataFactoryV2Trigger `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n        | Where-Object {\r\n            ($StartTriggers -and $_.Properties.RuntimeState -ne \"Started\") `\r\n                -or ($StopTriggers -and $_.Properties.RuntimeState -ne \"Stopped\")\r\n        }\r\n    }\r\n\r\n    Write-Log \"Found $($triggers.Count) trigger(s) to $(if ($StartTriggers) { 'start' } else { 'stop' })\"\r\n\r\n    $triggers | ForEach-Object {\r\n        $triggerName = $_.Name\r\n        $isBlobTrigger = $null -ne $_.Properties.BlobPathBeginsWith\r\n\r\n        if ($StopTriggers)\r\n        {\r\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName }\r\n            Write-Log \"Stopping trigger $triggerName...\"\r\n            Invoke-WithRetry -Name \"Stop $triggerName\" -Action {\r\n                Stop-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName -Force\r\n            }\r\n        }\r\n        else\r\n        {\r\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName -Subscribe }\r\n            Write-Log \"Starting trigger $triggerName...\"\r\n            Invoke-WithRetry -Name \"Start $triggerName\" -Action {\r\n                Start-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName -Force\r\n            }\r\n        }\r\n\r\n        Invoke-WithRetry -Name \"Wait for $triggerName\" -Action {\r\n            $state = (Get-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName).Properties.RuntimeState\r\n            $expected = if ($StartTriggers) { 'Started' } else { 'Stopped' }\r\n            if ($state -ne $expected) { throw \"Trigger is $state, expected $expected\" }\r\n        }\r\n\r\n        Write-Log \"...done\"\r\n        $DeploymentScriptOutputs[$triggerName] = $true\r\n    }\r\n}\r\n\r\nif (-not [string]::IsNullOrWhiteSpace($Pipelines))\r\n{\r\n    $Pipelines.Split('|') | ForEach-Object {\r\n        Write-Log \"Running pipeline $_...\"\r\n        Invoke-AzDataFactoryV2Pipeline `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -PipelineName $_\r\n    }\r\n}\r\n",
+                            "usesDataFactory": "[contains(parameters('features'), 'DataFactory')]",
+                            "usesKeyVault": "[contains(parameters('features'), 'KeyVault')]",
+                            "usesStorage": "[contains(parameters('features'), 'Storage')]",
+                            "telemetryId": "[format('ftk-hubapp-{0}{1}{2}', parameters('app').id, if(empty(parameters('telemetryString')), '', '_'), parameters('telemetryString'))]",
+                            "telemetryProps": {
+                              "mode": "Incremental",
+                              "template": {
+                                "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                "contentVersion": "1.0.0.0",
+                                "metadata": {
+                                  "_generator": {
+                                    "name": "[format('FTK: {0}', parameters('app').id)]",
+                                    "version": "[parameters('version')]"
+                                  }
+                                },
+                                "resources": []
+                              }
+                            },
+                            "factoryManagementRoles": [
+                              "673868aa-7521-48a0-acc6-0f60742d39f5"
+                            ],
+                            "factoryStorageRoles": "[union(parameters('storageRoles'), if(not(variables('usesStorage')), createArray(), createArray('17d1049b-9a84-46fb-8f53-869881c3d3ab', 'ba92f5b4-2d11-453d-a403-e96b0029c9fe', 'acdd72a7-3385-48ef-bd42-f606fba81ae7')))]",
+                            "storageInfrastructureEncryptionProperties": "[if(not(parameters('app').hub.options.storageInfrastructureEncryption), createObject(), createObject('encryption', createObject('keySource', 'Microsoft.Storage', 'requireInfrastructureEncryption', parameters('app').hub.options.storageInfrastructureEncryption)))]"
+                          },
+                          "resources": {
+                            "dataFactory::managedVirtualNetwork::storageManagedPrivateEndpoint": {
+                              "condition": "[and(and(variables('usesDataFactory'), parameters('app').hub.options.privateRouting), variables('usesStorage'))]",
+                              "type": "Microsoft.DataFactory/factories/managedVirtualNetworks/managedPrivateEndpoints",
+                              "apiVersion": "2018-06-01",
+                              "name": "[format('{0}/{1}/{2}', parameters('app').dataFactory, 'default', parameters('app').storage)]",
+                              "properties": {
+                                "name": "[parameters('app').storage]",
+                                "groupId": "dfs",
+                                "privateLinkResourceId": "[resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage)]",
+                                "fqdns": [
+                                  "[reference('storageAccount').primaryEndpoints.dfs]"
+                                ]
+                              },
+                              "dependsOn": [
+                                "dataFactory::managedVirtualNetwork",
+                                "storageAccount"
+                              ]
+                            },
+                            "dataFactory::managedVirtualNetwork::keyVaultManagedPrivateEndpoint": {
+                              "condition": "[and(and(variables('usesDataFactory'), parameters('app').hub.options.privateRouting), variables('usesKeyVault'))]",
+                              "type": "Microsoft.DataFactory/factories/managedVirtualNetworks/managedPrivateEndpoints",
+                              "apiVersion": "2018-06-01",
+                              "name": "[format('{0}/{1}/{2}', parameters('app').dataFactory, 'default', parameters('app').keyVault)]",
+                              "properties": {
+                                "name": "[parameters('app').keyVault]",
+                                "groupId": "vault",
+                                "privateLinkResourceId": "[resourceId('Microsoft.KeyVault/vaults', parameters('app').keyVault)]",
+                                "fqdns": [
+                                  "[reference('keyVault').vaultUri]"
+                                ]
+                              },
+                              "dependsOn": [
+                                "dataFactory::managedVirtualNetwork",
+                                "keyVault"
+                              ]
+                            },
+                            "dataFactory::managedVirtualNetwork": {
+                              "condition": "[and(variables('usesDataFactory'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.DataFactory/factories/managedVirtualNetworks",
+                              "apiVersion": "2018-06-01",
+                              "name": "[format('{0}/{1}', parameters('app').dataFactory, 'default')]",
+                              "properties": {},
+                              "dependsOn": [
+                                "dataFactory"
+                              ]
+                            },
+                            "dataFactory::managedIntegrationRuntime": {
+                              "condition": "[and(variables('usesDataFactory'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.DataFactory/factories/integrationRuntimes",
+                              "apiVersion": "2018-06-01",
+                              "name": "[format('{0}/{1}', parameters('app').dataFactory, 'ManagedIntegrationRuntime')]",
+                              "properties": {
+                                "type": "Managed",
+                                "managedVirtualNetwork": {
+                                  "referenceName": "default",
+                                  "type": "ManagedVirtualNetworkReference"
+                                },
+                                "typeProperties": {
+                                  "computeProperties": {
+                                    "location": "[parameters('app').hub.location]",
+                                    "dataFlowProperties": {
+                                      "computeType": "General",
+                                      "coreCount": 8,
+                                      "timeToLive": 10,
+                                      "cleanup": false,
+                                      "customProperties": []
+                                    },
+                                    "copyComputeScaleProperties": {
+                                      "dataIntegrationUnit": 16,
+                                      "timeToLive": 30
+                                    },
+                                    "pipelineExternalComputeScaleProperties": {
+                                      "timeToLive": 30,
+                                      "numberOfPipelineNodes": 1,
+                                      "numberOfExternalNodes": 1
+                                    }
+                                  }
+                                }
+                              },
+                              "dependsOn": [
+                                "dataFactory",
+                                "dataFactory::managedVirtualNetwork"
+                              ]
+                            },
+                            "dataFactory::linkedService_keyVault": {
+                              "condition": "[and(variables('usesDataFactory'), variables('usesKeyVault'))]",
+                              "type": "Microsoft.DataFactory/factories/linkedservices",
+                              "apiVersion": "2018-06-01",
+                              "name": "[format('{0}/{1}', parameters('app').dataFactory, parameters('app').keyVault)]",
+                              "properties": {
+                                "annotations": [],
+                                "parameters": {},
+                                "type": "AzureKeyVault",
+                                "typeProperties": {
+                                  "baseUrl": "[reference(format('Microsoft.KeyVault/vaults/{0}', parameters('app').keyVault), '2023-02-01').vaultUri]"
+                                },
+                                "connectVia": "[if(parameters('app').hub.options.privateRouting, createObject('referenceName', 'ManagedIntegrationRuntime', 'type', 'IntegrationRuntimeReference'), null())]"
+                              },
+                              "dependsOn": [
+                                "dataFactory",
+                                "dataFactory::managedIntegrationRuntime",
+                                "keyVault"
+                              ]
+                            },
+                            "dataFactory::linkedService_storageAccount": {
+                              "condition": "[and(variables('usesDataFactory'), variables('usesStorage'))]",
+                              "type": "Microsoft.DataFactory/factories/linkedservices",
+                              "apiVersion": "2018-06-01",
+                              "name": "[format('{0}/{1}', parameters('app').dataFactory, parameters('app').storage)]",
+                              "properties": {
+                                "annotations": [],
+                                "parameters": {},
+                                "type": "AzureBlobFS",
+                                "typeProperties": {
+                                  "url": "[reference(format('Microsoft.Storage/storageAccounts/{0}', parameters('app').storage), '2021-08-01').primaryEndpoints.dfs]"
+                                },
+                                "connectVia": "[if(parameters('app').hub.options.privateRouting, createObject('referenceName', 'ManagedIntegrationRuntime', 'type', 'IntegrationRuntimeReference'), null())]"
+                              },
+                              "dependsOn": [
+                                "dataFactory",
+                                "dataFactory::managedIntegrationRuntime",
+                                "storageAccount"
+                              ]
+                            },
+                            "storageAccount::blobService": {
+                              "condition": "[variables('usesStorage')]",
+                              "type": "Microsoft.Storage/storageAccounts/blobServices",
+                              "apiVersion": "2022-09-01",
+                              "name": "[format('{0}/{1}', parameters('app').storage, 'default')]",
+                              "dependsOn": [
+                                "storageAccount"
+                              ]
+                            },
+                            "blobEndpoint::blobPrivateDnsZoneGroup": {
+                              "condition": "[and(variables('usesStorage'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateEndpoints/privateDnsZoneGroups",
+                              "apiVersion": "2023-11-01",
+                              "name": "[format('{0}/{1}', format('{0}-blob-ep', parameters('app').storage), 'storage-endpoint-zone')]",
+                              "properties": {
+                                "privateDnsZoneConfigs": [
+                                  {
+                                    "name": "[format('privatelink.blob.{0}', environment().suffixes.storage)]",
+                                    "properties": {
+                                      "privateDnsZoneId": "[resourceId('Microsoft.Network/privateDnsZones', format('privatelink.blob.{0}', environment().suffixes.storage))]"
+                                    }
+                                  }
+                                ]
+                              },
+                              "dependsOn": [
+                                "blobEndpoint"
+                              ]
+                            },
+                            "dfsEndpoint::dfsPrivateDnsZoneGroup": {
+                              "condition": "[and(variables('usesStorage'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateEndpoints/privateDnsZoneGroups",
+                              "apiVersion": "2023-11-01",
+                              "name": "[format('{0}/{1}', format('{0}-dfs-ep', parameters('app').storage), 'dfs-endpoint-zone')]",
+                              "properties": {
+                                "privateDnsZoneConfigs": [
+                                  {
+                                    "name": "[format('privatelink.dfs.{0}', environment().suffixes.storage)]",
+                                    "properties": {
+                                      "privateDnsZoneId": "[resourceId('Microsoft.Network/privateDnsZones', format('privatelink.dfs.{0}', environment().suffixes.storage))]"
+                                    }
+                                  }
+                                ]
+                              },
+                              "dependsOn": [
+                                "dfsEndpoint"
+                              ]
+                            },
+                            "keyVaultPrivateDnsZone::keyVaultPrivateDnsZoneLink": {
+                              "condition": "[and(variables('usesKeyVault'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateDnsZones/virtualNetworkLinks",
+                              "apiVersion": "2024-06-01",
+                              "name": "[format('{0}/{1}', format('privatelink{0}', replace(environment().suffixes.keyvaultDns, 'vault', 'vaultcore')), format('{0}-link', replace(format('privatelink{0}', replace(environment().suffixes.keyvaultDns, 'vault', 'vaultcore')), '.', '-')))]",
+                              "location": "global",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Network/privateDnsZones/virtualNetworkLinks')]",
+                              "properties": {
+                                "virtualNetwork": {
+                                  "id": "[parameters('app').hub.routing.networkId]"
+                                },
+                                "registrationEnabled": false
+                              },
+                              "dependsOn": [
+                                "keyVaultPrivateDnsZone"
+                              ]
+                            },
+                            "keyVaultEndpoint::keyVaultPrivateDnsZoneGroup": {
+                              "condition": "[and(variables('usesKeyVault'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateEndpoints/privateDnsZoneGroups",
+                              "apiVersion": "2023-11-01",
+                              "name": "[format('{0}/{1}', format('{0}-ep', parameters('app').keyVault), 'keyvault-endpoint-zone')]",
+                              "properties": {
+                                "privateDnsZoneConfigs": [
+                                  {
+                                    "name": "[format('privatelink{0}', replace(environment().suffixes.keyvaultDns, 'vault', 'vaultcore'))]",
+                                    "properties": {
+                                      "privateDnsZoneId": "[resourceId('Microsoft.Network/privateDnsZones', format('privatelink{0}', replace(environment().suffixes.keyvaultDns, 'vault', 'vaultcore')))]"
+                                    }
+                                  }
+                                ]
+                              },
+                              "dependsOn": [
+                                "keyVaultEndpoint",
+                                "keyVaultPrivateDnsZone"
+                              ]
+                            },
+                            "appTelemetry": {
+                              "condition": "[parameters('app').hub.options.enableTelemetry]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2022-09-01",
+                              "name": "[if(lessOrEquals(length(variables('telemetryId')), 64), variables('telemetryId'), substring(variables('telemetryId'), 0, 64))]",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Resources/deployments')]",
+                              "properties": "[variables('telemetryProps')]"
+                            },
+                            "dataFactory": {
+                              "condition": "[variables('usesDataFactory')]",
+                              "type": "Microsoft.DataFactory/factories",
+                              "apiVersion": "2018-06-01",
+                              "name": "[parameters('app').dataFactory]",
+                              "location": "[parameters('app').hub.location]",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.DataFactory/factories')]",
+                              "identity": {
+                                "type": "SystemAssigned"
+                              },
+                              "properties": {
+                                "globalConfigurations": {
+                                  "PipelineBillingEnabled": "true"
+                                }
+                              }
+                            },
+                            "storageRoleAssignments": {
+                              "copy": {
+                                "name": "storageRoleAssignments",
+                                "count": "[length(variables('factoryStorageRoles'))]"
+                              },
+                              "condition": "[variables('usesDataFactory')]",
+                              "type": "Microsoft.Authorization/roleAssignments",
+                              "apiVersion": "2022-04-01",
+                              "scope": "[resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage)]",
+                              "name": "[guid(resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage), variables('factoryStorageRoles')[copyIndex()], resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory))]",
+                              "properties": {
+                                "roleDefinitionId": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', variables('factoryStorageRoles')[copyIndex()])]",
+                                "principalId": "[reference('dataFactory', '2018-06-01', 'full').identity.principalId]",
+                                "principalType": "ServicePrincipal"
+                              },
+                              "dependsOn": [
+                                "dataFactory",
+                                "storageAccount"
+                              ]
+                            },
+                            "factorySelfRoleAssignments": {
+                              "copy": {
+                                "name": "factorySelfRoleAssignments",
+                                "count": "[length(variables('factoryManagementRoles'))]"
+                              },
+                              "condition": "[variables('usesDataFactory')]",
+                              "type": "Microsoft.Authorization/roleAssignments",
+                              "apiVersion": "2022-04-01",
+                              "scope": "[resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory)]",
+                              "name": "[guid(resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory), variables('factoryManagementRoles')[copyIndex()], resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory))]",
+                              "properties": {
+                                "roleDefinitionId": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', variables('factoryManagementRoles')[copyIndex()])]",
+                                "principalId": "[reference('dataFactory', '2018-06-01', 'full').identity.principalId]",
+                                "principalType": "ServicePrincipal"
+                              },
+                              "dependsOn": [
+                                "dataFactory"
+                              ]
+                            },
+                            "triggerManagerIdentity": {
+                              "condition": "[variables('usesDataFactory')]",
+                              "type": "Microsoft.ManagedIdentity/userAssignedIdentities",
+                              "apiVersion": "2023-01-31",
+                              "name": "[format('{0}_triggerManager', parameters('app').dataFactory)]",
+                              "location": "[parameters('app').hub.location]",
+                              "tags": "[union(parameters('app').tags, coalesce(tryGet(parameters('app').hub.tagsByResource, 'Microsoft.ManagedIdentity/userAssignedIdentities'), createObject()))]",
+                              "dependsOn": [
+                                "dataFactory"
+                              ]
+                            },
+                            "triggerManagerRoleAssignments": {
+                              "copy": {
+                                "name": "triggerManagerRoleAssignments",
+                                "count": "[length(variables('factoryManagementRoles'))]"
+                              },
+                              "condition": "[variables('usesDataFactory')]",
+                              "type": "Microsoft.Authorization/roleAssignments",
+                              "apiVersion": "2022-04-01",
+                              "scope": "[resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory)]",
+                              "name": "[guid(resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory), variables('factoryManagementRoles')[copyIndex()], resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', format('{0}_triggerManager', parameters('app').dataFactory)))]",
+                              "properties": {
+                                "roleDefinitionId": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', variables('factoryManagementRoles')[copyIndex()])]",
+                                "principalId": "[reference('triggerManagerIdentity').principalId]",
+                                "principalType": "ServicePrincipal"
+                              },
+                              "dependsOn": [
+                                "dataFactory",
+                                "triggerManagerIdentity"
+                              ]
+                            },
+                            "storageAccount": {
+                              "condition": "[variables('usesStorage')]",
+                              "type": "Microsoft.Storage/storageAccounts",
+                              "apiVersion": "2022-09-01",
+                              "name": "[parameters('app').storage]",
+                              "location": "[parameters('app').hub.location]",
+                              "sku": {
+                                "name": "[parameters('app').hub.options.storageSku]"
+                              },
+                              "kind": "BlockBlobStorage",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Storage/storageAccounts')]",
+                              "properties": "[shallowMerge(createArray(variables('storageInfrastructureEncryptionProperties'), createObject('supportsHttpsTrafficOnly', true(), 'allowSharedKeyAccess', true(), 'isHnsEnabled', true(), 'minimumTlsVersion', 'TLS1_2', 'allowBlobPublicAccess', false(), 'publicNetworkAccess', 'Enabled', 'networkAcls', createObject('bypass', 'AzureServices', 'defaultAction', if(parameters('app').hub.options.privateRouting, 'Deny', 'Allow')))))]"
+                            },
+                            "blobPrivateDnsZone": {
+                              "condition": "[and(variables('usesStorage'), parameters('app').hub.options.privateRouting)]",
+                              "existing": true,
+                              "type": "Microsoft.Network/privateDnsZones",
+                              "apiVersion": "2024-06-01",
+                              "name": "[format('privatelink.blob.{0}', environment().suffixes.storage)]"
+                            },
+                            "blobEndpoint": {
+                              "condition": "[and(variables('usesStorage'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateEndpoints",
+                              "apiVersion": "2023-11-01",
+                              "name": "[format('{0}-blob-ep', parameters('app').storage)]",
+                              "location": "[parameters('app').hub.location]",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Network/privateEndpoints')]",
+                              "properties": {
+                                "subnet": {
+                                  "id": "[parameters('app').hub.routing.subnets.storage]"
+                                },
+                                "privateLinkServiceConnections": [
+                                  {
+                                    "name": "blobLink",
+                                    "properties": {
+                                      "privateLinkServiceId": "[resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage)]",
+                                      "groupIds": [
+                                        "blob"
+                                      ]
+                                    }
+                                  }
+                                ]
+                              },
+                              "dependsOn": [
+                                "storageAccount"
+                              ]
+                            },
+                            "dfsPrivateDnsZone": {
+                              "condition": "[and(variables('usesStorage'), parameters('app').hub.options.privateRouting)]",
+                              "existing": true,
+                              "type": "Microsoft.Network/privateDnsZones",
+                              "apiVersion": "2024-06-01",
+                              "name": "[format('privatelink.dfs.{0}', environment().suffixes.storage)]"
+                            },
+                            "dfsEndpoint": {
+                              "condition": "[and(variables('usesStorage'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateEndpoints",
+                              "apiVersion": "2023-11-01",
+                              "name": "[format('{0}-dfs-ep', parameters('app').storage)]",
+                              "location": "[parameters('app').hub.location]",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Network/privateEndpoints')]",
+                              "properties": {
+                                "subnet": {
+                                  "id": "[parameters('app').hub.routing.subnets.storage]"
+                                },
+                                "privateLinkServiceConnections": [
+                                  {
+                                    "name": "dfsLink",
+                                    "properties": {
+                                      "privateLinkServiceId": "[resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage)]",
+                                      "groupIds": [
+                                        "dfs"
+                                      ]
+                                    }
+                                  }
+                                ]
+                              },
+                              "dependsOn": [
+                                "storageAccount"
+                              ]
+                            },
+                            "keyVault": {
+                              "condition": "[variables('usesKeyVault')]",
+                              "type": "Microsoft.KeyVault/vaults",
+                              "apiVersion": "2023-02-01",
+                              "name": "[parameters('app').keyVault]",
+                              "location": "[parameters('app').hub.location]",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.KeyVault/vaults')]",
+                              "properties": {
+                                "sku": {
+                                  "name": "[parameters('app').hub.options.keyVaultSku]",
+                                  "family": "A"
+                                },
+                                "enabledForDeployment": true,
+                                "enabledForTemplateDeployment": true,
+                                "enabledForDiskEncryption": true,
+                                "enableSoftDelete": true,
+                                "softDeleteRetentionInDays": 90,
+                                "enablePurgeProtection": "[if(parameters('app').hub.options.keyVaultEnablePurgeProtection, true(), null())]",
+                                "enableRbacAuthorization": false,
+                                "createMode": "default",
+                                "tenantId": "[subscription().tenantId]",
+                                "accessPolicies": [
+                                  {
+                                    "objectId": "[reference('dataFactory', '2018-06-01', 'full').identity.principalId]",
+                                    "tenantId": "[subscription().tenantId]",
+                                    "permissions": {
+                                      "secrets": [
+                                        "get"
+                                      ]
+                                    }
+                                  }
+                                ],
+                                "networkAcls": {
+                                  "bypass": "AzureServices",
+                                  "defaultAction": "[if(parameters('app').hub.options.privateRouting, 'Deny', 'Allow')]"
+                                }
+                              },
+                              "dependsOn": [
+                                "dataFactory"
+                              ]
+                            },
+                            "keyVaultPrivateDnsZone": {
+                              "condition": "[and(variables('usesKeyVault'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateDnsZones",
+                              "apiVersion": "2024-06-01",
+                              "name": "[format('privatelink{0}', replace(environment().suffixes.keyvaultDns, 'vault', 'vaultcore'))]",
+                              "location": "global",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Network/privateDnsZones')]",
+                              "properties": {}
+                            },
+                            "keyVaultEndpoint": {
+                              "condition": "[and(variables('usesKeyVault'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateEndpoints",
+                              "apiVersion": "2023-11-01",
+                              "name": "[format('{0}-ep', parameters('app').keyVault)]",
+                              "location": "[parameters('app').hub.location]",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Network/privateEndpoints')]",
+                              "properties": {
+                                "subnet": {
+                                  "id": "[parameters('app').hub.routing.subnets.keyVault]"
+                                },
+                                "privateLinkServiceConnections": [
+                                  {
+                                    "name": "keyVaultLink",
+                                    "properties": {
+                                      "privateLinkServiceId": "[resourceId('Microsoft.KeyVault/vaults', parameters('app').keyVault)]",
+                                      "groupIds": [
+                                        "vault"
+                                      ]
+                                    }
+                                  }
+                                ]
+                              },
+                              "dependsOn": [
+                                "keyVault"
+                              ]
+                            },
+                            "getKeyVaultPrivateEndpointConnections": {
+                              "condition": "[and(and(variables('usesDataFactory'), variables('usesKeyVault')), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2025-04-01",
+                              "name": "GetKeyVaultPrivateEndpointConnections",
+                              "properties": {
+                                "expressionEvaluationOptions": {
+                                  "scope": "inner"
+                                },
+                                "mode": "Incremental",
+                                "parameters": {
+                                  "keyVaultName": {
+                                    "value": "[parameters('app').keyVault]"
+                                  }
+                                },
+                                "template": {
+                                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                  "languageVersion": "2.1-experimental",
+                                  "contentVersion": "1.0.0.0",
+                                  "metadata": {
+                                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                                      "Enable @validate() decorator"
+                                    ],
+                                    "_generator": {
+                                      "name": "bicep",
+                                      "version": "0.40.2.10011",
+                                      "templateHash": "14430016218703995910"
+                                    }
+                                  },
+                                  "parameters": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "defaultValue": [],
+                                      "metadata": {
+                                        "description": "Optional. Array of private endpoint connections. Pending ones will be approved."
+                                      }
+                                    },
+                                    "keyVaultName": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the KeyVault."
+                                      }
+                                    }
+                                  },
+                                  "resources": {
+                                    "keyVault": {
+                                      "existing": true,
+                                      "type": "Microsoft.KeyVault/vaults",
+                                      "apiVersion": "2023-07-01",
+                                      "name": "[parameters('keyVaultName')]"
+                                    },
+                                    "privateEndpointConnection": {
+                                      "copy": {
+                                        "name": "privateEndpointConnection",
+                                        "count": "[length(parameters('privateEndpointConnections'))]"
+                                      },
+                                      "condition": "[equals(parameters('privateEndpointConnections')[copyIndex()].properties.privateLinkServiceConnectionState.status, 'Pending')]",
+                                      "type": "Microsoft.KeyVault/vaults/privateEndpointConnections",
+                                      "apiVersion": "2023-07-01",
+                                      "name": "[format('{0}/{1}', parameters('keyVaultName'), last(array(split(parameters('privateEndpointConnections')[copyIndex()].id, '/'))))]",
+                                      "properties": {
+                                        "privateLinkServiceConnectionState": {
+                                          "status": "Approved",
+                                          "description": "Approved-by-pipeline"
+                                        }
+                                      }
+                                    }
+                                  },
+                                  "outputs": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "value": "[reference('keyVault').privateEndpointConnections]"
+                                    }
+                                  }
+                                }
+                              },
+                              "dependsOn": [
+                                "dataFactory::managedVirtualNetwork::keyVaultManagedPrivateEndpoint",
+                                "getStoragePrivateEndpointConnections",
+                                "keyVault"
+                              ]
+                            },
+                            "approveKeyVaultPrivateEndpointConnections": {
+                              "condition": "[and(and(variables('usesDataFactory'), variables('usesKeyVault')), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2025-04-01",
+                              "name": "ApproveKeyVaultPrivateEndpointConnections",
+                              "properties": {
+                                "expressionEvaluationOptions": {
+                                  "scope": "inner"
+                                },
+                                "mode": "Incremental",
+                                "parameters": {
+                                  "keyVaultName": {
+                                    "value": "[parameters('app').keyVault]"
+                                  },
+                                  "privateEndpointConnections": {
+                                    "value": "[reference('getKeyVaultPrivateEndpointConnections').outputs.privateEndpointConnections.value]"
+                                  }
+                                },
+                                "template": {
+                                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                  "languageVersion": "2.1-experimental",
+                                  "contentVersion": "1.0.0.0",
+                                  "metadata": {
+                                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                                      "Enable @validate() decorator"
+                                    ],
+                                    "_generator": {
+                                      "name": "bicep",
+                                      "version": "0.40.2.10011",
+                                      "templateHash": "14430016218703995910"
+                                    }
+                                  },
+                                  "parameters": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "defaultValue": [],
+                                      "metadata": {
+                                        "description": "Optional. Array of private endpoint connections. Pending ones will be approved."
+                                      }
+                                    },
+                                    "keyVaultName": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the KeyVault."
+                                      }
+                                    }
+                                  },
+                                  "resources": {
+                                    "keyVault": {
+                                      "existing": true,
+                                      "type": "Microsoft.KeyVault/vaults",
+                                      "apiVersion": "2023-07-01",
+                                      "name": "[parameters('keyVaultName')]"
+                                    },
+                                    "privateEndpointConnection": {
+                                      "copy": {
+                                        "name": "privateEndpointConnection",
+                                        "count": "[length(parameters('privateEndpointConnections'))]"
+                                      },
+                                      "condition": "[equals(parameters('privateEndpointConnections')[copyIndex()].properties.privateLinkServiceConnectionState.status, 'Pending')]",
+                                      "type": "Microsoft.KeyVault/vaults/privateEndpointConnections",
+                                      "apiVersion": "2023-07-01",
+                                      "name": "[format('{0}/{1}', parameters('keyVaultName'), last(array(split(parameters('privateEndpointConnections')[copyIndex()].id, '/'))))]",
+                                      "properties": {
+                                        "privateLinkServiceConnectionState": {
+                                          "status": "Approved",
+                                          "description": "Approved-by-pipeline"
+                                        }
+                                      }
+                                    }
+                                  },
+                                  "outputs": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "value": "[reference('keyVault').privateEndpointConnections]"
+                                    }
+                                  }
+                                }
+                              },
+                              "dependsOn": [
+                                "getKeyVaultPrivateEndpointConnections",
+                                "keyVault"
+                              ]
+                            },
+                            "getStoragePrivateEndpointConnections": {
+                              "condition": "[and(and(variables('usesDataFactory'), variables('usesStorage')), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2025-04-01",
+                              "name": "GetStoragePrivateEndpointConnections",
+                              "properties": {
+                                "expressionEvaluationOptions": {
+                                  "scope": "inner"
+                                },
+                                "mode": "Incremental",
+                                "parameters": {
+                                  "storageAccountName": {
+                                    "value": "[parameters('app').storage]"
+                                  }
+                                },
+                                "template": {
+                                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                  "languageVersion": "2.1-experimental",
+                                  "contentVersion": "1.0.0.0",
+                                  "metadata": {
+                                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                                      "Enable @validate() decorator"
+                                    ],
+                                    "_generator": {
+                                      "name": "bicep",
+                                      "version": "0.40.2.10011",
+                                      "templateHash": "6251600796460224070"
+                                    }
+                                  },
+                                  "parameters": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "defaultValue": [],
+                                      "metadata": {
+                                        "description": "Optional. Array of private endpoint connections. Pending ones will be approved."
+                                      }
+                                    },
+                                    "storageAccountName": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the storage account."
+                                      }
+                                    }
+                                  },
+                                  "resources": {
+                                    "storageAccount": {
+                                      "existing": true,
+                                      "type": "Microsoft.Storage/storageAccounts",
+                                      "apiVersion": "2023-04-01",
+                                      "name": "[parameters('storageAccountName')]"
+                                    },
+                                    "privateEndpointConnection": {
+                                      "copy": {
+                                        "name": "privateEndpointConnection",
+                                        "count": "[length(parameters('privateEndpointConnections'))]"
+                                      },
+                                      "condition": "[equals(parameters('privateEndpointConnections')[copyIndex()].properties.privateLinkServiceConnectionState.status, 'Pending')]",
+                                      "type": "Microsoft.Storage/storageAccounts/privateEndpointConnections",
+                                      "apiVersion": "2023-04-01",
+                                      "name": "[format('{0}/{1}', parameters('storageAccountName'), last(array(split(parameters('privateEndpointConnections')[copyIndex()].id, '/'))))]",
+                                      "properties": {
+                                        "privateLinkServiceConnectionState": {
+                                          "status": "Approved",
+                                          "description": "Approved-by-pipeline",
+                                          "actionRequired": "None"
+                                        }
+                                      }
+                                    }
+                                  },
+                                  "outputs": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "value": "[reference('storageAccount').privateEndpointConnections]"
+                                    }
+                                  }
+                                }
+                              },
+                              "dependsOn": [
+                                "dataFactory::managedVirtualNetwork::storageManagedPrivateEndpoint",
+                                "stopTriggers",
+                                "storageAccount"
+                              ]
+                            },
+                            "approveStoragePrivateEndpointConnections": {
+                              "condition": "[and(and(variables('usesDataFactory'), variables('usesStorage')), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2025-04-01",
+                              "name": "ApproveStoragePrivateEndpointConnections",
+                              "properties": {
+                                "expressionEvaluationOptions": {
+                                  "scope": "inner"
+                                },
+                                "mode": "Incremental",
+                                "parameters": {
+                                  "storageAccountName": {
+                                    "value": "[parameters('app').storage]"
+                                  },
+                                  "privateEndpointConnections": {
+                                    "value": "[reference('getStoragePrivateEndpointConnections').outputs.privateEndpointConnections.value]"
+                                  }
+                                },
+                                "template": {
+                                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                  "languageVersion": "2.1-experimental",
+                                  "contentVersion": "1.0.0.0",
+                                  "metadata": {
+                                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                                      "Enable @validate() decorator"
+                                    ],
+                                    "_generator": {
+                                      "name": "bicep",
+                                      "version": "0.40.2.10011",
+                                      "templateHash": "6251600796460224070"
+                                    }
+                                  },
+                                  "parameters": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "defaultValue": [],
+                                      "metadata": {
+                                        "description": "Optional. Array of private endpoint connections. Pending ones will be approved."
+                                      }
+                                    },
+                                    "storageAccountName": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the storage account."
+                                      }
+                                    }
+                                  },
+                                  "resources": {
+                                    "storageAccount": {
+                                      "existing": true,
+                                      "type": "Microsoft.Storage/storageAccounts",
+                                      "apiVersion": "2023-04-01",
+                                      "name": "[parameters('storageAccountName')]"
+                                    },
+                                    "privateEndpointConnection": {
+                                      "copy": {
+                                        "name": "privateEndpointConnection",
+                                        "count": "[length(parameters('privateEndpointConnections'))]"
+                                      },
+                                      "condition": "[equals(parameters('privateEndpointConnections')[copyIndex()].properties.privateLinkServiceConnectionState.status, 'Pending')]",
+                                      "type": "Microsoft.Storage/storageAccounts/privateEndpointConnections",
+                                      "apiVersion": "2023-04-01",
+                                      "name": "[format('{0}/{1}', parameters('storageAccountName'), last(array(split(parameters('privateEndpointConnections')[copyIndex()].id, '/'))))]",
+                                      "properties": {
+                                        "privateLinkServiceConnectionState": {
+                                          "status": "Approved",
+                                          "description": "Approved-by-pipeline",
+                                          "actionRequired": "None"
+                                        }
+                                      }
+                                    }
+                                  },
+                                  "outputs": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "value": "[reference('storageAccount').privateEndpointConnections]"
+                                    }
+                                  }
+                                }
+                              },
+                              "dependsOn": [
+                                "getStoragePrivateEndpointConnections",
+                                "storageAccount"
+                              ]
+                            },
+                            "stopTriggers": {
+                              "condition": "[variables('usesDataFactory')]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2025-04-01",
+                              "name": "[format('{0}.{1}_ADF.StopTriggers', parameters('app').publisher, parameters('app').name)]",
+                              "properties": {
+                                "expressionEvaluationOptions": {
+                                  "scope": "inner"
+                                },
+                                "mode": "Incremental",
+                                "parameters": {
+                                  "app": {
+                                    "value": "[parameters('app')]"
+                                  },
+                                  "identityName": {
+                                    "value": "[format('{0}_triggerManager', parameters('app').dataFactory)]"
+                                  },
+                                  "scriptContent": {
+                                    "value": "[variables('$fxv#0')]"
+                                  },
+                                  "arguments": {
+                                    "value": "[join(createArray(format('-DataFactoryResourceGroup \"{0}\"', resourceGroup().name), format('-DataFactoryName \"{0}\"', parameters('app').dataFactory), '-StopTriggers'), ' ')]"
+                                  }
+                                },
+                                "template": {
+                                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                  "languageVersion": "2.1-experimental",
+                                  "contentVersion": "1.0.0.0",
+                                  "metadata": {
+                                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                                      "Enable @validate() decorator"
+                                    ],
+                                    "_generator": {
+                                      "name": "bicep",
+                                      "version": "0.40.2.10011",
+                                      "templateHash": "15790442586575518487"
+                                    }
+                                  },
+                                  "definitions": {
+                                    "EnvironmentVariable": {
+                                      "type": "object",
+                                      "properties": {
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "value": {
+                                          "type": "string"
+                                        }
+                                      }
+                                    },
+                                    "_1.HubProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "location": {
+                                          "type": "string"
+                                        },
+                                        "tags": {
+                                          "type": "object"
+                                        },
+                                        "tagsByResource": {
+                                          "type": "object"
+                                        },
+                                        "version": {
+                                          "type": "string"
+                                        },
+                                        "options": {
+                                          "type": "object",
+                                          "properties": {
+                                            "enableTelemetry": {
+                                              "type": "bool"
+                                            },
+                                            "keyVaultSku": {
+                                              "type": "string"
+                                            },
+                                            "keyVaultEnablePurgeProtection": {
+                                              "type": "bool"
+                                            },
+                                            "networkAddressPrefix": {
+                                              "type": "string"
+                                            },
+                                            "natGateway": {
+                                              "type": "bool"
+                                            },
+                                            "privateRouting": {
+                                              "type": "bool"
+                                            },
+                                            "publisherIsolation": {
+                                              "type": "bool"
+                                            },
+                                            "storageInfrastructureEncryption": {
+                                              "type": "bool"
+                                            },
+                                            "storageSku": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        },
+                                        "routing": {
+                                          "$ref": "#/definitions/_1.HubRoutingProperties"
+                                        },
+                                        "core": {
+                                          "type": "object",
+                                          "properties": {
+                                            "suffix": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "FinOps hub resource ID.",
+                                        "name": "FinOps hub instance name.",
+                                        "location": "Azure resource location of the FinOps hub instance.",
+                                        "tags": "Tags to apply to all FinOps hub resources.",
+                                        "tagsByResource": "Tags to apply to resources based on their resource type.",
+                                        "version": "FinOps hub version number.",
+                                        "options": {
+                                          "enableTelemetry": "Indicates whether telemetry should be enabled for deployments.",
+                                          "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
+                                          "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
+                                          "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
+                                          "privateRouting": "Indicates whether private network routing is enabled.",
+                                          "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
+                                          "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
+                                          "storageSku": "Storage account SKU. Allowed values: \"Premium_LRS\", \"Premium_ZRS\"."
+                                        },
+                                        "routing": "FinOps hub private network routing properties, if enabled.",
+                                        "core": {
+                                          "suffix": "Unique suffix used for shared resources."
+                                        },
+                                        "apps": {},
+                                        "description": "FinOps hub instance properties.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "_1.HubRoutingProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "networkId": {
+                                          "type": "string"
+                                        },
+                                        "networkName": {
+                                          "type": "string"
+                                        },
+                                        "scriptStorage": {
+                                          "type": "string"
+                                        },
+                                        "dnsZones": {
+                                          "type": "object",
+                                          "properties": {
+                                            "blob": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "dfs": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "file": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "queue": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "table": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            }
+                                          }
+                                        },
+                                        "subnets": {
+                                          "type": "object",
+                                          "properties": {
+                                            "dataExplorer": {
+                                              "type": "string"
+                                            },
+                                            "dataFactory": {
+                                              "type": "string"
+                                            },
+                                            "keyVault": {
+                                              "type": "string"
+                                            },
+                                            "scripts": {
+                                              "type": "string"
+                                            },
+                                            "storage": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        }
+                                      },
+                                      "metadata": {
+                                        "networkId": "Resource ID of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                        "networkName": "Name of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                        "scriptStorage": "Name of the storage account used for deployment scripts.",
+                                        "dnsZones": {
+                                          "blob": "Resource ID and name for the blob storage DNS zone.",
+                                          "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                          "file": "Resource ID and name for the file storage DNS zone.",
+                                          "queue": "Resource ID and name for the queue storage DNS zone.",
+                                          "table": "Resource ID and name for the table storage DNS zone."
+                                        },
+                                        "subnets": {
+                                          "dataExplorer": "Resource ID of the subnet for the Data Explorer instance.",
+                                          "dataFactory": "Resource ID of the subnet for Data Factory instances.",
+                                          "keyVault": "Resource ID of the subnet for Key Vault instances.",
+                                          "scripts": "Resource ID of the subnet for deployment script storage.",
+                                          "storage": "Resource ID of the subnet for storage accounts."
+                                        },
+                                        "description": "FinOps hub private network routing properties.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "_1.IdNameObject": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "Fully-qualified resource ID.",
+                                        "name": "Resource name.",
+                                        "description": "Resource ID and name.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "HubAppProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "publisher": {
+                                          "type": "string"
+                                        },
+                                        "suffix": {
+                                          "type": "string"
+                                        },
+                                        "tags": {
+                                          "type": "object"
+                                        },
+                                        "dataFactory": {
+                                          "type": "string"
+                                        },
+                                        "keyVault": {
+                                          "type": "string"
+                                        },
+                                        "storage": {
+                                          "type": "string"
+                                        },
+                                        "hub": {
+                                          "$ref": "#/definitions/_1.HubProperties"
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "Fully-qualified name of the publisher and app, separated by a dot.",
+                                        "name": "Short name of the FinOps hub app. Last segment of the app ID.",
+                                        "publisher": "Fully-qualified namespace of the FinOps hub app publisher.",
+                                        "suffix": "Unique suffix used for publisher resources.",
+                                        "tags": "Tags to apply to all FinOps hub resources for this FinOps hub app publisher. Tags are not specific to the app since resources are shared.",
+                                        "dataFactory": "Name of the Data Factory instance for this publisher.",
+                                        "keyVault": "Name of the KeyVault instance for this publisher.",
+                                        "storage": "Name of the storage account for this publisher.",
+                                        "hub": "FinOps hub instance the app is deployed to.",
+                                        "description": "FinOps hub app configuration settings.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    }
+                                  },
+                                  "parameters": {
+                                    "app": {
+                                      "$ref": "#/definitions/HubAppProperties",
+                                      "metadata": {
+                                        "description": "Required. FinOps hub app the deployment script is being run for."
+                                      }
+                                    },
+                                    "identityName": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the managed identity to create."
+                                      }
+                                    },
+                                    "scriptName": {
+                                      "type": "string",
+                                      "defaultValue": "[deployment().name]",
+                                      "metadata": {
+                                        "description": "Optional. Name of the deployment script to create. Default = (same as deployment)."
+                                      }
+                                    },
+                                    "scriptContent": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the deployment script to create."
+                                      }
+                                    },
+                                    "arguments": {
+                                      "type": "string",
+                                      "defaultValue": "",
+                                      "metadata": {
+                                        "description": "Optional. Additional arguments to pass into the deployment script."
+                                      }
+                                    },
+                                    "environmentVariables": {
+                                      "type": "array",
+                                      "items": {
+                                        "$ref": "#/definitions/EnvironmentVariable"
+                                      },
+                                      "defaultValue": [],
+                                      "metadata": {
+                                        "description": "Optional. Environment variables to use for the deployment script."
+                                      }
+                                    },
+                                    "forceUpdateTag": {
+                                      "type": "string",
+                                      "defaultValue": "",
+                                      "metadata": {
+                                        "description": "Optional. Forces the script to run again when the value changes. Default = empty (only reruns when properties change)."
+                                      }
+                                    }
+                                  },
+                                  "variables": {
+                                    "privateEndpointDeploymentRoles": "[if(not(parameters('app').hub.options.privateRouting), createArray(), createArray('69566ab7-960f-475b-8e7c-b3118f30c6bd'))]",
+                                    "containerGroupName": "[replace(replace(replace(parameters('scriptName'), '/', '-'), '.', '-'), '_', '-')]",
+                                    "privateEndpointDeploymentProperties": "[if(not(parameters('app').hub.options.privateRouting), createObject(), createObject('storageAccountSettings', createObject('storageAccountName', coalesce(parameters('app').hub.routing.scriptStorage, '')), 'containerSettings', createObject('containerGroupName', if(greater(length(variables('containerGroupName')), 63), substring(variables('containerGroupName'), 0, 62), variables('containerGroupName')), 'subnetIds', createArray(createObject('id', coalesce(parameters('app').hub.routing.subnets.scripts, ''))))))]"
+                                  },
+                                  "resources": {
+                                    "identity": {
+                                      "type": "Microsoft.ManagedIdentity/userAssignedIdentities",
+                                      "apiVersion": "2023-01-31",
+                                      "name": "[parameters('identityName')]",
+                                      "tags": "[union(parameters('app').tags, coalesce(tryGet(parameters('app').hub.tagsByResource, 'Microsoft.ManagedIdentity/userAssignedIdentities'), createObject()))]",
+                                      "location": "[parameters('app').hub.location]"
+                                    },
+                                    "scriptStorageAccount": {
+                                      "condition": "[parameters('app').hub.options.privateRouting]",
+                                      "existing": true,
+                                      "type": "Microsoft.Storage/storageAccounts",
+                                      "apiVersion": "2022-09-01",
+                                      "name": "[coalesce(parameters('app').hub.routing.scriptStorage, '')]"
+                                    },
+                                    "identityRoleAssignments": {
+                                      "copy": {
+                                        "name": "identityRoleAssignments",
+                                        "count": "[length(variables('privateEndpointDeploymentRoles'))]"
+                                      },
+                                      "condition": "[parameters('app').hub.options.privateRouting]",
+                                      "type": "Microsoft.Authorization/roleAssignments",
+                                      "apiVersion": "2022-04-01",
+                                      "scope": "[resourceId('Microsoft.Storage/storageAccounts', coalesce(parameters('app').hub.routing.scriptStorage, ''))]",
+                                      "name": "[guid(variables('privateEndpointDeploymentRoles')[copyIndex()], resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]",
+                                      "properties": {
+                                        "roleDefinitionId": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', variables('privateEndpointDeploymentRoles')[copyIndex()])]",
+                                        "principalId": "[reference('identity').principalId]",
+                                        "principalType": "ServicePrincipal"
+                                      },
+                                      "dependsOn": [
+                                        "identity"
+                                      ]
+                                    },
+                                    "script": {
+                                      "type": "Microsoft.Resources/deploymentScripts",
+                                      "apiVersion": "2023-08-01",
+                                      "name": "[parameters('scriptName')]",
+                                      "kind": "AzurePowerShell",
+                                      "location": "[if(startsWith(parameters('app').hub.location, 'china'), 'chinaeast2', parameters('app').hub.location)]",
+                                      "tags": "[union(parameters('app').tags, coalesce(tryGet(parameters('app').hub.tagsByResource, 'Microsoft.Resources/deploymentScripts'), createObject()))]",
+                                      "identity": {
+                                        "type": "UserAssigned",
+                                        "userAssignedIdentities": {
+                                          "[format('{0}', resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]": {}
+                                        }
+                                      },
+                                      "properties": "[shallowMerge(createArray(variables('privateEndpointDeploymentProperties'), createObject('azPowerShellVersion', '11.0', 'retentionInterval', 'PT1H', 'cleanupPreference', 'OnSuccess', 'scriptContent', parameters('scriptContent'), 'arguments', parameters('arguments'), 'environmentVariables', parameters('environmentVariables'), 'forceUpdateTag', if(empty(parameters('forceUpdateTag')), null(), parameters('forceUpdateTag')))))]",
+                                      "dependsOn": [
+                                        "identity",
+                                        "identityRoleAssignments"
+                                      ]
+                                    }
+                                  },
+                                  "outputs": {
+                                    "scriptOutputs": {
+                                      "type": "object",
+                                      "metadata": {
+                                        "description": "Values the script set in $DeploymentScriptOutputs. Empty if the script did not set any."
+                                      },
+                                      "value": "[coalesce(tryGet(reference('script'), 'outputs'), createObject())]"
+                                    }
+                                  }
+                                }
+                              },
+                              "dependsOn": [
+                                "appTelemetry",
+                                "dataFactory",
+                                "triggerManagerIdentity",
+                                "triggerManagerRoleAssignments"
+                              ]
+                            }
+                          },
+                          "outputs": {
+                            "dataFactoryId": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Resource ID of the Data Factory instance used by the FinOps hub app. Empty when not deployed."
+                              },
+                              "value": "[if(variables('usesDataFactory'), resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory), '')]"
+                            },
+                            "keyVaultId": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Resource ID of the Key Vault instance used by the FinOps hub app. Empty when not deployed."
+                              },
+                              "value": "[if(variables('usesKeyVault'), resourceId('Microsoft.KeyVault/vaults', parameters('app').keyVault), '')]"
+                            },
+                            "storageAccountId": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Resource ID of the storage account instance used by the FinOps hub app. Empty when not deployed."
+                              },
+                              "value": "[if(variables('usesStorage'), resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage), '')]"
+                            },
+                            "principalId": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Principal ID for the managed identity used by Data Factory. Empty when not deployed."
+                              },
+                              "value": "[if(variables('usesDataFactory'), reference('dataFactory', '2018-06-01', 'full').identity.principalId, '')]"
+                            },
+                            "triggerManagerIdentityName": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Name of the managed identity used to create and stop ADF triggers. Empty when not deployed."
+                              },
+                              "value": "[if(variables('usesDataFactory'), format('{0}_triggerManager', parameters('app').dataFactory), '')]"
+                            }
+                          }
+                        }
+                      }
+                    }
+                  },
+                  "outputs": {
+                    "app": {
+                      "$ref": "#/definitions/HubAppProperties",
+                      "metadata": {
+                        "description": "The app properties for the AzureResourceGraph app."
+                      },
+                      "value": "[parameters('app')]"
+                    },
+                    "metadata": {
+                      "$ref": "#/definitions/AzureResourceGraphMetadata",
+                      "metadata": {
+                        "description": "Metadata describing resources created by the AzureResourceGraph app."
+                      },
+                      "value": {
+                        "id": "Microsoft.FinOpsHubs.AzureResourceGraph",
+                        "version": "[variables('finOpsToolkitVersion')]",
+                        "datasets": {
+                          "azureResourceGraph": "azureResourceGraph"
+                        }
+                      }
+                    }
+                  }
+                }
+              },
+              "dependsOn": [
+                "core"
+              ]
+            },
+            "recommendations": {
+              "condition": "[parameters('enableRecommendations')]",
+              "type": "Microsoft.Resources/deployments",
+              "apiVersion": "2025-04-01",
+              "name": "Microsoft.FinOpsHubs.Recommendations",
+              "properties": {
+                "expressionEvaluationOptions": {
+                  "scope": "inner"
+                },
+                "mode": "Incremental",
+                "parameters": {
+                  "app": {
+                    "value": "[__bicep.newApp(variables('hub'), 'Microsoft.FinOpsHubs', 'Recommendations')]"
+                  },
+                  "core": {
+                    "value": "[reference('core').outputs.metadata.value]"
+                  },
+                  "ingestionQueries": {
+                    "value": "[reference('ingestionQueries').outputs.metadata.value]"
+                  },
+                  "enableAHBRecommendations": {
+                    "value": "[parameters('enableAHBRecommendations')]"
+                  },
+                  "enableSpotRecommendations": {
+                    "value": "[parameters('enableSpotRecommendations')]"
+                  }
+                },
+                "template": {
+                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                  "languageVersion": "2.1-experimental",
+                  "contentVersion": "1.0.0.0",
+                  "metadata": {
+                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                      "Enable @validate() decorator"
+                    ],
+                    "_generator": {
+                      "name": "bicep",
+                      "version": "0.40.2.10011",
+                      "templateHash": "4004967434686444510"
+                    },
+                    "hubApp": {
+                      "id": "Microsoft.FinOpsHubs.Recommendations",
+                      "version": "15.0",
+                      "dependencies": [
+                        "Microsoft.FinOpsHubs.Core",
+                        "Microsoft.FinOpsHubs.IngestionQueries",
+                        "Microsoft.FinOpsHubs.AzureResourceGraph"
+                      ],
+                      "metadata": "https://microsoft.github.io/finops-toolkit/deploy/finops-hub/15.0/Microsoft.FinOpsHubs/Recommendations/metadata.bicep"
+                    }
+                  },
+                  "definitions": {
+                    "_1.HubProperties": {
+                      "type": "object",
+                      "properties": {
+                        "id": {
+                          "type": "string"
+                        },
+                        "name": {
+                          "type": "string"
+                        },
+                        "location": {
+                          "type": "string"
+                        },
+                        "tags": {
+                          "type": "object"
+                        },
+                        "tagsByResource": {
+                          "type": "object"
+                        },
+                        "version": {
+                          "type": "string"
+                        },
+                        "options": {
+                          "type": "object",
+                          "properties": {
+                            "enableTelemetry": {
+                              "type": "bool"
+                            },
+                            "keyVaultSku": {
+                              "type": "string"
+                            },
+                            "keyVaultEnablePurgeProtection": {
+                              "type": "bool"
+                            },
+                            "networkAddressPrefix": {
+                              "type": "string"
+                            },
+                            "natGateway": {
+                              "type": "bool"
+                            },
+                            "privateRouting": {
+                              "type": "bool"
+                            },
+                            "publisherIsolation": {
+                              "type": "bool"
+                            },
+                            "storageInfrastructureEncryption": {
+                              "type": "bool"
+                            },
+                            "storageSku": {
+                              "type": "string"
+                            }
+                          }
+                        },
+                        "routing": {
+                          "$ref": "#/definitions/_1.HubRoutingProperties"
+                        },
+                        "core": {
+                          "type": "object",
+                          "properties": {
+                            "suffix": {
+                              "type": "string"
+                            }
+                          }
+                        }
+                      },
+                      "metadata": {
+                        "id": "FinOps hub resource ID.",
+                        "name": "FinOps hub instance name.",
+                        "location": "Azure resource location of the FinOps hub instance.",
+                        "tags": "Tags to apply to all FinOps hub resources.",
+                        "tagsByResource": "Tags to apply to resources based on their resource type.",
+                        "version": "FinOps hub version number.",
+                        "options": {
+                          "enableTelemetry": "Indicates whether telemetry should be enabled for deployments.",
+                          "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
+                          "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
+                          "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
+                          "privateRouting": "Indicates whether private network routing is enabled.",
+                          "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
+                          "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
+                          "storageSku": "Storage account SKU. Allowed values: \"Premium_LRS\", \"Premium_ZRS\"."
+                        },
+                        "routing": "FinOps hub private network routing properties, if enabled.",
+                        "core": {
+                          "suffix": "Unique suffix used for shared resources."
+                        },
+                        "apps": {},
+                        "description": "FinOps hub instance properties.",
+                        "__bicep_imported_from!": {
+                          "sourceTemplate": "../../fx/hub-types.bicep"
+                        }
+                      }
+                    },
+                    "_1.HubRoutingProperties": {
+                      "type": "object",
+                      "properties": {
+                        "networkId": {
+                          "type": "string"
+                        },
+                        "networkName": {
+                          "type": "string"
+                        },
+                        "scriptStorage": {
+                          "type": "string"
+                        },
+                        "dnsZones": {
+                          "type": "object",
+                          "properties": {
+                            "blob": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            },
+                            "dfs": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            },
+                            "file": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            },
+                            "queue": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            },
+                            "table": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            }
+                          }
+                        },
+                        "subnets": {
+                          "type": "object",
+                          "properties": {
+                            "dataExplorer": {
+                              "type": "string"
+                            },
+                            "dataFactory": {
+                              "type": "string"
+                            },
+                            "keyVault": {
+                              "type": "string"
+                            },
+                            "scripts": {
+                              "type": "string"
+                            },
+                            "storage": {
+                              "type": "string"
+                            }
+                          }
+                        }
+                      },
+                      "metadata": {
+                        "networkId": "Resource ID of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                        "networkName": "Name of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                        "scriptStorage": "Name of the storage account used for deployment scripts.",
+                        "dnsZones": {
+                          "blob": "Resource ID and name for the blob storage DNS zone.",
+                          "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                          "file": "Resource ID and name for the file storage DNS zone.",
+                          "queue": "Resource ID and name for the queue storage DNS zone.",
+                          "table": "Resource ID and name for the table storage DNS zone."
+                        },
+                        "subnets": {
+                          "dataExplorer": "Resource ID of the subnet for the Data Explorer instance.",
+                          "dataFactory": "Resource ID of the subnet for Data Factory instances.",
+                          "keyVault": "Resource ID of the subnet for Key Vault instances.",
+                          "scripts": "Resource ID of the subnet for deployment script storage.",
+                          "storage": "Resource ID of the subnet for storage accounts."
+                        },
+                        "description": "FinOps hub private network routing properties.",
+                        "__bicep_imported_from!": {
+                          "sourceTemplate": "../../fx/hub-types.bicep"
+                        }
+                      }
+                    },
+                    "_1.IdNameObject": {
+                      "type": "object",
+                      "properties": {
+                        "id": {
+                          "type": "string"
+                        },
+                        "name": {
+                          "type": "string"
+                        }
+                      },
+                      "metadata": {
+                        "id": "Fully-qualified resource ID.",
+                        "name": "Resource name.",
+                        "description": "Resource ID and name.",
+                        "__bicep_imported_from!": {
+                          "sourceTemplate": "../../fx/hub-types.bicep"
+                        }
+                      }
+                    },
+                    "CoreMetadata": {
+                      "type": "object",
+                      "properties": {
+                        "id": {
+                          "type": "string",
+                          "metadata": {
+                            "description": "Fully-qualified app identifier."
+                          }
+                        },
+                        "version": {
+                          "type": "string",
+                          "metadata": {
+                            "description": "App version."
+                          }
+                        },
+                        "storageUrlForPowerBI": {
+                          "type": "string",
+                          "metadata": {
+                            "description": "URL to use when connecting Power BI reports to data."
+                          }
+                        },
+                        "principalId": {
+                          "type": "string",
+                          "metadata": {
+                            "description": "Object ID of the Data Factory managed identity. Needed when configuring managed exports."
+                          }
+                        },
+                        "ingestionIdFileNameSeparator": {
+                          "type": "string",
+                          "metadata": {
+                            "description": "Separator characters used between the ingestion ID and file name for ingested files. Used to identify uniqueness and clean up old files with old ingestion IDs."
+                          }
+                        },
+                        "containers": {
+                          "type": "object",
+                          "properties": {
+                            "config": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Configuration container for settings, queries, and schemas."
+                              }
+                            },
+                            "ingestion": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Ingestion container for normalized data."
+                              }
+                            }
+                          },
+                          "metadata": {
+                            "description": "Storage container names."
+                          }
+                        },
+                        "datasets": {
+                          "type": "object",
+                          "properties": {
+                            "config": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "JSON dataset for configuration files."
+                              }
+                            },
+                            "ingestion": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Parquet dataset for ingested data."
+                              }
+                            },
+                            "ingestionFiles": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Parquet dataset for listing ingested files."
+                              }
+                            },
+                            "ingestionManifest": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "JSON dataset for ingestion manifest files."
+                              }
+                            }
+                          },
+                          "metadata": {
+                            "description": "Data Factory dataset names."
+                          }
+                        },
+                        "linkedServices": {
+                          "type": "object",
+                          "properties": {
+                            "azurerm": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "REST linked service for Azure Resource Manager API calls."
+                              }
+                            }
+                          },
+                          "metadata": {
+                            "description": "Data Factory linked service names."
+                          }
+                        },
+                        "settings": {
+                          "type": "object",
+                          "properties": {
+                            "container": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Container name for the hub settings file."
+                              }
+                            },
+                            "file": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "File name of the hub settings file."
+                              }
+                            }
+                          },
+                          "metadata": {
+                            "description": "Metadata for the hub settings file."
+                          }
+                        }
+                      },
+                      "metadata": {
+                        "description": "Metadata for resources created by the Core app.",
+                        "__bicep_imported_from!": {
+                          "sourceTemplate": "../Core/metadata.bicep",
+                          "originalIdentifier": "AppMetadata"
+                        }
+                      }
+                    },
+                    "HubAppProperties": {
+                      "type": "object",
+                      "properties": {
+                        "id": {
+                          "type": "string"
+                        },
+                        "name": {
+                          "type": "string"
+                        },
+                        "publisher": {
+                          "type": "string"
+                        },
+                        "suffix": {
+                          "type": "string"
+                        },
+                        "tags": {
+                          "type": "object"
+                        },
+                        "dataFactory": {
+                          "type": "string"
+                        },
+                        "keyVault": {
+                          "type": "string"
+                        },
+                        "storage": {
+                          "type": "string"
+                        },
+                        "hub": {
+                          "$ref": "#/definitions/_1.HubProperties"
+                        }
+                      },
+                      "metadata": {
+                        "id": "Fully-qualified name of the publisher and app, separated by a dot.",
+                        "name": "Short name of the FinOps hub app. Last segment of the app ID.",
+                        "publisher": "Fully-qualified namespace of the FinOps hub app publisher.",
+                        "suffix": "Unique suffix used for publisher resources.",
+                        "tags": "Tags to apply to all FinOps hub resources for this FinOps hub app publisher. Tags are not specific to the app since resources are shared.",
+                        "dataFactory": "Name of the Data Factory instance for this publisher.",
+                        "keyVault": "Name of the KeyVault instance for this publisher.",
+                        "storage": "Name of the storage account for this publisher.",
+                        "hub": "FinOps hub instance the app is deployed to.",
+                        "description": "FinOps hub app configuration settings.",
+                        "__bicep_imported_from!": {
+                          "sourceTemplate": "../../fx/hub-types.bicep"
+                        }
+                      }
+                    },
+                    "IngestionQueriesMetadata": {
+                      "type": "object",
+                      "properties": {
+                        "id": {
+                          "type": "string",
+                          "metadata": {
+                            "description": "Fully-qualified app identifier."
+                          }
+                        },
+                        "version": {
+                          "type": "string",
+                          "metadata": {
+                            "description": "App version."
+                          }
+                        },
+                        "queries": {
+                          "type": "object",
+                          "properties": {
+                            "container": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Container name for query definition files."
+                              }
+                            },
+                            "folder": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Folder path for query definition files within the container."
+                              }
+                            }
+                          },
+                          "metadata": {
+                            "description": "Metadata for query definition files."
+                          }
+                        }
+                      },
+                      "metadata": {
+                        "description": "Metadata for resources created by the Ingestion Queries app.",
+                        "__bicep_imported_from!": {
+                          "sourceTemplate": "../IngestionQueries/metadata.bicep",
+                          "originalIdentifier": "AppMetadata"
+                        }
+                      }
+                    }
+                  },
+                  "functions": [
+                    {
+                      "namespace": "__bicep",
+                      "members": {
+                        "isSupportedVersion": {
+                          "parameters": [
+                            {
+                              "type": "string",
+                              "name": "version"
+                            },
+                            {
+                              "type": "string",
+                              "name": "minVersion"
+                            },
+                            {
+                              "type": "string",
+                              "name": "maxVersion"
+                            }
+                          ],
+                          "output": {
+                            "type": "bool",
+                            "value": "[and(or(empty(parameters('minVersion')), greaterOrEquals(_1.versionToNumber(parameters('version')), _1.versionToNumber(parameters('minVersion')))), or(empty(parameters('maxVersion')), lessOrEquals(_1.versionToNumber(parameters('version')), _1.versionToNumber(parameters('maxVersion')))))]"
+                          },
+                          "metadata": {
+                            "description": "Checks if a version string falls within the specified range. Use empty string to skip a bound. Example: isSupportedVersion('13.1', '13.0', '') checks >= 13.0 with no upper limit.",
+                            "__bicep_imported_from!": {
+                              "sourceTemplate": "../../fx/hub-types.bicep"
+                            }
+                          }
+                        }
+                      }
+                    },
+                    {
+                      "namespace": "_1",
+                      "members": {
+                        "versionToNumber": {
+                          "parameters": [
+                            {
+                              "type": "string",
+                              "name": "version"
+                            }
+                          ],
+                          "output": {
+                            "type": "int",
+                            "value": "[add(mul(int(split(split(parameters('version'), '-')[0], '.')[0]), 1000), if(greater(length(split(split(parameters('version'), '-')[0], '.')), 1), int(split(split(parameters('version'), '-')[0], '.')[1]), 0))]"
+                          },
+                          "metadata": {
+                            "description": "Converts a version string (e.g., \"13.0\", \"13.1\", \"14.0-dev\") to a comparable integer using major * 1000 + minor. Prerelease suffixes (e.g., \"-dev\") and patch versions are ignored.",
+                            "__bicep_imported_from!": {
+                              "sourceTemplate": "../../fx/hub-types.bicep"
+                            }
+                          }
+                        }
+                      }
+                    }
+                  ],
+                  "parameters": {
+                    "app": {
+                      "$ref": "#/definitions/HubAppProperties",
+                      "metadata": {
+                        "description": "Required. FinOps hub app getting deployed."
+                      }
+                    },
+                    "enableAHBRecommendations": {
+                      "type": "bool",
+                      "defaultValue": false,
+                      "metadata": {
+                        "description": "Optional. Indicates whether to enable Azure Hybrid Benefit recommendations. These recommendations flag VMs and SQL VMs without Azure Hybrid Benefit enabled, which may generate noise if your organization does not have on-premises licenses. Default: false."
+                      }
+                    },
+                    "enableSpotRecommendations": {
+                      "type": "bool",
+                      "defaultValue": false,
+                      "metadata": {
+                        "description": "Optional. Indicates whether to enable non-Spot AKS cluster recommendations. These recommendations flag AKS clusters that use autoscaling without Spot VMs, which may generate noise since Spot VMs are only appropriate for interruptible workloads. Default: false."
+                      }
+                    },
+                    "core": {
+                      "$ref": "#/definitions/CoreMetadata",
+                      "validate": [
+                        "[lambda('x', __bicep.isSupportedVersion(lambdaVariables('x').version, '13.0', ''))]",
+                        "Core app version must be 13.0 or higher."
+                      ],
+                      "metadata": {
+                        "description": "Required. Metadata describing shared resources from the Core app. Must be v13 or higher."
+                      }
+                    },
+                    "ingestionQueries": {
+                      "$ref": "#/definitions/IngestionQueriesMetadata",
+                      "validate": [
+                        "[lambda('x', __bicep.isSupportedVersion(lambdaVariables('x').version, '13.0', ''))]",
+                        "IngestionQueries app version must be 13.0 or higher."
+                      ],
+                      "metadata": {
+                        "description": "Required. Metadata describing resources from the Ingestion Queries app. Must be v13 or higher."
+                      }
+                    }
+                  },
+                  "variables": {
+                    "$fxv#0": "{\r\n    \"dataset\": \"Recommendations\",\r\n    \"provider\": \"Microsoft\",\r\n    \"query\": \"advisorresources | where type == 'microsoft.advisor/recommendations' | where properties.category == 'Cost' | extend x_RecommendationDetails = bag_pack('RecommendationImpact', tostring(properties.impact), 'x_RecommendationProvider', 'Azure Advisor', 'x_RecommendationSolution', tostring(properties.shortDescription.solution), 'x_RecommendationTypeId', tostring(properties.recommendationTypeId), 'x_ResourceType', tolower(properties.impactedField)) | extend x_RecommendationDetails = tostring(bag_merge(x_RecommendationDetails, properties.extendedProperties)) | project x_RecommendationId=id, x_ResourceGroupName=tolower(resourceGroup), SubAccountId=subscriptionId, x_RecommendationCategory=tostring(properties.category), x_RecommendationDescription=tostring(properties.shortDescription.problem), ResourceId=tolower(properties.resourceMetadata.resourceId), ResourceName=tolower(properties.impactedValue), x_RecommendationDetails, x_RecommendationDate=tostring(properties.lastUpdated) | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\r\n    \"queryEngine\": \"ResourceGraph\",\r\n    \"scope\": \"Tenant\",\r\n    \"source\": \"Azure Advisor\",\r\n    \"type\": \"Microsoft-AdvisorCost\",\r\n    \"version\": \"1.0\"\r\n}\r\n",
+                    "$fxv#1": "{\r\n    \"dataset\": \"Recommendations\",\r\n    \"provider\": \"Microsoft\",\r\n    \"query\": \"resources | where type =~ 'Microsoft.Network/applicationGateways' | extend backendPoolsCount = array_length(properties.backendAddressPools),SKUName= tostring(properties.sku.name), SKUTier= tostring(properties.sku.tier),SKUCapacity=properties.sku.capacity,backendPools=properties.backendAddressPools| project id, name, SKUName, SKUTier, SKUCapacity,resourceGroup,subscriptionId, AppGWName=name, type, Location=location| join kind=inner (    resources    | where type =~ 'Microsoft.Network/applicationGateways'    | mvexpand backendPools = properties.backendAddressPools    | extend backendIPCount = array_length(backendPools.properties.backendIPConfigurations)    | extend backendAddressesCount = array_length(backendPools.properties.backendAddresses)    | extend backendPoolName  = backendPools.properties.backendAddressPools.name    | summarize backendIPCount = sum(backendIPCount) ,backendAddressesCount=sum(backendAddressesCount) by id) on id| project-away id1| where  (backendIPCount == 0 or isempty(backendIPCount)) and (backendAddressesCount==0 or isempty(backendAddressesCount))| project     x_RecommendationId=strcat(tolower(id),'-idle'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='Application Gateway without any backend pool',     ResourceId = tolower(id),     ResourceName=tolower(AppGWName),     x_RecommendationDetails= tostring(bag_pack('backendIPCount', backendIPCount, 'Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Review and remove this resource if not needed', 'x_RecommendationTypeId', '4f69df93-5972-44e0-97cf-4343c2bcf4b8', 'x_ResourceType', type, 'x_RecommendationMaturityLevel', 'Preview')),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\r\n    \"queryEngine\": \"ResourceGraph\",\r\n    \"scope\": \"Tenant\",\r\n    \"source\": \"FinOps hubs\",\r\n    \"type\": \"Microsoft-BackendlessAppGateways\",\r\n    \"version\": \"1.0\"\r\n}\r\n",
+                    "$fxv#10": "{\r\n  \"dataset\": \"Recommendations\",\r\n  \"provider\": \"Microsoft\",\r\n  \"query\": \"resources | where type =~ 'microsoft.storage/storageaccounts' | where kind in~ ('Storage', 'BlobStorage') and parse_json(sku).name in~ ('Standard_LRS', 'Standard_GRS', 'Standard_ZRS', 'Standard_RAGRS', 'Standard_RAGZRS') | extend Location=location, AccessTier=tostring(properties.accessTier), Kind=tostring(kind) | project id, name, resourceGroup, subscriptionId, Location, Kind, AccessTier, type | project     x_RecommendationId=strcat(tolower(id),'-legacyStorageAccount'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='Storage account is using a legacy kind that is being retired',     ResourceId = tolower(id),     ResourceName=tolower(name),     x_RecommendationDetails = tostring(bag_pack('Kind', Kind, 'AccessTier', AccessTier, 'Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Upgrade to General Purpose v2 (StorageV2) storage account', 'x_RecommendationTypeId', 'c4d5e6f7-a8b9-0c1d-2e3f-4a5b6c7d8e9f', 'x_ResourceType', type)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\r\n  \"queryEngine\": \"ResourceGraph\",\r\n  \"scope\": \"Tenant\",\r\n  \"source\": \"FinOps hubs\",\r\n  \"type\": \"Microsoft-LegacyStorageAccounts\",\r\n  \"version\": \"1.0\"\r\n}\r\n",
+                    "$fxv#11": "{\r\n    \"dataset\": \"Recommendations\",\r\n    \"provider\": \"Microsoft\",\r\n    \"query\": \"resources | where type =~ 'microsoft.network/natgateways' | where isnull(properties.subnets) or array_length(properties.subnets) == 0 | extend Location=location, SKUName=tostring(sku.name) | project id, name, resourceGroup, subscriptionId, Location, SKUName, type | project     x_RecommendationId=strcat(tolower(id),'-orphanedNATGateway'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='NAT gateway is not associated with any subnet',     ResourceId = tolower(id),     ResourceName=tolower(name),     x_RecommendationDetails = tostring(bag_pack('SKUName', SKUName, 'Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Delete the orphaned NAT gateway or associate it with a subnet', 'x_RecommendationTypeId', 'b4c5d6e7-8f9a-0b1c-2d3e-4f5a6b7c8d9e', 'x_ResourceType', type)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\r\n    \"queryEngine\": \"ResourceGraph\",\r\n    \"scope\": \"Tenant\",\r\n    \"source\": \"FinOps hubs\",\r\n    \"type\": \"Microsoft-OrphanedNATGateways\",\r\n    \"version\": \"1.0\"\r\n}\r\n",
+                    "$fxv#12": "{\r\n    \"dataset\": \"Recommendations\",\r\n    \"provider\": \"Microsoft\",\r\n    \"query\": \"resources | where type =~ 'microsoft.compute/snapshots' | where sku.name =~ 'Premium_LRS' | extend DiskSizeGB=tostring(properties.diskSizeGB), TimeCreated=tostring(properties.timeCreated), Location=location, SKUName=tostring(sku.name) | project id, name, resourceGroup, subscriptionId, Location, DiskSizeGB, TimeCreated, SKUName, type | project     x_RecommendationId=strcat(tolower(id),'-premiumSnapshot'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='Snapshot is using Premium SSD storage instead of Standard',     ResourceId = tolower(id),     ResourceName=tolower(name),     x_RecommendationDetails = tostring(bag_pack('DiskSizeGB', DiskSizeGB, 'SKUName', SKUName, 'TimeCreated', TimeCreated, 'Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Change snapshot storage type from Premium SSD to Standard HDD', 'x_RecommendationTypeId', 'e7f8a9b0-1c2d-3e4f-5a6b-7c8d9e0f1a2b', 'x_ResourceType', type)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\r\n    \"queryEngine\": \"ResourceGraph\",\r\n    \"scope\": \"Tenant\",\r\n    \"source\": \"FinOps hubs\",\r\n    \"type\": \"Microsoft-PremiumSnapshots\",\r\n    \"version\": \"1.0\"\r\n}\r\n",
+                    "$fxv#13": "{\r\n    \"dataset\": \"Recommendations\",\r\n    \"provider\": \"Microsoft\",\r\n    \"query\": \"resources | where type =~ 'microsoft.compute/virtualmachines' and tolower(tostring(properties.extended.instanceView.powerState.code)) =~ 'powerstate/stopped' | extend PowerState=tostring(properties.extended.instanceView.powerState.displayStatus) | extend Location=location, type| project id, PowerState, Location, resourceGroup, subscriptionId, VMName=name, type| project     x_RecommendationId=strcat(tolower(id),'-notDeallocated'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='Virtual machine is powered off but not deallocated',     ResourceId = tolower(id),     ResourceName=tolower(VMName),     x_RecommendationDetails= tostring(bag_pack('PowerState', PowerState, 'Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Deallocate the virtual machine to ensure it does not incur in compute costs', 'x_RecommendationTypeId', 'ab2ff882-e927-4093-9d11-631be0219975', 'x_ResourceType', type)),    x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\r\n    \"queryEngine\": \"ResourceGraph\",\r\n    \"scope\": \"Tenant\",\r\n    \"source\": \"FinOps hubs\",\r\n    \"type\": \"Microsoft-StoppedVMs\",\r\n    \"version\": \"1.0\"\r\n}\r\n",
+                    "$fxv#14": "{\r\n    \"dataset\": \"Recommendations\",\r\n    \"provider\": \"Microsoft\",\r\n    \"query\": \"resources | where type =~ 'microsoft.network/ddosprotectionplans' | where isnull(properties.virtualNetworks) or array_length(properties.virtualNetworks) == 0 | extend Location=location | project id, name, resourceGroup, subscriptionId, Location, type | project     x_RecommendationId=strcat(tolower(id),'-unassociatedDDoSPlan'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='DDoS protection plan is not associated with any virtual network',     ResourceId = tolower(id),     ResourceName=tolower(name),     x_RecommendationDetails = tostring(bag_pack('Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Delete the DDoS protection plan or associate it with virtual networks', 'x_RecommendationTypeId', 'c5d6e7f8-9a0b-1c2d-3e4f-5a6b7c8d9e0f', 'x_ResourceType', type)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\r\n    \"queryEngine\": \"ResourceGraph\",\r\n    \"scope\": \"Tenant\",\r\n    \"source\": \"FinOps hubs\",\r\n    \"type\": \"Microsoft-UnassociatedDDoSPlans\",\r\n    \"version\": \"1.0\"\r\n}\r\n",
+                    "$fxv#15": "{\r\n    \"dataset\": \"Recommendations\",\r\n    \"provider\": \"Microsoft\",\r\n    \"query\": \"resources | where type =~ 'microsoft.compute/disks' and isempty(managedBy) | extend diskState = tostring(properties.diskState) | where diskState != 'ActiveSAS' and tags !contains 'ASR-ReplicaDisk' and tags !contains 'asrseeddisk' | extend DiskId=id, DiskIDfull=id, DiskName=name, SKUName=sku.name, SKUTier=sku.tier, DiskSizeGB=tostring(properties.diskSizeGB), Location=location, TimeCreated=tostring(properties.timeCreated), SubId=subscriptionId | order by DiskId asc | project DiskId, DiskIDfull, DiskName, DiskSizeGB, SKUName, SKUTier, resourceGroup, Location, TimeCreated, subscriptionId, type| project     x_RecommendationId=strcat(tolower(DiskId),'-unattached'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='Unattached (orphaned) disk is incurring in storage costs',     ResourceId = tolower(DiskId),     ResourceName=tolower(DiskName),     x_RecommendationDetails= tostring(bag_pack('DiskSizeGB', DiskSizeGB, 'SKUName', SKUName, 'SKUTier', SKUTier, 'Location', Location, 'TimeCreated', TimeCreated, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Remove or downgrade the unattached disk', 'x_RecommendationTypeId', 'e0c02939-ce02-4f9d-881f-8067ae7ec90f', 'x_ResourceType', type)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\r\n    \"queryEngine\": \"ResourceGraph\",\r\n    \"scope\": \"Tenant\",\r\n    \"source\": \"FinOps hubs\",\r\n    \"type\": \"Microsoft-UnattachedDisks\",\r\n    \"version\": \"1.0\"\r\n}\r\n",
+                    "$fxv#16": "{\r\n  \"dataset\": \"Recommendations\",\r\n  \"provider\": \"Microsoft\",\r\n  \"query\": \"resources | where type =~ 'microsoft.network/networkinterfaces' | where isnull(properties.virtualMachine) and isnull(properties.privateEndpoint) | extend Location=location, PrivateIP=tostring(properties.ipConfigurations[0].properties.privateIPAddress) | project id, name, resourceGroup, subscriptionId, Location, PrivateIP, type | project     x_RecommendationId=strcat(tolower(id),'-unattachedNIC'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='Network interface is not attached to any virtual machine or private endpoint',     ResourceId = tolower(id),     ResourceName=tolower(name),     x_RecommendationDetails = tostring(bag_pack('PrivateIP', PrivateIP, 'Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Delete the orphaned network interface', 'x_RecommendationTypeId', 'a8b9c0d1-e2f3-4a5b-6c7d-8e9f0a1b2c3d', 'x_ResourceType', type)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\r\n  \"queryEngine\": \"ResourceGraph\",\r\n  \"scope\": \"Tenant\",\r\n  \"source\": \"FinOps hubs\",\r\n  \"type\": \"Microsoft-UnattachedNICs\",\r\n  \"version\": \"1.0\"\r\n}\r\n",
+                    "$fxv#17": "{\r\n    \"dataset\": \"Recommendations\",\r\n    \"provider\": \"Microsoft\",\r\n    \"query\": \"resources | where type =~ 'Microsoft.Network/publicIPAddresses' and isempty(properties.ipConfiguration) and isempty(properties.natGateway) | extend PublicIpId=id, IPName=name, AllocationMethod=tostring(properties.publicIPAllocationMethod), SKUName=sku.name, Location=location | project PublicIpId, IPName, SKUName, resourceGroup, Location, AllocationMethod, subscriptionId, type, name | union ( resources | where type =~ 'microsoft.network/networkinterfaces' and isempty(properties.virtualMachine) and isnull(properties.privateEndpoint) and isnotempty(properties.ipConfigurations) | extend IPconfig = properties.ipConfigurations | mv-expand IPconfig | extend PublicIpId= tostring(IPconfig.properties.publicIPAddress.id) | project PublicIpId, name | join kind=inner ( resources | where type =~ 'Microsoft.Network/publicIPAddresses'| extend PublicIpId=id, IPName=name, AllocationMethod=tostring(properties.publicIPAllocationMethod), SKUName=sku.name, resourceGroup, Location=location, name, id ) on PublicIpId | extend PublicIpId,IPName, SKUName, resourceGroup, Location, AllocationMethod,name, subscriptionId )| project     x_RecommendationId=strcat(tolower(PublicIpId),'-idle'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='Unattached (orphaned) public IP',     ResourceId = tolower(PublicIpId),     ResourceName=tolower(name),     x_RecommendationDetails= tostring(bag_pack('SKUName', SKUName, 'AllocationMethod', AllocationMethod, 'Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Review and remove this resource if not needed', 'x_RecommendationTypeId', '3ecbf770-9404-4504-a450-cc198e8b2a7d', 'x_ResourceType', type)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\r\n    \"queryEngine\": \"ResourceGraph\",\r\n    \"scope\": \"Tenant\",\r\n    \"source\": \"FinOps hubs\",\r\n    \"type\": \"Microsoft-UnattachedPublicIPs\",\r\n    \"version\": \"1.0\"\r\n}\r\n",
+                    "$fxv#18": "{\r\n  \"dataset\": \"Recommendations\",\r\n  \"provider\": \"Microsoft\",\r\n  \"query\": \"resources | where type =~ 'microsoft.compute/virtualmachines' | where isnull(properties.storageProfile.osDisk.managedDisk) | extend Location=location, VMSize=tostring(properties.hardwareProfile.vmSize) | project id, name, resourceGroup, subscriptionId, Location, VMSize, type | project     x_RecommendationId=strcat(tolower(id),'-unmanagedDisks'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='Virtual machine is using unmanaged disks that are being retired',     ResourceId = tolower(id),     ResourceName=tolower(name),     x_RecommendationDetails = tostring(bag_pack('VMSize', VMSize, 'Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Migrate to managed disks', 'x_RecommendationTypeId', 'd5e6f7a8-b9c0-1d2e-3f4a-5b6c7d8e9f0a', 'x_ResourceType', type)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\r\n  \"queryEngine\": \"ResourceGraph\",\r\n  \"scope\": \"Tenant\",\r\n  \"source\": \"FinOps hubs\",\r\n  \"type\": \"Microsoft-UnmanagedDisks\",\r\n  \"version\": \"1.0\"\r\n}\r\n",
+                    "$fxv#19": "{\r\n  \"dataset\": \"Recommendations\",\r\n  \"provider\": \"Microsoft\",\r\n  \"query\": \"resources | where type =~ 'microsoft.network/expressroutecircuits' | where tostring(properties.serviceProviderProvisioningState) != 'Provisioned' | extend CircuitState=tostring(properties.circuitProvisioningState), ProviderState=tostring(properties.serviceProviderProvisioningState), ServiceProvider=tostring(properties.serviceProviderProperties.serviceProviderName), BandwidthMbps=tostring(properties.serviceProviderProperties.bandwidthInMbps), SKUName=tostring(sku.name), SKUTier=tostring(sku.tier), SKUFamily=tostring(sku.family), Location=location | project id, name, resourceGroup, subscriptionId, Location, CircuitState, ProviderState, ServiceProvider, BandwidthMbps, SKUName, SKUTier, SKUFamily, type | project     x_RecommendationId=strcat(tolower(id),'-unprovisionedExpressRoute'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='ExpressRoute circuit is not in provisioned state',     ResourceId = tolower(id),     ResourceName=tolower(name),     x_RecommendationDetails = tostring(bag_pack('CircuitState', CircuitState, 'ProviderState', ProviderState, 'ServiceProvider', ServiceProvider, 'BandwidthMbps', BandwidthMbps, 'SKUName', SKUName, 'SKUTier', SKUTier, 'SKUFamily', SKUFamily, 'Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Complete provisioning or delete the ExpressRoute circuit', 'x_RecommendationTypeId', 'd6e7f8a9-0b1c-2d3e-4f5a-6b7c8d9e0f1a', 'x_ResourceType', type)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\r\n  \"queryEngine\": \"ResourceGraph\",\r\n  \"scope\": \"Tenant\",\r\n  \"source\": \"FinOps hubs\",\r\n  \"type\": \"Microsoft-UnprovisionedExpressRouteCircuits\",\r\n  \"version\": \"1.0\"\r\n}\r\n",
+                    "$fxv#2": "{\r\n    \"dataset\": \"Recommendations\",\r\n    \"provider\": \"Microsoft\",\r\n    \"query\": \"resources | where type =~ 'microsoft.network/loadbalancers' and array_length(properties.backendAddressPools) == 0 and sku.name!='Basic' | extend SKUName=tostring(sku.name) | extend SKUTier=tostring(sku.tier), Location=location | extend backendAddressPools = properties.backendAddressPools | extend id,name, SKUName,SKUTier,backendAddressPools, location,resourceGroup, subscriptionId, type| project     x_RecommendationId=strcat(tolower(id),'-idle'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='Load balancer without a backend pool',     ResourceId = tolower(id),     ResourceName=tolower(name),     x_RecommendationDetails= tostring(bag_pack('SKUName', SKUName, 'SKUTier', SKUTier, 'Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Review and remove this resource if not needed', 'x_RecommendationTypeId', 'ab703887-fa23-4915-abdc-3defbea89f7a', 'x_ResourceType', type)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\r\n    \"queryEngine\": \"ResourceGraph\",\r\n    \"scope\": \"Tenant\",\r\n    \"source\": \"FinOps hubs\",\r\n    \"type\": \"Microsoft-BackendlessLoadBalancers\",\r\n    \"version\": \"1.0\"\r\n}\r\n",
+                    "$fxv#20": "{\r\n    \"dataset\": \"Recommendations\",\r\n    \"provider\": \"Microsoft\",\r\n    \"query\": \"resourcecontainers | where type =~ 'Microsoft.Resources/subscriptions' | where tostring (properties.subscriptionPolicies.quotaId) !has 'MSDNDevTest_2014-09-01' | extend SubscriptionName=name | join kind=inner (     resources | where type =~ 'Microsoft.SqlVirtualMachine/SqlVirtualMachines' and tostring(properties.['sqlServerLicenseType']) != 'AHUB'     | extend SQLID=id, VMResourceId = tolower(tostring(properties.virtualMachineResourceId)), VMName = name, resourceGroup, Location = location, LicenseType = tostring(properties.['sqlServerLicenseType']), OSType=tostring(properties.storageProfile.imageReference.offer), SQLAgentType = tostring(properties.['sqlManagement']), SQLVersion = tostring(properties.['sqlImageOffer']), SQLSKU=tostring(properties.['sqlImageSku'])) on subscriptionId | join kind=inner (    resources    | where type =~ 'Microsoft.Compute/virtualmachines'    | extend ActualCores = toint(extract('.[A-Z]([0-9]+)', 1, tostring(properties.hardwareProfile.vmSize)))    | project VMResourceId = tolower(id), VMSize = tostring(properties.hardwareProfile.vmSize),ActualCores, subscriptionId, vmType=type, vmResourceGroup=resourceGroup) on VMResourceId| order by id asc    | where SQLSKU != 'Developer' and SQLSKU != 'Express'| extend CheckAHBSQLVM= case(    type == 'Microsoft.SqlVirtualMachine/SqlVirtualMachines', iif((properties.['sqlServerLicenseType']) != 'AHUB', 'AHB-disabled', 'AHB-enabled'),    'Not Windows')| project SQLID,VMName,resourceGroup, Location, VMSize, SQLVersion, SQLSKU, SQLAgentType, LicenseType, SubscriptionName,type,CheckAHBSQLVM, subscriptionId,ActualCores, vmType, vmResourceGroup| project     x_RecommendationId=strcat(tolower(SQLID),'-CheckAHBSQLVM'),     x_ResourceGroupName=tolower(vmResourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='SQL virtual machine is not leveraging Azure Hybrid Benefit',     ResourceId = tolower(SQLID),     ResourceName=tolower(VMName),     x_RecommendationDetails= tostring(bag_pack('VMSize', VMSize, 'CheckAHBSQLVM', CheckAHBSQLVM, 'ActualCores', ActualCores, 'SQLVersion', SQLVersion, 'SQLSKU', SQLSKU, 'SQLAgentType', SQLAgentType, 'LicenseType', LicenseType, 'Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Review the SQL licensing option', 'x_RecommendationTypeId', '01decd62-f91b-4434-abe5-9a09e13e018f', 'x_ResourceType', vmType)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\r\n    \"queryEngine\": \"ResourceGraph\",\r\n    \"scope\": \"Tenant\",\r\n    \"source\": \"FinOps hubs\",\r\n    \"group\": \"ahb\",\r\n    \"type\": \"Microsoft-SQLVMsWithoutAHB\",\r\n    \"version\": \"1.0\"\r\n}\r\n",
+                    "$fxv#21": "{\r\n    \"dataset\": \"Recommendations\",\r\n    \"provider\": \"Microsoft\",\r\n    \"query\": \"resourcecontainers | where type =~ 'Microsoft.Resources/subscriptions' | where tostring (properties.subscriptionPolicies.quotaId) !has 'MSDNDevTest_2014-09-01' | extend SubscriptionName=name | join kind=inner (    resources     | where type =~ 'microsoft.compute/virtualmachines' or type =~ 'microsoft.compute/virtualMachineScaleSets'    | where (tostring(properties.virtualMachineProfile.storageProfile.osDisk.osType) == 'Windows'               and tostring(properties.virtualMachineProfile.storageProfile.imageReference.publisher) !in~ ('microsoftwindowsdesktop','microsoftvisualstudio')               and tostring(properties.virtualMachineProfile.licenseType) !startswith 'Windows')        or (tostring(properties.storageProfile.osDisk.osType) == 'Windows'               and tostring(properties.storageProfile.imageReference.publisher) !in~ ('microsoftwindowsdesktop','microsoftvisualstudio')               and tostring(properties.licenseType) !startswith 'Windows')    | extend WindowsId=id, VMSku=tostring(properties.hardwareProfile.vmSize), vmResourceGroup=resourceGroup, vmType=type, Location=location,LicenseType = tostring(properties.['licenseType'])    | extend ActualCores = toint(extract('.[A-Z]([0-9]+)', 1, tostring(properties.hardwareProfile.vmSize)))    | extend CheckAHBWindows = case(        type == 'microsoft.compute/virtualmachines' or type =~ 'microsoft.compute/virtualMachineScaleSets', iif((properties.['licenseType'])        !has 'Windows' and (properties.virtualMachineProfile.['licenseType']) !has 'Windows' , 'AHB-disabled', 'AHB-enabled'),        'Not Windows'    )) on subscriptionId | project     x_RecommendationId=strcat(tolower(WindowsId),'-CheckAHBWindows'),     x_ResourceGroupName=tolower(vmResourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='Windows virtual machine is not leveraging Azure Hybrid Benefit',     ResourceId = tolower(WindowsId),     ResourceName=tolower(split(WindowsId,'/')[-1]),     x_RecommendationDetails= tostring(bag_pack('VMSku', VMSku, 'CheckAHBWindows', CheckAHBWindows, 'ActualCores', ActualCores, 'Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Review the virtual machine licensing option', 'x_RecommendationTypeId', 'f326c065-b9f7-4a0e-a0f1-5a1c060bc25d', 'x_ResourceType', vmType)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\r\n    \"queryEngine\": \"ResourceGraph\",\r\n    \"scope\": \"Tenant\",\r\n    \"source\": \"FinOps hubs\",\r\n    \"group\": \"ahb\",\r\n    \"type\": \"Microsoft-VMsWithoutAHB\",\r\n    \"version\": \"1.0\"\r\n}\r\n",
+                    "$fxv#22": "{\r\n    \"dataset\": \"Recommendations\",\r\n    \"provider\": \"Microsoft\",\r\n    \"query\": \"resources | where type == 'microsoft.containerservice/managedclusters' | mvexpand AgentPoolProfiles = properties.agentPoolProfiles| project id, type, ProfileName = tostring(AgentPoolProfiles.name), Sku = tostring(sku.name), Tier = tostring(sku.tier), mode = AgentPoolProfiles.mode, AutoScaleEnabled = AgentPoolProfiles.enableAutoScaling, SpotVM = AgentPoolProfiles.scaleSetPriority, VMSize = tostring(AgentPoolProfiles.vmSize), NodeCount = tostring(AgentPoolProfiles.['count']), minCount = tostring(AgentPoolProfiles.minCount), maxCount = tostring(AgentPoolProfiles.maxCount), Location=location, resourceGroup, subscriptionId, AKSname = name| where AutoScaleEnabled == 'true' and isnull(SpotVM)| project     x_RecommendationId=strcat(tolower(id),'-notSpot'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='The AKS cluster agent pool scale set is not utilizing Spot VMs',     ResourceId = tolower(id),     ResourceName=tolower(AKSname),     x_RecommendationDetails= tostring(bag_pack('AutoScaleEnabled', AutoScaleEnabled, 'SpotVM', SpotVM, 'VMSize', VMSize, 'Location', Location, 'NodeCount', NodeCount, 'minCount', minCount, 'maxCount', maxCount, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Consider enabling Spot VMs for this AKS cluster to optimize costs, as Spot VMs offer significantly lower pricing compared to regular VMs', 'x_RecommendationTypeId', 'c26abcc2-d5e6-4654-be4a-7d338e5c1e5f', 'x_ResourceType', type)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\r\n    \"queryEngine\": \"ResourceGraph\",\r\n    \"scope\": \"Tenant\",\r\n    \"source\": \"FinOps hubs\",\r\n    \"group\": \"spot\",\r\n    \"type\": \"Microsoft-NonSpotAKSClusters\",\r\n    \"version\": \"1.0\"\r\n}\r\n",
+                    "$fxv#23": "{\r\n    \"additionalColumns\": [],\r\n    \"translator\": {\r\n        \"type\": \"TabularTranslator\",\r\n        \"mappings\": [\r\n            {\r\n                \"source\": {\r\n                    \"path\": \"[['ResourceId']\"\r\n                },\r\n                \"sink\": {\r\n                    \"path\": \"ResourceId\"\r\n                }\r\n            },\r\n            {\r\n                \"source\": {\r\n                    \"path\": \"[['ResourceName']\"\r\n                },\r\n                \"sink\": {\r\n                    \"path\": \"ResourceName\"\r\n                }\r\n            },\r\n            {\r\n                \"source\": {\r\n                    \"path\": \"[['SubAccountId']\"\r\n                },\r\n                \"sink\": {\r\n                    \"path\": \"SubAccountId\"\r\n                }\r\n            },\r\n            {\r\n                \"source\": {\r\n                    \"path\": \"[['SubAccountName']\"\r\n                },\r\n                \"sink\": {\r\n                    \"path\": \"SubAccountName\"\r\n                }\r\n            },\r\n            {\r\n                \"source\": {\r\n                    \"path\": \"[['x_RecommendationCategory']\"\r\n                },\r\n                \"sink\": {\r\n                    \"path\": \"x_RecommendationCategory\"\r\n                }\r\n            },\r\n            {\r\n                \"source\": {\r\n                    \"path\": \"[['x_RecommendationDate']\"\r\n                },\r\n                \"sink\": {\r\n                    \"path\": \"x_RecommendationDate\"\r\n                }\r\n            },\r\n            {\r\n                \"source\": {\r\n                    \"path\": \"[['x_RecommendationDescription']\"\r\n                },\r\n                \"sink\": {\r\n                    \"path\": \"x_RecommendationDescription\"\r\n                }\r\n            },\r\n            {\r\n                \"source\": {\r\n                    \"path\": \"[['x_RecommendationDetails']\"\r\n                },\r\n                \"sink\": {\r\n                    \"path\": \"x_RecommendationDetails\"\r\n                }\r\n            },\r\n            {\r\n                \"source\": {\r\n                    \"path\": \"[['x_RecommendationId']\"\r\n                },\r\n                \"sink\": {\r\n                    \"path\": \"x_RecommendationId\"\r\n                }\r\n            },\r\n            {\r\n                \"source\": {\r\n                    \"path\": \"[['x_ResourceGroupName']\"\r\n                },\r\n                \"sink\": {\r\n                    \"path\": \"x_ResourceGroupName\"\r\n                }\r\n            },\r\n            {\r\n                \"source\": {\r\n                    \"path\": \"[['x_SourceName']\"\r\n                },\r\n                \"sink\": {\r\n                    \"path\": \"x_SourceName\"\r\n                }\r\n            },\r\n            {\r\n                \"source\": {\r\n                    \"path\": \"[['x_SourceProvider']\"\r\n                },\r\n                \"sink\": {\r\n                    \"path\": \"x_SourceProvider\"\r\n                }\r\n            },\r\n            {\r\n                \"source\": {\r\n                    \"path\": \"[['x_SourceType']\"\r\n                },\r\n                \"sink\": {\r\n                    \"path\": \"x_SourceType\"\r\n                }\r\n            },\r\n            {\r\n                \"source\": {\r\n                    \"path\": \"[['x_SourceVersion']\"\r\n                },\r\n                \"sink\": {\r\n                    \"path\": \"x_SourceVersion\"\r\n                }\r\n            }\r\n        ],\r\n        \"collectionReference\": \"$['data']\",\r\n        \"mapComplexValuesToString\": true\r\n    }\r\n}\r\n",
+                    "$fxv#3": "{\r\n  \"dataset\": \"Recommendations\",\r\n  \"provider\": \"Microsoft\",\r\n  \"query\": \"resources | where type =~ 'microsoft.network/loadbalancers' | where sku.name =~ 'Basic' | extend Location=location | project id, name, resourceGroup, subscriptionId, Location, type | project     x_RecommendationId=strcat(tolower(id),'-basicLoadBalancer'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='Load balancer is using the retired Basic SKU',     ResourceId = tolower(id),     ResourceName=tolower(name),     x_RecommendationDetails = tostring(bag_pack('Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Upgrade to Standard SKU load balancer', 'x_RecommendationTypeId', 'a2b3c4d5-e6f7-8a9b-0c1d-2e3f4a5b6c7d', 'x_ResourceType', type)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\r\n  \"queryEngine\": \"ResourceGraph\",\r\n  \"scope\": \"Tenant\",\r\n  \"source\": \"FinOps hubs\",\r\n  \"type\": \"Microsoft-BasicLoadBalancers\",\r\n  \"version\": \"1.0\"\r\n}\r\n",
+                    "$fxv#4": "{\r\n  \"dataset\": \"Recommendations\",\r\n  \"provider\": \"Microsoft\",\r\n  \"query\": \"resources | where type =~ 'microsoft.network/publicipaddresses' | where sku.name =~ 'Basic' | extend Location=location, AllocationMethod=tostring(properties.publicIPAllocationMethod), IpAddress=tostring(properties.ipAddress) | project id, name, resourceGroup, subscriptionId, Location, AllocationMethod, IpAddress, type | project     x_RecommendationId=strcat(tolower(id),'-basicPublicIP'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='Public IP is using the retired Basic SKU',     ResourceId = tolower(id),     ResourceName=tolower(name),     x_RecommendationDetails = tostring(bag_pack('AllocationMethod', AllocationMethod, 'IpAddress', IpAddress, 'Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Upgrade to Standard SKU public IP', 'x_RecommendationTypeId', 'f1a2b3c4-d5e6-7f8a-9b0c-1d2e3f4a5b6c', 'x_ResourceType', type)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\r\n  \"queryEngine\": \"ResourceGraph\",\r\n  \"scope\": \"Tenant\",\r\n  \"source\": \"FinOps hubs\",\r\n  \"type\": \"Microsoft-BasicPublicIPs\",\r\n  \"version\": \"1.0\"\r\n}\r\n",
+                    "$fxv#5": "{\r\n  \"dataset\": \"Recommendations\",\r\n  \"provider\": \"Microsoft\",\r\n  \"query\": \"resources | where type =~ 'microsoft.network/applicationgateways' | where tostring(properties.sku.tier) in~ ('Standard', 'WAF') | extend Location=location, SKUName=tostring(properties.sku.name), SKUTier=tostring(properties.sku.tier), SKUCapacity=tostring(properties.sku.capacity) | project id, name, resourceGroup, subscriptionId, Location, SKUName, SKUTier, SKUCapacity, type | project     x_RecommendationId=strcat(tolower(id),'-classicAppGateway'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='Application Gateway is using the retiring v1 SKU',     ResourceId = tolower(id),     ResourceName=tolower(name),     x_RecommendationDetails = tostring(bag_pack('SKUName', SKUName, 'SKUTier', SKUTier, 'SKUCapacity', SKUCapacity, 'Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Migrate to Application Gateway v2 (Standard_v2 or WAF_v2)', 'x_RecommendationTypeId', 'b3c4d5e6-f7a8-9b0c-1d2e-3f4a5b6c7d8e', 'x_ResourceType', type)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\r\n  \"queryEngine\": \"ResourceGraph\",\r\n  \"scope\": \"Tenant\",\r\n  \"source\": \"FinOps hubs\",\r\n  \"type\": \"Microsoft-ClassicAppGateways\",\r\n  \"version\": \"1.0\"\r\n}\r\n",
+                    "$fxv#6": "{\r\n    \"dataset\": \"Recommendations\",\r\n    \"provider\": \"Microsoft\",\r\n    \"query\": \"resources | where type =~ 'microsoft.web/serverfarms' | where toint(properties.numberOfSites) == 0 | where sku.tier !~ 'Free' | extend Location=location, SKUName=sku.name, SKUTier=sku.tier, SKUCapacity=tostring(sku.capacity) | project id, name, resourceGroup, subscriptionId, Location, SKUName, SKUTier, SKUCapacity, type | project     x_RecommendationId=strcat(tolower(id),'-emptyAppServicePlan'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='App Service plan has no apps hosted on it',     ResourceId = tolower(id),     ResourceName=tolower(name),     x_RecommendationDetails = tostring(bag_pack('SKUName', SKUName, 'SKUTier', SKUTier, 'SKUCapacity', SKUCapacity, 'Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Delete the empty App Service plan or deploy apps to it', 'x_RecommendationTypeId', 'd7b1c874-5e1a-4e3b-9f0a-1c2d3e4f5a6b', 'x_ResourceType', type)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\r\n    \"queryEngine\": \"ResourceGraph\",\r\n    \"scope\": \"Tenant\",\r\n    \"source\": \"FinOps hubs\",\r\n    \"type\": \"Microsoft-EmptyAppServicePlans\",\r\n    \"version\": \"1.0\"\r\n}\r\n",
+                    "$fxv#7": "{\r\n  \"dataset\": \"Recommendations\",\r\n  \"provider\": \"Microsoft\",\r\n  \"query\": \"resources | where type =~ 'microsoft.network/networksecuritygroups' | where isnull(properties.networkInterfaces) and isnull(properties.subnets) | extend Location=location | project id, name, resourceGroup, subscriptionId, Location, type | project     x_RecommendationId=strcat(tolower(id),'-emptyNSG'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='Network security group is not associated with any network interface or subnet',     ResourceId = tolower(id),     ResourceName=tolower(name),     x_RecommendationDetails = tostring(bag_pack('Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Delete the orphaned network security group or associate it with a subnet or NIC', 'x_RecommendationTypeId', 'b9c0d1e2-f3a4-5b6c-7d8e-9f0a1b2c3d4e', 'x_ResourceType', type)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\r\n  \"queryEngine\": \"ResourceGraph\",\r\n  \"scope\": \"Tenant\",\r\n  \"source\": \"FinOps hubs\",\r\n  \"type\": \"Microsoft-EmptyNSGs\",\r\n  \"version\": \"1.0\"\r\n}\r\n",
+                    "$fxv#8": "{\r\n    \"dataset\": \"Recommendations\",\r\n    \"provider\": \"Microsoft\",\r\n    \"query\": \"resources | where type == 'microsoft.sql/servers/elasticpools'| extend elasticPoolId = tolower(tostring(id)), elasticPoolName = name, elasticPoolRG = resourceGroup,skuName=tostring(sku.name),skuTier=tostring(sku.tier),skuCapacity=tostring(sku.capacity), Location=location, type| join kind=leftouter ( resources | where type == 'microsoft.sql/servers/databases'| extend elasticPoolId = tolower(tostring(properties.elasticPoolId)) ) on elasticPoolId| summarize databaseCount = countif(isnotempty(elasticPoolId1)) by elasticPoolId, elasticPoolName,serverResourceGroup=resourceGroup,name,skuName,skuTier,skuCapacity,elasticPoolRG,Location, type, subscriptionId| where databaseCount == 0 | project elasticPoolId, elasticPoolName, databaseCount, elasticPoolRG ,skuName,skuTier ,skuCapacity, Location, type, subscriptionId| project     x_RecommendationId=strcat(tolower(elasticPoolId),'-idle'),     x_ResourceGroupName=tolower(elasticPoolRG),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='SQL Database elastic pool has no associated databases',     ResourceId = tolower(elasticPoolId),     ResourceName=tolower(elasticPoolName),     x_RecommendationDetails= tostring(bag_pack('skuName', skuName, 'skuTier', skuTier, 'skuCapacity', skuCapacity, 'Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Review and remove this resource if not needed', 'x_RecommendationTypeId', '50987aae-a46d-49ae-bd41-a670a4dd18bd', 'x_ResourceType', type)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\r\n    \"queryEngine\": \"ResourceGraph\",\r\n    \"scope\": \"Tenant\",\r\n    \"source\": \"FinOps hubs\",\r\n    \"type\": \"Microsoft-EmptySQLElasticPools\",\r\n    \"version\": \"1.0\"\r\n}\r\n",
+                    "$fxv#9": "{\r\n    \"dataset\": \"Recommendations\",\r\n    \"provider\": \"Microsoft\",\r\n    \"query\": \"resources | where type =~ 'microsoft.network/virtualnetworkgateways' | extend gatewayType = tostring(properties.gatewayType) | where gatewayType in ('Vpn', 'ExpressRoute') | mv-expand ipConfig = properties.ipConfigurations | extend pipId = tostring(ipConfig.properties.publicIPAddress.id) | extend gwId = tolower(id) | join kind=leftouter ( resources | where type =~ 'microsoft.network/connections' | mv-expand gwRef = pack_array(properties.virtualNetworkGateway1.id, properties.virtualNetworkGateway2.id) | extend gwId = tolower(tostring(gwRef)) | summarize connectionCount = count() by gwId ) on gwId | where isnull(connectionCount) or connectionCount == 0 | extend Location=location, SKUName=tostring(properties.sku.name), SKUTier=tostring(properties.sku.tier) | project id, name, resourceGroup, subscriptionId, Location, SKUName, SKUTier, gatewayType, type | project     x_RecommendationId=strcat(tolower(id),'-idleVNetGateway'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='Virtual network gateway has no connections',     ResourceId = tolower(id),     ResourceName=tolower(name),     x_RecommendationDetails = tostring(bag_pack('GatewayType', gatewayType, 'SKUName', SKUName, 'SKUTier', SKUTier, 'Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Delete the idle virtual network gateway or add connections', 'x_RecommendationTypeId', 'a3b4c5d6-7e8f-9a0b-1c2d-3e4f5a6b7c8d', 'x_ResourceType', type)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\r\n    \"queryEngine\": \"ResourceGraph\",\r\n    \"scope\": \"Tenant\",\r\n    \"source\": \"FinOps hubs\",\r\n    \"type\": \"Microsoft-IdleVNetGateways\",\r\n    \"version\": \"1.0\"\r\n}\r\n",
+                    "coreQueryFiles": {
+                      "Recommendations-Microsoft-AdvisorCost": "[variables('$fxv#0')]",
+                      "Recommendations-Microsoft-BackendlessAppGateways": "[variables('$fxv#1')]",
+                      "Recommendations-Microsoft-BackendlessLoadBalancers": "[variables('$fxv#2')]",
+                      "Recommendations-Microsoft-BasicLoadBalancers": "[variables('$fxv#3')]",
+                      "Recommendations-Microsoft-BasicPublicIPs": "[variables('$fxv#4')]",
+                      "Recommendations-Microsoft-ClassicAppGateways": "[variables('$fxv#5')]",
+                      "Recommendations-Microsoft-EmptyAppServicePlans": "[variables('$fxv#6')]",
+                      "Recommendations-Microsoft-EmptyNSGs": "[variables('$fxv#7')]",
+                      "Recommendations-Microsoft-EmptySQLElasticPools": "[variables('$fxv#8')]",
+                      "Recommendations-Microsoft-IdleVNetGateways": "[variables('$fxv#9')]",
+                      "Recommendations-Microsoft-LegacyStorageAccounts": "[variables('$fxv#10')]",
+                      "Recommendations-Microsoft-OrphanedNATGateways": "[variables('$fxv#11')]",
+                      "Recommendations-Microsoft-PremiumSnapshots": "[variables('$fxv#12')]",
+                      "Recommendations-Microsoft-StoppedVMs": "[variables('$fxv#13')]",
+                      "Recommendations-Microsoft-UnassociatedDDoSPlans": "[variables('$fxv#14')]",
+                      "Recommendations-Microsoft-UnattachedDisks": "[variables('$fxv#15')]",
+                      "Recommendations-Microsoft-UnattachedNICs": "[variables('$fxv#16')]",
+                      "Recommendations-Microsoft-UnattachedPublicIPs": "[variables('$fxv#17')]",
+                      "Recommendations-Microsoft-UnmanagedDisks": "[variables('$fxv#18')]",
+                      "Recommendations-Microsoft-UnprovisionedExpressRouteCircuits": "[variables('$fxv#19')]"
+                    },
+                    "ahbQueryFiles": "[if(parameters('enableAHBRecommendations'), createObject('Recommendations-Microsoft-SQLVMsWithoutAHB', variables('$fxv#20'), 'Recommendations-Microsoft-VMsWithoutAHB', variables('$fxv#21')), createObject())]",
+                    "spotQueryFiles": "[if(parameters('enableSpotRecommendations'), createObject('Recommendations-Microsoft-NonSpotAKSClusters', variables('$fxv#22')), createObject())]",
+                    "queryFiles": "[union(variables('coreQueryFiles'), variables('ahbQueryFiles'), variables('spotQueryFiles'))]",
+                    "schemaFiles": {
+                      "recommendations_1.0": "[variables('$fxv#23')]"
+                    },
+                    "finOpsToolkitVersion": "15.0"
+                  },
+                  "resources": {
+                    "appRegistration": {
+                      "type": "Microsoft.Resources/deployments",
+                      "apiVersion": "2025-04-01",
+                      "name": "Microsoft.FinOpsHubs.Recommendations_Register",
+                      "properties": {
+                        "expressionEvaluationOptions": {
+                          "scope": "inner"
+                        },
+                        "mode": "Incremental",
+                        "parameters": {
+                          "app": {
+                            "value": "[parameters('app')]"
+                          },
+                          "version": {
+                            "value": "[variables('finOpsToolkitVersion')]"
+                          },
+                          "features": {
+                            "value": [
+                              "Storage"
+                            ]
+                          }
+                        },
+                        "template": {
+                          "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                          "languageVersion": "2.1-experimental",
+                          "contentVersion": "1.0.0.0",
+                          "metadata": {
+                            "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                            "_EXPERIMENTAL_FEATURES_ENABLED": [
+                              "Enable @validate() decorator"
+                            ],
+                            "_generator": {
+                              "name": "bicep",
+                              "version": "0.40.2.10011",
+                              "templateHash": "6663838570021556637"
+                            }
+                          },
+                          "definitions": {
+                            "_1.HubProperties": {
+                              "type": "object",
+                              "properties": {
+                                "id": {
+                                  "type": "string"
+                                },
+                                "name": {
+                                  "type": "string"
+                                },
+                                "location": {
+                                  "type": "string"
+                                },
+                                "tags": {
+                                  "type": "object"
+                                },
+                                "tagsByResource": {
+                                  "type": "object"
+                                },
+                                "version": {
+                                  "type": "string"
+                                },
+                                "options": {
+                                  "type": "object",
+                                  "properties": {
+                                    "enableTelemetry": {
+                                      "type": "bool"
+                                    },
+                                    "keyVaultSku": {
+                                      "type": "string"
+                                    },
+                                    "keyVaultEnablePurgeProtection": {
+                                      "type": "bool"
+                                    },
+                                    "networkAddressPrefix": {
+                                      "type": "string"
+                                    },
+                                    "natGateway": {
+                                      "type": "bool"
+                                    },
+                                    "privateRouting": {
+                                      "type": "bool"
+                                    },
+                                    "publisherIsolation": {
+                                      "type": "bool"
+                                    },
+                                    "storageInfrastructureEncryption": {
+                                      "type": "bool"
+                                    },
+                                    "storageSku": {
+                                      "type": "string"
+                                    }
+                                  }
+                                },
+                                "routing": {
+                                  "$ref": "#/definitions/_1.HubRoutingProperties"
+                                },
+                                "core": {
+                                  "type": "object",
+                                  "properties": {
+                                    "suffix": {
+                                      "type": "string"
+                                    }
+                                  }
+                                }
+                              },
+                              "metadata": {
+                                "id": "FinOps hub resource ID.",
+                                "name": "FinOps hub instance name.",
+                                "location": "Azure resource location of the FinOps hub instance.",
+                                "tags": "Tags to apply to all FinOps hub resources.",
+                                "tagsByResource": "Tags to apply to resources based on their resource type.",
+                                "version": "FinOps hub version number.",
+                                "options": {
+                                  "enableTelemetry": "Indicates whether telemetry should be enabled for deployments.",
+                                  "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
+                                  "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
+                                  "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                  "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
+                                  "privateRouting": "Indicates whether private network routing is enabled.",
+                                  "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
+                                  "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
+                                  "storageSku": "Storage account SKU. Allowed values: \"Premium_LRS\", \"Premium_ZRS\"."
+                                },
+                                "routing": "FinOps hub private network routing properties, if enabled.",
+                                "core": {
+                                  "suffix": "Unique suffix used for shared resources."
+                                },
+                                "apps": {},
+                                "description": "FinOps hub instance properties.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "_1.HubRoutingProperties": {
+                              "type": "object",
+                              "properties": {
+                                "networkId": {
+                                  "type": "string"
+                                },
+                                "networkName": {
+                                  "type": "string"
+                                },
+                                "scriptStorage": {
+                                  "type": "string"
+                                },
+                                "dnsZones": {
+                                  "type": "object",
+                                  "properties": {
+                                    "blob": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "dfs": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "file": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "queue": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "table": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    }
+                                  }
+                                },
+                                "subnets": {
+                                  "type": "object",
+                                  "properties": {
+                                    "dataExplorer": {
+                                      "type": "string"
+                                    },
+                                    "dataFactory": {
+                                      "type": "string"
+                                    },
+                                    "keyVault": {
+                                      "type": "string"
+                                    },
+                                    "scripts": {
+                                      "type": "string"
+                                    },
+                                    "storage": {
+                                      "type": "string"
+                                    }
+                                  }
+                                }
+                              },
+                              "metadata": {
+                                "networkId": "Resource ID of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                "networkName": "Name of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                "scriptStorage": "Name of the storage account used for deployment scripts.",
+                                "dnsZones": {
+                                  "blob": "Resource ID and name for the blob storage DNS zone.",
+                                  "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                  "file": "Resource ID and name for the file storage DNS zone.",
+                                  "queue": "Resource ID and name for the queue storage DNS zone.",
+                                  "table": "Resource ID and name for the table storage DNS zone."
+                                },
+                                "subnets": {
+                                  "dataExplorer": "Resource ID of the subnet for the Data Explorer instance.",
+                                  "dataFactory": "Resource ID of the subnet for Data Factory instances.",
+                                  "keyVault": "Resource ID of the subnet for Key Vault instances.",
+                                  "scripts": "Resource ID of the subnet for deployment script storage.",
+                                  "storage": "Resource ID of the subnet for storage accounts."
+                                },
+                                "description": "FinOps hub private network routing properties.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "_1.IdNameObject": {
+                              "type": "object",
+                              "properties": {
+                                "id": {
+                                  "type": "string"
+                                },
+                                "name": {
+                                  "type": "string"
+                                }
+                              },
+                              "metadata": {
+                                "id": "Fully-qualified resource ID.",
+                                "name": "Resource name.",
+                                "description": "Resource ID and name.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "HubAppFeature": {
+                              "type": "string",
+                              "allowedValues": [
+                                "DataFactory",
+                                "KeyVault",
+                                "Storage"
+                              ],
+                              "metadata": {
+                                "description": "FinOps hub app features.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "HubAppProperties": {
+                              "type": "object",
+                              "properties": {
+                                "id": {
+                                  "type": "string"
+                                },
+                                "name": {
+                                  "type": "string"
+                                },
+                                "publisher": {
+                                  "type": "string"
+                                },
+                                "suffix": {
+                                  "type": "string"
+                                },
+                                "tags": {
+                                  "type": "object"
+                                },
+                                "dataFactory": {
+                                  "type": "string"
+                                },
+                                "keyVault": {
+                                  "type": "string"
+                                },
+                                "storage": {
+                                  "type": "string"
+                                },
+                                "hub": {
+                                  "$ref": "#/definitions/_1.HubProperties"
+                                }
+                              },
+                              "metadata": {
+                                "id": "Fully-qualified name of the publisher and app, separated by a dot.",
+                                "name": "Short name of the FinOps hub app. Last segment of the app ID.",
+                                "publisher": "Fully-qualified namespace of the FinOps hub app publisher.",
+                                "suffix": "Unique suffix used for publisher resources.",
+                                "tags": "Tags to apply to all FinOps hub resources for this FinOps hub app publisher. Tags are not specific to the app since resources are shared.",
+                                "dataFactory": "Name of the Data Factory instance for this publisher.",
+                                "keyVault": "Name of the KeyVault instance for this publisher.",
+                                "storage": "Name of the storage account for this publisher.",
+                                "hub": "FinOps hub instance the app is deployed to.",
+                                "description": "FinOps hub app configuration settings.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            }
+                          },
+                          "functions": [
+                            {
+                              "namespace": "__bicep",
+                              "members": {
+                                "getAppPublisherTags": {
+                                  "parameters": [
+                                    {
+                                      "$ref": "#/definitions/HubAppProperties",
+                                      "name": "app"
+                                    },
+                                    {
+                                      "type": "string",
+                                      "name": "resourceType"
+                                    }
+                                  ],
+                                  "output": {
+                                    "type": "object",
+                                    "value": "[union(if(parameters('app').hub.options.publisherIsolation, parameters('app').tags, parameters('app').hub.tags), coalesce(tryGet(parameters('app').hub.tagsByResource, parameters('resourceType')), createObject()))]"
+                                  },
+                                  "metadata": {
+                                    "description": "Returns a tags dictionary that includes tags for the FinOps hub app publisher.",
+                                    "__bicep_imported_from!": {
+                                      "sourceTemplate": "hub-types.bicep"
+                                    }
+                                  }
+                                }
+                              }
+                            }
+                          ],
+                          "parameters": {
+                            "app": {
+                              "$ref": "#/definitions/HubAppProperties",
+                              "metadata": {
+                                "description": "Required. FinOps hub app getting deployed."
+                              }
+                            },
+                            "version": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Required. Version number of the FinOps hub app."
+                              }
+                            },
+                            "features": {
+                              "type": "array",
+                              "items": {
+                                "$ref": "#/definitions/HubAppFeature"
+                              },
+                              "defaultValue": [],
+                              "metadata": {
+                                "description": "Optional. Indicate which features the app requires. Allowed values: \"DataFactory\", \"KeyVault\", \"Storage\". Default: [] (none)."
+                              }
+                            },
+                            "storageRoles": {
+                              "type": "array",
+                              "items": {
+                                "type": "string"
+                              },
+                              "defaultValue": [],
+                              "metadata": {
+                                "description": "Optional. Indicate which RBAC roles the Data Factory identity needs on the publisher storage account. This is in addition to Storage Blob Data Contributor for reading and managing content, which is granted to apps that use the \"Storage\" feature. Roles are assigned whether or not the app uses the \"Storage\" feature since the storage account is shared across all apps from the same publisher. Default: [] (none)."
+                              }
+                            },
+                            "telemetryString": {
+                              "type": "string",
+                              "defaultValue": "",
+                              "metadata": {
+                                "description": "Optional. Custom string with additional metadata to log. Must an alphanumeric string without spaces or special characters except for underscores and dashes. Namespace + appName + telemetryString must be 50 characters or less - additional characters will be trimmed."
+                              }
+                            }
+                          },
+                          "variables": {
+                            "$fxv#0": "# Copyright (c) Microsoft Corporation.\r\n# Licensed under the MIT License.\r\n\r\n<#\r\n.SYNOPSIS\r\nManages Azure Data Factory triggers and pipelines during FinOps hub deployment.\r\n\r\n.DESCRIPTION\r\nThis script is called by Bicep deployment scripts to start/stop Data Factory triggers\r\nand optionally run pipelines. It handles two types of triggers:\r\n\r\n1. Schedule triggers - Can be started/stopped directly\r\n2. BlobEventsTriggers - Require Event Grid subscription management before start/stop\r\n\r\nBlobEventsTriggers use Event Grid to listen for storage blob events. Before stopping,\r\nthe Event Grid subscription must be removed (unsubscribed). Before starting, the\r\nsubscription must be added and fully provisioned. This script handles this automatically\r\nby detecting BlobEventsTriggers via the BlobPathBeginsWith property.\r\n\r\nThe script uses retry logic with linear backoff to handle transient API failures and\r\nwait for Event Grid subscription provisioning/deprovisioning to complete.\r\n\r\n.PARAMETER DataFactoryResourceGroup\r\nThe resource group containing the Data Factory.\r\n\r\n.PARAMETER DataFactoryName\r\nThe name of the Data Factory instance.\r\n\r\n.PARAMETER Pipelines\r\nPipe-delimited list of pipeline names to run (e.g., \"pipeline1|pipeline2\").\r\n\r\n.PARAMETER StartTriggers\r\nSwitch to start all stopped triggers (with Event Grid subscription for blob triggers).\r\n\r\n.PARAMETER StopTriggers\r\nSwitch to stop all running triggers (with Event Grid unsubscription for blob triggers).\r\n\r\n.EXAMPLE\r\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StopTriggers\r\n\r\n.EXAMPLE\r\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StartTriggers\r\n#>\r\n\r\nparam(\r\n    [string] $DataFactoryResourceGroup,\r\n    [string] $DataFactoryName,\r\n    [string] $Pipelines = \"\",\r\n    [switch] $StartTriggers,\r\n    [switch] $StopTriggers\r\n)\r\n\r\n$MAX_RETRIES = 20\r\n$DeploymentScriptOutputs = @{}\r\n\r\nfunction Write-Log($Message)\r\n{\r\n    Write-Output \"$(Get-Date -Format 'HH:mm:ss') $Message\"\r\n}\r\n\r\nfunction Invoke-WithRetry([scriptblock]$Action, [string]$Name, [int]$Delay = 5)\r\n{\r\n    for ($i = 1; $i -le $MAX_RETRIES; $i++)\r\n    {\r\n        try { return & $Action }\r\n        catch\r\n        {\r\n            Write-Log \"$Name failed (attempt $i/${MAX_RETRIES}): $($_.Exception.Message)\"\r\n            if ($i -eq $MAX_RETRIES) { throw }\r\n            Start-Sleep -Seconds ($Delay * $i)\r\n        }\r\n    }\r\n}\r\n\r\nfunction Set-BlobTriggerSubscription([string]$TriggerName, [switch]$Subscribe)\r\n{\r\n    $targetStatus = if ($Subscribe) { 'Enabled' } else { 'Disabled' }\r\n    $action = if ($Subscribe) { 'Subscribing' } else { 'Unsubscribing' }\r\n\r\n    Write-Log \"$action $TriggerName to events...\"\r\n\r\n    # Check current status before attempting subscribe/unsubscribe\r\n    $currentStatus = (Get-AzDataFactoryV2TriggerSubscriptionStatus `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -Name $TriggerName).Status\r\n\r\n    if ($currentStatus -eq $targetStatus)\r\n    {\r\n        Write-Log \"$TriggerName subscription is already $targetStatus, skipping.\"\r\n        return\r\n    }\r\n\r\n    if ($currentStatus -eq 'Provisioning' -or $currentStatus -eq 'Deprovisioning')\r\n    {\r\n        Write-Log \"$TriggerName subscription is $currentStatus, waiting for completion...\"\r\n    }\r\n    else\r\n    {\r\n        # Only call subscribe/unsubscribe when not already in a transitional state\r\n        if ($Subscribe)\r\n        {\r\n            Add-AzDataFactoryV2TriggerSubscription `\r\n                -ResourceGroupName $DataFactoryResourceGroup `\r\n                -DataFactoryName $DataFactoryName `\r\n                -Name $TriggerName | Out-Null\r\n        }\r\n        else\r\n        {\r\n            Remove-AzDataFactoryV2TriggerSubscription `\r\n                -ResourceGroupName $DataFactoryResourceGroup `\r\n                -DataFactoryName $DataFactoryName `\r\n                -Name $TriggerName | Out-Null\r\n        }\r\n    }\r\n\r\n    # Poll until provisioning completes\r\n    Invoke-WithRetry -Name \"$action status $TriggerName\" -Delay 5 -Action {\r\n        $status = Get-AzDataFactoryV2TriggerSubscriptionStatus `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -Name $TriggerName\r\n        if ($status.Status -ne $targetStatus)\r\n        {\r\n            throw \"Subscription status is $($status.Status), expected $targetStatus\"\r\n        }\r\n    }\r\n}\r\n\r\nif ($StartTriggers -or $StopTriggers)\r\n{\r\n    $triggers = Invoke-WithRetry -Name \"Get triggers\" -Action {\r\n        Get-AzDataFactoryV2Trigger `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n        | Where-Object {\r\n            ($StartTriggers -and $_.Properties.RuntimeState -ne \"Started\") `\r\n                -or ($StopTriggers -and $_.Properties.RuntimeState -ne \"Stopped\")\r\n        }\r\n    }\r\n\r\n    Write-Log \"Found $($triggers.Count) trigger(s) to $(if ($StartTriggers) { 'start' } else { 'stop' })\"\r\n\r\n    $triggers | ForEach-Object {\r\n        $triggerName = $_.Name\r\n        $isBlobTrigger = $null -ne $_.Properties.BlobPathBeginsWith\r\n\r\n        if ($StopTriggers)\r\n        {\r\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName }\r\n            Write-Log \"Stopping trigger $triggerName...\"\r\n            Invoke-WithRetry -Name \"Stop $triggerName\" -Action {\r\n                Stop-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName -Force\r\n            }\r\n        }\r\n        else\r\n        {\r\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName -Subscribe }\r\n            Write-Log \"Starting trigger $triggerName...\"\r\n            Invoke-WithRetry -Name \"Start $triggerName\" -Action {\r\n                Start-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName -Force\r\n            }\r\n        }\r\n\r\n        Invoke-WithRetry -Name \"Wait for $triggerName\" -Action {\r\n            $state = (Get-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName).Properties.RuntimeState\r\n            $expected = if ($StartTriggers) { 'Started' } else { 'Stopped' }\r\n            if ($state -ne $expected) { throw \"Trigger is $state, expected $expected\" }\r\n        }\r\n\r\n        Write-Log \"...done\"\r\n        $DeploymentScriptOutputs[$triggerName] = $true\r\n    }\r\n}\r\n\r\nif (-not [string]::IsNullOrWhiteSpace($Pipelines))\r\n{\r\n    $Pipelines.Split('|') | ForEach-Object {\r\n        Write-Log \"Running pipeline $_...\"\r\n        Invoke-AzDataFactoryV2Pipeline `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -PipelineName $_\r\n    }\r\n}\r\n",
+                            "usesDataFactory": "[contains(parameters('features'), 'DataFactory')]",
+                            "usesKeyVault": "[contains(parameters('features'), 'KeyVault')]",
+                            "usesStorage": "[contains(parameters('features'), 'Storage')]",
+                            "telemetryId": "[format('ftk-hubapp-{0}{1}{2}', parameters('app').id, if(empty(parameters('telemetryString')), '', '_'), parameters('telemetryString'))]",
+                            "telemetryProps": {
+                              "mode": "Incremental",
+                              "template": {
+                                "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                "contentVersion": "1.0.0.0",
+                                "metadata": {
+                                  "_generator": {
+                                    "name": "[format('FTK: {0}', parameters('app').id)]",
+                                    "version": "[parameters('version')]"
+                                  }
+                                },
+                                "resources": []
+                              }
+                            },
+                            "factoryManagementRoles": [
+                              "673868aa-7521-48a0-acc6-0f60742d39f5"
+                            ],
+                            "factoryStorageRoles": "[union(parameters('storageRoles'), if(not(variables('usesStorage')), createArray(), createArray('17d1049b-9a84-46fb-8f53-869881c3d3ab', 'ba92f5b4-2d11-453d-a403-e96b0029c9fe', 'acdd72a7-3385-48ef-bd42-f606fba81ae7')))]",
+                            "storageInfrastructureEncryptionProperties": "[if(not(parameters('app').hub.options.storageInfrastructureEncryption), createObject(), createObject('encryption', createObject('keySource', 'Microsoft.Storage', 'requireInfrastructureEncryption', parameters('app').hub.options.storageInfrastructureEncryption)))]"
+                          },
+                          "resources": {
+                            "dataFactory::managedVirtualNetwork::storageManagedPrivateEndpoint": {
+                              "condition": "[and(and(variables('usesDataFactory'), parameters('app').hub.options.privateRouting), variables('usesStorage'))]",
+                              "type": "Microsoft.DataFactory/factories/managedVirtualNetworks/managedPrivateEndpoints",
+                              "apiVersion": "2018-06-01",
+                              "name": "[format('{0}/{1}/{2}', parameters('app').dataFactory, 'default', parameters('app').storage)]",
+                              "properties": {
+                                "name": "[parameters('app').storage]",
+                                "groupId": "dfs",
+                                "privateLinkResourceId": "[resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage)]",
+                                "fqdns": [
+                                  "[reference('storageAccount').primaryEndpoints.dfs]"
+                                ]
+                              },
+                              "dependsOn": [
+                                "dataFactory::managedVirtualNetwork",
+                                "storageAccount"
+                              ]
+                            },
+                            "dataFactory::managedVirtualNetwork::keyVaultManagedPrivateEndpoint": {
+                              "condition": "[and(and(variables('usesDataFactory'), parameters('app').hub.options.privateRouting), variables('usesKeyVault'))]",
+                              "type": "Microsoft.DataFactory/factories/managedVirtualNetworks/managedPrivateEndpoints",
+                              "apiVersion": "2018-06-01",
+                              "name": "[format('{0}/{1}/{2}', parameters('app').dataFactory, 'default', parameters('app').keyVault)]",
+                              "properties": {
+                                "name": "[parameters('app').keyVault]",
+                                "groupId": "vault",
+                                "privateLinkResourceId": "[resourceId('Microsoft.KeyVault/vaults', parameters('app').keyVault)]",
+                                "fqdns": [
+                                  "[reference('keyVault').vaultUri]"
+                                ]
+                              },
+                              "dependsOn": [
+                                "dataFactory::managedVirtualNetwork",
+                                "keyVault"
+                              ]
+                            },
+                            "dataFactory::managedVirtualNetwork": {
+                              "condition": "[and(variables('usesDataFactory'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.DataFactory/factories/managedVirtualNetworks",
+                              "apiVersion": "2018-06-01",
+                              "name": "[format('{0}/{1}', parameters('app').dataFactory, 'default')]",
+                              "properties": {},
+                              "dependsOn": [
+                                "dataFactory"
+                              ]
+                            },
+                            "dataFactory::managedIntegrationRuntime": {
+                              "condition": "[and(variables('usesDataFactory'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.DataFactory/factories/integrationRuntimes",
+                              "apiVersion": "2018-06-01",
+                              "name": "[format('{0}/{1}', parameters('app').dataFactory, 'ManagedIntegrationRuntime')]",
+                              "properties": {
+                                "type": "Managed",
+                                "managedVirtualNetwork": {
+                                  "referenceName": "default",
+                                  "type": "ManagedVirtualNetworkReference"
+                                },
+                                "typeProperties": {
+                                  "computeProperties": {
+                                    "location": "[parameters('app').hub.location]",
+                                    "dataFlowProperties": {
+                                      "computeType": "General",
+                                      "coreCount": 8,
+                                      "timeToLive": 10,
+                                      "cleanup": false,
+                                      "customProperties": []
+                                    },
+                                    "copyComputeScaleProperties": {
+                                      "dataIntegrationUnit": 16,
+                                      "timeToLive": 30
+                                    },
+                                    "pipelineExternalComputeScaleProperties": {
+                                      "timeToLive": 30,
+                                      "numberOfPipelineNodes": 1,
+                                      "numberOfExternalNodes": 1
+                                    }
+                                  }
+                                }
+                              },
+                              "dependsOn": [
+                                "dataFactory",
+                                "dataFactory::managedVirtualNetwork"
+                              ]
+                            },
+                            "dataFactory::linkedService_keyVault": {
+                              "condition": "[and(variables('usesDataFactory'), variables('usesKeyVault'))]",
+                              "type": "Microsoft.DataFactory/factories/linkedservices",
+                              "apiVersion": "2018-06-01",
+                              "name": "[format('{0}/{1}', parameters('app').dataFactory, parameters('app').keyVault)]",
+                              "properties": {
+                                "annotations": [],
+                                "parameters": {},
+                                "type": "AzureKeyVault",
+                                "typeProperties": {
+                                  "baseUrl": "[reference(format('Microsoft.KeyVault/vaults/{0}', parameters('app').keyVault), '2023-02-01').vaultUri]"
+                                },
+                                "connectVia": "[if(parameters('app').hub.options.privateRouting, createObject('referenceName', 'ManagedIntegrationRuntime', 'type', 'IntegrationRuntimeReference'), null())]"
+                              },
+                              "dependsOn": [
+                                "dataFactory",
+                                "dataFactory::managedIntegrationRuntime",
+                                "keyVault"
+                              ]
+                            },
+                            "dataFactory::linkedService_storageAccount": {
+                              "condition": "[and(variables('usesDataFactory'), variables('usesStorage'))]",
+                              "type": "Microsoft.DataFactory/factories/linkedservices",
+                              "apiVersion": "2018-06-01",
+                              "name": "[format('{0}/{1}', parameters('app').dataFactory, parameters('app').storage)]",
+                              "properties": {
+                                "annotations": [],
+                                "parameters": {},
+                                "type": "AzureBlobFS",
+                                "typeProperties": {
+                                  "url": "[reference(format('Microsoft.Storage/storageAccounts/{0}', parameters('app').storage), '2021-08-01').primaryEndpoints.dfs]"
+                                },
+                                "connectVia": "[if(parameters('app').hub.options.privateRouting, createObject('referenceName', 'ManagedIntegrationRuntime', 'type', 'IntegrationRuntimeReference'), null())]"
+                              },
+                              "dependsOn": [
+                                "dataFactory",
+                                "dataFactory::managedIntegrationRuntime",
+                                "storageAccount"
+                              ]
+                            },
+                            "storageAccount::blobService": {
+                              "condition": "[variables('usesStorage')]",
+                              "type": "Microsoft.Storage/storageAccounts/blobServices",
+                              "apiVersion": "2022-09-01",
+                              "name": "[format('{0}/{1}', parameters('app').storage, 'default')]",
+                              "dependsOn": [
+                                "storageAccount"
+                              ]
+                            },
+                            "blobEndpoint::blobPrivateDnsZoneGroup": {
+                              "condition": "[and(variables('usesStorage'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateEndpoints/privateDnsZoneGroups",
+                              "apiVersion": "2023-11-01",
+                              "name": "[format('{0}/{1}', format('{0}-blob-ep', parameters('app').storage), 'storage-endpoint-zone')]",
+                              "properties": {
+                                "privateDnsZoneConfigs": [
+                                  {
+                                    "name": "[format('privatelink.blob.{0}', environment().suffixes.storage)]",
+                                    "properties": {
+                                      "privateDnsZoneId": "[resourceId('Microsoft.Network/privateDnsZones', format('privatelink.blob.{0}', environment().suffixes.storage))]"
+                                    }
+                                  }
+                                ]
+                              },
+                              "dependsOn": [
+                                "blobEndpoint"
+                              ]
+                            },
+                            "dfsEndpoint::dfsPrivateDnsZoneGroup": {
+                              "condition": "[and(variables('usesStorage'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateEndpoints/privateDnsZoneGroups",
+                              "apiVersion": "2023-11-01",
+                              "name": "[format('{0}/{1}', format('{0}-dfs-ep', parameters('app').storage), 'dfs-endpoint-zone')]",
+                              "properties": {
+                                "privateDnsZoneConfigs": [
+                                  {
+                                    "name": "[format('privatelink.dfs.{0}', environment().suffixes.storage)]",
+                                    "properties": {
+                                      "privateDnsZoneId": "[resourceId('Microsoft.Network/privateDnsZones', format('privatelink.dfs.{0}', environment().suffixes.storage))]"
+                                    }
+                                  }
+                                ]
+                              },
+                              "dependsOn": [
+                                "dfsEndpoint"
+                              ]
+                            },
+                            "keyVaultPrivateDnsZone::keyVaultPrivateDnsZoneLink": {
+                              "condition": "[and(variables('usesKeyVault'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateDnsZones/virtualNetworkLinks",
+                              "apiVersion": "2024-06-01",
+                              "name": "[format('{0}/{1}', format('privatelink{0}', replace(environment().suffixes.keyvaultDns, 'vault', 'vaultcore')), format('{0}-link', replace(format('privatelink{0}', replace(environment().suffixes.keyvaultDns, 'vault', 'vaultcore')), '.', '-')))]",
+                              "location": "global",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Network/privateDnsZones/virtualNetworkLinks')]",
+                              "properties": {
+                                "virtualNetwork": {
+                                  "id": "[parameters('app').hub.routing.networkId]"
+                                },
+                                "registrationEnabled": false
+                              },
+                              "dependsOn": [
+                                "keyVaultPrivateDnsZone"
+                              ]
+                            },
+                            "keyVaultEndpoint::keyVaultPrivateDnsZoneGroup": {
+                              "condition": "[and(variables('usesKeyVault'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateEndpoints/privateDnsZoneGroups",
+                              "apiVersion": "2023-11-01",
+                              "name": "[format('{0}/{1}', format('{0}-ep', parameters('app').keyVault), 'keyvault-endpoint-zone')]",
+                              "properties": {
+                                "privateDnsZoneConfigs": [
+                                  {
+                                    "name": "[format('privatelink{0}', replace(environment().suffixes.keyvaultDns, 'vault', 'vaultcore'))]",
+                                    "properties": {
+                                      "privateDnsZoneId": "[resourceId('Microsoft.Network/privateDnsZones', format('privatelink{0}', replace(environment().suffixes.keyvaultDns, 'vault', 'vaultcore')))]"
+                                    }
+                                  }
+                                ]
+                              },
+                              "dependsOn": [
+                                "keyVaultEndpoint",
+                                "keyVaultPrivateDnsZone"
+                              ]
+                            },
+                            "appTelemetry": {
+                              "condition": "[parameters('app').hub.options.enableTelemetry]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2022-09-01",
+                              "name": "[if(lessOrEquals(length(variables('telemetryId')), 64), variables('telemetryId'), substring(variables('telemetryId'), 0, 64))]",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Resources/deployments')]",
+                              "properties": "[variables('telemetryProps')]"
+                            },
+                            "dataFactory": {
+                              "condition": "[variables('usesDataFactory')]",
+                              "type": "Microsoft.DataFactory/factories",
+                              "apiVersion": "2018-06-01",
+                              "name": "[parameters('app').dataFactory]",
+                              "location": "[parameters('app').hub.location]",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.DataFactory/factories')]",
+                              "identity": {
+                                "type": "SystemAssigned"
+                              },
+                              "properties": {
+                                "globalConfigurations": {
+                                  "PipelineBillingEnabled": "true"
+                                }
+                              }
+                            },
+                            "storageRoleAssignments": {
+                              "copy": {
+                                "name": "storageRoleAssignments",
+                                "count": "[length(variables('factoryStorageRoles'))]"
+                              },
+                              "condition": "[variables('usesDataFactory')]",
+                              "type": "Microsoft.Authorization/roleAssignments",
+                              "apiVersion": "2022-04-01",
+                              "scope": "[resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage)]",
+                              "name": "[guid(resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage), variables('factoryStorageRoles')[copyIndex()], resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory))]",
+                              "properties": {
+                                "roleDefinitionId": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', variables('factoryStorageRoles')[copyIndex()])]",
+                                "principalId": "[reference('dataFactory', '2018-06-01', 'full').identity.principalId]",
+                                "principalType": "ServicePrincipal"
+                              },
+                              "dependsOn": [
+                                "dataFactory",
+                                "storageAccount"
+                              ]
+                            },
+                            "factorySelfRoleAssignments": {
+                              "copy": {
+                                "name": "factorySelfRoleAssignments",
+                                "count": "[length(variables('factoryManagementRoles'))]"
+                              },
+                              "condition": "[variables('usesDataFactory')]",
+                              "type": "Microsoft.Authorization/roleAssignments",
+                              "apiVersion": "2022-04-01",
+                              "scope": "[resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory)]",
+                              "name": "[guid(resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory), variables('factoryManagementRoles')[copyIndex()], resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory))]",
+                              "properties": {
+                                "roleDefinitionId": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', variables('factoryManagementRoles')[copyIndex()])]",
+                                "principalId": "[reference('dataFactory', '2018-06-01', 'full').identity.principalId]",
+                                "principalType": "ServicePrincipal"
+                              },
+                              "dependsOn": [
+                                "dataFactory"
+                              ]
+                            },
+                            "triggerManagerIdentity": {
+                              "condition": "[variables('usesDataFactory')]",
+                              "type": "Microsoft.ManagedIdentity/userAssignedIdentities",
+                              "apiVersion": "2023-01-31",
+                              "name": "[format('{0}_triggerManager', parameters('app').dataFactory)]",
+                              "location": "[parameters('app').hub.location]",
+                              "tags": "[union(parameters('app').tags, coalesce(tryGet(parameters('app').hub.tagsByResource, 'Microsoft.ManagedIdentity/userAssignedIdentities'), createObject()))]",
+                              "dependsOn": [
+                                "dataFactory"
+                              ]
+                            },
+                            "triggerManagerRoleAssignments": {
+                              "copy": {
+                                "name": "triggerManagerRoleAssignments",
+                                "count": "[length(variables('factoryManagementRoles'))]"
+                              },
+                              "condition": "[variables('usesDataFactory')]",
+                              "type": "Microsoft.Authorization/roleAssignments",
+                              "apiVersion": "2022-04-01",
+                              "scope": "[resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory)]",
+                              "name": "[guid(resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory), variables('factoryManagementRoles')[copyIndex()], resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', format('{0}_triggerManager', parameters('app').dataFactory)))]",
+                              "properties": {
+                                "roleDefinitionId": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', variables('factoryManagementRoles')[copyIndex()])]",
+                                "principalId": "[reference('triggerManagerIdentity').principalId]",
+                                "principalType": "ServicePrincipal"
+                              },
+                              "dependsOn": [
+                                "dataFactory",
+                                "triggerManagerIdentity"
+                              ]
+                            },
+                            "storageAccount": {
+                              "condition": "[variables('usesStorage')]",
+                              "type": "Microsoft.Storage/storageAccounts",
+                              "apiVersion": "2022-09-01",
+                              "name": "[parameters('app').storage]",
+                              "location": "[parameters('app').hub.location]",
+                              "sku": {
+                                "name": "[parameters('app').hub.options.storageSku]"
+                              },
+                              "kind": "BlockBlobStorage",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Storage/storageAccounts')]",
+                              "properties": "[shallowMerge(createArray(variables('storageInfrastructureEncryptionProperties'), createObject('supportsHttpsTrafficOnly', true(), 'allowSharedKeyAccess', true(), 'isHnsEnabled', true(), 'minimumTlsVersion', 'TLS1_2', 'allowBlobPublicAccess', false(), 'publicNetworkAccess', 'Enabled', 'networkAcls', createObject('bypass', 'AzureServices', 'defaultAction', if(parameters('app').hub.options.privateRouting, 'Deny', 'Allow')))))]"
+                            },
+                            "blobPrivateDnsZone": {
+                              "condition": "[and(variables('usesStorage'), parameters('app').hub.options.privateRouting)]",
+                              "existing": true,
+                              "type": "Microsoft.Network/privateDnsZones",
+                              "apiVersion": "2024-06-01",
+                              "name": "[format('privatelink.blob.{0}', environment().suffixes.storage)]"
+                            },
+                            "blobEndpoint": {
+                              "condition": "[and(variables('usesStorage'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateEndpoints",
+                              "apiVersion": "2023-11-01",
+                              "name": "[format('{0}-blob-ep', parameters('app').storage)]",
+                              "location": "[parameters('app').hub.location]",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Network/privateEndpoints')]",
+                              "properties": {
+                                "subnet": {
+                                  "id": "[parameters('app').hub.routing.subnets.storage]"
+                                },
+                                "privateLinkServiceConnections": [
+                                  {
+                                    "name": "blobLink",
+                                    "properties": {
+                                      "privateLinkServiceId": "[resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage)]",
+                                      "groupIds": [
+                                        "blob"
+                                      ]
+                                    }
+                                  }
+                                ]
+                              },
+                              "dependsOn": [
+                                "storageAccount"
+                              ]
+                            },
+                            "dfsPrivateDnsZone": {
+                              "condition": "[and(variables('usesStorage'), parameters('app').hub.options.privateRouting)]",
+                              "existing": true,
+                              "type": "Microsoft.Network/privateDnsZones",
+                              "apiVersion": "2024-06-01",
+                              "name": "[format('privatelink.dfs.{0}', environment().suffixes.storage)]"
+                            },
+                            "dfsEndpoint": {
+                              "condition": "[and(variables('usesStorage'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateEndpoints",
+                              "apiVersion": "2023-11-01",
+                              "name": "[format('{0}-dfs-ep', parameters('app').storage)]",
+                              "location": "[parameters('app').hub.location]",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Network/privateEndpoints')]",
+                              "properties": {
+                                "subnet": {
+                                  "id": "[parameters('app').hub.routing.subnets.storage]"
+                                },
+                                "privateLinkServiceConnections": [
+                                  {
+                                    "name": "dfsLink",
+                                    "properties": {
+                                      "privateLinkServiceId": "[resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage)]",
+                                      "groupIds": [
+                                        "dfs"
+                                      ]
+                                    }
+                                  }
+                                ]
+                              },
+                              "dependsOn": [
+                                "storageAccount"
+                              ]
+                            },
+                            "keyVault": {
+                              "condition": "[variables('usesKeyVault')]",
+                              "type": "Microsoft.KeyVault/vaults",
+                              "apiVersion": "2023-02-01",
+                              "name": "[parameters('app').keyVault]",
+                              "location": "[parameters('app').hub.location]",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.KeyVault/vaults')]",
+                              "properties": {
+                                "sku": {
+                                  "name": "[parameters('app').hub.options.keyVaultSku]",
+                                  "family": "A"
+                                },
+                                "enabledForDeployment": true,
+                                "enabledForTemplateDeployment": true,
+                                "enabledForDiskEncryption": true,
+                                "enableSoftDelete": true,
+                                "softDeleteRetentionInDays": 90,
+                                "enablePurgeProtection": "[if(parameters('app').hub.options.keyVaultEnablePurgeProtection, true(), null())]",
+                                "enableRbacAuthorization": false,
+                                "createMode": "default",
+                                "tenantId": "[subscription().tenantId]",
+                                "accessPolicies": [
+                                  {
+                                    "objectId": "[reference('dataFactory', '2018-06-01', 'full').identity.principalId]",
+                                    "tenantId": "[subscription().tenantId]",
+                                    "permissions": {
+                                      "secrets": [
+                                        "get"
+                                      ]
+                                    }
+                                  }
+                                ],
+                                "networkAcls": {
+                                  "bypass": "AzureServices",
+                                  "defaultAction": "[if(parameters('app').hub.options.privateRouting, 'Deny', 'Allow')]"
+                                }
+                              },
+                              "dependsOn": [
+                                "dataFactory"
+                              ]
+                            },
+                            "keyVaultPrivateDnsZone": {
+                              "condition": "[and(variables('usesKeyVault'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateDnsZones",
+                              "apiVersion": "2024-06-01",
+                              "name": "[format('privatelink{0}', replace(environment().suffixes.keyvaultDns, 'vault', 'vaultcore'))]",
+                              "location": "global",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Network/privateDnsZones')]",
+                              "properties": {}
+                            },
+                            "keyVaultEndpoint": {
+                              "condition": "[and(variables('usesKeyVault'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateEndpoints",
+                              "apiVersion": "2023-11-01",
+                              "name": "[format('{0}-ep', parameters('app').keyVault)]",
+                              "location": "[parameters('app').hub.location]",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Network/privateEndpoints')]",
+                              "properties": {
+                                "subnet": {
+                                  "id": "[parameters('app').hub.routing.subnets.keyVault]"
+                                },
+                                "privateLinkServiceConnections": [
+                                  {
+                                    "name": "keyVaultLink",
+                                    "properties": {
+                                      "privateLinkServiceId": "[resourceId('Microsoft.KeyVault/vaults', parameters('app').keyVault)]",
+                                      "groupIds": [
+                                        "vault"
+                                      ]
+                                    }
+                                  }
+                                ]
+                              },
+                              "dependsOn": [
+                                "keyVault"
+                              ]
+                            },
+                            "getKeyVaultPrivateEndpointConnections": {
+                              "condition": "[and(and(variables('usesDataFactory'), variables('usesKeyVault')), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2025-04-01",
+                              "name": "GetKeyVaultPrivateEndpointConnections",
+                              "properties": {
+                                "expressionEvaluationOptions": {
+                                  "scope": "inner"
+                                },
+                                "mode": "Incremental",
+                                "parameters": {
+                                  "keyVaultName": {
+                                    "value": "[parameters('app').keyVault]"
+                                  }
+                                },
+                                "template": {
+                                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                  "languageVersion": "2.1-experimental",
+                                  "contentVersion": "1.0.0.0",
+                                  "metadata": {
+                                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                                      "Enable @validate() decorator"
+                                    ],
+                                    "_generator": {
+                                      "name": "bicep",
+                                      "version": "0.40.2.10011",
+                                      "templateHash": "14430016218703995910"
+                                    }
+                                  },
+                                  "parameters": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "defaultValue": [],
+                                      "metadata": {
+                                        "description": "Optional. Array of private endpoint connections. Pending ones will be approved."
+                                      }
+                                    },
+                                    "keyVaultName": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the KeyVault."
+                                      }
+                                    }
+                                  },
+                                  "resources": {
+                                    "keyVault": {
+                                      "existing": true,
+                                      "type": "Microsoft.KeyVault/vaults",
+                                      "apiVersion": "2023-07-01",
+                                      "name": "[parameters('keyVaultName')]"
+                                    },
+                                    "privateEndpointConnection": {
+                                      "copy": {
+                                        "name": "privateEndpointConnection",
+                                        "count": "[length(parameters('privateEndpointConnections'))]"
+                                      },
+                                      "condition": "[equals(parameters('privateEndpointConnections')[copyIndex()].properties.privateLinkServiceConnectionState.status, 'Pending')]",
+                                      "type": "Microsoft.KeyVault/vaults/privateEndpointConnections",
+                                      "apiVersion": "2023-07-01",
+                                      "name": "[format('{0}/{1}', parameters('keyVaultName'), last(array(split(parameters('privateEndpointConnections')[copyIndex()].id, '/'))))]",
+                                      "properties": {
+                                        "privateLinkServiceConnectionState": {
+                                          "status": "Approved",
+                                          "description": "Approved-by-pipeline"
+                                        }
+                                      }
+                                    }
+                                  },
+                                  "outputs": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "value": "[reference('keyVault').privateEndpointConnections]"
+                                    }
+                                  }
+                                }
+                              },
+                              "dependsOn": [
+                                "dataFactory::managedVirtualNetwork::keyVaultManagedPrivateEndpoint",
+                                "getStoragePrivateEndpointConnections",
+                                "keyVault"
+                              ]
+                            },
+                            "approveKeyVaultPrivateEndpointConnections": {
+                              "condition": "[and(and(variables('usesDataFactory'), variables('usesKeyVault')), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2025-04-01",
+                              "name": "ApproveKeyVaultPrivateEndpointConnections",
+                              "properties": {
+                                "expressionEvaluationOptions": {
+                                  "scope": "inner"
+                                },
+                                "mode": "Incremental",
+                                "parameters": {
+                                  "keyVaultName": {
+                                    "value": "[parameters('app').keyVault]"
+                                  },
+                                  "privateEndpointConnections": {
+                                    "value": "[reference('getKeyVaultPrivateEndpointConnections').outputs.privateEndpointConnections.value]"
+                                  }
+                                },
+                                "template": {
+                                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                  "languageVersion": "2.1-experimental",
+                                  "contentVersion": "1.0.0.0",
+                                  "metadata": {
+                                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                                      "Enable @validate() decorator"
+                                    ],
+                                    "_generator": {
+                                      "name": "bicep",
+                                      "version": "0.40.2.10011",
+                                      "templateHash": "14430016218703995910"
+                                    }
+                                  },
+                                  "parameters": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "defaultValue": [],
+                                      "metadata": {
+                                        "description": "Optional. Array of private endpoint connections. Pending ones will be approved."
+                                      }
+                                    },
+                                    "keyVaultName": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the KeyVault."
+                                      }
+                                    }
+                                  },
+                                  "resources": {
+                                    "keyVault": {
+                                      "existing": true,
+                                      "type": "Microsoft.KeyVault/vaults",
+                                      "apiVersion": "2023-07-01",
+                                      "name": "[parameters('keyVaultName')]"
+                                    },
+                                    "privateEndpointConnection": {
+                                      "copy": {
+                                        "name": "privateEndpointConnection",
+                                        "count": "[length(parameters('privateEndpointConnections'))]"
+                                      },
+                                      "condition": "[equals(parameters('privateEndpointConnections')[copyIndex()].properties.privateLinkServiceConnectionState.status, 'Pending')]",
+                                      "type": "Microsoft.KeyVault/vaults/privateEndpointConnections",
+                                      "apiVersion": "2023-07-01",
+                                      "name": "[format('{0}/{1}', parameters('keyVaultName'), last(array(split(parameters('privateEndpointConnections')[copyIndex()].id, '/'))))]",
+                                      "properties": {
+                                        "privateLinkServiceConnectionState": {
+                                          "status": "Approved",
+                                          "description": "Approved-by-pipeline"
+                                        }
+                                      }
+                                    }
+                                  },
+                                  "outputs": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "value": "[reference('keyVault').privateEndpointConnections]"
+                                    }
+                                  }
+                                }
+                              },
+                              "dependsOn": [
+                                "getKeyVaultPrivateEndpointConnections",
+                                "keyVault"
+                              ]
+                            },
+                            "getStoragePrivateEndpointConnections": {
+                              "condition": "[and(and(variables('usesDataFactory'), variables('usesStorage')), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2025-04-01",
+                              "name": "GetStoragePrivateEndpointConnections",
+                              "properties": {
+                                "expressionEvaluationOptions": {
+                                  "scope": "inner"
+                                },
+                                "mode": "Incremental",
+                                "parameters": {
+                                  "storageAccountName": {
+                                    "value": "[parameters('app').storage]"
+                                  }
+                                },
+                                "template": {
+                                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                  "languageVersion": "2.1-experimental",
+                                  "contentVersion": "1.0.0.0",
+                                  "metadata": {
+                                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                                      "Enable @validate() decorator"
+                                    ],
+                                    "_generator": {
+                                      "name": "bicep",
+                                      "version": "0.40.2.10011",
+                                      "templateHash": "6251600796460224070"
+                                    }
+                                  },
+                                  "parameters": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "defaultValue": [],
+                                      "metadata": {
+                                        "description": "Optional. Array of private endpoint connections. Pending ones will be approved."
+                                      }
+                                    },
+                                    "storageAccountName": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the storage account."
+                                      }
+                                    }
+                                  },
+                                  "resources": {
+                                    "storageAccount": {
+                                      "existing": true,
+                                      "type": "Microsoft.Storage/storageAccounts",
+                                      "apiVersion": "2023-04-01",
+                                      "name": "[parameters('storageAccountName')]"
+                                    },
+                                    "privateEndpointConnection": {
+                                      "copy": {
+                                        "name": "privateEndpointConnection",
+                                        "count": "[length(parameters('privateEndpointConnections'))]"
+                                      },
+                                      "condition": "[equals(parameters('privateEndpointConnections')[copyIndex()].properties.privateLinkServiceConnectionState.status, 'Pending')]",
+                                      "type": "Microsoft.Storage/storageAccounts/privateEndpointConnections",
+                                      "apiVersion": "2023-04-01",
+                                      "name": "[format('{0}/{1}', parameters('storageAccountName'), last(array(split(parameters('privateEndpointConnections')[copyIndex()].id, '/'))))]",
+                                      "properties": {
+                                        "privateLinkServiceConnectionState": {
+                                          "status": "Approved",
+                                          "description": "Approved-by-pipeline",
+                                          "actionRequired": "None"
+                                        }
+                                      }
+                                    }
+                                  },
+                                  "outputs": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "value": "[reference('storageAccount').privateEndpointConnections]"
+                                    }
+                                  }
+                                }
+                              },
+                              "dependsOn": [
+                                "dataFactory::managedVirtualNetwork::storageManagedPrivateEndpoint",
+                                "stopTriggers",
+                                "storageAccount"
+                              ]
+                            },
+                            "approveStoragePrivateEndpointConnections": {
+                              "condition": "[and(and(variables('usesDataFactory'), variables('usesStorage')), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2025-04-01",
+                              "name": "ApproveStoragePrivateEndpointConnections",
+                              "properties": {
+                                "expressionEvaluationOptions": {
+                                  "scope": "inner"
+                                },
+                                "mode": "Incremental",
+                                "parameters": {
+                                  "storageAccountName": {
+                                    "value": "[parameters('app').storage]"
+                                  },
+                                  "privateEndpointConnections": {
+                                    "value": "[reference('getStoragePrivateEndpointConnections').outputs.privateEndpointConnections.value]"
+                                  }
+                                },
+                                "template": {
+                                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                  "languageVersion": "2.1-experimental",
+                                  "contentVersion": "1.0.0.0",
+                                  "metadata": {
+                                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                                      "Enable @validate() decorator"
+                                    ],
+                                    "_generator": {
+                                      "name": "bicep",
+                                      "version": "0.40.2.10011",
+                                      "templateHash": "6251600796460224070"
+                                    }
+                                  },
+                                  "parameters": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "defaultValue": [],
+                                      "metadata": {
+                                        "description": "Optional. Array of private endpoint connections. Pending ones will be approved."
+                                      }
+                                    },
+                                    "storageAccountName": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the storage account."
+                                      }
+                                    }
+                                  },
+                                  "resources": {
+                                    "storageAccount": {
+                                      "existing": true,
+                                      "type": "Microsoft.Storage/storageAccounts",
+                                      "apiVersion": "2023-04-01",
+                                      "name": "[parameters('storageAccountName')]"
+                                    },
+                                    "privateEndpointConnection": {
+                                      "copy": {
+                                        "name": "privateEndpointConnection",
+                                        "count": "[length(parameters('privateEndpointConnections'))]"
+                                      },
+                                      "condition": "[equals(parameters('privateEndpointConnections')[copyIndex()].properties.privateLinkServiceConnectionState.status, 'Pending')]",
+                                      "type": "Microsoft.Storage/storageAccounts/privateEndpointConnections",
+                                      "apiVersion": "2023-04-01",
+                                      "name": "[format('{0}/{1}', parameters('storageAccountName'), last(array(split(parameters('privateEndpointConnections')[copyIndex()].id, '/'))))]",
+                                      "properties": {
+                                        "privateLinkServiceConnectionState": {
+                                          "status": "Approved",
+                                          "description": "Approved-by-pipeline",
+                                          "actionRequired": "None"
+                                        }
+                                      }
+                                    }
+                                  },
+                                  "outputs": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "value": "[reference('storageAccount').privateEndpointConnections]"
+                                    }
+                                  }
+                                }
+                              },
+                              "dependsOn": [
+                                "getStoragePrivateEndpointConnections",
+                                "storageAccount"
+                              ]
+                            },
+                            "stopTriggers": {
+                              "condition": "[variables('usesDataFactory')]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2025-04-01",
+                              "name": "[format('{0}.{1}_ADF.StopTriggers', parameters('app').publisher, parameters('app').name)]",
+                              "properties": {
+                                "expressionEvaluationOptions": {
+                                  "scope": "inner"
+                                },
+                                "mode": "Incremental",
+                                "parameters": {
+                                  "app": {
+                                    "value": "[parameters('app')]"
+                                  },
+                                  "identityName": {
+                                    "value": "[format('{0}_triggerManager', parameters('app').dataFactory)]"
+                                  },
+                                  "scriptContent": {
+                                    "value": "[variables('$fxv#0')]"
+                                  },
+                                  "arguments": {
+                                    "value": "[join(createArray(format('-DataFactoryResourceGroup \"{0}\"', resourceGroup().name), format('-DataFactoryName \"{0}\"', parameters('app').dataFactory), '-StopTriggers'), ' ')]"
+                                  }
+                                },
+                                "template": {
+                                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                  "languageVersion": "2.1-experimental",
+                                  "contentVersion": "1.0.0.0",
+                                  "metadata": {
+                                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                                      "Enable @validate() decorator"
+                                    ],
+                                    "_generator": {
+                                      "name": "bicep",
+                                      "version": "0.40.2.10011",
+                                      "templateHash": "15790442586575518487"
+                                    }
+                                  },
+                                  "definitions": {
+                                    "EnvironmentVariable": {
+                                      "type": "object",
+                                      "properties": {
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "value": {
+                                          "type": "string"
+                                        }
+                                      }
+                                    },
+                                    "_1.HubProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "location": {
+                                          "type": "string"
+                                        },
+                                        "tags": {
+                                          "type": "object"
+                                        },
+                                        "tagsByResource": {
+                                          "type": "object"
+                                        },
+                                        "version": {
+                                          "type": "string"
+                                        },
+                                        "options": {
+                                          "type": "object",
+                                          "properties": {
+                                            "enableTelemetry": {
+                                              "type": "bool"
+                                            },
+                                            "keyVaultSku": {
+                                              "type": "string"
+                                            },
+                                            "keyVaultEnablePurgeProtection": {
+                                              "type": "bool"
+                                            },
+                                            "networkAddressPrefix": {
+                                              "type": "string"
+                                            },
+                                            "natGateway": {
+                                              "type": "bool"
+                                            },
+                                            "privateRouting": {
+                                              "type": "bool"
+                                            },
+                                            "publisherIsolation": {
+                                              "type": "bool"
+                                            },
+                                            "storageInfrastructureEncryption": {
+                                              "type": "bool"
+                                            },
+                                            "storageSku": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        },
+                                        "routing": {
+                                          "$ref": "#/definitions/_1.HubRoutingProperties"
+                                        },
+                                        "core": {
+                                          "type": "object",
+                                          "properties": {
+                                            "suffix": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "FinOps hub resource ID.",
+                                        "name": "FinOps hub instance name.",
+                                        "location": "Azure resource location of the FinOps hub instance.",
+                                        "tags": "Tags to apply to all FinOps hub resources.",
+                                        "tagsByResource": "Tags to apply to resources based on their resource type.",
+                                        "version": "FinOps hub version number.",
+                                        "options": {
+                                          "enableTelemetry": "Indicates whether telemetry should be enabled for deployments.",
+                                          "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
+                                          "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
+                                          "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
+                                          "privateRouting": "Indicates whether private network routing is enabled.",
+                                          "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
+                                          "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
+                                          "storageSku": "Storage account SKU. Allowed values: \"Premium_LRS\", \"Premium_ZRS\"."
+                                        },
+                                        "routing": "FinOps hub private network routing properties, if enabled.",
+                                        "core": {
+                                          "suffix": "Unique suffix used for shared resources."
+                                        },
+                                        "apps": {},
+                                        "description": "FinOps hub instance properties.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "_1.HubRoutingProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "networkId": {
+                                          "type": "string"
+                                        },
+                                        "networkName": {
+                                          "type": "string"
+                                        },
+                                        "scriptStorage": {
+                                          "type": "string"
+                                        },
+                                        "dnsZones": {
+                                          "type": "object",
+                                          "properties": {
+                                            "blob": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "dfs": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "file": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "queue": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "table": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            }
+                                          }
+                                        },
+                                        "subnets": {
+                                          "type": "object",
+                                          "properties": {
+                                            "dataExplorer": {
+                                              "type": "string"
+                                            },
+                                            "dataFactory": {
+                                              "type": "string"
+                                            },
+                                            "keyVault": {
+                                              "type": "string"
+                                            },
+                                            "scripts": {
+                                              "type": "string"
+                                            },
+                                            "storage": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        }
+                                      },
+                                      "metadata": {
+                                        "networkId": "Resource ID of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                        "networkName": "Name of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                        "scriptStorage": "Name of the storage account used for deployment scripts.",
+                                        "dnsZones": {
+                                          "blob": "Resource ID and name for the blob storage DNS zone.",
+                                          "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                          "file": "Resource ID and name for the file storage DNS zone.",
+                                          "queue": "Resource ID and name for the queue storage DNS zone.",
+                                          "table": "Resource ID and name for the table storage DNS zone."
+                                        },
+                                        "subnets": {
+                                          "dataExplorer": "Resource ID of the subnet for the Data Explorer instance.",
+                                          "dataFactory": "Resource ID of the subnet for Data Factory instances.",
+                                          "keyVault": "Resource ID of the subnet for Key Vault instances.",
+                                          "scripts": "Resource ID of the subnet for deployment script storage.",
+                                          "storage": "Resource ID of the subnet for storage accounts."
+                                        },
+                                        "description": "FinOps hub private network routing properties.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "_1.IdNameObject": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "Fully-qualified resource ID.",
+                                        "name": "Resource name.",
+                                        "description": "Resource ID and name.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "HubAppProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "publisher": {
+                                          "type": "string"
+                                        },
+                                        "suffix": {
+                                          "type": "string"
+                                        },
+                                        "tags": {
+                                          "type": "object"
+                                        },
+                                        "dataFactory": {
+                                          "type": "string"
+                                        },
+                                        "keyVault": {
+                                          "type": "string"
+                                        },
+                                        "storage": {
+                                          "type": "string"
+                                        },
+                                        "hub": {
+                                          "$ref": "#/definitions/_1.HubProperties"
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "Fully-qualified name of the publisher and app, separated by a dot.",
+                                        "name": "Short name of the FinOps hub app. Last segment of the app ID.",
+                                        "publisher": "Fully-qualified namespace of the FinOps hub app publisher.",
+                                        "suffix": "Unique suffix used for publisher resources.",
+                                        "tags": "Tags to apply to all FinOps hub resources for this FinOps hub app publisher. Tags are not specific to the app since resources are shared.",
+                                        "dataFactory": "Name of the Data Factory instance for this publisher.",
+                                        "keyVault": "Name of the KeyVault instance for this publisher.",
+                                        "storage": "Name of the storage account for this publisher.",
+                                        "hub": "FinOps hub instance the app is deployed to.",
+                                        "description": "FinOps hub app configuration settings.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    }
+                                  },
+                                  "parameters": {
+                                    "app": {
+                                      "$ref": "#/definitions/HubAppProperties",
+                                      "metadata": {
+                                        "description": "Required. FinOps hub app the deployment script is being run for."
+                                      }
+                                    },
+                                    "identityName": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the managed identity to create."
+                                      }
+                                    },
+                                    "scriptName": {
+                                      "type": "string",
+                                      "defaultValue": "[deployment().name]",
+                                      "metadata": {
+                                        "description": "Optional. Name of the deployment script to create. Default = (same as deployment)."
+                                      }
+                                    },
+                                    "scriptContent": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the deployment script to create."
+                                      }
+                                    },
+                                    "arguments": {
+                                      "type": "string",
+                                      "defaultValue": "",
+                                      "metadata": {
+                                        "description": "Optional. Additional arguments to pass into the deployment script."
+                                      }
+                                    },
+                                    "environmentVariables": {
+                                      "type": "array",
+                                      "items": {
+                                        "$ref": "#/definitions/EnvironmentVariable"
+                                      },
+                                      "defaultValue": [],
+                                      "metadata": {
+                                        "description": "Optional. Environment variables to use for the deployment script."
+                                      }
+                                    },
+                                    "forceUpdateTag": {
+                                      "type": "string",
+                                      "defaultValue": "",
+                                      "metadata": {
+                                        "description": "Optional. Forces the script to run again when the value changes. Default = empty (only reruns when properties change)."
+                                      }
+                                    }
+                                  },
+                                  "variables": {
+                                    "privateEndpointDeploymentRoles": "[if(not(parameters('app').hub.options.privateRouting), createArray(), createArray('69566ab7-960f-475b-8e7c-b3118f30c6bd'))]",
+                                    "containerGroupName": "[replace(replace(replace(parameters('scriptName'), '/', '-'), '.', '-'), '_', '-')]",
+                                    "privateEndpointDeploymentProperties": "[if(not(parameters('app').hub.options.privateRouting), createObject(), createObject('storageAccountSettings', createObject('storageAccountName', coalesce(parameters('app').hub.routing.scriptStorage, '')), 'containerSettings', createObject('containerGroupName', if(greater(length(variables('containerGroupName')), 63), substring(variables('containerGroupName'), 0, 62), variables('containerGroupName')), 'subnetIds', createArray(createObject('id', coalesce(parameters('app').hub.routing.subnets.scripts, ''))))))]"
+                                  },
+                                  "resources": {
+                                    "identity": {
+                                      "type": "Microsoft.ManagedIdentity/userAssignedIdentities",
+                                      "apiVersion": "2023-01-31",
+                                      "name": "[parameters('identityName')]",
+                                      "tags": "[union(parameters('app').tags, coalesce(tryGet(parameters('app').hub.tagsByResource, 'Microsoft.ManagedIdentity/userAssignedIdentities'), createObject()))]",
+                                      "location": "[parameters('app').hub.location]"
+                                    },
+                                    "scriptStorageAccount": {
+                                      "condition": "[parameters('app').hub.options.privateRouting]",
+                                      "existing": true,
+                                      "type": "Microsoft.Storage/storageAccounts",
+                                      "apiVersion": "2022-09-01",
+                                      "name": "[coalesce(parameters('app').hub.routing.scriptStorage, '')]"
+                                    },
+                                    "identityRoleAssignments": {
+                                      "copy": {
+                                        "name": "identityRoleAssignments",
+                                        "count": "[length(variables('privateEndpointDeploymentRoles'))]"
+                                      },
+                                      "condition": "[parameters('app').hub.options.privateRouting]",
+                                      "type": "Microsoft.Authorization/roleAssignments",
+                                      "apiVersion": "2022-04-01",
+                                      "scope": "[resourceId('Microsoft.Storage/storageAccounts', coalesce(parameters('app').hub.routing.scriptStorage, ''))]",
+                                      "name": "[guid(variables('privateEndpointDeploymentRoles')[copyIndex()], resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]",
+                                      "properties": {
+                                        "roleDefinitionId": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', variables('privateEndpointDeploymentRoles')[copyIndex()])]",
+                                        "principalId": "[reference('identity').principalId]",
+                                        "principalType": "ServicePrincipal"
+                                      },
+                                      "dependsOn": [
+                                        "identity"
+                                      ]
+                                    },
+                                    "script": {
+                                      "type": "Microsoft.Resources/deploymentScripts",
+                                      "apiVersion": "2023-08-01",
+                                      "name": "[parameters('scriptName')]",
+                                      "kind": "AzurePowerShell",
+                                      "location": "[if(startsWith(parameters('app').hub.location, 'china'), 'chinaeast2', parameters('app').hub.location)]",
+                                      "tags": "[union(parameters('app').tags, coalesce(tryGet(parameters('app').hub.tagsByResource, 'Microsoft.Resources/deploymentScripts'), createObject()))]",
+                                      "identity": {
+                                        "type": "UserAssigned",
+                                        "userAssignedIdentities": {
+                                          "[format('{0}', resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]": {}
+                                        }
+                                      },
+                                      "properties": "[shallowMerge(createArray(variables('privateEndpointDeploymentProperties'), createObject('azPowerShellVersion', '11.0', 'retentionInterval', 'PT1H', 'cleanupPreference', 'OnSuccess', 'scriptContent', parameters('scriptContent'), 'arguments', parameters('arguments'), 'environmentVariables', parameters('environmentVariables'), 'forceUpdateTag', if(empty(parameters('forceUpdateTag')), null(), parameters('forceUpdateTag')))))]",
+                                      "dependsOn": [
+                                        "identity",
+                                        "identityRoleAssignments"
+                                      ]
+                                    }
+                                  },
+                                  "outputs": {
+                                    "scriptOutputs": {
+                                      "type": "object",
+                                      "metadata": {
+                                        "description": "Values the script set in $DeploymentScriptOutputs. Empty if the script did not set any."
+                                      },
+                                      "value": "[coalesce(tryGet(reference('script'), 'outputs'), createObject())]"
+                                    }
+                                  }
+                                }
+                              },
+                              "dependsOn": [
+                                "appTelemetry",
+                                "dataFactory",
+                                "triggerManagerIdentity",
+                                "triggerManagerRoleAssignments"
+                              ]
+                            }
+                          },
+                          "outputs": {
+                            "dataFactoryId": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Resource ID of the Data Factory instance used by the FinOps hub app. Empty when not deployed."
+                              },
+                              "value": "[if(variables('usesDataFactory'), resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory), '')]"
+                            },
+                            "keyVaultId": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Resource ID of the Key Vault instance used by the FinOps hub app. Empty when not deployed."
+                              },
+                              "value": "[if(variables('usesKeyVault'), resourceId('Microsoft.KeyVault/vaults', parameters('app').keyVault), '')]"
+                            },
+                            "storageAccountId": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Resource ID of the storage account instance used by the FinOps hub app. Empty when not deployed."
+                              },
+                              "value": "[if(variables('usesStorage'), resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage), '')]"
+                            },
+                            "principalId": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Principal ID for the managed identity used by Data Factory. Empty when not deployed."
+                              },
+                              "value": "[if(variables('usesDataFactory'), reference('dataFactory', '2018-06-01', 'full').identity.principalId, '')]"
+                            },
+                            "triggerManagerIdentityName": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Name of the managed identity used to create and stop ADF triggers. Empty when not deployed."
+                              },
+                              "value": "[if(variables('usesDataFactory'), format('{0}_triggerManager', parameters('app').dataFactory), '')]"
+                            }
+                          }
+                        }
+                      }
+                    },
+                    "uploadQueries": {
+                      "type": "Microsoft.Resources/deployments",
+                      "apiVersion": "2025-04-01",
+                      "name": "Microsoft.FinOpsHubs.Recommendations_UploadQueries",
+                      "properties": {
+                        "expressionEvaluationOptions": {
+                          "scope": "inner"
+                        },
+                        "mode": "Incremental",
+                        "parameters": {
+                          "app": {
+                            "value": "[parameters('app')]"
+                          },
+                          "container": {
+                            "value": "[parameters('ingestionQueries').queries.container]"
+                          },
+                          "files": {
+                            "value": "[reduce(items(variables('queryFiles')), createObject(), lambda('acc', 'item', union(lambdaVariables('acc'), createObject(format('{0}/{1}.json', parameters('ingestionQueries').queries.folder, lambdaVariables('item').key), lambdaVariables('item').value))))]"
+                          }
+                        },
+                        "template": {
+                          "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                          "languageVersion": "2.1-experimental",
+                          "contentVersion": "1.0.0.0",
+                          "metadata": {
+                            "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                            "_EXPERIMENTAL_FEATURES_ENABLED": [
+                              "Enable @validate() decorator"
+                            ],
+                            "_generator": {
+                              "name": "bicep",
+                              "version": "0.40.2.10011",
+                              "templateHash": "8959083120322629470"
+                            }
+                          },
+                          "definitions": {
+                            "_1.HubProperties": {
+                              "type": "object",
+                              "properties": {
+                                "id": {
+                                  "type": "string"
+                                },
+                                "name": {
+                                  "type": "string"
+                                },
+                                "location": {
+                                  "type": "string"
+                                },
+                                "tags": {
+                                  "type": "object"
+                                },
+                                "tagsByResource": {
+                                  "type": "object"
+                                },
+                                "version": {
+                                  "type": "string"
+                                },
+                                "options": {
+                                  "type": "object",
+                                  "properties": {
+                                    "enableTelemetry": {
+                                      "type": "bool"
+                                    },
+                                    "keyVaultSku": {
+                                      "type": "string"
+                                    },
+                                    "keyVaultEnablePurgeProtection": {
+                                      "type": "bool"
+                                    },
+                                    "networkAddressPrefix": {
+                                      "type": "string"
+                                    },
+                                    "natGateway": {
+                                      "type": "bool"
+                                    },
+                                    "privateRouting": {
+                                      "type": "bool"
+                                    },
+                                    "publisherIsolation": {
+                                      "type": "bool"
+                                    },
+                                    "storageInfrastructureEncryption": {
+                                      "type": "bool"
+                                    },
+                                    "storageSku": {
+                                      "type": "string"
+                                    }
+                                  }
+                                },
+                                "routing": {
+                                  "$ref": "#/definitions/_1.HubRoutingProperties"
+                                },
+                                "core": {
+                                  "type": "object",
+                                  "properties": {
+                                    "suffix": {
+                                      "type": "string"
+                                    }
+                                  }
+                                }
+                              },
+                              "metadata": {
+                                "id": "FinOps hub resource ID.",
+                                "name": "FinOps hub instance name.",
+                                "location": "Azure resource location of the FinOps hub instance.",
+                                "tags": "Tags to apply to all FinOps hub resources.",
+                                "tagsByResource": "Tags to apply to resources based on their resource type.",
+                                "version": "FinOps hub version number.",
+                                "options": {
+                                  "enableTelemetry": "Indicates whether telemetry should be enabled for deployments.",
+                                  "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
+                                  "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
+                                  "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                  "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
+                                  "privateRouting": "Indicates whether private network routing is enabled.",
+                                  "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
+                                  "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
+                                  "storageSku": "Storage account SKU. Allowed values: \"Premium_LRS\", \"Premium_ZRS\"."
+                                },
+                                "routing": "FinOps hub private network routing properties, if enabled.",
+                                "core": {
+                                  "suffix": "Unique suffix used for shared resources."
+                                },
+                                "apps": {},
+                                "description": "FinOps hub instance properties.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "_1.HubRoutingProperties": {
+                              "type": "object",
+                              "properties": {
+                                "networkId": {
+                                  "type": "string"
+                                },
+                                "networkName": {
+                                  "type": "string"
+                                },
+                                "scriptStorage": {
+                                  "type": "string"
+                                },
+                                "dnsZones": {
+                                  "type": "object",
+                                  "properties": {
+                                    "blob": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "dfs": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "file": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "queue": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "table": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    }
+                                  }
+                                },
+                                "subnets": {
+                                  "type": "object",
+                                  "properties": {
+                                    "dataExplorer": {
+                                      "type": "string"
+                                    },
+                                    "dataFactory": {
+                                      "type": "string"
+                                    },
+                                    "keyVault": {
+                                      "type": "string"
+                                    },
+                                    "scripts": {
+                                      "type": "string"
+                                    },
+                                    "storage": {
+                                      "type": "string"
+                                    }
+                                  }
+                                }
+                              },
+                              "metadata": {
+                                "networkId": "Resource ID of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                "networkName": "Name of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                "scriptStorage": "Name of the storage account used for deployment scripts.",
+                                "dnsZones": {
+                                  "blob": "Resource ID and name for the blob storage DNS zone.",
+                                  "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                  "file": "Resource ID and name for the file storage DNS zone.",
+                                  "queue": "Resource ID and name for the queue storage DNS zone.",
+                                  "table": "Resource ID and name for the table storage DNS zone."
+                                },
+                                "subnets": {
+                                  "dataExplorer": "Resource ID of the subnet for the Data Explorer instance.",
+                                  "dataFactory": "Resource ID of the subnet for Data Factory instances.",
+                                  "keyVault": "Resource ID of the subnet for Key Vault instances.",
+                                  "scripts": "Resource ID of the subnet for deployment script storage.",
+                                  "storage": "Resource ID of the subnet for storage accounts."
+                                },
+                                "description": "FinOps hub private network routing properties.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "_1.IdNameObject": {
+                              "type": "object",
+                              "properties": {
+                                "id": {
+                                  "type": "string"
+                                },
+                                "name": {
+                                  "type": "string"
+                                }
+                              },
+                              "metadata": {
+                                "id": "Fully-qualified resource ID.",
+                                "name": "Resource name.",
+                                "description": "Resource ID and name.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "HubAppProperties": {
+                              "type": "object",
+                              "properties": {
+                                "id": {
+                                  "type": "string"
+                                },
+                                "name": {
+                                  "type": "string"
+                                },
+                                "publisher": {
+                                  "type": "string"
+                                },
+                                "suffix": {
+                                  "type": "string"
+                                },
+                                "tags": {
+                                  "type": "object"
+                                },
+                                "dataFactory": {
+                                  "type": "string"
+                                },
+                                "keyVault": {
+                                  "type": "string"
+                                },
+                                "storage": {
+                                  "type": "string"
+                                },
+                                "hub": {
+                                  "$ref": "#/definitions/_1.HubProperties"
+                                }
+                              },
+                              "metadata": {
+                                "id": "Fully-qualified name of the publisher and app, separated by a dot.",
+                                "name": "Short name of the FinOps hub app. Last segment of the app ID.",
+                                "publisher": "Fully-qualified namespace of the FinOps hub app publisher.",
+                                "suffix": "Unique suffix used for publisher resources.",
+                                "tags": "Tags to apply to all FinOps hub resources for this FinOps hub app publisher. Tags are not specific to the app since resources are shared.",
+                                "dataFactory": "Name of the Data Factory instance for this publisher.",
+                                "keyVault": "Name of the KeyVault instance for this publisher.",
+                                "storage": "Name of the storage account for this publisher.",
+                                "hub": "FinOps hub instance the app is deployed to.",
+                                "description": "FinOps hub app configuration settings.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            }
+                          },
+                          "parameters": {
+                            "app": {
+                              "$ref": "#/definitions/HubAppProperties",
+                              "metadata": {
+                                "description": "Required. FinOps hub app that storage is getting updated for."
+                              }
+                            },
+                            "container": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Required. Name of the storage container to create or update."
+                              }
+                            },
+                            "files": {
+                              "type": "object",
+                              "defaultValue": {},
+                              "metadata": {
+                                "description": "Optional. Dictionary of key/value pairs for the files to upload to the specified container. The key is the target path under the container and the value is the contents of the file. Default: {} (no files to upload)."
+                              }
+                            },
+                            "forceCreateBlobManagerIdentity": {
+                              "type": "bool",
+                              "defaultValue": false,
+                              "metadata": {
+                                "description": "Optional. Indicates whether to create the blob manager user assigned identity even if files are not being uploaded. Default: false."
+                              }
+                            }
+                          },
+                          "variables": {
+                            "$fxv#0": "# Copyright (c) Microsoft Corporation.\r\n# Licensed under the MIT License.\r\n\r\n# Get storage context\r\n$storageContext = @{\r\n    Context   = New-AzStorageContext -StorageAccountName $env:storageAccountName -UseConnectedAccount\r\n    Container = $env:containerName\r\n}\r\n\r\n# Uploading files\r\n$files = $env:files | ConvertFrom-Json -Depth 10\r\nWrite-Output \"Uploading ${$files.PSObject.Properties.Count} files...\"\r\n$files.PSObject.Properties | ForEach-Object {\r\n    $filePath = $_.Name\r\n    $tempPath = \"./$($filePath -replace \"/\", \"_\")\"\r\n    Write-Output \"  Uploading $filePath...\"\r\n    $_.Value | Out-File $tempPath\r\n    Set-AzStorageBlobContent @storageContext -File $tempPath -Blob $filePath -Force | Out-Null\r\n}\r\n",
+                            "fileCount": "[length(items(parameters('files')))]",
+                            "hasFiles": "[greater(variables('fileCount'), 0)]"
+                          },
+                          "resources": {
+                            "storageAccount::blobService::targetContainer": {
+                              "type": "Microsoft.Storage/storageAccounts/blobServices/containers",
+                              "apiVersion": "2022-09-01",
+                              "name": "[format('{0}/{1}/{2}', parameters('app').storage, 'default', parameters('container'))]",
+                              "properties": {
+                                "publicAccess": "None",
+                                "metadata": {}
+                              }
+                            },
+                            "storageAccount::blobService": {
+                              "existing": true,
+                              "type": "Microsoft.Storage/storageAccounts/blobServices",
+                              "apiVersion": "2022-09-01",
+                              "name": "[format('{0}/{1}', parameters('app').storage, 'default')]"
+                            },
+                            "storageAccount": {
+                              "existing": true,
+                              "type": "Microsoft.Storage/storageAccounts",
+                              "apiVersion": "2022-09-01",
+                              "name": "[parameters('app').storage]"
+                            },
+                            "identity": {
+                              "condition": "[or(variables('hasFiles'), parameters('forceCreateBlobManagerIdentity'))]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2025-04-01",
+                              "name": "[format('{0}.Identity', deployment().name)]",
+                              "properties": {
+                                "expressionEvaluationOptions": {
+                                  "scope": "inner"
+                                },
+                                "mode": "Incremental",
+                                "parameters": {
+                                  "app": {
+                                    "value": "[parameters('app')]"
+                                  },
+                                  "identityName": {
+                                    "value": "[format('{0}_blobManager', parameters('app').storage)]"
+                                  },
+                                  "roleAssignmentResourceId": {
+                                    "value": "[resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage)]"
+                                  },
+                                  "roles": {
+                                    "value": [
+                                      "ba92f5b4-2d11-453d-a403-e96b0029c9fe",
+                                      "69566ab7-960f-475b-8e7c-b3118f30c6bd"
+                                    ]
+                                  }
+                                },
+                                "template": {
+                                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                  "languageVersion": "2.1-experimental",
+                                  "contentVersion": "1.0.0.0",
+                                  "metadata": {
+                                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                                      "Enable @validate() decorator"
+                                    ],
+                                    "_generator": {
+                                      "name": "bicep",
+                                      "version": "0.40.2.10011",
+                                      "templateHash": "17649985755359546818"
+                                    }
+                                  },
+                                  "definitions": {
+                                    "_1.HubProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "location": {
+                                          "type": "string"
+                                        },
+                                        "tags": {
+                                          "type": "object"
+                                        },
+                                        "tagsByResource": {
+                                          "type": "object"
+                                        },
+                                        "version": {
+                                          "type": "string"
+                                        },
+                                        "options": {
+                                          "type": "object",
+                                          "properties": {
+                                            "enableTelemetry": {
+                                              "type": "bool"
+                                            },
+                                            "keyVaultSku": {
+                                              "type": "string"
+                                            },
+                                            "keyVaultEnablePurgeProtection": {
+                                              "type": "bool"
+                                            },
+                                            "networkAddressPrefix": {
+                                              "type": "string"
+                                            },
+                                            "natGateway": {
+                                              "type": "bool"
+                                            },
+                                            "privateRouting": {
+                                              "type": "bool"
+                                            },
+                                            "publisherIsolation": {
+                                              "type": "bool"
+                                            },
+                                            "storageInfrastructureEncryption": {
+                                              "type": "bool"
+                                            },
+                                            "storageSku": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        },
+                                        "routing": {
+                                          "$ref": "#/definitions/_1.HubRoutingProperties"
+                                        },
+                                        "core": {
+                                          "type": "object",
+                                          "properties": {
+                                            "suffix": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "FinOps hub resource ID.",
+                                        "name": "FinOps hub instance name.",
+                                        "location": "Azure resource location of the FinOps hub instance.",
+                                        "tags": "Tags to apply to all FinOps hub resources.",
+                                        "tagsByResource": "Tags to apply to resources based on their resource type.",
+                                        "version": "FinOps hub version number.",
+                                        "options": {
+                                          "enableTelemetry": "Indicates whether telemetry should be enabled for deployments.",
+                                          "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
+                                          "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
+                                          "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
+                                          "privateRouting": "Indicates whether private network routing is enabled.",
+                                          "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
+                                          "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
+                                          "storageSku": "Storage account SKU. Allowed values: \"Premium_LRS\", \"Premium_ZRS\"."
+                                        },
+                                        "routing": "FinOps hub private network routing properties, if enabled.",
+                                        "core": {
+                                          "suffix": "Unique suffix used for shared resources."
+                                        },
+                                        "apps": {},
+                                        "description": "FinOps hub instance properties.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "_1.HubRoutingProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "networkId": {
+                                          "type": "string"
+                                        },
+                                        "networkName": {
+                                          "type": "string"
+                                        },
+                                        "scriptStorage": {
+                                          "type": "string"
+                                        },
+                                        "dnsZones": {
+                                          "type": "object",
+                                          "properties": {
+                                            "blob": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "dfs": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "file": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "queue": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "table": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            }
+                                          }
+                                        },
+                                        "subnets": {
+                                          "type": "object",
+                                          "properties": {
+                                            "dataExplorer": {
+                                              "type": "string"
+                                            },
+                                            "dataFactory": {
+                                              "type": "string"
+                                            },
+                                            "keyVault": {
+                                              "type": "string"
+                                            },
+                                            "scripts": {
+                                              "type": "string"
+                                            },
+                                            "storage": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        }
+                                      },
+                                      "metadata": {
+                                        "networkId": "Resource ID of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                        "networkName": "Name of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                        "scriptStorage": "Name of the storage account used for deployment scripts.",
+                                        "dnsZones": {
+                                          "blob": "Resource ID and name for the blob storage DNS zone.",
+                                          "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                          "file": "Resource ID and name for the file storage DNS zone.",
+                                          "queue": "Resource ID and name for the queue storage DNS zone.",
+                                          "table": "Resource ID and name for the table storage DNS zone."
+                                        },
+                                        "subnets": {
+                                          "dataExplorer": "Resource ID of the subnet for the Data Explorer instance.",
+                                          "dataFactory": "Resource ID of the subnet for Data Factory instances.",
+                                          "keyVault": "Resource ID of the subnet for Key Vault instances.",
+                                          "scripts": "Resource ID of the subnet for deployment script storage.",
+                                          "storage": "Resource ID of the subnet for storage accounts."
+                                        },
+                                        "description": "FinOps hub private network routing properties.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "_1.IdNameObject": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "Fully-qualified resource ID.",
+                                        "name": "Resource name.",
+                                        "description": "Resource ID and name.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "HubAppProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "publisher": {
+                                          "type": "string"
+                                        },
+                                        "suffix": {
+                                          "type": "string"
+                                        },
+                                        "tags": {
+                                          "type": "object"
+                                        },
+                                        "dataFactory": {
+                                          "type": "string"
+                                        },
+                                        "keyVault": {
+                                          "type": "string"
+                                        },
+                                        "storage": {
+                                          "type": "string"
+                                        },
+                                        "hub": {
+                                          "$ref": "#/definitions/_1.HubProperties"
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "Fully-qualified name of the publisher and app, separated by a dot.",
+                                        "name": "Short name of the FinOps hub app. Last segment of the app ID.",
+                                        "publisher": "Fully-qualified namespace of the FinOps hub app publisher.",
+                                        "suffix": "Unique suffix used for publisher resources.",
+                                        "tags": "Tags to apply to all FinOps hub resources for this FinOps hub app publisher. Tags are not specific to the app since resources are shared.",
+                                        "dataFactory": "Name of the Data Factory instance for this publisher.",
+                                        "keyVault": "Name of the KeyVault instance for this publisher.",
+                                        "storage": "Name of the storage account for this publisher.",
+                                        "hub": "FinOps hub instance the app is deployed to.",
+                                        "description": "FinOps hub app configuration settings.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    }
+                                  },
+                                  "functions": [
+                                    {
+                                      "namespace": "__bicep",
+                                      "members": {
+                                        "getAppPublisherTags": {
+                                          "parameters": [
+                                            {
+                                              "$ref": "#/definitions/HubAppProperties",
+                                              "name": "app"
+                                            },
+                                            {
+                                              "type": "string",
+                                              "name": "resourceType"
+                                            }
+                                          ],
+                                          "output": {
+                                            "type": "object",
+                                            "value": "[union(if(parameters('app').hub.options.publisherIsolation, parameters('app').tags, parameters('app').hub.tags), coalesce(tryGet(parameters('app').hub.tagsByResource, parameters('resourceType')), createObject()))]"
+                                          },
+                                          "metadata": {
+                                            "description": "Returns a tags dictionary that includes tags for the FinOps hub app publisher.",
+                                            "__bicep_imported_from!": {
+                                              "sourceTemplate": "hub-types.bicep"
+                                            }
+                                          }
+                                        }
+                                      }
+                                    }
+                                  ],
+                                  "parameters": {
+                                    "app": {
+                                      "$ref": "#/definitions/HubAppProperties",
+                                      "metadata": {
+                                        "description": "Required. FinOps hub app the identity is associated with."
+                                      }
+                                    },
+                                    "identityName": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the user assigned identity."
+                                      }
+                                    },
+                                    "roleAssignmentResourceId": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Resource ID of the resource access is being granted for."
+                                      }
+                                    },
+                                    "roles": {
+                                      "type": "array",
+                                      "items": {
+                                        "type": "string"
+                                      },
+                                      "metadata": {
+                                        "description": "Required. List of RBAC role assignment GUIDs."
+                                      }
+                                    }
+                                  },
+                                  "resources": {
+                                    "identity": {
+                                      "type": "Microsoft.ManagedIdentity/userAssignedIdentities",
+                                      "apiVersion": "2023-01-31",
+                                      "name": "[parameters('identityName')]",
+                                      "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.ManagedIdentity/userAssignedIdentities')]",
+                                      "location": "[parameters('app').hub.location]"
+                                    },
+                                    "identityRoleAssignments": {
+                                      "copy": {
+                                        "name": "identityRoleAssignments",
+                                        "count": "[length(parameters('roles'))]"
+                                      },
+                                      "type": "Microsoft.Authorization/roleAssignments",
+                                      "apiVersion": "2022-04-01",
+                                      "name": "[guid(parameters('roleAssignmentResourceId'), parameters('roles')[copyIndex()], resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]",
+                                      "properties": {
+                                        "roleDefinitionId": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', parameters('roles')[copyIndex()])]",
+                                        "principalId": "[reference('identity').principalId]",
+                                        "principalType": "ServicePrincipal"
+                                      },
+                                      "dependsOn": [
+                                        "identity"
+                                      ]
+                                    }
+                                  },
+                                  "outputs": {
+                                    "id": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Resource ID of the user assigned identity."
+                                      },
+                                      "value": "[resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName'))]"
+                                    },
+                                    "name": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Name of the user assigned identity."
+                                      },
+                                      "value": "[parameters('identityName')]"
+                                    },
+                                    "principalId": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Principal ID of the user assigned identity."
+                                      },
+                                      "value": "[reference('identity').principalId]"
+                                    }
+                                  }
+                                }
+                              }
+                            },
+                            "uploadFiles": {
+                              "condition": "[variables('hasFiles')]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2025-04-01",
+                              "name": "[format('{0}.Upload', deployment().name)]",
+                              "properties": {
+                                "expressionEvaluationOptions": {
+                                  "scope": "inner"
+                                },
+                                "mode": "Incremental",
+                                "parameters": {
+                                  "app": {
+                                    "value": "[parameters('app')]"
+                                  },
+                                  "identityName": {
+                                    "value": "[reference('identity').outputs.name.value]"
+                                  },
+                                  "environmentVariables": {
+                                    "value": [
+                                      {
+                                        "name": "storageAccountName",
+                                        "value": "[parameters('app').storage]"
+                                      },
+                                      {
+                                        "name": "containerName",
+                                        "value": "[parameters('container')]"
+                                      },
+                                      {
+                                        "name": "files",
+                                        "value": "[string(parameters('files'))]"
+                                      }
+                                    ]
+                                  },
+                                  "scriptContent": {
+                                    "value": "[variables('$fxv#0')]"
+                                  }
+                                },
+                                "template": {
+                                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                  "languageVersion": "2.1-experimental",
+                                  "contentVersion": "1.0.0.0",
+                                  "metadata": {
+                                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                                      "Enable @validate() decorator"
+                                    ],
+                                    "_generator": {
+                                      "name": "bicep",
+                                      "version": "0.40.2.10011",
+                                      "templateHash": "15790442586575518487"
+                                    }
+                                  },
+                                  "definitions": {
+                                    "EnvironmentVariable": {
+                                      "type": "object",
+                                      "properties": {
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "value": {
+                                          "type": "string"
+                                        }
+                                      }
+                                    },
+                                    "_1.HubProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "location": {
+                                          "type": "string"
+                                        },
+                                        "tags": {
+                                          "type": "object"
+                                        },
+                                        "tagsByResource": {
+                                          "type": "object"
+                                        },
+                                        "version": {
+                                          "type": "string"
+                                        },
+                                        "options": {
+                                          "type": "object",
+                                          "properties": {
+                                            "enableTelemetry": {
+                                              "type": "bool"
+                                            },
+                                            "keyVaultSku": {
+                                              "type": "string"
+                                            },
+                                            "keyVaultEnablePurgeProtection": {
+                                              "type": "bool"
+                                            },
+                                            "networkAddressPrefix": {
+                                              "type": "string"
+                                            },
+                                            "natGateway": {
+                                              "type": "bool"
+                                            },
+                                            "privateRouting": {
+                                              "type": "bool"
+                                            },
+                                            "publisherIsolation": {
+                                              "type": "bool"
+                                            },
+                                            "storageInfrastructureEncryption": {
+                                              "type": "bool"
+                                            },
+                                            "storageSku": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        },
+                                        "routing": {
+                                          "$ref": "#/definitions/_1.HubRoutingProperties"
+                                        },
+                                        "core": {
+                                          "type": "object",
+                                          "properties": {
+                                            "suffix": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "FinOps hub resource ID.",
+                                        "name": "FinOps hub instance name.",
+                                        "location": "Azure resource location of the FinOps hub instance.",
+                                        "tags": "Tags to apply to all FinOps hub resources.",
+                                        "tagsByResource": "Tags to apply to resources based on their resource type.",
+                                        "version": "FinOps hub version number.",
+                                        "options": {
+                                          "enableTelemetry": "Indicates whether telemetry should be enabled for deployments.",
+                                          "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
+                                          "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
+                                          "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
+                                          "privateRouting": "Indicates whether private network routing is enabled.",
+                                          "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
+                                          "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
+                                          "storageSku": "Storage account SKU. Allowed values: \"Premium_LRS\", \"Premium_ZRS\"."
+                                        },
+                                        "routing": "FinOps hub private network routing properties, if enabled.",
+                                        "core": {
+                                          "suffix": "Unique suffix used for shared resources."
+                                        },
+                                        "apps": {},
+                                        "description": "FinOps hub instance properties.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "_1.HubRoutingProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "networkId": {
+                                          "type": "string"
+                                        },
+                                        "networkName": {
+                                          "type": "string"
+                                        },
+                                        "scriptStorage": {
+                                          "type": "string"
+                                        },
+                                        "dnsZones": {
+                                          "type": "object",
+                                          "properties": {
+                                            "blob": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "dfs": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "file": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "queue": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "table": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            }
+                                          }
+                                        },
+                                        "subnets": {
+                                          "type": "object",
+                                          "properties": {
+                                            "dataExplorer": {
+                                              "type": "string"
+                                            },
+                                            "dataFactory": {
+                                              "type": "string"
+                                            },
+                                            "keyVault": {
+                                              "type": "string"
+                                            },
+                                            "scripts": {
+                                              "type": "string"
+                                            },
+                                            "storage": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        }
+                                      },
+                                      "metadata": {
+                                        "networkId": "Resource ID of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                        "networkName": "Name of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                        "scriptStorage": "Name of the storage account used for deployment scripts.",
+                                        "dnsZones": {
+                                          "blob": "Resource ID and name for the blob storage DNS zone.",
+                                          "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                          "file": "Resource ID and name for the file storage DNS zone.",
+                                          "queue": "Resource ID and name for the queue storage DNS zone.",
+                                          "table": "Resource ID and name for the table storage DNS zone."
+                                        },
+                                        "subnets": {
+                                          "dataExplorer": "Resource ID of the subnet for the Data Explorer instance.",
+                                          "dataFactory": "Resource ID of the subnet for Data Factory instances.",
+                                          "keyVault": "Resource ID of the subnet for Key Vault instances.",
+                                          "scripts": "Resource ID of the subnet for deployment script storage.",
+                                          "storage": "Resource ID of the subnet for storage accounts."
+                                        },
+                                        "description": "FinOps hub private network routing properties.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "_1.IdNameObject": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "Fully-qualified resource ID.",
+                                        "name": "Resource name.",
+                                        "description": "Resource ID and name.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "HubAppProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "publisher": {
+                                          "type": "string"
+                                        },
+                                        "suffix": {
+                                          "type": "string"
+                                        },
+                                        "tags": {
+                                          "type": "object"
+                                        },
+                                        "dataFactory": {
+                                          "type": "string"
+                                        },
+                                        "keyVault": {
+                                          "type": "string"
+                                        },
+                                        "storage": {
+                                          "type": "string"
+                                        },
+                                        "hub": {
+                                          "$ref": "#/definitions/_1.HubProperties"
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "Fully-qualified name of the publisher and app, separated by a dot.",
+                                        "name": "Short name of the FinOps hub app. Last segment of the app ID.",
+                                        "publisher": "Fully-qualified namespace of the FinOps hub app publisher.",
+                                        "suffix": "Unique suffix used for publisher resources.",
+                                        "tags": "Tags to apply to all FinOps hub resources for this FinOps hub app publisher. Tags are not specific to the app since resources are shared.",
+                                        "dataFactory": "Name of the Data Factory instance for this publisher.",
+                                        "keyVault": "Name of the KeyVault instance for this publisher.",
+                                        "storage": "Name of the storage account for this publisher.",
+                                        "hub": "FinOps hub instance the app is deployed to.",
+                                        "description": "FinOps hub app configuration settings.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    }
+                                  },
+                                  "parameters": {
+                                    "app": {
+                                      "$ref": "#/definitions/HubAppProperties",
+                                      "metadata": {
+                                        "description": "Required. FinOps hub app the deployment script is being run for."
+                                      }
+                                    },
+                                    "identityName": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the managed identity to create."
+                                      }
+                                    },
+                                    "scriptName": {
+                                      "type": "string",
+                                      "defaultValue": "[deployment().name]",
+                                      "metadata": {
+                                        "description": "Optional. Name of the deployment script to create. Default = (same as deployment)."
+                                      }
+                                    },
+                                    "scriptContent": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the deployment script to create."
+                                      }
+                                    },
+                                    "arguments": {
+                                      "type": "string",
+                                      "defaultValue": "",
+                                      "metadata": {
+                                        "description": "Optional. Additional arguments to pass into the deployment script."
+                                      }
+                                    },
+                                    "environmentVariables": {
+                                      "type": "array",
+                                      "items": {
+                                        "$ref": "#/definitions/EnvironmentVariable"
+                                      },
+                                      "defaultValue": [],
+                                      "metadata": {
+                                        "description": "Optional. Environment variables to use for the deployment script."
+                                      }
+                                    },
+                                    "forceUpdateTag": {
+                                      "type": "string",
+                                      "defaultValue": "",
+                                      "metadata": {
+                                        "description": "Optional. Forces the script to run again when the value changes. Default = empty (only reruns when properties change)."
+                                      }
+                                    }
+                                  },
+                                  "variables": {
+                                    "privateEndpointDeploymentRoles": "[if(not(parameters('app').hub.options.privateRouting), createArray(), createArray('69566ab7-960f-475b-8e7c-b3118f30c6bd'))]",
+                                    "containerGroupName": "[replace(replace(replace(parameters('scriptName'), '/', '-'), '.', '-'), '_', '-')]",
+                                    "privateEndpointDeploymentProperties": "[if(not(parameters('app').hub.options.privateRouting), createObject(), createObject('storageAccountSettings', createObject('storageAccountName', coalesce(parameters('app').hub.routing.scriptStorage, '')), 'containerSettings', createObject('containerGroupName', if(greater(length(variables('containerGroupName')), 63), substring(variables('containerGroupName'), 0, 62), variables('containerGroupName')), 'subnetIds', createArray(createObject('id', coalesce(parameters('app').hub.routing.subnets.scripts, ''))))))]"
+                                  },
+                                  "resources": {
+                                    "identity": {
+                                      "type": "Microsoft.ManagedIdentity/userAssignedIdentities",
+                                      "apiVersion": "2023-01-31",
+                                      "name": "[parameters('identityName')]",
+                                      "tags": "[union(parameters('app').tags, coalesce(tryGet(parameters('app').hub.tagsByResource, 'Microsoft.ManagedIdentity/userAssignedIdentities'), createObject()))]",
+                                      "location": "[parameters('app').hub.location]"
+                                    },
+                                    "scriptStorageAccount": {
+                                      "condition": "[parameters('app').hub.options.privateRouting]",
+                                      "existing": true,
+                                      "type": "Microsoft.Storage/storageAccounts",
+                                      "apiVersion": "2022-09-01",
+                                      "name": "[coalesce(parameters('app').hub.routing.scriptStorage, '')]"
+                                    },
+                                    "identityRoleAssignments": {
+                                      "copy": {
+                                        "name": "identityRoleAssignments",
+                                        "count": "[length(variables('privateEndpointDeploymentRoles'))]"
+                                      },
+                                      "condition": "[parameters('app').hub.options.privateRouting]",
+                                      "type": "Microsoft.Authorization/roleAssignments",
+                                      "apiVersion": "2022-04-01",
+                                      "scope": "[resourceId('Microsoft.Storage/storageAccounts', coalesce(parameters('app').hub.routing.scriptStorage, ''))]",
+                                      "name": "[guid(variables('privateEndpointDeploymentRoles')[copyIndex()], resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]",
+                                      "properties": {
+                                        "roleDefinitionId": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', variables('privateEndpointDeploymentRoles')[copyIndex()])]",
+                                        "principalId": "[reference('identity').principalId]",
+                                        "principalType": "ServicePrincipal"
+                                      },
+                                      "dependsOn": [
+                                        "identity"
+                                      ]
+                                    },
+                                    "script": {
+                                      "type": "Microsoft.Resources/deploymentScripts",
+                                      "apiVersion": "2023-08-01",
+                                      "name": "[parameters('scriptName')]",
+                                      "kind": "AzurePowerShell",
+                                      "location": "[if(startsWith(parameters('app').hub.location, 'china'), 'chinaeast2', parameters('app').hub.location)]",
+                                      "tags": "[union(parameters('app').tags, coalesce(tryGet(parameters('app').hub.tagsByResource, 'Microsoft.Resources/deploymentScripts'), createObject()))]",
+                                      "identity": {
+                                        "type": "UserAssigned",
+                                        "userAssignedIdentities": {
+                                          "[format('{0}', resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]": {}
+                                        }
+                                      },
+                                      "properties": "[shallowMerge(createArray(variables('privateEndpointDeploymentProperties'), createObject('azPowerShellVersion', '11.0', 'retentionInterval', 'PT1H', 'cleanupPreference', 'OnSuccess', 'scriptContent', parameters('scriptContent'), 'arguments', parameters('arguments'), 'environmentVariables', parameters('environmentVariables'), 'forceUpdateTag', if(empty(parameters('forceUpdateTag')), null(), parameters('forceUpdateTag')))))]",
+                                      "dependsOn": [
+                                        "identity",
+                                        "identityRoleAssignments"
+                                      ]
+                                    }
+                                  },
+                                  "outputs": {
+                                    "scriptOutputs": {
+                                      "type": "object",
+                                      "metadata": {
+                                        "description": "Values the script set in $DeploymentScriptOutputs. Empty if the script did not set any."
+                                      },
+                                      "value": "[coalesce(tryGet(reference('script'), 'outputs'), createObject())]"
+                                    }
+                                  }
+                                }
+                              },
+                              "dependsOn": [
+                                "identity"
+                              ]
+                            }
+                          },
+                          "outputs": {
+                            "containerName": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "The name of the storage container."
+                              },
+                              "value": "[parameters('container')]"
+                            },
+                            "filesUploaded": {
+                              "type": "int",
+                              "metadata": {
+                                "description": "The number of files uploaded to the storage container."
+                              },
+                              "value": "[variables('fileCount')]"
+                            },
+                            "identityId": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Resource ID of the user assigned identity used to upload files. Will be empty if no files are uploaded or forceCreateBlobManagerIdentity is false."
+                              },
+                              "value": "[if(or(variables('hasFiles'), parameters('forceCreateBlobManagerIdentity')), reference('identity').outputs.id.value, '')]"
+                            },
+                            "identityName": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Name of the user assigned identity used to upload files. Will be empty if no files are uploaded or forceCreateBlobManagerIdentity is false."
+                              },
+                              "value": "[if(or(variables('hasFiles'), parameters('forceCreateBlobManagerIdentity')), reference('identity').outputs.name.value, '')]"
+                            },
+                            "identityPrincipalId": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Principal ID of the user assigned identity used to upload files. Will be empty if no files are uploaded or forceCreateBlobManagerIdentity is false."
+                              },
+                              "value": "[if(or(variables('hasFiles'), parameters('forceCreateBlobManagerIdentity')), reference('identity').outputs.principalId.value, '')]"
+                            }
+                          }
+                        }
+                      },
+                      "dependsOn": [
+                        "appRegistration"
+                      ]
+                    },
+                    "uploadSchemas": {
+                      "type": "Microsoft.Resources/deployments",
+                      "apiVersion": "2025-04-01",
+                      "name": "Microsoft.FinOpsHubs.Recommendations_UploadSchemas",
+                      "properties": {
+                        "expressionEvaluationOptions": {
+                          "scope": "inner"
+                        },
+                        "mode": "Incremental",
+                        "parameters": {
+                          "app": {
+                            "value": "[parameters('app')]"
+                          },
+                          "container": {
+                            "value": "[parameters('core').containers.config]"
+                          },
+                          "files": {
+                            "value": "[reduce(items(variables('schemaFiles')), createObject(), lambda('acc', 'item', union(lambdaVariables('acc'), createObject(format('schemas/{0}.json', lambdaVariables('item').key), lambdaVariables('item').value))))]"
+                          }
+                        },
+                        "template": {
+                          "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                          "languageVersion": "2.1-experimental",
+                          "contentVersion": "1.0.0.0",
+                          "metadata": {
+                            "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                            "_EXPERIMENTAL_FEATURES_ENABLED": [
+                              "Enable @validate() decorator"
+                            ],
+                            "_generator": {
+                              "name": "bicep",
+                              "version": "0.40.2.10011",
+                              "templateHash": "8959083120322629470"
+                            }
+                          },
+                          "definitions": {
+                            "_1.HubProperties": {
+                              "type": "object",
+                              "properties": {
+                                "id": {
+                                  "type": "string"
+                                },
+                                "name": {
+                                  "type": "string"
+                                },
+                                "location": {
+                                  "type": "string"
+                                },
+                                "tags": {
+                                  "type": "object"
+                                },
+                                "tagsByResource": {
+                                  "type": "object"
+                                },
+                                "version": {
+                                  "type": "string"
+                                },
+                                "options": {
+                                  "type": "object",
+                                  "properties": {
+                                    "enableTelemetry": {
+                                      "type": "bool"
+                                    },
+                                    "keyVaultSku": {
+                                      "type": "string"
+                                    },
+                                    "keyVaultEnablePurgeProtection": {
+                                      "type": "bool"
+                                    },
+                                    "networkAddressPrefix": {
+                                      "type": "string"
+                                    },
+                                    "natGateway": {
+                                      "type": "bool"
+                                    },
+                                    "privateRouting": {
+                                      "type": "bool"
+                                    },
+                                    "publisherIsolation": {
+                                      "type": "bool"
+                                    },
+                                    "storageInfrastructureEncryption": {
+                                      "type": "bool"
+                                    },
+                                    "storageSku": {
+                                      "type": "string"
+                                    }
+                                  }
+                                },
+                                "routing": {
+                                  "$ref": "#/definitions/_1.HubRoutingProperties"
+                                },
+                                "core": {
+                                  "type": "object",
+                                  "properties": {
+                                    "suffix": {
+                                      "type": "string"
+                                    }
+                                  }
+                                }
+                              },
+                              "metadata": {
+                                "id": "FinOps hub resource ID.",
+                                "name": "FinOps hub instance name.",
+                                "location": "Azure resource location of the FinOps hub instance.",
+                                "tags": "Tags to apply to all FinOps hub resources.",
+                                "tagsByResource": "Tags to apply to resources based on their resource type.",
+                                "version": "FinOps hub version number.",
+                                "options": {
+                                  "enableTelemetry": "Indicates whether telemetry should be enabled for deployments.",
+                                  "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
+                                  "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
+                                  "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                  "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
+                                  "privateRouting": "Indicates whether private network routing is enabled.",
+                                  "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
+                                  "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
+                                  "storageSku": "Storage account SKU. Allowed values: \"Premium_LRS\", \"Premium_ZRS\"."
+                                },
+                                "routing": "FinOps hub private network routing properties, if enabled.",
+                                "core": {
+                                  "suffix": "Unique suffix used for shared resources."
+                                },
+                                "apps": {},
+                                "description": "FinOps hub instance properties.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "_1.HubRoutingProperties": {
+                              "type": "object",
+                              "properties": {
+                                "networkId": {
+                                  "type": "string"
+                                },
+                                "networkName": {
+                                  "type": "string"
+                                },
+                                "scriptStorage": {
+                                  "type": "string"
+                                },
+                                "dnsZones": {
+                                  "type": "object",
+                                  "properties": {
+                                    "blob": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "dfs": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "file": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "queue": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "table": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    }
+                                  }
+                                },
+                                "subnets": {
+                                  "type": "object",
+                                  "properties": {
+                                    "dataExplorer": {
+                                      "type": "string"
+                                    },
+                                    "dataFactory": {
+                                      "type": "string"
+                                    },
+                                    "keyVault": {
+                                      "type": "string"
+                                    },
+                                    "scripts": {
+                                      "type": "string"
+                                    },
+                                    "storage": {
+                                      "type": "string"
+                                    }
+                                  }
+                                }
+                              },
+                              "metadata": {
+                                "networkId": "Resource ID of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                "networkName": "Name of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                "scriptStorage": "Name of the storage account used for deployment scripts.",
+                                "dnsZones": {
+                                  "blob": "Resource ID and name for the blob storage DNS zone.",
+                                  "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                  "file": "Resource ID and name for the file storage DNS zone.",
+                                  "queue": "Resource ID and name for the queue storage DNS zone.",
+                                  "table": "Resource ID and name for the table storage DNS zone."
+                                },
+                                "subnets": {
+                                  "dataExplorer": "Resource ID of the subnet for the Data Explorer instance.",
+                                  "dataFactory": "Resource ID of the subnet for Data Factory instances.",
+                                  "keyVault": "Resource ID of the subnet for Key Vault instances.",
+                                  "scripts": "Resource ID of the subnet for deployment script storage.",
+                                  "storage": "Resource ID of the subnet for storage accounts."
+                                },
+                                "description": "FinOps hub private network routing properties.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "_1.IdNameObject": {
+                              "type": "object",
+                              "properties": {
+                                "id": {
+                                  "type": "string"
+                                },
+                                "name": {
+                                  "type": "string"
+                                }
+                              },
+                              "metadata": {
+                                "id": "Fully-qualified resource ID.",
+                                "name": "Resource name.",
+                                "description": "Resource ID and name.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "HubAppProperties": {
+                              "type": "object",
+                              "properties": {
+                                "id": {
+                                  "type": "string"
+                                },
+                                "name": {
+                                  "type": "string"
+                                },
+                                "publisher": {
+                                  "type": "string"
+                                },
+                                "suffix": {
+                                  "type": "string"
+                                },
+                                "tags": {
+                                  "type": "object"
+                                },
+                                "dataFactory": {
+                                  "type": "string"
+                                },
+                                "keyVault": {
+                                  "type": "string"
+                                },
+                                "storage": {
+                                  "type": "string"
+                                },
+                                "hub": {
+                                  "$ref": "#/definitions/_1.HubProperties"
+                                }
+                              },
+                              "metadata": {
+                                "id": "Fully-qualified name of the publisher and app, separated by a dot.",
+                                "name": "Short name of the FinOps hub app. Last segment of the app ID.",
+                                "publisher": "Fully-qualified namespace of the FinOps hub app publisher.",
+                                "suffix": "Unique suffix used for publisher resources.",
+                                "tags": "Tags to apply to all FinOps hub resources for this FinOps hub app publisher. Tags are not specific to the app since resources are shared.",
+                                "dataFactory": "Name of the Data Factory instance for this publisher.",
+                                "keyVault": "Name of the KeyVault instance for this publisher.",
+                                "storage": "Name of the storage account for this publisher.",
+                                "hub": "FinOps hub instance the app is deployed to.",
+                                "description": "FinOps hub app configuration settings.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            }
+                          },
+                          "parameters": {
+                            "app": {
+                              "$ref": "#/definitions/HubAppProperties",
+                              "metadata": {
+                                "description": "Required. FinOps hub app that storage is getting updated for."
+                              }
+                            },
+                            "container": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Required. Name of the storage container to create or update."
+                              }
+                            },
+                            "files": {
+                              "type": "object",
+                              "defaultValue": {},
+                              "metadata": {
+                                "description": "Optional. Dictionary of key/value pairs for the files to upload to the specified container. The key is the target path under the container and the value is the contents of the file. Default: {} (no files to upload)."
+                              }
+                            },
+                            "forceCreateBlobManagerIdentity": {
+                              "type": "bool",
+                              "defaultValue": false,
+                              "metadata": {
+                                "description": "Optional. Indicates whether to create the blob manager user assigned identity even if files are not being uploaded. Default: false."
+                              }
+                            }
+                          },
+                          "variables": {
+                            "$fxv#0": "# Copyright (c) Microsoft Corporation.\r\n# Licensed under the MIT License.\r\n\r\n# Get storage context\r\n$storageContext = @{\r\n    Context   = New-AzStorageContext -StorageAccountName $env:storageAccountName -UseConnectedAccount\r\n    Container = $env:containerName\r\n}\r\n\r\n# Uploading files\r\n$files = $env:files | ConvertFrom-Json -Depth 10\r\nWrite-Output \"Uploading ${$files.PSObject.Properties.Count} files...\"\r\n$files.PSObject.Properties | ForEach-Object {\r\n    $filePath = $_.Name\r\n    $tempPath = \"./$($filePath -replace \"/\", \"_\")\"\r\n    Write-Output \"  Uploading $filePath...\"\r\n    $_.Value | Out-File $tempPath\r\n    Set-AzStorageBlobContent @storageContext -File $tempPath -Blob $filePath -Force | Out-Null\r\n}\r\n",
+                            "fileCount": "[length(items(parameters('files')))]",
+                            "hasFiles": "[greater(variables('fileCount'), 0)]"
+                          },
+                          "resources": {
+                            "storageAccount::blobService::targetContainer": {
+                              "type": "Microsoft.Storage/storageAccounts/blobServices/containers",
+                              "apiVersion": "2022-09-01",
+                              "name": "[format('{0}/{1}/{2}', parameters('app').storage, 'default', parameters('container'))]",
+                              "properties": {
+                                "publicAccess": "None",
+                                "metadata": {}
+                              }
+                            },
+                            "storageAccount::blobService": {
+                              "existing": true,
+                              "type": "Microsoft.Storage/storageAccounts/blobServices",
+                              "apiVersion": "2022-09-01",
+                              "name": "[format('{0}/{1}', parameters('app').storage, 'default')]"
+                            },
+                            "storageAccount": {
+                              "existing": true,
+                              "type": "Microsoft.Storage/storageAccounts",
+                              "apiVersion": "2022-09-01",
+                              "name": "[parameters('app').storage]"
+                            },
+                            "identity": {
+                              "condition": "[or(variables('hasFiles'), parameters('forceCreateBlobManagerIdentity'))]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2025-04-01",
+                              "name": "[format('{0}.Identity', deployment().name)]",
+                              "properties": {
+                                "expressionEvaluationOptions": {
+                                  "scope": "inner"
+                                },
+                                "mode": "Incremental",
+                                "parameters": {
+                                  "app": {
+                                    "value": "[parameters('app')]"
+                                  },
+                                  "identityName": {
+                                    "value": "[format('{0}_blobManager', parameters('app').storage)]"
+                                  },
+                                  "roleAssignmentResourceId": {
+                                    "value": "[resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage)]"
+                                  },
+                                  "roles": {
+                                    "value": [
+                                      "ba92f5b4-2d11-453d-a403-e96b0029c9fe",
+                                      "69566ab7-960f-475b-8e7c-b3118f30c6bd"
+                                    ]
+                                  }
+                                },
+                                "template": {
+                                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                  "languageVersion": "2.1-experimental",
+                                  "contentVersion": "1.0.0.0",
+                                  "metadata": {
+                                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                                      "Enable @validate() decorator"
+                                    ],
+                                    "_generator": {
+                                      "name": "bicep",
+                                      "version": "0.40.2.10011",
+                                      "templateHash": "17649985755359546818"
+                                    }
+                                  },
+                                  "definitions": {
+                                    "_1.HubProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "location": {
+                                          "type": "string"
+                                        },
+                                        "tags": {
+                                          "type": "object"
+                                        },
+                                        "tagsByResource": {
+                                          "type": "object"
+                                        },
+                                        "version": {
+                                          "type": "string"
+                                        },
+                                        "options": {
+                                          "type": "object",
+                                          "properties": {
+                                            "enableTelemetry": {
+                                              "type": "bool"
+                                            },
+                                            "keyVaultSku": {
+                                              "type": "string"
+                                            },
+                                            "keyVaultEnablePurgeProtection": {
+                                              "type": "bool"
+                                            },
+                                            "networkAddressPrefix": {
+                                              "type": "string"
+                                            },
+                                            "natGateway": {
+                                              "type": "bool"
+                                            },
+                                            "privateRouting": {
+                                              "type": "bool"
+                                            },
+                                            "publisherIsolation": {
+                                              "type": "bool"
+                                            },
+                                            "storageInfrastructureEncryption": {
+                                              "type": "bool"
+                                            },
+                                            "storageSku": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        },
+                                        "routing": {
+                                          "$ref": "#/definitions/_1.HubRoutingProperties"
+                                        },
+                                        "core": {
+                                          "type": "object",
+                                          "properties": {
+                                            "suffix": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "FinOps hub resource ID.",
+                                        "name": "FinOps hub instance name.",
+                                        "location": "Azure resource location of the FinOps hub instance.",
+                                        "tags": "Tags to apply to all FinOps hub resources.",
+                                        "tagsByResource": "Tags to apply to resources based on their resource type.",
+                                        "version": "FinOps hub version number.",
+                                        "options": {
+                                          "enableTelemetry": "Indicates whether telemetry should be enabled for deployments.",
+                                          "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
+                                          "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
+                                          "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
+                                          "privateRouting": "Indicates whether private network routing is enabled.",
+                                          "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
+                                          "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
+                                          "storageSku": "Storage account SKU. Allowed values: \"Premium_LRS\", \"Premium_ZRS\"."
+                                        },
+                                        "routing": "FinOps hub private network routing properties, if enabled.",
+                                        "core": {
+                                          "suffix": "Unique suffix used for shared resources."
+                                        },
+                                        "apps": {},
+                                        "description": "FinOps hub instance properties.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "_1.HubRoutingProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "networkId": {
+                                          "type": "string"
+                                        },
+                                        "networkName": {
+                                          "type": "string"
+                                        },
+                                        "scriptStorage": {
+                                          "type": "string"
+                                        },
+                                        "dnsZones": {
+                                          "type": "object",
+                                          "properties": {
+                                            "blob": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "dfs": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "file": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "queue": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "table": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            }
+                                          }
+                                        },
+                                        "subnets": {
+                                          "type": "object",
+                                          "properties": {
+                                            "dataExplorer": {
+                                              "type": "string"
+                                            },
+                                            "dataFactory": {
+                                              "type": "string"
+                                            },
+                                            "keyVault": {
+                                              "type": "string"
+                                            },
+                                            "scripts": {
+                                              "type": "string"
+                                            },
+                                            "storage": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        }
+                                      },
+                                      "metadata": {
+                                        "networkId": "Resource ID of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                        "networkName": "Name of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                        "scriptStorage": "Name of the storage account used for deployment scripts.",
+                                        "dnsZones": {
+                                          "blob": "Resource ID and name for the blob storage DNS zone.",
+                                          "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                          "file": "Resource ID and name for the file storage DNS zone.",
+                                          "queue": "Resource ID and name for the queue storage DNS zone.",
+                                          "table": "Resource ID and name for the table storage DNS zone."
+                                        },
+                                        "subnets": {
+                                          "dataExplorer": "Resource ID of the subnet for the Data Explorer instance.",
+                                          "dataFactory": "Resource ID of the subnet for Data Factory instances.",
+                                          "keyVault": "Resource ID of the subnet for Key Vault instances.",
+                                          "scripts": "Resource ID of the subnet for deployment script storage.",
+                                          "storage": "Resource ID of the subnet for storage accounts."
+                                        },
+                                        "description": "FinOps hub private network routing properties.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "_1.IdNameObject": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "Fully-qualified resource ID.",
+                                        "name": "Resource name.",
+                                        "description": "Resource ID and name.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "HubAppProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "publisher": {
+                                          "type": "string"
+                                        },
+                                        "suffix": {
+                                          "type": "string"
+                                        },
+                                        "tags": {
+                                          "type": "object"
+                                        },
+                                        "dataFactory": {
+                                          "type": "string"
+                                        },
+                                        "keyVault": {
+                                          "type": "string"
+                                        },
+                                        "storage": {
+                                          "type": "string"
+                                        },
+                                        "hub": {
+                                          "$ref": "#/definitions/_1.HubProperties"
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "Fully-qualified name of the publisher and app, separated by a dot.",
+                                        "name": "Short name of the FinOps hub app. Last segment of the app ID.",
+                                        "publisher": "Fully-qualified namespace of the FinOps hub app publisher.",
+                                        "suffix": "Unique suffix used for publisher resources.",
+                                        "tags": "Tags to apply to all FinOps hub resources for this FinOps hub app publisher. Tags are not specific to the app since resources are shared.",
+                                        "dataFactory": "Name of the Data Factory instance for this publisher.",
+                                        "keyVault": "Name of the KeyVault instance for this publisher.",
+                                        "storage": "Name of the storage account for this publisher.",
+                                        "hub": "FinOps hub instance the app is deployed to.",
+                                        "description": "FinOps hub app configuration settings.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    }
+                                  },
+                                  "functions": [
+                                    {
+                                      "namespace": "__bicep",
+                                      "members": {
+                                        "getAppPublisherTags": {
+                                          "parameters": [
+                                            {
+                                              "$ref": "#/definitions/HubAppProperties",
+                                              "name": "app"
+                                            },
+                                            {
+                                              "type": "string",
+                                              "name": "resourceType"
+                                            }
+                                          ],
+                                          "output": {
+                                            "type": "object",
+                                            "value": "[union(if(parameters('app').hub.options.publisherIsolation, parameters('app').tags, parameters('app').hub.tags), coalesce(tryGet(parameters('app').hub.tagsByResource, parameters('resourceType')), createObject()))]"
+                                          },
+                                          "metadata": {
+                                            "description": "Returns a tags dictionary that includes tags for the FinOps hub app publisher.",
+                                            "__bicep_imported_from!": {
+                                              "sourceTemplate": "hub-types.bicep"
+                                            }
+                                          }
+                                        }
+                                      }
+                                    }
+                                  ],
+                                  "parameters": {
+                                    "app": {
+                                      "$ref": "#/definitions/HubAppProperties",
+                                      "metadata": {
+                                        "description": "Required. FinOps hub app the identity is associated with."
+                                      }
+                                    },
+                                    "identityName": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the user assigned identity."
+                                      }
+                                    },
+                                    "roleAssignmentResourceId": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Resource ID of the resource access is being granted for."
+                                      }
+                                    },
+                                    "roles": {
+                                      "type": "array",
+                                      "items": {
+                                        "type": "string"
+                                      },
+                                      "metadata": {
+                                        "description": "Required. List of RBAC role assignment GUIDs."
+                                      }
+                                    }
+                                  },
+                                  "resources": {
+                                    "identity": {
+                                      "type": "Microsoft.ManagedIdentity/userAssignedIdentities",
+                                      "apiVersion": "2023-01-31",
+                                      "name": "[parameters('identityName')]",
+                                      "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.ManagedIdentity/userAssignedIdentities')]",
+                                      "location": "[parameters('app').hub.location]"
+                                    },
+                                    "identityRoleAssignments": {
+                                      "copy": {
+                                        "name": "identityRoleAssignments",
+                                        "count": "[length(parameters('roles'))]"
+                                      },
+                                      "type": "Microsoft.Authorization/roleAssignments",
+                                      "apiVersion": "2022-04-01",
+                                      "name": "[guid(parameters('roleAssignmentResourceId'), parameters('roles')[copyIndex()], resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]",
+                                      "properties": {
+                                        "roleDefinitionId": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', parameters('roles')[copyIndex()])]",
+                                        "principalId": "[reference('identity').principalId]",
+                                        "principalType": "ServicePrincipal"
+                                      },
+                                      "dependsOn": [
+                                        "identity"
+                                      ]
+                                    }
+                                  },
+                                  "outputs": {
+                                    "id": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Resource ID of the user assigned identity."
+                                      },
+                                      "value": "[resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName'))]"
+                                    },
+                                    "name": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Name of the user assigned identity."
+                                      },
+                                      "value": "[parameters('identityName')]"
+                                    },
+                                    "principalId": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Principal ID of the user assigned identity."
+                                      },
+                                      "value": "[reference('identity').principalId]"
+                                    }
+                                  }
+                                }
+                              }
+                            },
+                            "uploadFiles": {
+                              "condition": "[variables('hasFiles')]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2025-04-01",
+                              "name": "[format('{0}.Upload', deployment().name)]",
+                              "properties": {
+                                "expressionEvaluationOptions": {
+                                  "scope": "inner"
+                                },
+                                "mode": "Incremental",
+                                "parameters": {
+                                  "app": {
+                                    "value": "[parameters('app')]"
+                                  },
+                                  "identityName": {
+                                    "value": "[reference('identity').outputs.name.value]"
+                                  },
+                                  "environmentVariables": {
+                                    "value": [
+                                      {
+                                        "name": "storageAccountName",
+                                        "value": "[parameters('app').storage]"
+                                      },
+                                      {
+                                        "name": "containerName",
+                                        "value": "[parameters('container')]"
+                                      },
+                                      {
+                                        "name": "files",
+                                        "value": "[string(parameters('files'))]"
+                                      }
+                                    ]
+                                  },
+                                  "scriptContent": {
+                                    "value": "[variables('$fxv#0')]"
+                                  }
+                                },
+                                "template": {
+                                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                  "languageVersion": "2.1-experimental",
+                                  "contentVersion": "1.0.0.0",
+                                  "metadata": {
+                                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                                      "Enable @validate() decorator"
+                                    ],
+                                    "_generator": {
+                                      "name": "bicep",
+                                      "version": "0.40.2.10011",
+                                      "templateHash": "15790442586575518487"
+                                    }
+                                  },
+                                  "definitions": {
+                                    "EnvironmentVariable": {
+                                      "type": "object",
+                                      "properties": {
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "value": {
+                                          "type": "string"
+                                        }
+                                      }
+                                    },
+                                    "_1.HubProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "location": {
+                                          "type": "string"
+                                        },
+                                        "tags": {
+                                          "type": "object"
+                                        },
+                                        "tagsByResource": {
+                                          "type": "object"
+                                        },
+                                        "version": {
+                                          "type": "string"
+                                        },
+                                        "options": {
+                                          "type": "object",
+                                          "properties": {
+                                            "enableTelemetry": {
+                                              "type": "bool"
+                                            },
+                                            "keyVaultSku": {
+                                              "type": "string"
+                                            },
+                                            "keyVaultEnablePurgeProtection": {
+                                              "type": "bool"
+                                            },
+                                            "networkAddressPrefix": {
+                                              "type": "string"
+                                            },
+                                            "natGateway": {
+                                              "type": "bool"
+                                            },
+                                            "privateRouting": {
+                                              "type": "bool"
+                                            },
+                                            "publisherIsolation": {
+                                              "type": "bool"
+                                            },
+                                            "storageInfrastructureEncryption": {
+                                              "type": "bool"
+                                            },
+                                            "storageSku": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        },
+                                        "routing": {
+                                          "$ref": "#/definitions/_1.HubRoutingProperties"
+                                        },
+                                        "core": {
+                                          "type": "object",
+                                          "properties": {
+                                            "suffix": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "FinOps hub resource ID.",
+                                        "name": "FinOps hub instance name.",
+                                        "location": "Azure resource location of the FinOps hub instance.",
+                                        "tags": "Tags to apply to all FinOps hub resources.",
+                                        "tagsByResource": "Tags to apply to resources based on their resource type.",
+                                        "version": "FinOps hub version number.",
+                                        "options": {
+                                          "enableTelemetry": "Indicates whether telemetry should be enabled for deployments.",
+                                          "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
+                                          "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
+                                          "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
+                                          "privateRouting": "Indicates whether private network routing is enabled.",
+                                          "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
+                                          "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
+                                          "storageSku": "Storage account SKU. Allowed values: \"Premium_LRS\", \"Premium_ZRS\"."
+                                        },
+                                        "routing": "FinOps hub private network routing properties, if enabled.",
+                                        "core": {
+                                          "suffix": "Unique suffix used for shared resources."
+                                        },
+                                        "apps": {},
+                                        "description": "FinOps hub instance properties.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "_1.HubRoutingProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "networkId": {
+                                          "type": "string"
+                                        },
+                                        "networkName": {
+                                          "type": "string"
+                                        },
+                                        "scriptStorage": {
+                                          "type": "string"
+                                        },
+                                        "dnsZones": {
+                                          "type": "object",
+                                          "properties": {
+                                            "blob": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "dfs": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "file": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "queue": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "table": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            }
+                                          }
+                                        },
+                                        "subnets": {
+                                          "type": "object",
+                                          "properties": {
+                                            "dataExplorer": {
+                                              "type": "string"
+                                            },
+                                            "dataFactory": {
+                                              "type": "string"
+                                            },
+                                            "keyVault": {
+                                              "type": "string"
+                                            },
+                                            "scripts": {
+                                              "type": "string"
+                                            },
+                                            "storage": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        }
+                                      },
+                                      "metadata": {
+                                        "networkId": "Resource ID of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                        "networkName": "Name of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                        "scriptStorage": "Name of the storage account used for deployment scripts.",
+                                        "dnsZones": {
+                                          "blob": "Resource ID and name for the blob storage DNS zone.",
+                                          "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                          "file": "Resource ID and name for the file storage DNS zone.",
+                                          "queue": "Resource ID and name for the queue storage DNS zone.",
+                                          "table": "Resource ID and name for the table storage DNS zone."
+                                        },
+                                        "subnets": {
+                                          "dataExplorer": "Resource ID of the subnet for the Data Explorer instance.",
+                                          "dataFactory": "Resource ID of the subnet for Data Factory instances.",
+                                          "keyVault": "Resource ID of the subnet for Key Vault instances.",
+                                          "scripts": "Resource ID of the subnet for deployment script storage.",
+                                          "storage": "Resource ID of the subnet for storage accounts."
+                                        },
+                                        "description": "FinOps hub private network routing properties.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "_1.IdNameObject": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "Fully-qualified resource ID.",
+                                        "name": "Resource name.",
+                                        "description": "Resource ID and name.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "HubAppProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "publisher": {
+                                          "type": "string"
+                                        },
+                                        "suffix": {
+                                          "type": "string"
+                                        },
+                                        "tags": {
+                                          "type": "object"
+                                        },
+                                        "dataFactory": {
+                                          "type": "string"
+                                        },
+                                        "keyVault": {
+                                          "type": "string"
+                                        },
+                                        "storage": {
+                                          "type": "string"
+                                        },
+                                        "hub": {
+                                          "$ref": "#/definitions/_1.HubProperties"
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "Fully-qualified name of the publisher and app, separated by a dot.",
+                                        "name": "Short name of the FinOps hub app. Last segment of the app ID.",
+                                        "publisher": "Fully-qualified namespace of the FinOps hub app publisher.",
+                                        "suffix": "Unique suffix used for publisher resources.",
+                                        "tags": "Tags to apply to all FinOps hub resources for this FinOps hub app publisher. Tags are not specific to the app since resources are shared.",
+                                        "dataFactory": "Name of the Data Factory instance for this publisher.",
+                                        "keyVault": "Name of the KeyVault instance for this publisher.",
+                                        "storage": "Name of the storage account for this publisher.",
+                                        "hub": "FinOps hub instance the app is deployed to.",
+                                        "description": "FinOps hub app configuration settings.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    }
+                                  },
+                                  "parameters": {
+                                    "app": {
+                                      "$ref": "#/definitions/HubAppProperties",
+                                      "metadata": {
+                                        "description": "Required. FinOps hub app the deployment script is being run for."
+                                      }
+                                    },
+                                    "identityName": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the managed identity to create."
+                                      }
+                                    },
+                                    "scriptName": {
+                                      "type": "string",
+                                      "defaultValue": "[deployment().name]",
+                                      "metadata": {
+                                        "description": "Optional. Name of the deployment script to create. Default = (same as deployment)."
+                                      }
+                                    },
+                                    "scriptContent": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the deployment script to create."
+                                      }
+                                    },
+                                    "arguments": {
+                                      "type": "string",
+                                      "defaultValue": "",
+                                      "metadata": {
+                                        "description": "Optional. Additional arguments to pass into the deployment script."
+                                      }
+                                    },
+                                    "environmentVariables": {
+                                      "type": "array",
+                                      "items": {
+                                        "$ref": "#/definitions/EnvironmentVariable"
+                                      },
+                                      "defaultValue": [],
+                                      "metadata": {
+                                        "description": "Optional. Environment variables to use for the deployment script."
+                                      }
+                                    },
+                                    "forceUpdateTag": {
+                                      "type": "string",
+                                      "defaultValue": "",
+                                      "metadata": {
+                                        "description": "Optional. Forces the script to run again when the value changes. Default = empty (only reruns when properties change)."
+                                      }
+                                    }
+                                  },
+                                  "variables": {
+                                    "privateEndpointDeploymentRoles": "[if(not(parameters('app').hub.options.privateRouting), createArray(), createArray('69566ab7-960f-475b-8e7c-b3118f30c6bd'))]",
+                                    "containerGroupName": "[replace(replace(replace(parameters('scriptName'), '/', '-'), '.', '-'), '_', '-')]",
+                                    "privateEndpointDeploymentProperties": "[if(not(parameters('app').hub.options.privateRouting), createObject(), createObject('storageAccountSettings', createObject('storageAccountName', coalesce(parameters('app').hub.routing.scriptStorage, '')), 'containerSettings', createObject('containerGroupName', if(greater(length(variables('containerGroupName')), 63), substring(variables('containerGroupName'), 0, 62), variables('containerGroupName')), 'subnetIds', createArray(createObject('id', coalesce(parameters('app').hub.routing.subnets.scripts, ''))))))]"
+                                  },
+                                  "resources": {
+                                    "identity": {
+                                      "type": "Microsoft.ManagedIdentity/userAssignedIdentities",
+                                      "apiVersion": "2023-01-31",
+                                      "name": "[parameters('identityName')]",
+                                      "tags": "[union(parameters('app').tags, coalesce(tryGet(parameters('app').hub.tagsByResource, 'Microsoft.ManagedIdentity/userAssignedIdentities'), createObject()))]",
+                                      "location": "[parameters('app').hub.location]"
+                                    },
+                                    "scriptStorageAccount": {
+                                      "condition": "[parameters('app').hub.options.privateRouting]",
+                                      "existing": true,
+                                      "type": "Microsoft.Storage/storageAccounts",
+                                      "apiVersion": "2022-09-01",
+                                      "name": "[coalesce(parameters('app').hub.routing.scriptStorage, '')]"
+                                    },
+                                    "identityRoleAssignments": {
+                                      "copy": {
+                                        "name": "identityRoleAssignments",
+                                        "count": "[length(variables('privateEndpointDeploymentRoles'))]"
+                                      },
+                                      "condition": "[parameters('app').hub.options.privateRouting]",
+                                      "type": "Microsoft.Authorization/roleAssignments",
+                                      "apiVersion": "2022-04-01",
+                                      "scope": "[resourceId('Microsoft.Storage/storageAccounts', coalesce(parameters('app').hub.routing.scriptStorage, ''))]",
+                                      "name": "[guid(variables('privateEndpointDeploymentRoles')[copyIndex()], resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]",
+                                      "properties": {
+                                        "roleDefinitionId": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', variables('privateEndpointDeploymentRoles')[copyIndex()])]",
+                                        "principalId": "[reference('identity').principalId]",
+                                        "principalType": "ServicePrincipal"
+                                      },
+                                      "dependsOn": [
+                                        "identity"
+                                      ]
+                                    },
+                                    "script": {
+                                      "type": "Microsoft.Resources/deploymentScripts",
+                                      "apiVersion": "2023-08-01",
+                                      "name": "[parameters('scriptName')]",
+                                      "kind": "AzurePowerShell",
+                                      "location": "[if(startsWith(parameters('app').hub.location, 'china'), 'chinaeast2', parameters('app').hub.location)]",
+                                      "tags": "[union(parameters('app').tags, coalesce(tryGet(parameters('app').hub.tagsByResource, 'Microsoft.Resources/deploymentScripts'), createObject()))]",
+                                      "identity": {
+                                        "type": "UserAssigned",
+                                        "userAssignedIdentities": {
+                                          "[format('{0}', resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]": {}
+                                        }
+                                      },
+                                      "properties": "[shallowMerge(createArray(variables('privateEndpointDeploymentProperties'), createObject('azPowerShellVersion', '11.0', 'retentionInterval', 'PT1H', 'cleanupPreference', 'OnSuccess', 'scriptContent', parameters('scriptContent'), 'arguments', parameters('arguments'), 'environmentVariables', parameters('environmentVariables'), 'forceUpdateTag', if(empty(parameters('forceUpdateTag')), null(), parameters('forceUpdateTag')))))]",
+                                      "dependsOn": [
+                                        "identity",
+                                        "identityRoleAssignments"
+                                      ]
+                                    }
+                                  },
+                                  "outputs": {
+                                    "scriptOutputs": {
+                                      "type": "object",
+                                      "metadata": {
+                                        "description": "Values the script set in $DeploymentScriptOutputs. Empty if the script did not set any."
+                                      },
+                                      "value": "[coalesce(tryGet(reference('script'), 'outputs'), createObject())]"
+                                    }
+                                  }
+                                }
+                              },
+                              "dependsOn": [
+                                "identity"
+                              ]
+                            }
+                          },
+                          "outputs": {
+                            "containerName": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "The name of the storage container."
+                              },
+                              "value": "[parameters('container')]"
+                            },
+                            "filesUploaded": {
+                              "type": "int",
+                              "metadata": {
+                                "description": "The number of files uploaded to the storage container."
+                              },
+                              "value": "[variables('fileCount')]"
+                            },
+                            "identityId": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Resource ID of the user assigned identity used to upload files. Will be empty if no files are uploaded or forceCreateBlobManagerIdentity is false."
+                              },
+                              "value": "[if(or(variables('hasFiles'), parameters('forceCreateBlobManagerIdentity')), reference('identity').outputs.id.value, '')]"
+                            },
+                            "identityName": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Name of the user assigned identity used to upload files. Will be empty if no files are uploaded or forceCreateBlobManagerIdentity is false."
+                              },
+                              "value": "[if(or(variables('hasFiles'), parameters('forceCreateBlobManagerIdentity')), reference('identity').outputs.name.value, '')]"
+                            },
+                            "identityPrincipalId": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Principal ID of the user assigned identity used to upload files. Will be empty if no files are uploaded or forceCreateBlobManagerIdentity is false."
+                              },
+                              "value": "[if(or(variables('hasFiles'), parameters('forceCreateBlobManagerIdentity')), reference('identity').outputs.principalId.value, '')]"
+                            }
+                          }
+                        }
+                      },
+                      "dependsOn": [
+                        "appRegistration"
+                      ]
+                    }
+                  },
+                  "outputs": {
+                    "app": {
+                      "$ref": "#/definitions/HubAppProperties",
+                      "metadata": {
+                        "description": "The app properties for the Recommendations app."
+                      },
+                      "value": "[parameters('app')]"
+                    }
+                  }
+                }
+              },
+              "dependsOn": [
+                "azureResourceGraph",
+                "core",
+                "ingestionQueries"
+              ]
+            },
+            "remoteHub": {
+              "condition": "[not(empty(parameters('remoteHubStorageKey')))]",
+              "type": "Microsoft.Resources/deployments",
+              "apiVersion": "2025-04-01",
+              "name": "Microsoft.FinOpsHubs.RemoteHub",
+              "properties": {
+                "expressionEvaluationOptions": {
+                  "scope": "inner"
+                },
+                "mode": "Incremental",
+                "parameters": {
+                  "app": {
+                    "value": "[__bicep.newApp(variables('hub'), 'Microsoft.FinOpsHubs', 'RemoteHub')]"
+                  },
+                  "core": {
+                    "value": "[reference('core').outputs.metadata.value]"
+                  },
+                  "remoteStorageKey": {
+                    "value": "[parameters('remoteHubStorageKey')]"
+                  },
+                  "remoteHubStorageUri": {
+                    "value": "[parameters('remoteHubStorageUri')]"
+                  }
+                },
+                "template": {
+                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                  "languageVersion": "2.1-experimental",
+                  "contentVersion": "1.0.0.0",
+                  "metadata": {
+                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                      "Enable @validate() decorator"
+                    ],
+                    "_generator": {
+                      "name": "bicep",
+                      "version": "0.40.2.10011",
+                      "templateHash": "15813933130144860694"
+                    },
+                    "hubApp": {
+                      "id": "Microsoft.FinOpsHubs.RemoteHub",
+                      "version": "15.0",
+                      "dependencies": [
+                        "Microsoft.FinOpsHubs.Core"
+                      ]
+                    }
+                  },
+                  "definitions": {
+                    "_1.HubProperties": {
+                      "type": "object",
+                      "properties": {
+                        "id": {
+                          "type": "string"
+                        },
+                        "name": {
+                          "type": "string"
+                        },
+                        "location": {
+                          "type": "string"
+                        },
+                        "tags": {
+                          "type": "object"
+                        },
+                        "tagsByResource": {
+                          "type": "object"
+                        },
+                        "version": {
+                          "type": "string"
+                        },
+                        "options": {
+                          "type": "object",
+                          "properties": {
+                            "enableTelemetry": {
+                              "type": "bool"
+                            },
+                            "keyVaultSku": {
+                              "type": "string"
+                            },
+                            "keyVaultEnablePurgeProtection": {
+                              "type": "bool"
+                            },
+                            "networkAddressPrefix": {
+                              "type": "string"
+                            },
+                            "natGateway": {
+                              "type": "bool"
+                            },
+                            "privateRouting": {
+                              "type": "bool"
+                            },
+                            "publisherIsolation": {
+                              "type": "bool"
+                            },
+                            "storageInfrastructureEncryption": {
+                              "type": "bool"
+                            },
+                            "storageSku": {
+                              "type": "string"
+                            }
+                          }
+                        },
+                        "routing": {
+                          "$ref": "#/definitions/_1.HubRoutingProperties"
+                        },
+                        "core": {
+                          "type": "object",
+                          "properties": {
+                            "suffix": {
+                              "type": "string"
+                            }
+                          }
+                        }
+                      },
+                      "metadata": {
+                        "id": "FinOps hub resource ID.",
+                        "name": "FinOps hub instance name.",
+                        "location": "Azure resource location of the FinOps hub instance.",
+                        "tags": "Tags to apply to all FinOps hub resources.",
+                        "tagsByResource": "Tags to apply to resources based on their resource type.",
+                        "version": "FinOps hub version number.",
+                        "options": {
+                          "enableTelemetry": "Indicates whether telemetry should be enabled for deployments.",
+                          "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
+                          "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
+                          "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
+                          "privateRouting": "Indicates whether private network routing is enabled.",
+                          "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
+                          "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
+                          "storageSku": "Storage account SKU. Allowed values: \"Premium_LRS\", \"Premium_ZRS\"."
+                        },
+                        "routing": "FinOps hub private network routing properties, if enabled.",
+                        "core": {
+                          "suffix": "Unique suffix used for shared resources."
+                        },
+                        "apps": {},
+                        "description": "FinOps hub instance properties.",
+                        "__bicep_imported_from!": {
+                          "sourceTemplate": "../../fx/hub-types.bicep"
+                        }
+                      }
+                    },
+                    "_1.HubRoutingProperties": {
+                      "type": "object",
+                      "properties": {
+                        "networkId": {
+                          "type": "string"
+                        },
+                        "networkName": {
+                          "type": "string"
+                        },
+                        "scriptStorage": {
+                          "type": "string"
+                        },
+                        "dnsZones": {
+                          "type": "object",
+                          "properties": {
+                            "blob": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            },
+                            "dfs": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            },
+                            "file": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            },
+                            "queue": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            },
+                            "table": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            }
+                          }
+                        },
+                        "subnets": {
+                          "type": "object",
+                          "properties": {
+                            "dataExplorer": {
+                              "type": "string"
+                            },
+                            "dataFactory": {
+                              "type": "string"
+                            },
+                            "keyVault": {
+                              "type": "string"
+                            },
+                            "scripts": {
+                              "type": "string"
+                            },
+                            "storage": {
+                              "type": "string"
+                            }
+                          }
+                        }
+                      },
+                      "metadata": {
+                        "networkId": "Resource ID of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                        "networkName": "Name of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                        "scriptStorage": "Name of the storage account used for deployment scripts.",
+                        "dnsZones": {
+                          "blob": "Resource ID and name for the blob storage DNS zone.",
+                          "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                          "file": "Resource ID and name for the file storage DNS zone.",
+                          "queue": "Resource ID and name for the queue storage DNS zone.",
+                          "table": "Resource ID and name for the table storage DNS zone."
+                        },
+                        "subnets": {
+                          "dataExplorer": "Resource ID of the subnet for the Data Explorer instance.",
+                          "dataFactory": "Resource ID of the subnet for Data Factory instances.",
+                          "keyVault": "Resource ID of the subnet for Key Vault instances.",
+                          "scripts": "Resource ID of the subnet for deployment script storage.",
+                          "storage": "Resource ID of the subnet for storage accounts."
+                        },
+                        "description": "FinOps hub private network routing properties.",
+                        "__bicep_imported_from!": {
+                          "sourceTemplate": "../../fx/hub-types.bicep"
+                        }
+                      }
+                    },
+                    "_1.IdNameObject": {
+                      "type": "object",
+                      "properties": {
+                        "id": {
+                          "type": "string"
+                        },
+                        "name": {
+                          "type": "string"
+                        }
+                      },
+                      "metadata": {
+                        "id": "Fully-qualified resource ID.",
+                        "name": "Resource name.",
+                        "description": "Resource ID and name.",
+                        "__bicep_imported_from!": {
+                          "sourceTemplate": "../../fx/hub-types.bicep"
+                        }
+                      }
+                    },
+                    "CoreMetadata": {
+                      "type": "object",
+                      "properties": {
+                        "id": {
+                          "type": "string",
+                          "metadata": {
+                            "description": "Fully-qualified app identifier."
+                          }
+                        },
+                        "version": {
+                          "type": "string",
+                          "metadata": {
+                            "description": "App version."
+                          }
+                        },
+                        "storageUrlForPowerBI": {
+                          "type": "string",
+                          "metadata": {
+                            "description": "URL to use when connecting Power BI reports to data."
+                          }
+                        },
+                        "principalId": {
+                          "type": "string",
+                          "metadata": {
+                            "description": "Object ID of the Data Factory managed identity. Needed when configuring managed exports."
+                          }
+                        },
+                        "ingestionIdFileNameSeparator": {
+                          "type": "string",
+                          "metadata": {
+                            "description": "Separator characters used between the ingestion ID and file name for ingested files. Used to identify uniqueness and clean up old files with old ingestion IDs."
+                          }
+                        },
+                        "containers": {
+                          "type": "object",
+                          "properties": {
+                            "config": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Configuration container for settings, queries, and schemas."
+                              }
+                            },
+                            "ingestion": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Ingestion container for normalized data."
+                              }
+                            }
+                          },
+                          "metadata": {
+                            "description": "Storage container names."
+                          }
+                        },
+                        "datasets": {
+                          "type": "object",
+                          "properties": {
+                            "config": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "JSON dataset for configuration files."
+                              }
+                            },
+                            "ingestion": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Parquet dataset for ingested data."
+                              }
+                            },
+                            "ingestionFiles": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Parquet dataset for listing ingested files."
+                              }
+                            },
+                            "ingestionManifest": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "JSON dataset for ingestion manifest files."
+                              }
+                            }
+                          },
+                          "metadata": {
+                            "description": "Data Factory dataset names."
+                          }
+                        },
+                        "linkedServices": {
+                          "type": "object",
+                          "properties": {
+                            "azurerm": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "REST linked service for Azure Resource Manager API calls."
+                              }
+                            }
+                          },
+                          "metadata": {
+                            "description": "Data Factory linked service names."
+                          }
+                        },
+                        "settings": {
+                          "type": "object",
+                          "properties": {
+                            "container": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Container name for the hub settings file."
+                              }
+                            },
+                            "file": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "File name of the hub settings file."
+                              }
+                            }
+                          },
+                          "metadata": {
+                            "description": "Metadata for the hub settings file."
+                          }
+                        }
+                      },
+                      "metadata": {
+                        "description": "Metadata for resources created by the Core app.",
+                        "__bicep_imported_from!": {
+                          "sourceTemplate": "../Core/metadata.bicep",
+                          "originalIdentifier": "AppMetadata"
+                        }
+                      }
+                    },
+                    "HubAppProperties": {
+                      "type": "object",
+                      "properties": {
+                        "id": {
+                          "type": "string"
+                        },
+                        "name": {
+                          "type": "string"
+                        },
+                        "publisher": {
+                          "type": "string"
+                        },
+                        "suffix": {
+                          "type": "string"
+                        },
+                        "tags": {
+                          "type": "object"
+                        },
+                        "dataFactory": {
+                          "type": "string"
+                        },
+                        "keyVault": {
+                          "type": "string"
+                        },
+                        "storage": {
+                          "type": "string"
+                        },
+                        "hub": {
+                          "$ref": "#/definitions/_1.HubProperties"
+                        }
+                      },
+                      "metadata": {
+                        "id": "Fully-qualified name of the publisher and app, separated by a dot.",
+                        "name": "Short name of the FinOps hub app. Last segment of the app ID.",
+                        "publisher": "Fully-qualified namespace of the FinOps hub app publisher.",
+                        "suffix": "Unique suffix used for publisher resources.",
+                        "tags": "Tags to apply to all FinOps hub resources for this FinOps hub app publisher. Tags are not specific to the app since resources are shared.",
+                        "dataFactory": "Name of the Data Factory instance for this publisher.",
+                        "keyVault": "Name of the KeyVault instance for this publisher.",
+                        "storage": "Name of the storage account for this publisher.",
+                        "hub": "FinOps hub instance the app is deployed to.",
+                        "description": "FinOps hub app configuration settings.",
+                        "__bicep_imported_from!": {
+                          "sourceTemplate": "../../fx/hub-types.bicep"
+                        }
+                      }
+                    }
+                  },
+                  "functions": [
+                    {
+                      "namespace": "__bicep",
+                      "members": {
+                        "isSupportedVersion": {
+                          "parameters": [
+                            {
+                              "type": "string",
+                              "name": "version"
+                            },
+                            {
+                              "type": "string",
+                              "name": "minVersion"
+                            },
+                            {
+                              "type": "string",
+                              "name": "maxVersion"
+                            }
+                          ],
+                          "output": {
+                            "type": "bool",
+                            "value": "[and(or(empty(parameters('minVersion')), greaterOrEquals(_1.versionToNumber(parameters('version')), _1.versionToNumber(parameters('minVersion')))), or(empty(parameters('maxVersion')), lessOrEquals(_1.versionToNumber(parameters('version')), _1.versionToNumber(parameters('maxVersion')))))]"
+                          },
+                          "metadata": {
+                            "description": "Checks if a version string falls within the specified range. Use empty string to skip a bound. Example: isSupportedVersion('13.1', '13.0', '') checks >= 13.0 with no upper limit.",
+                            "__bicep_imported_from!": {
+                              "sourceTemplate": "../../fx/hub-types.bicep"
+                            }
+                          }
+                        },
+                        "privateRoutingForLinkedServices": {
+                          "parameters": [
+                            {
+                              "$ref": "#/definitions/_1.HubProperties",
+                              "name": "hub"
+                            }
+                          ],
+                          "output": {
+                            "type": "object",
+                            "value": "[if(parameters('hub').options.privateRouting, createObject('connectVia', createObject('referenceName', 'ManagedIntegrationRuntime', 'type', 'IntegrationRuntimeReference')), createObject())]"
+                          },
+                          "metadata": {
+                            "description": "Returns an object that represents the properties needed to enable private routing for linked services. Use property expansion (`...value`) to apply to a linkedServices resource.",
+                            "__bicep_imported_from!": {
+                              "sourceTemplate": "../../fx/hub-types.bicep"
+                            }
+                          }
+                        }
+                      }
+                    },
+                    {
+                      "namespace": "_1",
+                      "members": {
+                        "versionToNumber": {
+                          "parameters": [
+                            {
+                              "type": "string",
+                              "name": "version"
+                            }
+                          ],
+                          "output": {
+                            "type": "int",
+                            "value": "[add(mul(int(split(split(parameters('version'), '-')[0], '.')[0]), 1000), if(greater(length(split(split(parameters('version'), '-')[0], '.')), 1), int(split(split(parameters('version'), '-')[0], '.')[1]), 0))]"
+                          },
+                          "metadata": {
+                            "description": "Converts a version string (e.g., \"13.0\", \"13.1\", \"14.0-dev\") to a comparable integer using major * 1000 + minor. Prerelease suffixes (e.g., \"-dev\") and patch versions are ignored.",
+                            "__bicep_imported_from!": {
+                              "sourceTemplate": "../../fx/hub-types.bicep"
+                            }
+                          }
+                        }
+                      }
+                    }
+                  ],
+                  "parameters": {
+                    "app": {
+                      "$ref": "#/definitions/HubAppProperties",
+                      "metadata": {
+                        "description": "Required. FinOps hub app getting deployed."
+                      }
+                    },
+                    "remoteStorageKey": {
+                      "type": "securestring",
+                      "metadata": {
+                        "description": "Required. Create and store a key for a remote storage account."
+                      }
+                    },
+                    "remoteHubStorageUri": {
+                      "type": "string",
+                      "metadata": {
+                        "description": "Required. Remote storage account for ingestion dataset."
+                      }
+                    },
+                    "core": {
+                      "$ref": "#/definitions/CoreMetadata",
+                      "validate": [
+                        "[lambda('x', __bicep.isSupportedVersion(lambdaVariables('x').version, '13.0', ''))]",
+                        "Remote hubs require FinOps hubs version 13.0 or higher."
+                      ],
+                      "metadata": {
+                        "description": "Required. Metadata describing shared resources from the Core app. Must be v13 or higher."
+                      }
+                    }
+                  },
+                  "variables": {
+                    "storageKeySecretName": "[format('{0}-storage-key', toLower(parameters('app').hub.name))]",
+                    "finOpsToolkitVersion": "15.0"
+                  },
+                  "resources": {
+                    "dataFactory::linkedService_remoteHubStorage": {
+                      "type": "Microsoft.DataFactory/factories/linkedservices",
+                      "apiVersion": "2018-06-01",
+                      "name": "[format('{0}/{1}', parameters('app').dataFactory, 'remoteHubStorage')]",
+                      "properties": "[shallowMerge(createArray(createObject('annotations', createArray(), 'parameters', createObject(), 'type', 'AzureBlobFS', 'typeProperties', createObject('url', parameters('remoteHubStorageUri'), 'accountKey', createObject('type', 'AzureKeyVaultSecret', 'store', createObject('referenceName', parameters('app').keyVault, 'type', 'LinkedServiceReference'), 'secretName', variables('storageKeySecretName')))), __bicep.privateRoutingForLinkedServices(parameters('app').hub)))]",
+                      "dependsOn": [
+                        "appRegistration"
+                      ]
+                    },
+                    "dataFactory::dataset_ingestion": {
+                      "type": "Microsoft.DataFactory/factories/datasets",
+                      "apiVersion": "2018-06-01",
+                      "name": "[format('{0}/{1}', parameters('app').dataFactory, parameters('core').datasets.ingestion)]",
+                      "properties": {
+                        "annotations": [],
+                        "parameters": {
+                          "blobPath": {
+                            "type": "String"
+                          }
+                        },
+                        "type": "Parquet",
+                        "typeProperties": {
+                          "location": {
+                            "type": "AzureBlobFSLocation",
+                            "fileName": {
+                              "value": "@{dataset().blobPath}",
+                              "type": "Expression"
+                            },
+                            "fileSystem": "[parameters('core').containers.ingestion]"
+                          }
+                        },
+                        "linkedServiceName": {
+                          "parameters": {},
+                          "referenceName": "remoteHubStorage",
+                          "type": "LinkedServiceReference"
+                        }
+                      },
+                      "dependsOn": [
+                        "appRegistration",
+                        "dataFactory::linkedService_remoteHubStorage"
+                      ]
+                    },
+                    "dataFactory::dataset_ingestion_files": {
+                      "type": "Microsoft.DataFactory/factories/datasets",
+                      "apiVersion": "2018-06-01",
+                      "name": "[format('{0}/{1}', parameters('app').dataFactory, parameters('core').datasets.ingestionFiles)]",
+                      "properties": {
+                        "annotations": [],
+                        "parameters": {
+                          "folderPath": {
+                            "type": "String"
+                          }
+                        },
+                        "type": "Parquet",
+                        "typeProperties": {
+                          "location": {
+                            "type": "AzureBlobFSLocation",
+                            "fileSystem": "[parameters('core').containers.ingestion]",
+                            "folderPath": {
+                              "value": "@dataset().folderPath",
+                              "type": "Expression"
+                            }
+                          }
+                        },
+                        "linkedServiceName": {
+                          "parameters": {},
+                          "referenceName": "remoteHubStorage",
+                          "type": "LinkedServiceReference"
+                        }
+                      },
+                      "dependsOn": [
+                        "appRegistration",
+                        "dataFactory::linkedService_remoteHubStorage"
+                      ]
+                    },
+                    "dataFactory::dataset_ingestion_manifest": {
+                      "type": "Microsoft.DataFactory/factories/datasets",
+                      "apiVersion": "2018-06-01",
+                      "name": "[format('{0}/{1}', parameters('app').dataFactory, parameters('core').datasets.ingestionManifest)]",
+                      "properties": {
+                        "annotations": [],
+                        "parameters": {
+                          "fileName": {
+                            "type": "String",
+                            "defaultValue": "manifest.json"
+                          },
+                          "folderPath": {
+                            "type": "String",
+                            "defaultValue": "[parameters('core').containers.ingestion]"
+                          }
+                        },
+                        "type": "Json",
+                        "typeProperties": {
+                          "location": {
+                            "type": "AzureBlobFSLocation",
+                            "fileName": {
+                              "value": "@{dataset().fileName}",
+                              "type": "Expression"
+                            },
+                            "folderPath": {
+                              "value": "@{dataset().folderPath}",
+                              "type": "Expression"
+                            }
+                          }
+                        },
+                        "linkedServiceName": {
+                          "parameters": {},
+                          "referenceName": "remoteHubStorage",
+                          "type": "LinkedServiceReference"
+                        }
+                      },
+                      "dependsOn": [
+                        "appRegistration",
+                        "dataFactory::linkedService_remoteHubStorage"
+                      ]
+                    },
+                    "keyVault": {
+                      "existing": true,
+                      "type": "Microsoft.KeyVault/vaults",
+                      "apiVersion": "2023-02-01",
+                      "name": "[parameters('app').keyVault]",
+                      "dependsOn": [
+                        "appRegistration"
+                      ]
+                    },
+                    "dataFactory": {
+                      "existing": true,
+                      "type": "Microsoft.DataFactory/factories",
+                      "apiVersion": "2018-06-01",
+                      "name": "[parameters('app').dataFactory]",
+                      "dependsOn": [
+                        "appRegistration"
+                      ]
+                    },
+                    "appRegistration": {
+                      "type": "Microsoft.Resources/deployments",
+                      "apiVersion": "2025-04-01",
+                      "name": "Microsoft.FinOpsHubs.RemoteHub_Register",
+                      "properties": {
+                        "expressionEvaluationOptions": {
+                          "scope": "inner"
+                        },
+                        "mode": "Incremental",
+                        "parameters": {
+                          "app": {
+                            "value": "[parameters('app')]"
+                          },
+                          "version": {
+                            "value": "[variables('finOpsToolkitVersion')]"
+                          },
+                          "features": {
+                            "value": [
+                              "DataFactory",
+                              "KeyVault",
+                              "Storage"
+                            ]
+                          }
+                        },
+                        "template": {
+                          "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                          "languageVersion": "2.1-experimental",
+                          "contentVersion": "1.0.0.0",
+                          "metadata": {
+                            "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                            "_EXPERIMENTAL_FEATURES_ENABLED": [
+                              "Enable @validate() decorator"
+                            ],
+                            "_generator": {
+                              "name": "bicep",
+                              "version": "0.40.2.10011",
+                              "templateHash": "6663838570021556637"
+                            }
+                          },
+                          "definitions": {
+                            "_1.HubProperties": {
+                              "type": "object",
+                              "properties": {
+                                "id": {
+                                  "type": "string"
+                                },
+                                "name": {
+                                  "type": "string"
+                                },
+                                "location": {
+                                  "type": "string"
+                                },
+                                "tags": {
+                                  "type": "object"
+                                },
+                                "tagsByResource": {
+                                  "type": "object"
+                                },
+                                "version": {
+                                  "type": "string"
+                                },
+                                "options": {
+                                  "type": "object",
+                                  "properties": {
+                                    "enableTelemetry": {
+                                      "type": "bool"
+                                    },
+                                    "keyVaultSku": {
+                                      "type": "string"
+                                    },
+                                    "keyVaultEnablePurgeProtection": {
+                                      "type": "bool"
+                                    },
+                                    "networkAddressPrefix": {
+                                      "type": "string"
+                                    },
+                                    "natGateway": {
+                                      "type": "bool"
+                                    },
+                                    "privateRouting": {
+                                      "type": "bool"
+                                    },
+                                    "publisherIsolation": {
+                                      "type": "bool"
+                                    },
+                                    "storageInfrastructureEncryption": {
+                                      "type": "bool"
+                                    },
+                                    "storageSku": {
+                                      "type": "string"
+                                    }
+                                  }
+                                },
+                                "routing": {
+                                  "$ref": "#/definitions/_1.HubRoutingProperties"
+                                },
+                                "core": {
+                                  "type": "object",
+                                  "properties": {
+                                    "suffix": {
+                                      "type": "string"
+                                    }
+                                  }
+                                }
+                              },
+                              "metadata": {
+                                "id": "FinOps hub resource ID.",
+                                "name": "FinOps hub instance name.",
+                                "location": "Azure resource location of the FinOps hub instance.",
+                                "tags": "Tags to apply to all FinOps hub resources.",
+                                "tagsByResource": "Tags to apply to resources based on their resource type.",
+                                "version": "FinOps hub version number.",
+                                "options": {
+                                  "enableTelemetry": "Indicates whether telemetry should be enabled for deployments.",
+                                  "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
+                                  "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
+                                  "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                  "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
+                                  "privateRouting": "Indicates whether private network routing is enabled.",
+                                  "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
+                                  "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
+                                  "storageSku": "Storage account SKU. Allowed values: \"Premium_LRS\", \"Premium_ZRS\"."
+                                },
+                                "routing": "FinOps hub private network routing properties, if enabled.",
+                                "core": {
+                                  "suffix": "Unique suffix used for shared resources."
+                                },
+                                "apps": {},
+                                "description": "FinOps hub instance properties.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "_1.HubRoutingProperties": {
+                              "type": "object",
+                              "properties": {
+                                "networkId": {
+                                  "type": "string"
+                                },
+                                "networkName": {
+                                  "type": "string"
+                                },
+                                "scriptStorage": {
+                                  "type": "string"
+                                },
+                                "dnsZones": {
+                                  "type": "object",
+                                  "properties": {
+                                    "blob": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "dfs": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "file": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "queue": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "table": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    }
+                                  }
+                                },
+                                "subnets": {
+                                  "type": "object",
+                                  "properties": {
+                                    "dataExplorer": {
+                                      "type": "string"
+                                    },
+                                    "dataFactory": {
+                                      "type": "string"
+                                    },
+                                    "keyVault": {
+                                      "type": "string"
+                                    },
+                                    "scripts": {
+                                      "type": "string"
+                                    },
+                                    "storage": {
+                                      "type": "string"
+                                    }
+                                  }
+                                }
+                              },
+                              "metadata": {
+                                "networkId": "Resource ID of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                "networkName": "Name of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                "scriptStorage": "Name of the storage account used for deployment scripts.",
+                                "dnsZones": {
+                                  "blob": "Resource ID and name for the blob storage DNS zone.",
+                                  "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                  "file": "Resource ID and name for the file storage DNS zone.",
+                                  "queue": "Resource ID and name for the queue storage DNS zone.",
+                                  "table": "Resource ID and name for the table storage DNS zone."
+                                },
+                                "subnets": {
+                                  "dataExplorer": "Resource ID of the subnet for the Data Explorer instance.",
+                                  "dataFactory": "Resource ID of the subnet for Data Factory instances.",
+                                  "keyVault": "Resource ID of the subnet for Key Vault instances.",
+                                  "scripts": "Resource ID of the subnet for deployment script storage.",
+                                  "storage": "Resource ID of the subnet for storage accounts."
+                                },
+                                "description": "FinOps hub private network routing properties.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "_1.IdNameObject": {
+                              "type": "object",
+                              "properties": {
+                                "id": {
+                                  "type": "string"
+                                },
+                                "name": {
+                                  "type": "string"
+                                }
+                              },
+                              "metadata": {
+                                "id": "Fully-qualified resource ID.",
+                                "name": "Resource name.",
+                                "description": "Resource ID and name.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "HubAppFeature": {
+                              "type": "string",
+                              "allowedValues": [
+                                "DataFactory",
+                                "KeyVault",
+                                "Storage"
+                              ],
+                              "metadata": {
+                                "description": "FinOps hub app features.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "HubAppProperties": {
+                              "type": "object",
+                              "properties": {
+                                "id": {
+                                  "type": "string"
+                                },
+                                "name": {
+                                  "type": "string"
+                                },
+                                "publisher": {
+                                  "type": "string"
+                                },
+                                "suffix": {
+                                  "type": "string"
+                                },
+                                "tags": {
+                                  "type": "object"
+                                },
+                                "dataFactory": {
+                                  "type": "string"
+                                },
+                                "keyVault": {
+                                  "type": "string"
+                                },
+                                "storage": {
+                                  "type": "string"
+                                },
+                                "hub": {
+                                  "$ref": "#/definitions/_1.HubProperties"
+                                }
+                              },
+                              "metadata": {
+                                "id": "Fully-qualified name of the publisher and app, separated by a dot.",
+                                "name": "Short name of the FinOps hub app. Last segment of the app ID.",
+                                "publisher": "Fully-qualified namespace of the FinOps hub app publisher.",
+                                "suffix": "Unique suffix used for publisher resources.",
+                                "tags": "Tags to apply to all FinOps hub resources for this FinOps hub app publisher. Tags are not specific to the app since resources are shared.",
+                                "dataFactory": "Name of the Data Factory instance for this publisher.",
+                                "keyVault": "Name of the KeyVault instance for this publisher.",
+                                "storage": "Name of the storage account for this publisher.",
+                                "hub": "FinOps hub instance the app is deployed to.",
+                                "description": "FinOps hub app configuration settings.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            }
+                          },
+                          "functions": [
+                            {
+                              "namespace": "__bicep",
+                              "members": {
+                                "getAppPublisherTags": {
+                                  "parameters": [
+                                    {
+                                      "$ref": "#/definitions/HubAppProperties",
+                                      "name": "app"
+                                    },
+                                    {
+                                      "type": "string",
+                                      "name": "resourceType"
+                                    }
+                                  ],
+                                  "output": {
+                                    "type": "object",
+                                    "value": "[union(if(parameters('app').hub.options.publisherIsolation, parameters('app').tags, parameters('app').hub.tags), coalesce(tryGet(parameters('app').hub.tagsByResource, parameters('resourceType')), createObject()))]"
+                                  },
+                                  "metadata": {
+                                    "description": "Returns a tags dictionary that includes tags for the FinOps hub app publisher.",
+                                    "__bicep_imported_from!": {
+                                      "sourceTemplate": "hub-types.bicep"
+                                    }
+                                  }
+                                }
+                              }
+                            }
+                          ],
+                          "parameters": {
+                            "app": {
+                              "$ref": "#/definitions/HubAppProperties",
+                              "metadata": {
+                                "description": "Required. FinOps hub app getting deployed."
+                              }
+                            },
+                            "version": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Required. Version number of the FinOps hub app."
+                              }
+                            },
+                            "features": {
+                              "type": "array",
+                              "items": {
+                                "$ref": "#/definitions/HubAppFeature"
+                              },
+                              "defaultValue": [],
+                              "metadata": {
+                                "description": "Optional. Indicate which features the app requires. Allowed values: \"DataFactory\", \"KeyVault\", \"Storage\". Default: [] (none)."
+                              }
+                            },
+                            "storageRoles": {
+                              "type": "array",
+                              "items": {
+                                "type": "string"
+                              },
+                              "defaultValue": [],
+                              "metadata": {
+                                "description": "Optional. Indicate which RBAC roles the Data Factory identity needs on the publisher storage account. This is in addition to Storage Blob Data Contributor for reading and managing content, which is granted to apps that use the \"Storage\" feature. Roles are assigned whether or not the app uses the \"Storage\" feature since the storage account is shared across all apps from the same publisher. Default: [] (none)."
+                              }
+                            },
+                            "telemetryString": {
+                              "type": "string",
+                              "defaultValue": "",
+                              "metadata": {
+                                "description": "Optional. Custom string with additional metadata to log. Must an alphanumeric string without spaces or special characters except for underscores and dashes. Namespace + appName + telemetryString must be 50 characters or less - additional characters will be trimmed."
+                              }
+                            }
+                          },
+                          "variables": {
+                            "$fxv#0": "# Copyright (c) Microsoft Corporation.\r\n# Licensed under the MIT License.\r\n\r\n<#\r\n.SYNOPSIS\r\nManages Azure Data Factory triggers and pipelines during FinOps hub deployment.\r\n\r\n.DESCRIPTION\r\nThis script is called by Bicep deployment scripts to start/stop Data Factory triggers\r\nand optionally run pipelines. It handles two types of triggers:\r\n\r\n1. Schedule triggers - Can be started/stopped directly\r\n2. BlobEventsTriggers - Require Event Grid subscription management before start/stop\r\n\r\nBlobEventsTriggers use Event Grid to listen for storage blob events. Before stopping,\r\nthe Event Grid subscription must be removed (unsubscribed). Before starting, the\r\nsubscription must be added and fully provisioned. This script handles this automatically\r\nby detecting BlobEventsTriggers via the BlobPathBeginsWith property.\r\n\r\nThe script uses retry logic with linear backoff to handle transient API failures and\r\nwait for Event Grid subscription provisioning/deprovisioning to complete.\r\n\r\n.PARAMETER DataFactoryResourceGroup\r\nThe resource group containing the Data Factory.\r\n\r\n.PARAMETER DataFactoryName\r\nThe name of the Data Factory instance.\r\n\r\n.PARAMETER Pipelines\r\nPipe-delimited list of pipeline names to run (e.g., \"pipeline1|pipeline2\").\r\n\r\n.PARAMETER StartTriggers\r\nSwitch to start all stopped triggers (with Event Grid subscription for blob triggers).\r\n\r\n.PARAMETER StopTriggers\r\nSwitch to stop all running triggers (with Event Grid unsubscription for blob triggers).\r\n\r\n.EXAMPLE\r\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StopTriggers\r\n\r\n.EXAMPLE\r\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StartTriggers\r\n#>\r\n\r\nparam(\r\n    [string] $DataFactoryResourceGroup,\r\n    [string] $DataFactoryName,\r\n    [string] $Pipelines = \"\",\r\n    [switch] $StartTriggers,\r\n    [switch] $StopTriggers\r\n)\r\n\r\n$MAX_RETRIES = 20\r\n$DeploymentScriptOutputs = @{}\r\n\r\nfunction Write-Log($Message)\r\n{\r\n    Write-Output \"$(Get-Date -Format 'HH:mm:ss') $Message\"\r\n}\r\n\r\nfunction Invoke-WithRetry([scriptblock]$Action, [string]$Name, [int]$Delay = 5)\r\n{\r\n    for ($i = 1; $i -le $MAX_RETRIES; $i++)\r\n    {\r\n        try { return & $Action }\r\n        catch\r\n        {\r\n            Write-Log \"$Name failed (attempt $i/${MAX_RETRIES}): $($_.Exception.Message)\"\r\n            if ($i -eq $MAX_RETRIES) { throw }\r\n            Start-Sleep -Seconds ($Delay * $i)\r\n        }\r\n    }\r\n}\r\n\r\nfunction Set-BlobTriggerSubscription([string]$TriggerName, [switch]$Subscribe)\r\n{\r\n    $targetStatus = if ($Subscribe) { 'Enabled' } else { 'Disabled' }\r\n    $action = if ($Subscribe) { 'Subscribing' } else { 'Unsubscribing' }\r\n\r\n    Write-Log \"$action $TriggerName to events...\"\r\n\r\n    # Check current status before attempting subscribe/unsubscribe\r\n    $currentStatus = (Get-AzDataFactoryV2TriggerSubscriptionStatus `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -Name $TriggerName).Status\r\n\r\n    if ($currentStatus -eq $targetStatus)\r\n    {\r\n        Write-Log \"$TriggerName subscription is already $targetStatus, skipping.\"\r\n        return\r\n    }\r\n\r\n    if ($currentStatus -eq 'Provisioning' -or $currentStatus -eq 'Deprovisioning')\r\n    {\r\n        Write-Log \"$TriggerName subscription is $currentStatus, waiting for completion...\"\r\n    }\r\n    else\r\n    {\r\n        # Only call subscribe/unsubscribe when not already in a transitional state\r\n        if ($Subscribe)\r\n        {\r\n            Add-AzDataFactoryV2TriggerSubscription `\r\n                -ResourceGroupName $DataFactoryResourceGroup `\r\n                -DataFactoryName $DataFactoryName `\r\n                -Name $TriggerName | Out-Null\r\n        }\r\n        else\r\n        {\r\n            Remove-AzDataFactoryV2TriggerSubscription `\r\n                -ResourceGroupName $DataFactoryResourceGroup `\r\n                -DataFactoryName $DataFactoryName `\r\n                -Name $TriggerName | Out-Null\r\n        }\r\n    }\r\n\r\n    # Poll until provisioning completes\r\n    Invoke-WithRetry -Name \"$action status $TriggerName\" -Delay 5 -Action {\r\n        $status = Get-AzDataFactoryV2TriggerSubscriptionStatus `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -Name $TriggerName\r\n        if ($status.Status -ne $targetStatus)\r\n        {\r\n            throw \"Subscription status is $($status.Status), expected $targetStatus\"\r\n        }\r\n    }\r\n}\r\n\r\nif ($StartTriggers -or $StopTriggers)\r\n{\r\n    $triggers = Invoke-WithRetry -Name \"Get triggers\" -Action {\r\n        Get-AzDataFactoryV2Trigger `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n        | Where-Object {\r\n            ($StartTriggers -and $_.Properties.RuntimeState -ne \"Started\") `\r\n                -or ($StopTriggers -and $_.Properties.RuntimeState -ne \"Stopped\")\r\n        }\r\n    }\r\n\r\n    Write-Log \"Found $($triggers.Count) trigger(s) to $(if ($StartTriggers) { 'start' } else { 'stop' })\"\r\n\r\n    $triggers | ForEach-Object {\r\n        $triggerName = $_.Name\r\n        $isBlobTrigger = $null -ne $_.Properties.BlobPathBeginsWith\r\n\r\n        if ($StopTriggers)\r\n        {\r\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName }\r\n            Write-Log \"Stopping trigger $triggerName...\"\r\n            Invoke-WithRetry -Name \"Stop $triggerName\" -Action {\r\n                Stop-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName -Force\r\n            }\r\n        }\r\n        else\r\n        {\r\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName -Subscribe }\r\n            Write-Log \"Starting trigger $triggerName...\"\r\n            Invoke-WithRetry -Name \"Start $triggerName\" -Action {\r\n                Start-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName -Force\r\n            }\r\n        }\r\n\r\n        Invoke-WithRetry -Name \"Wait for $triggerName\" -Action {\r\n            $state = (Get-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName).Properties.RuntimeState\r\n            $expected = if ($StartTriggers) { 'Started' } else { 'Stopped' }\r\n            if ($state -ne $expected) { throw \"Trigger is $state, expected $expected\" }\r\n        }\r\n\r\n        Write-Log \"...done\"\r\n        $DeploymentScriptOutputs[$triggerName] = $true\r\n    }\r\n}\r\n\r\nif (-not [string]::IsNullOrWhiteSpace($Pipelines))\r\n{\r\n    $Pipelines.Split('|') | ForEach-Object {\r\n        Write-Log \"Running pipeline $_...\"\r\n        Invoke-AzDataFactoryV2Pipeline `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -PipelineName $_\r\n    }\r\n}\r\n",
+                            "usesDataFactory": "[contains(parameters('features'), 'DataFactory')]",
+                            "usesKeyVault": "[contains(parameters('features'), 'KeyVault')]",
+                            "usesStorage": "[contains(parameters('features'), 'Storage')]",
+                            "telemetryId": "[format('ftk-hubapp-{0}{1}{2}', parameters('app').id, if(empty(parameters('telemetryString')), '', '_'), parameters('telemetryString'))]",
+                            "telemetryProps": {
+                              "mode": "Incremental",
+                              "template": {
+                                "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                "contentVersion": "1.0.0.0",
+                                "metadata": {
+                                  "_generator": {
+                                    "name": "[format('FTK: {0}', parameters('app').id)]",
+                                    "version": "[parameters('version')]"
+                                  }
+                                },
+                                "resources": []
+                              }
+                            },
+                            "factoryManagementRoles": [
+                              "673868aa-7521-48a0-acc6-0f60742d39f5"
+                            ],
+                            "factoryStorageRoles": "[union(parameters('storageRoles'), if(not(variables('usesStorage')), createArray(), createArray('17d1049b-9a84-46fb-8f53-869881c3d3ab', 'ba92f5b4-2d11-453d-a403-e96b0029c9fe', 'acdd72a7-3385-48ef-bd42-f606fba81ae7')))]",
+                            "storageInfrastructureEncryptionProperties": "[if(not(parameters('app').hub.options.storageInfrastructureEncryption), createObject(), createObject('encryption', createObject('keySource', 'Microsoft.Storage', 'requireInfrastructureEncryption', parameters('app').hub.options.storageInfrastructureEncryption)))]"
+                          },
+                          "resources": {
+                            "dataFactory::managedVirtualNetwork::storageManagedPrivateEndpoint": {
+                              "condition": "[and(and(variables('usesDataFactory'), parameters('app').hub.options.privateRouting), variables('usesStorage'))]",
+                              "type": "Microsoft.DataFactory/factories/managedVirtualNetworks/managedPrivateEndpoints",
+                              "apiVersion": "2018-06-01",
+                              "name": "[format('{0}/{1}/{2}', parameters('app').dataFactory, 'default', parameters('app').storage)]",
+                              "properties": {
+                                "name": "[parameters('app').storage]",
+                                "groupId": "dfs",
+                                "privateLinkResourceId": "[resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage)]",
+                                "fqdns": [
+                                  "[reference('storageAccount').primaryEndpoints.dfs]"
+                                ]
+                              },
+                              "dependsOn": [
+                                "dataFactory::managedVirtualNetwork",
+                                "storageAccount"
+                              ]
+                            },
+                            "dataFactory::managedVirtualNetwork::keyVaultManagedPrivateEndpoint": {
+                              "condition": "[and(and(variables('usesDataFactory'), parameters('app').hub.options.privateRouting), variables('usesKeyVault'))]",
+                              "type": "Microsoft.DataFactory/factories/managedVirtualNetworks/managedPrivateEndpoints",
+                              "apiVersion": "2018-06-01",
+                              "name": "[format('{0}/{1}/{2}', parameters('app').dataFactory, 'default', parameters('app').keyVault)]",
+                              "properties": {
+                                "name": "[parameters('app').keyVault]",
+                                "groupId": "vault",
+                                "privateLinkResourceId": "[resourceId('Microsoft.KeyVault/vaults', parameters('app').keyVault)]",
+                                "fqdns": [
+                                  "[reference('keyVault').vaultUri]"
+                                ]
+                              },
+                              "dependsOn": [
+                                "dataFactory::managedVirtualNetwork",
+                                "keyVault"
+                              ]
+                            },
+                            "dataFactory::managedVirtualNetwork": {
+                              "condition": "[and(variables('usesDataFactory'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.DataFactory/factories/managedVirtualNetworks",
+                              "apiVersion": "2018-06-01",
+                              "name": "[format('{0}/{1}', parameters('app').dataFactory, 'default')]",
+                              "properties": {},
+                              "dependsOn": [
+                                "dataFactory"
+                              ]
+                            },
+                            "dataFactory::managedIntegrationRuntime": {
+                              "condition": "[and(variables('usesDataFactory'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.DataFactory/factories/integrationRuntimes",
+                              "apiVersion": "2018-06-01",
+                              "name": "[format('{0}/{1}', parameters('app').dataFactory, 'ManagedIntegrationRuntime')]",
+                              "properties": {
+                                "type": "Managed",
+                                "managedVirtualNetwork": {
+                                  "referenceName": "default",
+                                  "type": "ManagedVirtualNetworkReference"
+                                },
+                                "typeProperties": {
+                                  "computeProperties": {
+                                    "location": "[parameters('app').hub.location]",
+                                    "dataFlowProperties": {
+                                      "computeType": "General",
+                                      "coreCount": 8,
+                                      "timeToLive": 10,
+                                      "cleanup": false,
+                                      "customProperties": []
+                                    },
+                                    "copyComputeScaleProperties": {
+                                      "dataIntegrationUnit": 16,
+                                      "timeToLive": 30
+                                    },
+                                    "pipelineExternalComputeScaleProperties": {
+                                      "timeToLive": 30,
+                                      "numberOfPipelineNodes": 1,
+                                      "numberOfExternalNodes": 1
+                                    }
+                                  }
+                                }
+                              },
+                              "dependsOn": [
+                                "dataFactory",
+                                "dataFactory::managedVirtualNetwork"
+                              ]
+                            },
+                            "dataFactory::linkedService_keyVault": {
+                              "condition": "[and(variables('usesDataFactory'), variables('usesKeyVault'))]",
+                              "type": "Microsoft.DataFactory/factories/linkedservices",
+                              "apiVersion": "2018-06-01",
+                              "name": "[format('{0}/{1}', parameters('app').dataFactory, parameters('app').keyVault)]",
+                              "properties": {
+                                "annotations": [],
+                                "parameters": {},
+                                "type": "AzureKeyVault",
+                                "typeProperties": {
+                                  "baseUrl": "[reference(format('Microsoft.KeyVault/vaults/{0}', parameters('app').keyVault), '2023-02-01').vaultUri]"
+                                },
+                                "connectVia": "[if(parameters('app').hub.options.privateRouting, createObject('referenceName', 'ManagedIntegrationRuntime', 'type', 'IntegrationRuntimeReference'), null())]"
+                              },
+                              "dependsOn": [
+                                "dataFactory",
+                                "dataFactory::managedIntegrationRuntime",
+                                "keyVault"
+                              ]
+                            },
+                            "dataFactory::linkedService_storageAccount": {
+                              "condition": "[and(variables('usesDataFactory'), variables('usesStorage'))]",
+                              "type": "Microsoft.DataFactory/factories/linkedservices",
+                              "apiVersion": "2018-06-01",
+                              "name": "[format('{0}/{1}', parameters('app').dataFactory, parameters('app').storage)]",
+                              "properties": {
+                                "annotations": [],
+                                "parameters": {},
+                                "type": "AzureBlobFS",
+                                "typeProperties": {
+                                  "url": "[reference(format('Microsoft.Storage/storageAccounts/{0}', parameters('app').storage), '2021-08-01').primaryEndpoints.dfs]"
+                                },
+                                "connectVia": "[if(parameters('app').hub.options.privateRouting, createObject('referenceName', 'ManagedIntegrationRuntime', 'type', 'IntegrationRuntimeReference'), null())]"
+                              },
+                              "dependsOn": [
+                                "dataFactory",
+                                "dataFactory::managedIntegrationRuntime",
+                                "storageAccount"
+                              ]
+                            },
+                            "storageAccount::blobService": {
+                              "condition": "[variables('usesStorage')]",
+                              "type": "Microsoft.Storage/storageAccounts/blobServices",
+                              "apiVersion": "2022-09-01",
+                              "name": "[format('{0}/{1}', parameters('app').storage, 'default')]",
+                              "dependsOn": [
+                                "storageAccount"
+                              ]
+                            },
+                            "blobEndpoint::blobPrivateDnsZoneGroup": {
+                              "condition": "[and(variables('usesStorage'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateEndpoints/privateDnsZoneGroups",
+                              "apiVersion": "2023-11-01",
+                              "name": "[format('{0}/{1}', format('{0}-blob-ep', parameters('app').storage), 'storage-endpoint-zone')]",
+                              "properties": {
+                                "privateDnsZoneConfigs": [
+                                  {
+                                    "name": "[format('privatelink.blob.{0}', environment().suffixes.storage)]",
+                                    "properties": {
+                                      "privateDnsZoneId": "[resourceId('Microsoft.Network/privateDnsZones', format('privatelink.blob.{0}', environment().suffixes.storage))]"
+                                    }
+                                  }
+                                ]
+                              },
+                              "dependsOn": [
+                                "blobEndpoint"
+                              ]
+                            },
+                            "dfsEndpoint::dfsPrivateDnsZoneGroup": {
+                              "condition": "[and(variables('usesStorage'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateEndpoints/privateDnsZoneGroups",
+                              "apiVersion": "2023-11-01",
+                              "name": "[format('{0}/{1}', format('{0}-dfs-ep', parameters('app').storage), 'dfs-endpoint-zone')]",
+                              "properties": {
+                                "privateDnsZoneConfigs": [
+                                  {
+                                    "name": "[format('privatelink.dfs.{0}', environment().suffixes.storage)]",
+                                    "properties": {
+                                      "privateDnsZoneId": "[resourceId('Microsoft.Network/privateDnsZones', format('privatelink.dfs.{0}', environment().suffixes.storage))]"
+                                    }
+                                  }
+                                ]
+                              },
+                              "dependsOn": [
+                                "dfsEndpoint"
+                              ]
+                            },
+                            "keyVaultPrivateDnsZone::keyVaultPrivateDnsZoneLink": {
+                              "condition": "[and(variables('usesKeyVault'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateDnsZones/virtualNetworkLinks",
+                              "apiVersion": "2024-06-01",
+                              "name": "[format('{0}/{1}', format('privatelink{0}', replace(environment().suffixes.keyvaultDns, 'vault', 'vaultcore')), format('{0}-link', replace(format('privatelink{0}', replace(environment().suffixes.keyvaultDns, 'vault', 'vaultcore')), '.', '-')))]",
+                              "location": "global",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Network/privateDnsZones/virtualNetworkLinks')]",
+                              "properties": {
+                                "virtualNetwork": {
+                                  "id": "[parameters('app').hub.routing.networkId]"
+                                },
+                                "registrationEnabled": false
+                              },
+                              "dependsOn": [
+                                "keyVaultPrivateDnsZone"
+                              ]
+                            },
+                            "keyVaultEndpoint::keyVaultPrivateDnsZoneGroup": {
+                              "condition": "[and(variables('usesKeyVault'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateEndpoints/privateDnsZoneGroups",
+                              "apiVersion": "2023-11-01",
+                              "name": "[format('{0}/{1}', format('{0}-ep', parameters('app').keyVault), 'keyvault-endpoint-zone')]",
+                              "properties": {
+                                "privateDnsZoneConfigs": [
+                                  {
+                                    "name": "[format('privatelink{0}', replace(environment().suffixes.keyvaultDns, 'vault', 'vaultcore'))]",
+                                    "properties": {
+                                      "privateDnsZoneId": "[resourceId('Microsoft.Network/privateDnsZones', format('privatelink{0}', replace(environment().suffixes.keyvaultDns, 'vault', 'vaultcore')))]"
+                                    }
+                                  }
+                                ]
+                              },
+                              "dependsOn": [
+                                "keyVaultEndpoint",
+                                "keyVaultPrivateDnsZone"
+                              ]
+                            },
+                            "appTelemetry": {
+                              "condition": "[parameters('app').hub.options.enableTelemetry]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2022-09-01",
+                              "name": "[if(lessOrEquals(length(variables('telemetryId')), 64), variables('telemetryId'), substring(variables('telemetryId'), 0, 64))]",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Resources/deployments')]",
+                              "properties": "[variables('telemetryProps')]"
+                            },
+                            "dataFactory": {
+                              "condition": "[variables('usesDataFactory')]",
+                              "type": "Microsoft.DataFactory/factories",
+                              "apiVersion": "2018-06-01",
+                              "name": "[parameters('app').dataFactory]",
+                              "location": "[parameters('app').hub.location]",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.DataFactory/factories')]",
+                              "identity": {
+                                "type": "SystemAssigned"
+                              },
+                              "properties": {
+                                "globalConfigurations": {
+                                  "PipelineBillingEnabled": "true"
+                                }
+                              }
+                            },
+                            "storageRoleAssignments": {
+                              "copy": {
+                                "name": "storageRoleAssignments",
+                                "count": "[length(variables('factoryStorageRoles'))]"
+                              },
+                              "condition": "[variables('usesDataFactory')]",
+                              "type": "Microsoft.Authorization/roleAssignments",
+                              "apiVersion": "2022-04-01",
+                              "scope": "[resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage)]",
+                              "name": "[guid(resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage), variables('factoryStorageRoles')[copyIndex()], resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory))]",
+                              "properties": {
+                                "roleDefinitionId": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', variables('factoryStorageRoles')[copyIndex()])]",
+                                "principalId": "[reference('dataFactory', '2018-06-01', 'full').identity.principalId]",
+                                "principalType": "ServicePrincipal"
+                              },
+                              "dependsOn": [
+                                "dataFactory",
+                                "storageAccount"
+                              ]
+                            },
+                            "factorySelfRoleAssignments": {
+                              "copy": {
+                                "name": "factorySelfRoleAssignments",
+                                "count": "[length(variables('factoryManagementRoles'))]"
+                              },
+                              "condition": "[variables('usesDataFactory')]",
+                              "type": "Microsoft.Authorization/roleAssignments",
+                              "apiVersion": "2022-04-01",
+                              "scope": "[resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory)]",
+                              "name": "[guid(resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory), variables('factoryManagementRoles')[copyIndex()], resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory))]",
+                              "properties": {
+                                "roleDefinitionId": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', variables('factoryManagementRoles')[copyIndex()])]",
+                                "principalId": "[reference('dataFactory', '2018-06-01', 'full').identity.principalId]",
+                                "principalType": "ServicePrincipal"
+                              },
+                              "dependsOn": [
+                                "dataFactory"
+                              ]
+                            },
+                            "triggerManagerIdentity": {
+                              "condition": "[variables('usesDataFactory')]",
+                              "type": "Microsoft.ManagedIdentity/userAssignedIdentities",
+                              "apiVersion": "2023-01-31",
+                              "name": "[format('{0}_triggerManager', parameters('app').dataFactory)]",
+                              "location": "[parameters('app').hub.location]",
+                              "tags": "[union(parameters('app').tags, coalesce(tryGet(parameters('app').hub.tagsByResource, 'Microsoft.ManagedIdentity/userAssignedIdentities'), createObject()))]",
+                              "dependsOn": [
+                                "dataFactory"
+                              ]
+                            },
+                            "triggerManagerRoleAssignments": {
+                              "copy": {
+                                "name": "triggerManagerRoleAssignments",
+                                "count": "[length(variables('factoryManagementRoles'))]"
+                              },
+                              "condition": "[variables('usesDataFactory')]",
+                              "type": "Microsoft.Authorization/roleAssignments",
+                              "apiVersion": "2022-04-01",
+                              "scope": "[resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory)]",
+                              "name": "[guid(resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory), variables('factoryManagementRoles')[copyIndex()], resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', format('{0}_triggerManager', parameters('app').dataFactory)))]",
+                              "properties": {
+                                "roleDefinitionId": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', variables('factoryManagementRoles')[copyIndex()])]",
+                                "principalId": "[reference('triggerManagerIdentity').principalId]",
+                                "principalType": "ServicePrincipal"
+                              },
+                              "dependsOn": [
+                                "dataFactory",
+                                "triggerManagerIdentity"
+                              ]
+                            },
+                            "storageAccount": {
+                              "condition": "[variables('usesStorage')]",
+                              "type": "Microsoft.Storage/storageAccounts",
+                              "apiVersion": "2022-09-01",
+                              "name": "[parameters('app').storage]",
+                              "location": "[parameters('app').hub.location]",
+                              "sku": {
+                                "name": "[parameters('app').hub.options.storageSku]"
+                              },
+                              "kind": "BlockBlobStorage",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Storage/storageAccounts')]",
+                              "properties": "[shallowMerge(createArray(variables('storageInfrastructureEncryptionProperties'), createObject('supportsHttpsTrafficOnly', true(), 'allowSharedKeyAccess', true(), 'isHnsEnabled', true(), 'minimumTlsVersion', 'TLS1_2', 'allowBlobPublicAccess', false(), 'publicNetworkAccess', 'Enabled', 'networkAcls', createObject('bypass', 'AzureServices', 'defaultAction', if(parameters('app').hub.options.privateRouting, 'Deny', 'Allow')))))]"
+                            },
+                            "blobPrivateDnsZone": {
+                              "condition": "[and(variables('usesStorage'), parameters('app').hub.options.privateRouting)]",
+                              "existing": true,
+                              "type": "Microsoft.Network/privateDnsZones",
+                              "apiVersion": "2024-06-01",
+                              "name": "[format('privatelink.blob.{0}', environment().suffixes.storage)]"
+                            },
+                            "blobEndpoint": {
+                              "condition": "[and(variables('usesStorage'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateEndpoints",
+                              "apiVersion": "2023-11-01",
+                              "name": "[format('{0}-blob-ep', parameters('app').storage)]",
+                              "location": "[parameters('app').hub.location]",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Network/privateEndpoints')]",
+                              "properties": {
+                                "subnet": {
+                                  "id": "[parameters('app').hub.routing.subnets.storage]"
+                                },
+                                "privateLinkServiceConnections": [
+                                  {
+                                    "name": "blobLink",
+                                    "properties": {
+                                      "privateLinkServiceId": "[resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage)]",
+                                      "groupIds": [
+                                        "blob"
+                                      ]
+                                    }
+                                  }
+                                ]
+                              },
+                              "dependsOn": [
+                                "storageAccount"
+                              ]
+                            },
+                            "dfsPrivateDnsZone": {
+                              "condition": "[and(variables('usesStorage'), parameters('app').hub.options.privateRouting)]",
+                              "existing": true,
+                              "type": "Microsoft.Network/privateDnsZones",
+                              "apiVersion": "2024-06-01",
+                              "name": "[format('privatelink.dfs.{0}', environment().suffixes.storage)]"
+                            },
+                            "dfsEndpoint": {
+                              "condition": "[and(variables('usesStorage'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateEndpoints",
+                              "apiVersion": "2023-11-01",
+                              "name": "[format('{0}-dfs-ep', parameters('app').storage)]",
+                              "location": "[parameters('app').hub.location]",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Network/privateEndpoints')]",
+                              "properties": {
+                                "subnet": {
+                                  "id": "[parameters('app').hub.routing.subnets.storage]"
+                                },
+                                "privateLinkServiceConnections": [
+                                  {
+                                    "name": "dfsLink",
+                                    "properties": {
+                                      "privateLinkServiceId": "[resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage)]",
+                                      "groupIds": [
+                                        "dfs"
+                                      ]
+                                    }
+                                  }
+                                ]
+                              },
+                              "dependsOn": [
+                                "storageAccount"
+                              ]
+                            },
+                            "keyVault": {
+                              "condition": "[variables('usesKeyVault')]",
+                              "type": "Microsoft.KeyVault/vaults",
+                              "apiVersion": "2023-02-01",
+                              "name": "[parameters('app').keyVault]",
+                              "location": "[parameters('app').hub.location]",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.KeyVault/vaults')]",
+                              "properties": {
+                                "sku": {
+                                  "name": "[parameters('app').hub.options.keyVaultSku]",
+                                  "family": "A"
+                                },
+                                "enabledForDeployment": true,
+                                "enabledForTemplateDeployment": true,
+                                "enabledForDiskEncryption": true,
+                                "enableSoftDelete": true,
+                                "softDeleteRetentionInDays": 90,
+                                "enablePurgeProtection": "[if(parameters('app').hub.options.keyVaultEnablePurgeProtection, true(), null())]",
+                                "enableRbacAuthorization": false,
+                                "createMode": "default",
+                                "tenantId": "[subscription().tenantId]",
+                                "accessPolicies": [
+                                  {
+                                    "objectId": "[reference('dataFactory', '2018-06-01', 'full').identity.principalId]",
+                                    "tenantId": "[subscription().tenantId]",
+                                    "permissions": {
+                                      "secrets": [
+                                        "get"
+                                      ]
+                                    }
+                                  }
+                                ],
+                                "networkAcls": {
+                                  "bypass": "AzureServices",
+                                  "defaultAction": "[if(parameters('app').hub.options.privateRouting, 'Deny', 'Allow')]"
+                                }
+                              },
+                              "dependsOn": [
+                                "dataFactory"
+                              ]
+                            },
+                            "keyVaultPrivateDnsZone": {
+                              "condition": "[and(variables('usesKeyVault'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateDnsZones",
+                              "apiVersion": "2024-06-01",
+                              "name": "[format('privatelink{0}', replace(environment().suffixes.keyvaultDns, 'vault', 'vaultcore'))]",
+                              "location": "global",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Network/privateDnsZones')]",
+                              "properties": {}
+                            },
+                            "keyVaultEndpoint": {
+                              "condition": "[and(variables('usesKeyVault'), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Network/privateEndpoints",
+                              "apiVersion": "2023-11-01",
+                              "name": "[format('{0}-ep', parameters('app').keyVault)]",
+                              "location": "[parameters('app').hub.location]",
+                              "tags": "[__bicep.getAppPublisherTags(parameters('app'), 'Microsoft.Network/privateEndpoints')]",
+                              "properties": {
+                                "subnet": {
+                                  "id": "[parameters('app').hub.routing.subnets.keyVault]"
+                                },
+                                "privateLinkServiceConnections": [
+                                  {
+                                    "name": "keyVaultLink",
+                                    "properties": {
+                                      "privateLinkServiceId": "[resourceId('Microsoft.KeyVault/vaults', parameters('app').keyVault)]",
+                                      "groupIds": [
+                                        "vault"
+                                      ]
+                                    }
+                                  }
+                                ]
+                              },
+                              "dependsOn": [
+                                "keyVault"
+                              ]
+                            },
+                            "getKeyVaultPrivateEndpointConnections": {
+                              "condition": "[and(and(variables('usesDataFactory'), variables('usesKeyVault')), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2025-04-01",
+                              "name": "GetKeyVaultPrivateEndpointConnections",
+                              "properties": {
+                                "expressionEvaluationOptions": {
+                                  "scope": "inner"
+                                },
+                                "mode": "Incremental",
+                                "parameters": {
+                                  "keyVaultName": {
+                                    "value": "[parameters('app').keyVault]"
+                                  }
+                                },
+                                "template": {
+                                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                  "languageVersion": "2.1-experimental",
+                                  "contentVersion": "1.0.0.0",
+                                  "metadata": {
+                                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                                      "Enable @validate() decorator"
+                                    ],
+                                    "_generator": {
+                                      "name": "bicep",
+                                      "version": "0.40.2.10011",
+                                      "templateHash": "14430016218703995910"
+                                    }
+                                  },
+                                  "parameters": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "defaultValue": [],
+                                      "metadata": {
+                                        "description": "Optional. Array of private endpoint connections. Pending ones will be approved."
+                                      }
+                                    },
+                                    "keyVaultName": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the KeyVault."
+                                      }
+                                    }
+                                  },
+                                  "resources": {
+                                    "keyVault": {
+                                      "existing": true,
+                                      "type": "Microsoft.KeyVault/vaults",
+                                      "apiVersion": "2023-07-01",
+                                      "name": "[parameters('keyVaultName')]"
+                                    },
+                                    "privateEndpointConnection": {
+                                      "copy": {
+                                        "name": "privateEndpointConnection",
+                                        "count": "[length(parameters('privateEndpointConnections'))]"
+                                      },
+                                      "condition": "[equals(parameters('privateEndpointConnections')[copyIndex()].properties.privateLinkServiceConnectionState.status, 'Pending')]",
+                                      "type": "Microsoft.KeyVault/vaults/privateEndpointConnections",
+                                      "apiVersion": "2023-07-01",
+                                      "name": "[format('{0}/{1}', parameters('keyVaultName'), last(array(split(parameters('privateEndpointConnections')[copyIndex()].id, '/'))))]",
+                                      "properties": {
+                                        "privateLinkServiceConnectionState": {
+                                          "status": "Approved",
+                                          "description": "Approved-by-pipeline"
+                                        }
+                                      }
+                                    }
+                                  },
+                                  "outputs": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "value": "[reference('keyVault').privateEndpointConnections]"
+                                    }
+                                  }
+                                }
+                              },
+                              "dependsOn": [
+                                "dataFactory::managedVirtualNetwork::keyVaultManagedPrivateEndpoint",
+                                "getStoragePrivateEndpointConnections",
+                                "keyVault"
+                              ]
+                            },
+                            "approveKeyVaultPrivateEndpointConnections": {
+                              "condition": "[and(and(variables('usesDataFactory'), variables('usesKeyVault')), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2025-04-01",
+                              "name": "ApproveKeyVaultPrivateEndpointConnections",
+                              "properties": {
+                                "expressionEvaluationOptions": {
+                                  "scope": "inner"
+                                },
+                                "mode": "Incremental",
+                                "parameters": {
+                                  "keyVaultName": {
+                                    "value": "[parameters('app').keyVault]"
+                                  },
+                                  "privateEndpointConnections": {
+                                    "value": "[reference('getKeyVaultPrivateEndpointConnections').outputs.privateEndpointConnections.value]"
+                                  }
+                                },
+                                "template": {
+                                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                  "languageVersion": "2.1-experimental",
+                                  "contentVersion": "1.0.0.0",
+                                  "metadata": {
+                                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                                      "Enable @validate() decorator"
+                                    ],
+                                    "_generator": {
+                                      "name": "bicep",
+                                      "version": "0.40.2.10011",
+                                      "templateHash": "14430016218703995910"
+                                    }
+                                  },
+                                  "parameters": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "defaultValue": [],
+                                      "metadata": {
+                                        "description": "Optional. Array of private endpoint connections. Pending ones will be approved."
+                                      }
+                                    },
+                                    "keyVaultName": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the KeyVault."
+                                      }
+                                    }
+                                  },
+                                  "resources": {
+                                    "keyVault": {
+                                      "existing": true,
+                                      "type": "Microsoft.KeyVault/vaults",
+                                      "apiVersion": "2023-07-01",
+                                      "name": "[parameters('keyVaultName')]"
+                                    },
+                                    "privateEndpointConnection": {
+                                      "copy": {
+                                        "name": "privateEndpointConnection",
+                                        "count": "[length(parameters('privateEndpointConnections'))]"
+                                      },
+                                      "condition": "[equals(parameters('privateEndpointConnections')[copyIndex()].properties.privateLinkServiceConnectionState.status, 'Pending')]",
+                                      "type": "Microsoft.KeyVault/vaults/privateEndpointConnections",
+                                      "apiVersion": "2023-07-01",
+                                      "name": "[format('{0}/{1}', parameters('keyVaultName'), last(array(split(parameters('privateEndpointConnections')[copyIndex()].id, '/'))))]",
+                                      "properties": {
+                                        "privateLinkServiceConnectionState": {
+                                          "status": "Approved",
+                                          "description": "Approved-by-pipeline"
+                                        }
+                                      }
+                                    }
+                                  },
+                                  "outputs": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "value": "[reference('keyVault').privateEndpointConnections]"
+                                    }
+                                  }
+                                }
+                              },
+                              "dependsOn": [
+                                "getKeyVaultPrivateEndpointConnections",
+                                "keyVault"
+                              ]
+                            },
+                            "getStoragePrivateEndpointConnections": {
+                              "condition": "[and(and(variables('usesDataFactory'), variables('usesStorage')), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2025-04-01",
+                              "name": "GetStoragePrivateEndpointConnections",
+                              "properties": {
+                                "expressionEvaluationOptions": {
+                                  "scope": "inner"
+                                },
+                                "mode": "Incremental",
+                                "parameters": {
+                                  "storageAccountName": {
+                                    "value": "[parameters('app').storage]"
+                                  }
+                                },
+                                "template": {
+                                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                  "languageVersion": "2.1-experimental",
+                                  "contentVersion": "1.0.0.0",
+                                  "metadata": {
+                                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                                      "Enable @validate() decorator"
+                                    ],
+                                    "_generator": {
+                                      "name": "bicep",
+                                      "version": "0.40.2.10011",
+                                      "templateHash": "6251600796460224070"
+                                    }
+                                  },
+                                  "parameters": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "defaultValue": [],
+                                      "metadata": {
+                                        "description": "Optional. Array of private endpoint connections. Pending ones will be approved."
+                                      }
+                                    },
+                                    "storageAccountName": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the storage account."
+                                      }
+                                    }
+                                  },
+                                  "resources": {
+                                    "storageAccount": {
+                                      "existing": true,
+                                      "type": "Microsoft.Storage/storageAccounts",
+                                      "apiVersion": "2023-04-01",
+                                      "name": "[parameters('storageAccountName')]"
+                                    },
+                                    "privateEndpointConnection": {
+                                      "copy": {
+                                        "name": "privateEndpointConnection",
+                                        "count": "[length(parameters('privateEndpointConnections'))]"
+                                      },
+                                      "condition": "[equals(parameters('privateEndpointConnections')[copyIndex()].properties.privateLinkServiceConnectionState.status, 'Pending')]",
+                                      "type": "Microsoft.Storage/storageAccounts/privateEndpointConnections",
+                                      "apiVersion": "2023-04-01",
+                                      "name": "[format('{0}/{1}', parameters('storageAccountName'), last(array(split(parameters('privateEndpointConnections')[copyIndex()].id, '/'))))]",
+                                      "properties": {
+                                        "privateLinkServiceConnectionState": {
+                                          "status": "Approved",
+                                          "description": "Approved-by-pipeline",
+                                          "actionRequired": "None"
+                                        }
+                                      }
+                                    }
+                                  },
+                                  "outputs": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "value": "[reference('storageAccount').privateEndpointConnections]"
+                                    }
+                                  }
+                                }
+                              },
+                              "dependsOn": [
+                                "dataFactory::managedVirtualNetwork::storageManagedPrivateEndpoint",
+                                "stopTriggers",
+                                "storageAccount"
+                              ]
+                            },
+                            "approveStoragePrivateEndpointConnections": {
+                              "condition": "[and(and(variables('usesDataFactory'), variables('usesStorage')), parameters('app').hub.options.privateRouting)]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2025-04-01",
+                              "name": "ApproveStoragePrivateEndpointConnections",
+                              "properties": {
+                                "expressionEvaluationOptions": {
+                                  "scope": "inner"
+                                },
+                                "mode": "Incremental",
+                                "parameters": {
+                                  "storageAccountName": {
+                                    "value": "[parameters('app').storage]"
+                                  },
+                                  "privateEndpointConnections": {
+                                    "value": "[reference('getStoragePrivateEndpointConnections').outputs.privateEndpointConnections.value]"
+                                  }
+                                },
+                                "template": {
+                                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                  "languageVersion": "2.1-experimental",
+                                  "contentVersion": "1.0.0.0",
+                                  "metadata": {
+                                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                                      "Enable @validate() decorator"
+                                    ],
+                                    "_generator": {
+                                      "name": "bicep",
+                                      "version": "0.40.2.10011",
+                                      "templateHash": "6251600796460224070"
+                                    }
+                                  },
+                                  "parameters": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "defaultValue": [],
+                                      "metadata": {
+                                        "description": "Optional. Array of private endpoint connections. Pending ones will be approved."
+                                      }
+                                    },
+                                    "storageAccountName": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the storage account."
+                                      }
+                                    }
+                                  },
+                                  "resources": {
+                                    "storageAccount": {
+                                      "existing": true,
+                                      "type": "Microsoft.Storage/storageAccounts",
+                                      "apiVersion": "2023-04-01",
+                                      "name": "[parameters('storageAccountName')]"
+                                    },
+                                    "privateEndpointConnection": {
+                                      "copy": {
+                                        "name": "privateEndpointConnection",
+                                        "count": "[length(parameters('privateEndpointConnections'))]"
+                                      },
+                                      "condition": "[equals(parameters('privateEndpointConnections')[copyIndex()].properties.privateLinkServiceConnectionState.status, 'Pending')]",
+                                      "type": "Microsoft.Storage/storageAccounts/privateEndpointConnections",
+                                      "apiVersion": "2023-04-01",
+                                      "name": "[format('{0}/{1}', parameters('storageAccountName'), last(array(split(parameters('privateEndpointConnections')[copyIndex()].id, '/'))))]",
+                                      "properties": {
+                                        "privateLinkServiceConnectionState": {
+                                          "status": "Approved",
+                                          "description": "Approved-by-pipeline",
+                                          "actionRequired": "None"
+                                        }
+                                      }
+                                    }
+                                  },
+                                  "outputs": {
+                                    "privateEndpointConnections": {
+                                      "type": "array",
+                                      "value": "[reference('storageAccount').privateEndpointConnections]"
+                                    }
+                                  }
+                                }
+                              },
+                              "dependsOn": [
+                                "getStoragePrivateEndpointConnections",
+                                "storageAccount"
+                              ]
+                            },
+                            "stopTriggers": {
+                              "condition": "[variables('usesDataFactory')]",
+                              "type": "Microsoft.Resources/deployments",
+                              "apiVersion": "2025-04-01",
+                              "name": "[format('{0}.{1}_ADF.StopTriggers', parameters('app').publisher, parameters('app').name)]",
+                              "properties": {
+                                "expressionEvaluationOptions": {
+                                  "scope": "inner"
+                                },
+                                "mode": "Incremental",
+                                "parameters": {
+                                  "app": {
+                                    "value": "[parameters('app')]"
+                                  },
+                                  "identityName": {
+                                    "value": "[format('{0}_triggerManager', parameters('app').dataFactory)]"
+                                  },
+                                  "scriptContent": {
+                                    "value": "[variables('$fxv#0')]"
+                                  },
+                                  "arguments": {
+                                    "value": "[join(createArray(format('-DataFactoryResourceGroup \"{0}\"', resourceGroup().name), format('-DataFactoryName \"{0}\"', parameters('app').dataFactory), '-StopTriggers'), ' ')]"
+                                  }
+                                },
+                                "template": {
+                                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                                  "languageVersion": "2.1-experimental",
+                                  "contentVersion": "1.0.0.0",
+                                  "metadata": {
+                                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                                      "Enable @validate() decorator"
+                                    ],
+                                    "_generator": {
+                                      "name": "bicep",
+                                      "version": "0.40.2.10011",
+                                      "templateHash": "15790442586575518487"
+                                    }
+                                  },
+                                  "definitions": {
+                                    "EnvironmentVariable": {
+                                      "type": "object",
+                                      "properties": {
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "value": {
+                                          "type": "string"
+                                        }
+                                      }
+                                    },
+                                    "_1.HubProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "location": {
+                                          "type": "string"
+                                        },
+                                        "tags": {
+                                          "type": "object"
+                                        },
+                                        "tagsByResource": {
+                                          "type": "object"
+                                        },
+                                        "version": {
+                                          "type": "string"
+                                        },
+                                        "options": {
+                                          "type": "object",
+                                          "properties": {
+                                            "enableTelemetry": {
+                                              "type": "bool"
+                                            },
+                                            "keyVaultSku": {
+                                              "type": "string"
+                                            },
+                                            "keyVaultEnablePurgeProtection": {
+                                              "type": "bool"
+                                            },
+                                            "networkAddressPrefix": {
+                                              "type": "string"
+                                            },
+                                            "natGateway": {
+                                              "type": "bool"
+                                            },
+                                            "privateRouting": {
+                                              "type": "bool"
+                                            },
+                                            "publisherIsolation": {
+                                              "type": "bool"
+                                            },
+                                            "storageInfrastructureEncryption": {
+                                              "type": "bool"
+                                            },
+                                            "storageSku": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        },
+                                        "routing": {
+                                          "$ref": "#/definitions/_1.HubRoutingProperties"
+                                        },
+                                        "core": {
+                                          "type": "object",
+                                          "properties": {
+                                            "suffix": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "FinOps hub resource ID.",
+                                        "name": "FinOps hub instance name.",
+                                        "location": "Azure resource location of the FinOps hub instance.",
+                                        "tags": "Tags to apply to all FinOps hub resources.",
+                                        "tagsByResource": "Tags to apply to resources based on their resource type.",
+                                        "version": "FinOps hub version number.",
+                                        "options": {
+                                          "enableTelemetry": "Indicates whether telemetry should be enabled for deployments.",
+                                          "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
+                                          "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
+                                          "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
+                                          "privateRouting": "Indicates whether private network routing is enabled.",
+                                          "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
+                                          "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
+                                          "storageSku": "Storage account SKU. Allowed values: \"Premium_LRS\", \"Premium_ZRS\"."
+                                        },
+                                        "routing": "FinOps hub private network routing properties, if enabled.",
+                                        "core": {
+                                          "suffix": "Unique suffix used for shared resources."
+                                        },
+                                        "apps": {},
+                                        "description": "FinOps hub instance properties.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "_1.HubRoutingProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "networkId": {
+                                          "type": "string"
+                                        },
+                                        "networkName": {
+                                          "type": "string"
+                                        },
+                                        "scriptStorage": {
+                                          "type": "string"
+                                        },
+                                        "dnsZones": {
+                                          "type": "object",
+                                          "properties": {
+                                            "blob": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "dfs": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "file": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "queue": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
+                                            "table": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            }
+                                          }
+                                        },
+                                        "subnets": {
+                                          "type": "object",
+                                          "properties": {
+                                            "dataExplorer": {
+                                              "type": "string"
+                                            },
+                                            "dataFactory": {
+                                              "type": "string"
+                                            },
+                                            "keyVault": {
+                                              "type": "string"
+                                            },
+                                            "scripts": {
+                                              "type": "string"
+                                            },
+                                            "storage": {
+                                              "type": "string"
+                                            }
+                                          }
+                                        }
+                                      },
+                                      "metadata": {
+                                        "networkId": "Resource ID of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                        "networkName": "Name of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                        "scriptStorage": "Name of the storage account used for deployment scripts.",
+                                        "dnsZones": {
+                                          "blob": "Resource ID and name for the blob storage DNS zone.",
+                                          "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                          "file": "Resource ID and name for the file storage DNS zone.",
+                                          "queue": "Resource ID and name for the queue storage DNS zone.",
+                                          "table": "Resource ID and name for the table storage DNS zone."
+                                        },
+                                        "subnets": {
+                                          "dataExplorer": "Resource ID of the subnet for the Data Explorer instance.",
+                                          "dataFactory": "Resource ID of the subnet for Data Factory instances.",
+                                          "keyVault": "Resource ID of the subnet for Key Vault instances.",
+                                          "scripts": "Resource ID of the subnet for deployment script storage.",
+                                          "storage": "Resource ID of the subnet for storage accounts."
+                                        },
+                                        "description": "FinOps hub private network routing properties.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "_1.IdNameObject": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "Fully-qualified resource ID.",
+                                        "name": "Resource name.",
+                                        "description": "Resource ID and name.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    },
+                                    "HubAppProperties": {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string"
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        },
+                                        "publisher": {
+                                          "type": "string"
+                                        },
+                                        "suffix": {
+                                          "type": "string"
+                                        },
+                                        "tags": {
+                                          "type": "object"
+                                        },
+                                        "dataFactory": {
+                                          "type": "string"
+                                        },
+                                        "keyVault": {
+                                          "type": "string"
+                                        },
+                                        "storage": {
+                                          "type": "string"
+                                        },
+                                        "hub": {
+                                          "$ref": "#/definitions/_1.HubProperties"
+                                        }
+                                      },
+                                      "metadata": {
+                                        "id": "Fully-qualified name of the publisher and app, separated by a dot.",
+                                        "name": "Short name of the FinOps hub app. Last segment of the app ID.",
+                                        "publisher": "Fully-qualified namespace of the FinOps hub app publisher.",
+                                        "suffix": "Unique suffix used for publisher resources.",
+                                        "tags": "Tags to apply to all FinOps hub resources for this FinOps hub app publisher. Tags are not specific to the app since resources are shared.",
+                                        "dataFactory": "Name of the Data Factory instance for this publisher.",
+                                        "keyVault": "Name of the KeyVault instance for this publisher.",
+                                        "storage": "Name of the storage account for this publisher.",
+                                        "hub": "FinOps hub instance the app is deployed to.",
+                                        "description": "FinOps hub app configuration settings.",
+                                        "__bicep_imported_from!": {
+                                          "sourceTemplate": "hub-types.bicep"
+                                        }
+                                      }
+                                    }
+                                  },
+                                  "parameters": {
+                                    "app": {
+                                      "$ref": "#/definitions/HubAppProperties",
+                                      "metadata": {
+                                        "description": "Required. FinOps hub app the deployment script is being run for."
+                                      }
+                                    },
+                                    "identityName": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the managed identity to create."
+                                      }
+                                    },
+                                    "scriptName": {
+                                      "type": "string",
+                                      "defaultValue": "[deployment().name]",
+                                      "metadata": {
+                                        "description": "Optional. Name of the deployment script to create. Default = (same as deployment)."
+                                      }
+                                    },
+                                    "scriptContent": {
+                                      "type": "string",
+                                      "metadata": {
+                                        "description": "Required. Name of the deployment script to create."
+                                      }
+                                    },
+                                    "arguments": {
+                                      "type": "string",
+                                      "defaultValue": "",
+                                      "metadata": {
+                                        "description": "Optional. Additional arguments to pass into the deployment script."
+                                      }
+                                    },
+                                    "environmentVariables": {
+                                      "type": "array",
+                                      "items": {
+                                        "$ref": "#/definitions/EnvironmentVariable"
+                                      },
+                                      "defaultValue": [],
+                                      "metadata": {
+                                        "description": "Optional. Environment variables to use for the deployment script."
+                                      }
+                                    },
+                                    "forceUpdateTag": {
+                                      "type": "string",
+                                      "defaultValue": "",
+                                      "metadata": {
+                                        "description": "Optional. Forces the script to run again when the value changes. Default = empty (only reruns when properties change)."
+                                      }
+                                    }
+                                  },
+                                  "variables": {
+                                    "privateEndpointDeploymentRoles": "[if(not(parameters('app').hub.options.privateRouting), createArray(), createArray('69566ab7-960f-475b-8e7c-b3118f30c6bd'))]",
+                                    "containerGroupName": "[replace(replace(replace(parameters('scriptName'), '/', '-'), '.', '-'), '_', '-')]",
+                                    "privateEndpointDeploymentProperties": "[if(not(parameters('app').hub.options.privateRouting), createObject(), createObject('storageAccountSettings', createObject('storageAccountName', coalesce(parameters('app').hub.routing.scriptStorage, '')), 'containerSettings', createObject('containerGroupName', if(greater(length(variables('containerGroupName')), 63), substring(variables('containerGroupName'), 0, 62), variables('containerGroupName')), 'subnetIds', createArray(createObject('id', coalesce(parameters('app').hub.routing.subnets.scripts, ''))))))]"
+                                  },
+                                  "resources": {
+                                    "identity": {
+                                      "type": "Microsoft.ManagedIdentity/userAssignedIdentities",
+                                      "apiVersion": "2023-01-31",
+                                      "name": "[parameters('identityName')]",
+                                      "tags": "[union(parameters('app').tags, coalesce(tryGet(parameters('app').hub.tagsByResource, 'Microsoft.ManagedIdentity/userAssignedIdentities'), createObject()))]",
+                                      "location": "[parameters('app').hub.location]"
+                                    },
+                                    "scriptStorageAccount": {
+                                      "condition": "[parameters('app').hub.options.privateRouting]",
+                                      "existing": true,
+                                      "type": "Microsoft.Storage/storageAccounts",
+                                      "apiVersion": "2022-09-01",
+                                      "name": "[coalesce(parameters('app').hub.routing.scriptStorage, '')]"
+                                    },
+                                    "identityRoleAssignments": {
+                                      "copy": {
+                                        "name": "identityRoleAssignments",
+                                        "count": "[length(variables('privateEndpointDeploymentRoles'))]"
+                                      },
+                                      "condition": "[parameters('app').hub.options.privateRouting]",
+                                      "type": "Microsoft.Authorization/roleAssignments",
+                                      "apiVersion": "2022-04-01",
+                                      "scope": "[resourceId('Microsoft.Storage/storageAccounts', coalesce(parameters('app').hub.routing.scriptStorage, ''))]",
+                                      "name": "[guid(variables('privateEndpointDeploymentRoles')[copyIndex()], resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]",
+                                      "properties": {
+                                        "roleDefinitionId": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', variables('privateEndpointDeploymentRoles')[copyIndex()])]",
+                                        "principalId": "[reference('identity').principalId]",
+                                        "principalType": "ServicePrincipal"
+                                      },
+                                      "dependsOn": [
+                                        "identity"
+                                      ]
+                                    },
+                                    "script": {
+                                      "type": "Microsoft.Resources/deploymentScripts",
+                                      "apiVersion": "2023-08-01",
+                                      "name": "[parameters('scriptName')]",
+                                      "kind": "AzurePowerShell",
+                                      "location": "[if(startsWith(parameters('app').hub.location, 'china'), 'chinaeast2', parameters('app').hub.location)]",
+                                      "tags": "[union(parameters('app').tags, coalesce(tryGet(parameters('app').hub.tagsByResource, 'Microsoft.Resources/deploymentScripts'), createObject()))]",
+                                      "identity": {
+                                        "type": "UserAssigned",
+                                        "userAssignedIdentities": {
+                                          "[format('{0}', resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]": {}
+                                        }
+                                      },
+                                      "properties": "[shallowMerge(createArray(variables('privateEndpointDeploymentProperties'), createObject('azPowerShellVersion', '11.0', 'retentionInterval', 'PT1H', 'cleanupPreference', 'OnSuccess', 'scriptContent', parameters('scriptContent'), 'arguments', parameters('arguments'), 'environmentVariables', parameters('environmentVariables'), 'forceUpdateTag', if(empty(parameters('forceUpdateTag')), null(), parameters('forceUpdateTag')))))]",
+                                      "dependsOn": [
+                                        "identity",
+                                        "identityRoleAssignments"
+                                      ]
+                                    }
+                                  },
+                                  "outputs": {
+                                    "scriptOutputs": {
+                                      "type": "object",
+                                      "metadata": {
+                                        "description": "Values the script set in $DeploymentScriptOutputs. Empty if the script did not set any."
+                                      },
+                                      "value": "[coalesce(tryGet(reference('script'), 'outputs'), createObject())]"
+                                    }
+                                  }
+                                }
+                              },
+                              "dependsOn": [
+                                "appTelemetry",
+                                "dataFactory",
+                                "triggerManagerIdentity",
+                                "triggerManagerRoleAssignments"
+                              ]
+                            }
+                          },
+                          "outputs": {
+                            "dataFactoryId": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Resource ID of the Data Factory instance used by the FinOps hub app. Empty when not deployed."
+                              },
+                              "value": "[if(variables('usesDataFactory'), resourceId('Microsoft.DataFactory/factories', parameters('app').dataFactory), '')]"
+                            },
+                            "keyVaultId": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Resource ID of the Key Vault instance used by the FinOps hub app. Empty when not deployed."
+                              },
+                              "value": "[if(variables('usesKeyVault'), resourceId('Microsoft.KeyVault/vaults', parameters('app').keyVault), '')]"
+                            },
+                            "storageAccountId": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Resource ID of the storage account instance used by the FinOps hub app. Empty when not deployed."
+                              },
+                              "value": "[if(variables('usesStorage'), resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage), '')]"
+                            },
+                            "principalId": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Principal ID for the managed identity used by Data Factory. Empty when not deployed."
+                              },
+                              "value": "[if(variables('usesDataFactory'), reference('dataFactory', '2018-06-01', 'full').identity.principalId, '')]"
+                            },
+                            "triggerManagerIdentityName": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Name of the managed identity used to create and stop ADF triggers. Empty when not deployed."
+                              },
+                              "value": "[if(variables('usesDataFactory'), format('{0}_triggerManager', parameters('app').dataFactory), '')]"
+                            }
+                          }
+                        }
+                      }
+                    },
+                    "keyVault_secret": {
+                      "type": "Microsoft.Resources/deployments",
+                      "apiVersion": "2025-04-01",
+                      "name": "keyVault_secret",
+                      "properties": {
+                        "expressionEvaluationOptions": {
+                          "scope": "inner"
+                        },
+                        "mode": "Incremental",
+                        "parameters": {
+                          "vaultName": {
+                            "value": "[parameters('app').keyVault]"
+                          },
+                          "secretName": {
+                            "value": "[variables('storageKeySecretName')]"
+                          },
+                          "secretValue": {
+                            "value": "[parameters('remoteStorageKey')]"
+                          },
+                          "secretExpirationInSeconds": {
+                            "value": 1702648632
+                          },
+                          "secretNotBeforeInSeconds": {
+                            "value": 10000
+                          }
+                        },
+                        "template": {
+                          "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                          "languageVersion": "2.1-experimental",
+                          "contentVersion": "1.0.0.0",
+                          "metadata": {
+                            "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                            "_EXPERIMENTAL_FEATURES_ENABLED": [
+                              "Enable @validate() decorator"
+                            ],
+                            "_generator": {
+                              "name": "bicep",
+                              "version": "0.40.2.10011",
+                              "templateHash": "3790693806892051892"
+                            }
+                          },
+                          "parameters": {
+                            "vaultName": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Required. Name of the publisher-specific Key Vault instance."
+                              }
+                            },
+                            "secretName": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Required. Name of the Key Vault secret to create or update."
+                              }
+                            },
+                            "secretValue": {
+                              "type": "securestring",
+                              "metadata": {
+                                "description": "Required. Value of the Key Vault secret."
+                              }
+                            },
+                            "secretExpirationInSeconds": {
+                              "type": "int",
+                              "defaultValue": -1,
+                              "metadata": {
+                                "description": "Optional. Value of the Key Vault secret expiration date (exp) property. This is represented as seconds since Jan 1, 1970."
+                              }
+                            },
+                            "secretNotBeforeInSeconds": {
+                              "type": "int",
+                              "defaultValue": -1,
+                              "metadata": {
+                                "description": "Optional. Value of the Key Vault secret not before date (nbf) property. This is represented as seconds since Jan 1, 1970."
+                              }
+                            }
+                          },
+                          "resources": {
+                            "vault::secret": {
+                              "type": "Microsoft.KeyVault/vaults/secrets",
+                              "apiVersion": "2023-02-01",
+                              "name": "[format('{0}/{1}', parameters('vaultName'), parameters('secretName'))]",
+                              "properties": {
+                                "attributes": "[union(createObject('enabled', true()), if(lessOrEquals(parameters('secretExpirationInSeconds'), 0), createObject(), createObject('exp', parameters('secretExpirationInSeconds'))), if(lessOrEquals(parameters('secretNotBeforeInSeconds'), 0), createObject(), createObject('nbf', parameters('secretNotBeforeInSeconds'))))]",
+                                "value": "[parameters('secretValue')]"
+                              }
+                            },
+                            "vault": {
+                              "existing": true,
+                              "type": "Microsoft.KeyVault/vaults",
+                              "apiVersion": "2023-02-01",
+                              "name": "[parameters('vaultName')]"
+                            }
+                          },
+                          "outputs": {
+                            "secretName": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Name of the Key Vault secret."
+                              },
+                              "value": "[parameters('secretName')]"
+                            }
+                          }
+                        }
+                      },
+                      "dependsOn": [
+                        "appRegistration"
+                      ]
+                    }
+                  }
+                }
+              },
+              "dependsOn": [
+                "core"
+              ]
+            },
+            "deleteOldResources": {
+              "type": "Microsoft.Resources/deployments",
+              "apiVersion": "2025-04-01",
+              "name": "Microsoft.FinOpsHubs.DeleteOldResources",
+              "properties": {
+                "expressionEvaluationOptions": {
+                  "scope": "inner"
+                },
+                "mode": "Incremental",
+                "parameters": {
+                  "app": {
+                    "value": "[reference('core').outputs.app.value]"
+                  },
+                  "identityName": {
+                    "value": "[reference('core').outputs.triggerManagerIdentityName.value]"
+                  },
+                  "scriptContent": {
+                    "value": "[variables('$fxv#1')]"
+                  },
+                  "environmentVariables": {
+                    "value": [
+                      {
+                        "name": "DataFactorySubscriptionId",
+                        "value": "[subscription().id]"
+                      },
+                      {
+                        "name": "DataFactoryResourceGroup",
+                        "value": "[resourceGroup().name]"
+                      },
+                      {
+                        "name": "DataFactoryName",
+                        "value": "[reference('core').outputs.app.value.dataFactory]"
+                      }
+                    ]
+                  }
+                },
+                "template": {
+                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                  "languageVersion": "2.1-experimental",
+                  "contentVersion": "1.0.0.0",
+                  "metadata": {
+                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                      "Enable @validate() decorator"
+                    ],
+                    "_generator": {
+                      "name": "bicep",
+                      "version": "0.40.2.10011",
+                      "templateHash": "15790442586575518487"
+                    }
+                  },
+                  "definitions": {
+                    "EnvironmentVariable": {
+                      "type": "object",
+                      "properties": {
+                        "name": {
+                          "type": "string"
+                        },
+                        "value": {
+                          "type": "string"
+                        }
+                      }
+                    },
+                    "_1.HubProperties": {
+                      "type": "object",
+                      "properties": {
+                        "id": {
+                          "type": "string"
+                        },
+                        "name": {
+                          "type": "string"
+                        },
+                        "location": {
+                          "type": "string"
+                        },
+                        "tags": {
+                          "type": "object"
+                        },
+                        "tagsByResource": {
+                          "type": "object"
+                        },
+                        "version": {
+                          "type": "string"
+                        },
+                        "options": {
+                          "type": "object",
+                          "properties": {
+                            "enableTelemetry": {
+                              "type": "bool"
+                            },
+                            "keyVaultSku": {
+                              "type": "string"
+                            },
+                            "keyVaultEnablePurgeProtection": {
+                              "type": "bool"
+                            },
+                            "networkAddressPrefix": {
+                              "type": "string"
+                            },
+                            "natGateway": {
+                              "type": "bool"
+                            },
+                            "privateRouting": {
+                              "type": "bool"
+                            },
+                            "publisherIsolation": {
+                              "type": "bool"
+                            },
+                            "storageInfrastructureEncryption": {
+                              "type": "bool"
+                            },
+                            "storageSku": {
+                              "type": "string"
+                            }
+                          }
+                        },
+                        "routing": {
+                          "$ref": "#/definitions/_1.HubRoutingProperties"
+                        },
+                        "core": {
+                          "type": "object",
+                          "properties": {
+                            "suffix": {
+                              "type": "string"
+                            }
+                          }
+                        }
+                      },
+                      "metadata": {
+                        "id": "FinOps hub resource ID.",
+                        "name": "FinOps hub instance name.",
+                        "location": "Azure resource location of the FinOps hub instance.",
+                        "tags": "Tags to apply to all FinOps hub resources.",
+                        "tagsByResource": "Tags to apply to resources based on their resource type.",
+                        "version": "FinOps hub version number.",
+                        "options": {
+                          "enableTelemetry": "Indicates whether telemetry should be enabled for deployments.",
+                          "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
+                          "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
+                          "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
+                          "privateRouting": "Indicates whether private network routing is enabled.",
+                          "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
+                          "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
+                          "storageSku": "Storage account SKU. Allowed values: \"Premium_LRS\", \"Premium_ZRS\"."
+                        },
+                        "routing": "FinOps hub private network routing properties, if enabled.",
+                        "core": {
+                          "suffix": "Unique suffix used for shared resources."
+                        },
+                        "apps": {},
+                        "description": "FinOps hub instance properties.",
+                        "__bicep_imported_from!": {
+                          "sourceTemplate": "hub-types.bicep"
+                        }
+                      }
+                    },
+                    "_1.HubRoutingProperties": {
+                      "type": "object",
+                      "properties": {
+                        "networkId": {
+                          "type": "string"
+                        },
+                        "networkName": {
+                          "type": "string"
+                        },
+                        "scriptStorage": {
+                          "type": "string"
+                        },
+                        "dnsZones": {
+                          "type": "object",
+                          "properties": {
+                            "blob": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            },
+                            "dfs": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            },
+                            "file": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            },
+                            "queue": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            },
+                            "table": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            }
+                          }
+                        },
+                        "subnets": {
+                          "type": "object",
+                          "properties": {
+                            "dataExplorer": {
+                              "type": "string"
+                            },
+                            "dataFactory": {
+                              "type": "string"
+                            },
+                            "keyVault": {
+                              "type": "string"
+                            },
+                            "scripts": {
+                              "type": "string"
+                            },
+                            "storage": {
+                              "type": "string"
+                            }
+                          }
+                        }
+                      },
+                      "metadata": {
+                        "networkId": "Resource ID of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                        "networkName": "Name of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                        "scriptStorage": "Name of the storage account used for deployment scripts.",
+                        "dnsZones": {
+                          "blob": "Resource ID and name for the blob storage DNS zone.",
+                          "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                          "file": "Resource ID and name for the file storage DNS zone.",
+                          "queue": "Resource ID and name for the queue storage DNS zone.",
+                          "table": "Resource ID and name for the table storage DNS zone."
+                        },
+                        "subnets": {
+                          "dataExplorer": "Resource ID of the subnet for the Data Explorer instance.",
+                          "dataFactory": "Resource ID of the subnet for Data Factory instances.",
+                          "keyVault": "Resource ID of the subnet for Key Vault instances.",
+                          "scripts": "Resource ID of the subnet for deployment script storage.",
+                          "storage": "Resource ID of the subnet for storage accounts."
+                        },
+                        "description": "FinOps hub private network routing properties.",
+                        "__bicep_imported_from!": {
+                          "sourceTemplate": "hub-types.bicep"
+                        }
+                      }
+                    },
+                    "_1.IdNameObject": {
+                      "type": "object",
+                      "properties": {
+                        "id": {
+                          "type": "string"
+                        },
+                        "name": {
+                          "type": "string"
+                        }
+                      },
+                      "metadata": {
+                        "id": "Fully-qualified resource ID.",
+                        "name": "Resource name.",
+                        "description": "Resource ID and name.",
+                        "__bicep_imported_from!": {
+                          "sourceTemplate": "hub-types.bicep"
+                        }
+                      }
+                    },
+                    "HubAppProperties": {
+                      "type": "object",
+                      "properties": {
+                        "id": {
+                          "type": "string"
+                        },
+                        "name": {
+                          "type": "string"
+                        },
+                        "publisher": {
+                          "type": "string"
+                        },
+                        "suffix": {
+                          "type": "string"
+                        },
+                        "tags": {
+                          "type": "object"
+                        },
+                        "dataFactory": {
+                          "type": "string"
+                        },
+                        "keyVault": {
+                          "type": "string"
+                        },
+                        "storage": {
+                          "type": "string"
+                        },
+                        "hub": {
+                          "$ref": "#/definitions/_1.HubProperties"
+                        }
+                      },
+                      "metadata": {
+                        "id": "Fully-qualified name of the publisher and app, separated by a dot.",
+                        "name": "Short name of the FinOps hub app. Last segment of the app ID.",
+                        "publisher": "Fully-qualified namespace of the FinOps hub app publisher.",
+                        "suffix": "Unique suffix used for publisher resources.",
+                        "tags": "Tags to apply to all FinOps hub resources for this FinOps hub app publisher. Tags are not specific to the app since resources are shared.",
+                        "dataFactory": "Name of the Data Factory instance for this publisher.",
+                        "keyVault": "Name of the KeyVault instance for this publisher.",
+                        "storage": "Name of the storage account for this publisher.",
+                        "hub": "FinOps hub instance the app is deployed to.",
+                        "description": "FinOps hub app configuration settings.",
+                        "__bicep_imported_from!": {
+                          "sourceTemplate": "hub-types.bicep"
+                        }
+                      }
+                    }
+                  },
+                  "parameters": {
+                    "app": {
+                      "$ref": "#/definitions/HubAppProperties",
+                      "metadata": {
+                        "description": "Required. FinOps hub app the deployment script is being run for."
+                      }
+                    },
+                    "identityName": {
+                      "type": "string",
+                      "metadata": {
+                        "description": "Required. Name of the managed identity to create."
+                      }
+                    },
+                    "scriptName": {
+                      "type": "string",
+                      "defaultValue": "[deployment().name]",
+                      "metadata": {
+                        "description": "Optional. Name of the deployment script to create. Default = (same as deployment)."
+                      }
+                    },
+                    "scriptContent": {
+                      "type": "string",
+                      "metadata": {
+                        "description": "Required. Name of the deployment script to create."
+                      }
+                    },
+                    "arguments": {
+                      "type": "string",
+                      "defaultValue": "",
+                      "metadata": {
+                        "description": "Optional. Additional arguments to pass into the deployment script."
+                      }
+                    },
+                    "environmentVariables": {
+                      "type": "array",
+                      "items": {
+                        "$ref": "#/definitions/EnvironmentVariable"
+                      },
+                      "defaultValue": [],
+                      "metadata": {
+                        "description": "Optional. Environment variables to use for the deployment script."
+                      }
+                    },
+                    "forceUpdateTag": {
+                      "type": "string",
+                      "defaultValue": "",
+                      "metadata": {
+                        "description": "Optional. Forces the script to run again when the value changes. Default = empty (only reruns when properties change)."
+                      }
+                    }
+                  },
+                  "variables": {
+                    "privateEndpointDeploymentRoles": "[if(not(parameters('app').hub.options.privateRouting), createArray(), createArray('69566ab7-960f-475b-8e7c-b3118f30c6bd'))]",
+                    "containerGroupName": "[replace(replace(replace(parameters('scriptName'), '/', '-'), '.', '-'), '_', '-')]",
+                    "privateEndpointDeploymentProperties": "[if(not(parameters('app').hub.options.privateRouting), createObject(), createObject('storageAccountSettings', createObject('storageAccountName', coalesce(parameters('app').hub.routing.scriptStorage, '')), 'containerSettings', createObject('containerGroupName', if(greater(length(variables('containerGroupName')), 63), substring(variables('containerGroupName'), 0, 62), variables('containerGroupName')), 'subnetIds', createArray(createObject('id', coalesce(parameters('app').hub.routing.subnets.scripts, ''))))))]"
+                  },
+                  "resources": {
+                    "identity": {
+                      "type": "Microsoft.ManagedIdentity/userAssignedIdentities",
+                      "apiVersion": "2023-01-31",
+                      "name": "[parameters('identityName')]",
+                      "tags": "[union(parameters('app').tags, coalesce(tryGet(parameters('app').hub.tagsByResource, 'Microsoft.ManagedIdentity/userAssignedIdentities'), createObject()))]",
+                      "location": "[parameters('app').hub.location]"
+                    },
+                    "scriptStorageAccount": {
+                      "condition": "[parameters('app').hub.options.privateRouting]",
+                      "existing": true,
+                      "type": "Microsoft.Storage/storageAccounts",
+                      "apiVersion": "2022-09-01",
+                      "name": "[coalesce(parameters('app').hub.routing.scriptStorage, '')]"
+                    },
+                    "identityRoleAssignments": {
+                      "copy": {
+                        "name": "identityRoleAssignments",
+                        "count": "[length(variables('privateEndpointDeploymentRoles'))]"
+                      },
+                      "condition": "[parameters('app').hub.options.privateRouting]",
+                      "type": "Microsoft.Authorization/roleAssignments",
+                      "apiVersion": "2022-04-01",
+                      "scope": "[resourceId('Microsoft.Storage/storageAccounts', coalesce(parameters('app').hub.routing.scriptStorage, ''))]",
+                      "name": "[guid(variables('privateEndpointDeploymentRoles')[copyIndex()], resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]",
+                      "properties": {
+                        "roleDefinitionId": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', variables('privateEndpointDeploymentRoles')[copyIndex()])]",
+                        "principalId": "[reference('identity').principalId]",
+                        "principalType": "ServicePrincipal"
+                      },
+                      "dependsOn": [
+                        "identity"
+                      ]
+                    },
+                    "script": {
+                      "type": "Microsoft.Resources/deploymentScripts",
+                      "apiVersion": "2023-08-01",
+                      "name": "[parameters('scriptName')]",
+                      "kind": "AzurePowerShell",
+                      "location": "[if(startsWith(parameters('app').hub.location, 'china'), 'chinaeast2', parameters('app').hub.location)]",
+                      "tags": "[union(parameters('app').tags, coalesce(tryGet(parameters('app').hub.tagsByResource, 'Microsoft.Resources/deploymentScripts'), createObject()))]",
+                      "identity": {
+                        "type": "UserAssigned",
+                        "userAssignedIdentities": {
+                          "[format('{0}', resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]": {}
+                        }
+                      },
+                      "properties": "[shallowMerge(createArray(variables('privateEndpointDeploymentProperties'), createObject('azPowerShellVersion', '11.0', 'retentionInterval', 'PT1H', 'cleanupPreference', 'OnSuccess', 'scriptContent', parameters('scriptContent'), 'arguments', parameters('arguments'), 'environmentVariables', parameters('environmentVariables'), 'forceUpdateTag', if(empty(parameters('forceUpdateTag')), null(), parameters('forceUpdateTag')))))]",
+                      "dependsOn": [
+                        "identity",
+                        "identityRoleAssignments"
+                      ]
+                    }
+                  },
+                  "outputs": {
+                    "scriptOutputs": {
+                      "type": "object",
+                      "metadata": {
+                        "description": "Values the script set in $DeploymentScriptOutputs. Empty if the script did not set any."
+                      },
+                      "value": "[coalesce(tryGet(reference('script'), 'outputs'), createObject())]"
+                    }
+                  }
+                }
+              },
+              "dependsOn": [
+                "core"
+              ]
+            },
+            "startTriggers": {
+              "type": "Microsoft.Resources/deployments",
+              "apiVersion": "2025-04-01",
+              "name": "Microsoft.FinOpsHubs.StartTriggers",
+              "properties": {
+                "expressionEvaluationOptions": {
+                  "scope": "inner"
+                },
+                "mode": "Incremental",
+                "parameters": {
+                  "app": {
+                    "value": "[reference('core').outputs.app.value]"
+                  },
+                  "dataFactoryInstances": {
+                    "value": [
+                      "[reference('core').outputs.app.value.dataFactory]",
+                      "[reference('cmExports').outputs.app.value.dataFactory]"
+                    ]
+                  },
+                  "identityName": {
+                    "value": "[reference('core').outputs.triggerManagerIdentityName.value]"
+                  },
+                  "startAllTriggers": {
+                    "value": true
+                  }
+                },
+                "template": {
+                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                  "languageVersion": "2.1-experimental",
+                  "contentVersion": "1.0.0.0",
+                  "metadata": {
+                    "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                    "_EXPERIMENTAL_FEATURES_ENABLED": [
+                      "Enable @validate() decorator"
+                    ],
+                    "_generator": {
+                      "name": "bicep",
+                      "version": "0.40.2.10011",
+                      "templateHash": "8499017791957462039"
+                    }
+                  },
+                  "definitions": {
+                    "_1.HubProperties": {
+                      "type": "object",
+                      "properties": {
+                        "id": {
+                          "type": "string"
+                        },
+                        "name": {
+                          "type": "string"
+                        },
+                        "location": {
+                          "type": "string"
+                        },
+                        "tags": {
+                          "type": "object"
+                        },
+                        "tagsByResource": {
+                          "type": "object"
+                        },
+                        "version": {
+                          "type": "string"
+                        },
+                        "options": {
+                          "type": "object",
+                          "properties": {
+                            "enableTelemetry": {
+                              "type": "bool"
+                            },
+                            "keyVaultSku": {
+                              "type": "string"
+                            },
+                            "keyVaultEnablePurgeProtection": {
+                              "type": "bool"
+                            },
+                            "networkAddressPrefix": {
+                              "type": "string"
+                            },
+                            "natGateway": {
+                              "type": "bool"
+                            },
+                            "privateRouting": {
+                              "type": "bool"
+                            },
+                            "publisherIsolation": {
+                              "type": "bool"
+                            },
+                            "storageInfrastructureEncryption": {
+                              "type": "bool"
+                            },
+                            "storageSku": {
+                              "type": "string"
+                            }
+                          }
+                        },
+                        "routing": {
+                          "$ref": "#/definitions/_1.HubRoutingProperties"
+                        },
+                        "core": {
+                          "type": "object",
+                          "properties": {
+                            "suffix": {
+                              "type": "string"
+                            }
+                          }
+                        }
+                      },
+                      "metadata": {
+                        "id": "FinOps hub resource ID.",
+                        "name": "FinOps hub instance name.",
+                        "location": "Azure resource location of the FinOps hub instance.",
+                        "tags": "Tags to apply to all FinOps hub resources.",
+                        "tagsByResource": "Tags to apply to resources based on their resource type.",
+                        "version": "FinOps hub version number.",
+                        "options": {
+                          "enableTelemetry": "Indicates whether telemetry should be enabled for deployments.",
+                          "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
+                          "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
+                          "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
+                          "privateRouting": "Indicates whether private network routing is enabled.",
+                          "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
+                          "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
+                          "storageSku": "Storage account SKU. Allowed values: \"Premium_LRS\", \"Premium_ZRS\"."
+                        },
+                        "routing": "FinOps hub private network routing properties, if enabled.",
+                        "core": {
+                          "suffix": "Unique suffix used for shared resources."
+                        },
+                        "apps": {},
+                        "description": "FinOps hub instance properties.",
+                        "__bicep_imported_from!": {
+                          "sourceTemplate": "hub-types.bicep"
+                        }
+                      }
+                    },
+                    "_1.HubRoutingProperties": {
+                      "type": "object",
+                      "properties": {
+                        "networkId": {
+                          "type": "string"
+                        },
+                        "networkName": {
+                          "type": "string"
+                        },
+                        "scriptStorage": {
+                          "type": "string"
+                        },
+                        "dnsZones": {
+                          "type": "object",
+                          "properties": {
+                            "blob": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            },
+                            "dfs": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            },
+                            "file": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            },
+                            "queue": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            },
+                            "table": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            }
+                          }
+                        },
+                        "subnets": {
+                          "type": "object",
+                          "properties": {
+                            "dataExplorer": {
+                              "type": "string"
+                            },
+                            "dataFactory": {
+                              "type": "string"
+                            },
+                            "keyVault": {
+                              "type": "string"
+                            },
+                            "scripts": {
+                              "type": "string"
+                            },
+                            "storage": {
+                              "type": "string"
+                            }
+                          }
+                        }
+                      },
+                      "metadata": {
+                        "networkId": "Resource ID of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                        "networkName": "Name of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                        "scriptStorage": "Name of the storage account used for deployment scripts.",
+                        "dnsZones": {
+                          "blob": "Resource ID and name for the blob storage DNS zone.",
+                          "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                          "file": "Resource ID and name for the file storage DNS zone.",
+                          "queue": "Resource ID and name for the queue storage DNS zone.",
+                          "table": "Resource ID and name for the table storage DNS zone."
+                        },
+                        "subnets": {
+                          "dataExplorer": "Resource ID of the subnet for the Data Explorer instance.",
+                          "dataFactory": "Resource ID of the subnet for Data Factory instances.",
+                          "keyVault": "Resource ID of the subnet for Key Vault instances.",
+                          "scripts": "Resource ID of the subnet for deployment script storage.",
+                          "storage": "Resource ID of the subnet for storage accounts."
+                        },
+                        "description": "FinOps hub private network routing properties.",
+                        "__bicep_imported_from!": {
+                          "sourceTemplate": "hub-types.bicep"
+                        }
+                      }
+                    },
+                    "_1.IdNameObject": {
+                      "type": "object",
+                      "properties": {
+                        "id": {
+                          "type": "string"
+                        },
+                        "name": {
+                          "type": "string"
+                        }
+                      },
+                      "metadata": {
+                        "id": "Fully-qualified resource ID.",
+                        "name": "Resource name.",
+                        "description": "Resource ID and name.",
+                        "__bicep_imported_from!": {
+                          "sourceTemplate": "hub-types.bicep"
+                        }
+                      }
+                    },
+                    "HubAppProperties": {
+                      "type": "object",
+                      "properties": {
+                        "id": {
+                          "type": "string"
+                        },
+                        "name": {
+                          "type": "string"
+                        },
+                        "publisher": {
+                          "type": "string"
+                        },
+                        "suffix": {
+                          "type": "string"
+                        },
+                        "tags": {
+                          "type": "object"
+                        },
+                        "dataFactory": {
+                          "type": "string"
+                        },
+                        "keyVault": {
+                          "type": "string"
+                        },
+                        "storage": {
+                          "type": "string"
+                        },
+                        "hub": {
+                          "$ref": "#/definitions/_1.HubProperties"
+                        }
+                      },
+                      "metadata": {
+                        "id": "Fully-qualified name of the publisher and app, separated by a dot.",
+                        "name": "Short name of the FinOps hub app. Last segment of the app ID.",
+                        "publisher": "Fully-qualified namespace of the FinOps hub app publisher.",
+                        "suffix": "Unique suffix used for publisher resources.",
+                        "tags": "Tags to apply to all FinOps hub resources for this FinOps hub app publisher. Tags are not specific to the app since resources are shared.",
+                        "dataFactory": "Name of the Data Factory instance for this publisher.",
+                        "keyVault": "Name of the KeyVault instance for this publisher.",
+                        "storage": "Name of the storage account for this publisher.",
+                        "hub": "FinOps hub instance the app is deployed to.",
+                        "description": "FinOps hub app configuration settings.",
+                        "__bicep_imported_from!": {
+                          "sourceTemplate": "hub-types.bicep"
+                        }
+                      }
+                    }
+                  },
+                  "parameters": {
+                    "app": {
+                      "$ref": "#/definitions/HubAppProperties",
+                      "metadata": {
+                        "description": "Required. FinOps hub app getting deployed."
+                      }
+                    },
+                    "dataFactoryInstances": {
+                      "type": "array",
+                      "items": {
+                        "type": "string"
+                      },
+                      "metadata": {
+                        "description": "Required. List of Azure Data Factory instances to start triggers for. Can be up to 1 per publisher."
+                      }
+                    },
+                    "identityName": {
+                      "type": "string",
+                      "metadata": {
+                        "description": "Required. Name of the managed identity to use when starting the triggers."
+                      }
+                    },
+                    "startAllTriggers": {
+                      "type": "bool",
+                      "defaultValue": false,
+                      "metadata": {
+                        "description": "Optional. Start all triggers for the Data Factory instances. Default: false."
+                      }
+                    },
+                    "startPipelines": {
+                      "type": "array",
+                      "items": {
+                        "type": "string"
+                      },
+                      "defaultValue": [],
+                      "metadata": {
+                        "description": "Optional. List of pipelines to run. Default: [] (no pipelines)."
+                      }
+                    }
+                  },
+                  "variables": {
+                    "$fxv#0": "# Copyright (c) Microsoft Corporation.\r\n# Licensed under the MIT License.\r\n\r\n<#\r\n.SYNOPSIS\r\nManages Azure Data Factory triggers and pipelines during FinOps hub deployment.\r\n\r\n.DESCRIPTION\r\nThis script is called by Bicep deployment scripts to start/stop Data Factory triggers\r\nand optionally run pipelines. It handles two types of triggers:\r\n\r\n1. Schedule triggers - Can be started/stopped directly\r\n2. BlobEventsTriggers - Require Event Grid subscription management before start/stop\r\n\r\nBlobEventsTriggers use Event Grid to listen for storage blob events. Before stopping,\r\nthe Event Grid subscription must be removed (unsubscribed). Before starting, the\r\nsubscription must be added and fully provisioned. This script handles this automatically\r\nby detecting BlobEventsTriggers via the BlobPathBeginsWith property.\r\n\r\nThe script uses retry logic with linear backoff to handle transient API failures and\r\nwait for Event Grid subscription provisioning/deprovisioning to complete.\r\n\r\n.PARAMETER DataFactoryResourceGroup\r\nThe resource group containing the Data Factory.\r\n\r\n.PARAMETER DataFactoryName\r\nThe name of the Data Factory instance.\r\n\r\n.PARAMETER Pipelines\r\nPipe-delimited list of pipeline names to run (e.g., \"pipeline1|pipeline2\").\r\n\r\n.PARAMETER StartTriggers\r\nSwitch to start all stopped triggers (with Event Grid subscription for blob triggers).\r\n\r\n.PARAMETER StopTriggers\r\nSwitch to stop all running triggers (with Event Grid unsubscription for blob triggers).\r\n\r\n.EXAMPLE\r\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StopTriggers\r\n\r\n.EXAMPLE\r\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StartTriggers\r\n#>\r\n\r\nparam(\r\n    [string] $DataFactoryResourceGroup,\r\n    [string] $DataFactoryName,\r\n    [string] $Pipelines = \"\",\r\n    [switch] $StartTriggers,\r\n    [switch] $StopTriggers\r\n)\r\n\r\n$MAX_RETRIES = 20\r\n$DeploymentScriptOutputs = @{}\r\n\r\nfunction Write-Log($Message)\r\n{\r\n    Write-Output \"$(Get-Date -Format 'HH:mm:ss') $Message\"\r\n}\r\n\r\nfunction Invoke-WithRetry([scriptblock]$Action, [string]$Name, [int]$Delay = 5)\r\n{\r\n    for ($i = 1; $i -le $MAX_RETRIES; $i++)\r\n    {\r\n        try { return & $Action }\r\n        catch\r\n        {\r\n            Write-Log \"$Name failed (attempt $i/${MAX_RETRIES}): $($_.Exception.Message)\"\r\n            if ($i -eq $MAX_RETRIES) { throw }\r\n            Start-Sleep -Seconds ($Delay * $i)\r\n        }\r\n    }\r\n}\r\n\r\nfunction Set-BlobTriggerSubscription([string]$TriggerName, [switch]$Subscribe)\r\n{\r\n    $targetStatus = if ($Subscribe) { 'Enabled' } else { 'Disabled' }\r\n    $action = if ($Subscribe) { 'Subscribing' } else { 'Unsubscribing' }\r\n\r\n    Write-Log \"$action $TriggerName to events...\"\r\n\r\n    # Check current status before attempting subscribe/unsubscribe\r\n    $currentStatus = (Get-AzDataFactoryV2TriggerSubscriptionStatus `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -Name $TriggerName).Status\r\n\r\n    if ($currentStatus -eq $targetStatus)\r\n    {\r\n        Write-Log \"$TriggerName subscription is already $targetStatus, skipping.\"\r\n        return\r\n    }\r\n\r\n    if ($currentStatus -eq 'Provisioning' -or $currentStatus -eq 'Deprovisioning')\r\n    {\r\n        Write-Log \"$TriggerName subscription is $currentStatus, waiting for completion...\"\r\n    }\r\n    else\r\n    {\r\n        # Only call subscribe/unsubscribe when not already in a transitional state\r\n        if ($Subscribe)\r\n        {\r\n            Add-AzDataFactoryV2TriggerSubscription `\r\n                -ResourceGroupName $DataFactoryResourceGroup `\r\n                -DataFactoryName $DataFactoryName `\r\n                -Name $TriggerName | Out-Null\r\n        }\r\n        else\r\n        {\r\n            Remove-AzDataFactoryV2TriggerSubscription `\r\n                -ResourceGroupName $DataFactoryResourceGroup `\r\n                -DataFactoryName $DataFactoryName `\r\n                -Name $TriggerName | Out-Null\r\n        }\r\n    }\r\n\r\n    # Poll until provisioning completes\r\n    Invoke-WithRetry -Name \"$action status $TriggerName\" -Delay 5 -Action {\r\n        $status = Get-AzDataFactoryV2TriggerSubscriptionStatus `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -Name $TriggerName\r\n        if ($status.Status -ne $targetStatus)\r\n        {\r\n            throw \"Subscription status is $($status.Status), expected $targetStatus\"\r\n        }\r\n    }\r\n}\r\n\r\nif ($StartTriggers -or $StopTriggers)\r\n{\r\n    $triggers = Invoke-WithRetry -Name \"Get triggers\" -Action {\r\n        Get-AzDataFactoryV2Trigger `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n        | Where-Object {\r\n            ($StartTriggers -and $_.Properties.RuntimeState -ne \"Started\") `\r\n                -or ($StopTriggers -and $_.Properties.RuntimeState -ne \"Stopped\")\r\n        }\r\n    }\r\n\r\n    Write-Log \"Found $($triggers.Count) trigger(s) to $(if ($StartTriggers) { 'start' } else { 'stop' })\"\r\n\r\n    $triggers | ForEach-Object {\r\n        $triggerName = $_.Name\r\n        $isBlobTrigger = $null -ne $_.Properties.BlobPathBeginsWith\r\n\r\n        if ($StopTriggers)\r\n        {\r\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName }\r\n            Write-Log \"Stopping trigger $triggerName...\"\r\n            Invoke-WithRetry -Name \"Stop $triggerName\" -Action {\r\n                Stop-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName -Force\r\n            }\r\n        }\r\n        else\r\n        {\r\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName -Subscribe }\r\n            Write-Log \"Starting trigger $triggerName...\"\r\n            Invoke-WithRetry -Name \"Start $triggerName\" -Action {\r\n                Start-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName -Force\r\n            }\r\n        }\r\n\r\n        Invoke-WithRetry -Name \"Wait for $triggerName\" -Action {\r\n            $state = (Get-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName).Properties.RuntimeState\r\n            $expected = if ($StartTriggers) { 'Started' } else { 'Stopped' }\r\n            if ($state -ne $expected) { throw \"Trigger is $state, expected $expected\" }\r\n        }\r\n\r\n        Write-Log \"...done\"\r\n        $DeploymentScriptOutputs[$triggerName] = $true\r\n    }\r\n}\r\n\r\nif (-not [string]::IsNullOrWhiteSpace($Pipelines))\r\n{\r\n    $Pipelines.Split('|') | ForEach-Object {\r\n        Write-Log \"Running pipeline $_...\"\r\n        Invoke-AzDataFactoryV2Pipeline `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -PipelineName $_\r\n    }\r\n}\r\n",
+                    "uniqueInstances": "[union(filter(parameters('dataFactoryInstances'), lambda('adf', not(empty(lambdaVariables('adf'))))), createArray())]"
+                  },
+                  "resources": {
+                    "initialize": {
+                      "copy": {
+                        "name": "initialize",
+                        "count": "[length(variables('uniqueInstances'))]"
+                      },
+                      "type": "Microsoft.Resources/deployments",
+                      "apiVersion": "2025-04-01",
+                      "name": "[if(lessOrEquals(length(format('Microsoft.FinOpsHubs.Init_{0}', variables('uniqueInstances')[copyIndex()])), 64), format('Microsoft.FinOpsHubs.Init_{0}', variables('uniqueInstances')[copyIndex()]), substring(format('Microsoft.FinOpsHubs.Init_{0}', variables('uniqueInstances')[copyIndex()]), 0, 64))]",
+                      "properties": {
+                        "expressionEvaluationOptions": {
+                          "scope": "inner"
+                        },
+                        "mode": "Incremental",
+                        "parameters": {
+                          "app": {
+                            "value": "[parameters('app')]"
+                          },
+                          "identityName": {
+                            "value": "[parameters('identityName')]"
+                          },
+                          "scriptContent": {
+                            "value": "[variables('$fxv#0')]"
+                          },
+                          "arguments": {
+                            "value": "[join(filter(createArray(format('-DataFactoryResourceGroup \"{0}\"', resourceGroup().name), format('-DataFactoryName \"{0}\"', variables('uniqueInstances')[copyIndex()]), if(not(empty(parameters('startPipelines'))), format('-Pipelines \"{0}\"', join(parameters('startPipelines'), '|')), ''), if(parameters('startAllTriggers'), '-StartTriggers', '')), lambda('arg', not(empty(lambdaVariables('arg'))))), ' ')]"
+                          }
+                        },
+                        "template": {
+                          "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                          "languageVersion": "2.1-experimental",
+                          "contentVersion": "1.0.0.0",
+                          "metadata": {
+                            "_EXPERIMENTAL_WARNING": "This template uses ARM features that are experimental. Experimental features should be enabled for testing purposes only, as there are no guarantees about the quality or stability of these features. Do not enable these settings for any production usage, or your production environment may be subject to breaking.",
+                            "_EXPERIMENTAL_FEATURES_ENABLED": [
+                              "Enable @validate() decorator"
+                            ],
+                            "_generator": {
+                              "name": "bicep",
+                              "version": "0.40.2.10011",
+                              "templateHash": "15790442586575518487"
+                            }
+                          },
+                          "definitions": {
+                            "EnvironmentVariable": {
+                              "type": "object",
+                              "properties": {
+                                "name": {
+                                  "type": "string"
+                                },
+                                "value": {
+                                  "type": "string"
+                                }
+                              }
+                            },
+                            "_1.HubProperties": {
+                              "type": "object",
+                              "properties": {
+                                "id": {
+                                  "type": "string"
+                                },
+                                "name": {
+                                  "type": "string"
+                                },
+                                "location": {
+                                  "type": "string"
+                                },
+                                "tags": {
+                                  "type": "object"
+                                },
+                                "tagsByResource": {
+                                  "type": "object"
+                                },
+                                "version": {
+                                  "type": "string"
+                                },
+                                "options": {
+                                  "type": "object",
+                                  "properties": {
+                                    "enableTelemetry": {
+                                      "type": "bool"
+                                    },
+                                    "keyVaultSku": {
+                                      "type": "string"
+                                    },
+                                    "keyVaultEnablePurgeProtection": {
+                                      "type": "bool"
+                                    },
+                                    "networkAddressPrefix": {
+                                      "type": "string"
+                                    },
+                                    "natGateway": {
+                                      "type": "bool"
+                                    },
+                                    "privateRouting": {
+                                      "type": "bool"
+                                    },
+                                    "publisherIsolation": {
+                                      "type": "bool"
+                                    },
+                                    "storageInfrastructureEncryption": {
+                                      "type": "bool"
+                                    },
+                                    "storageSku": {
+                                      "type": "string"
+                                    }
+                                  }
+                                },
+                                "routing": {
+                                  "$ref": "#/definitions/_1.HubRoutingProperties"
+                                },
+                                "core": {
+                                  "type": "object",
+                                  "properties": {
+                                    "suffix": {
+                                      "type": "string"
+                                    }
+                                  }
+                                }
+                              },
+                              "metadata": {
+                                "id": "FinOps hub resource ID.",
+                                "name": "FinOps hub instance name.",
+                                "location": "Azure resource location of the FinOps hub instance.",
+                                "tags": "Tags to apply to all FinOps hub resources.",
+                                "tagsByResource": "Tags to apply to resources based on their resource type.",
+                                "version": "FinOps hub version number.",
+                                "options": {
+                                  "enableTelemetry": "Indicates whether telemetry should be enabled for deployments.",
+                                  "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
+                                  "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
+                                  "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                  "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
+                                  "privateRouting": "Indicates whether private network routing is enabled.",
+                                  "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
+                                  "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
+                                  "storageSku": "Storage account SKU. Allowed values: \"Premium_LRS\", \"Premium_ZRS\"."
+                                },
+                                "routing": "FinOps hub private network routing properties, if enabled.",
+                                "core": {
+                                  "suffix": "Unique suffix used for shared resources."
+                                },
+                                "apps": {},
+                                "description": "FinOps hub instance properties.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "_1.HubRoutingProperties": {
+                              "type": "object",
+                              "properties": {
+                                "networkId": {
+                                  "type": "string"
+                                },
+                                "networkName": {
+                                  "type": "string"
+                                },
+                                "scriptStorage": {
+                                  "type": "string"
+                                },
+                                "dnsZones": {
+                                  "type": "object",
+                                  "properties": {
+                                    "blob": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "dfs": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "file": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "queue": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
+                                    "table": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    }
+                                  }
+                                },
+                                "subnets": {
+                                  "type": "object",
+                                  "properties": {
+                                    "dataExplorer": {
+                                      "type": "string"
+                                    },
+                                    "dataFactory": {
+                                      "type": "string"
+                                    },
+                                    "keyVault": {
+                                      "type": "string"
+                                    },
+                                    "scripts": {
+                                      "type": "string"
+                                    },
+                                    "storage": {
+                                      "type": "string"
+                                    }
+                                  }
+                                }
+                              },
+                              "metadata": {
+                                "networkId": "Resource ID of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                "networkName": "Name of the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                "scriptStorage": "Name of the storage account used for deployment scripts.",
+                                "dnsZones": {
+                                  "blob": "Resource ID and name for the blob storage DNS zone.",
+                                  "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                  "file": "Resource ID and name for the file storage DNS zone.",
+                                  "queue": "Resource ID and name for the queue storage DNS zone.",
+                                  "table": "Resource ID and name for the table storage DNS zone."
+                                },
+                                "subnets": {
+                                  "dataExplorer": "Resource ID of the subnet for the Data Explorer instance.",
+                                  "dataFactory": "Resource ID of the subnet for Data Factory instances.",
+                                  "keyVault": "Resource ID of the subnet for Key Vault instances.",
+                                  "scripts": "Resource ID of the subnet for deployment script storage.",
+                                  "storage": "Resource ID of the subnet for storage accounts."
+                                },
+                                "description": "FinOps hub private network routing properties.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "_1.IdNameObject": {
+                              "type": "object",
+                              "properties": {
+                                "id": {
+                                  "type": "string"
+                                },
+                                "name": {
+                                  "type": "string"
+                                }
+                              },
+                              "metadata": {
+                                "id": "Fully-qualified resource ID.",
+                                "name": "Resource name.",
+                                "description": "Resource ID and name.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            },
+                            "HubAppProperties": {
+                              "type": "object",
+                              "properties": {
+                                "id": {
+                                  "type": "string"
+                                },
+                                "name": {
+                                  "type": "string"
+                                },
+                                "publisher": {
+                                  "type": "string"
+                                },
+                                "suffix": {
+                                  "type": "string"
+                                },
+                                "tags": {
+                                  "type": "object"
+                                },
+                                "dataFactory": {
+                                  "type": "string"
+                                },
+                                "keyVault": {
+                                  "type": "string"
+                                },
+                                "storage": {
+                                  "type": "string"
+                                },
+                                "hub": {
+                                  "$ref": "#/definitions/_1.HubProperties"
+                                }
+                              },
+                              "metadata": {
+                                "id": "Fully-qualified name of the publisher and app, separated by a dot.",
+                                "name": "Short name of the FinOps hub app. Last segment of the app ID.",
+                                "publisher": "Fully-qualified namespace of the FinOps hub app publisher.",
+                                "suffix": "Unique suffix used for publisher resources.",
+                                "tags": "Tags to apply to all FinOps hub resources for this FinOps hub app publisher. Tags are not specific to the app since resources are shared.",
+                                "dataFactory": "Name of the Data Factory instance for this publisher.",
+                                "keyVault": "Name of the KeyVault instance for this publisher.",
+                                "storage": "Name of the storage account for this publisher.",
+                                "hub": "FinOps hub instance the app is deployed to.",
+                                "description": "FinOps hub app configuration settings.",
+                                "__bicep_imported_from!": {
+                                  "sourceTemplate": "hub-types.bicep"
+                                }
+                              }
+                            }
+                          },
+                          "parameters": {
+                            "app": {
+                              "$ref": "#/definitions/HubAppProperties",
+                              "metadata": {
+                                "description": "Required. FinOps hub app the deployment script is being run for."
+                              }
+                            },
+                            "identityName": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Required. Name of the managed identity to create."
+                              }
+                            },
+                            "scriptName": {
+                              "type": "string",
+                              "defaultValue": "[deployment().name]",
+                              "metadata": {
+                                "description": "Optional. Name of the deployment script to create. Default = (same as deployment)."
+                              }
+                            },
+                            "scriptContent": {
+                              "type": "string",
+                              "metadata": {
+                                "description": "Required. Name of the deployment script to create."
+                              }
+                            },
+                            "arguments": {
+                              "type": "string",
+                              "defaultValue": "",
+                              "metadata": {
+                                "description": "Optional. Additional arguments to pass into the deployment script."
+                              }
+                            },
+                            "environmentVariables": {
+                              "type": "array",
+                              "items": {
+                                "$ref": "#/definitions/EnvironmentVariable"
+                              },
+                              "defaultValue": [],
+                              "metadata": {
+                                "description": "Optional. Environment variables to use for the deployment script."
+                              }
+                            },
+                            "forceUpdateTag": {
+                              "type": "string",
+                              "defaultValue": "",
+                              "metadata": {
+                                "description": "Optional. Forces the script to run again when the value changes. Default = empty (only reruns when properties change)."
+                              }
+                            }
+                          },
+                          "variables": {
+                            "privateEndpointDeploymentRoles": "[if(not(parameters('app').hub.options.privateRouting), createArray(), createArray('69566ab7-960f-475b-8e7c-b3118f30c6bd'))]",
+                            "containerGroupName": "[replace(replace(replace(parameters('scriptName'), '/', '-'), '.', '-'), '_', '-')]",
+                            "privateEndpointDeploymentProperties": "[if(not(parameters('app').hub.options.privateRouting), createObject(), createObject('storageAccountSettings', createObject('storageAccountName', coalesce(parameters('app').hub.routing.scriptStorage, '')), 'containerSettings', createObject('containerGroupName', if(greater(length(variables('containerGroupName')), 63), substring(variables('containerGroupName'), 0, 62), variables('containerGroupName')), 'subnetIds', createArray(createObject('id', coalesce(parameters('app').hub.routing.subnets.scripts, ''))))))]"
+                          },
+                          "resources": {
+                            "identity": {
+                              "type": "Microsoft.ManagedIdentity/userAssignedIdentities",
+                              "apiVersion": "2023-01-31",
+                              "name": "[parameters('identityName')]",
+                              "tags": "[union(parameters('app').tags, coalesce(tryGet(parameters('app').hub.tagsByResource, 'Microsoft.ManagedIdentity/userAssignedIdentities'), createObject()))]",
+                              "location": "[parameters('app').hub.location]"
+                            },
+                            "scriptStorageAccount": {
+                              "condition": "[parameters('app').hub.options.privateRouting]",
+                              "existing": true,
+                              "type": "Microsoft.Storage/storageAccounts",
+                              "apiVersion": "2022-09-01",
+                              "name": "[coalesce(parameters('app').hub.routing.scriptStorage, '')]"
+                            },
+                            "identityRoleAssignments": {
+                              "copy": {
+                                "name": "identityRoleAssignments",
+                                "count": "[length(variables('privateEndpointDeploymentRoles'))]"
+                              },
+                              "condition": "[parameters('app').hub.options.privateRouting]",
+                              "type": "Microsoft.Authorization/roleAssignments",
+                              "apiVersion": "2022-04-01",
+                              "scope": "[resourceId('Microsoft.Storage/storageAccounts', coalesce(parameters('app').hub.routing.scriptStorage, ''))]",
+                              "name": "[guid(variables('privateEndpointDeploymentRoles')[copyIndex()], resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]",
+                              "properties": {
+                                "roleDefinitionId": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', variables('privateEndpointDeploymentRoles')[copyIndex()])]",
+                                "principalId": "[reference('identity').principalId]",
+                                "principalType": "ServicePrincipal"
+                              },
+                              "dependsOn": [
+                                "identity"
+                              ]
+                            },
+                            "script": {
+                              "type": "Microsoft.Resources/deploymentScripts",
+                              "apiVersion": "2023-08-01",
+                              "name": "[parameters('scriptName')]",
+                              "kind": "AzurePowerShell",
+                              "location": "[if(startsWith(parameters('app').hub.location, 'china'), 'chinaeast2', parameters('app').hub.location)]",
+                              "tags": "[union(parameters('app').tags, coalesce(tryGet(parameters('app').hub.tagsByResource, 'Microsoft.Resources/deploymentScripts'), createObject()))]",
+                              "identity": {
+                                "type": "UserAssigned",
+                                "userAssignedIdentities": {
+                                  "[format('{0}', resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]": {}
+                                }
+                              },
+                              "properties": "[shallowMerge(createArray(variables('privateEndpointDeploymentProperties'), createObject('azPowerShellVersion', '11.0', 'retentionInterval', 'PT1H', 'cleanupPreference', 'OnSuccess', 'scriptContent', parameters('scriptContent'), 'arguments', parameters('arguments'), 'environmentVariables', parameters('environmentVariables'), 'forceUpdateTag', if(empty(parameters('forceUpdateTag')), null(), parameters('forceUpdateTag')))))]",
+                              "dependsOn": [
+                                "identity",
+                                "identityRoleAssignments"
+                              ]
+                            }
+                          },
+                          "outputs": {
+                            "scriptOutputs": {
+                              "type": "object",
+                              "metadata": {
+                                "description": "Values the script set in $DeploymentScriptOutputs. Empty if the script did not set any."
+                              },
+                              "value": "[coalesce(tryGet(reference('script'), 'outputs'), createObject())]"
+                            }
+                          }
+                        }
+                      }
+                    }
+                  }
+                }
+              },
+              "dependsOn": [
+                "analytics",
+                "cmExports",
+                "cmManagedExports",
+                "core",
+                "deleteOldResources",
+                "recommendations",
+                "remoteHub"
+              ]
+            }
+          },
+          "outputs": {
+            "name": {
+              "type": "string",
+              "metadata": {
+                "description": "Name of the deployed hub instance."
+              },
+              "value": "[parameters('hubName')]"
+            },
+            "location": {
+              "type": "string",
+              "metadata": {
+                "description": "Azure resource location resources were deployed to."
+              },
+              "value": "[parameters('location')]"
+            },
+            "dataFactoryName": {
+              "type": "string",
+              "metadata": {
+                "description": "Name of the Data Factory."
+              },
+              "value": "[reference('core').outputs.dataFactoryName.value]"
+            },
+            "storageAccountId": {
+              "type": "string",
+              "metadata": {
+                "description": "Resource ID of the storage account created for the hub instance. This must be used when creating the Cost Management export."
+              },
+              "value": "[resourceId('Microsoft.Storage/storageAccounts', reference('core').outputs.storageAccountName.value)]"
+            },
+            "storageAccountName": {
+              "type": "string",
+              "metadata": {
+                "description": "Name of the storage account created for the hub instance. This must be used when connecting FinOps toolkit Power BI reports to your data."
+              },
+              "value": "[reference('core').outputs.storageAccountName.value]"
+            },
+            "storageUrlForPowerBI": {
+              "type": "string",
+              "metadata": {
+                "description": "URL to use when connecting custom Power BI reports to your data."
+              },
+              "value": "[reference('core').outputs.metadata.value.storageUrlForPowerBI]"
+            },
+            "clusterId": {
+              "type": "string",
+              "metadata": {
+                "description": "The resource ID of the Data Explorer cluster."
+              },
+              "value": "[if(not(variables('useAzureDataExplorer')), '', reference('analytics').outputs.metadata.value.cluster.id)]"
+            },
+            "clusterUri": {
+              "type": "string",
+              "metadata": {
+                "description": "The URI of the Data Explorer cluster."
+              },
+              "value": "[if(variables('useFabric'), parameters('fabricQueryUri'), if(not(variables('useAzureDataExplorer')), '', reference('analytics').outputs.metadata.value.cluster.uri))]"
+            },
+            "ingestionDbName": {
+              "type": "string",
+              "metadata": {
+                "description": "The name of the Data Explorer database used for ingesting data."
+              },
+              "value": "[if(or(variables('useFabric'), variables('useAzureDataExplorer')), reference('analytics').outputs.metadata.value.databases.ingestion, '')]"
+            },
+            "hubDbName": {
+              "type": "string",
+              "metadata": {
+                "description": "The name of the Data Explorer database used for querying data."
+              },
+              "value": "[if(or(variables('useFabric'), variables('useAzureDataExplorer')), reference('analytics').outputs.metadata.value.databases.hub, '')]"
+            },
+            "managedIdentityId": {
+              "type": "string",
+              "metadata": {
+                "description": "Object ID of the Data Factory managed identity. This will be needed when configuring managed exports."
+              },
+              "value": "[reference('core').outputs.metadata.value.principalId]"
+            },
+            "managedIdentityTenantId": {
+              "type": "string",
+              "metadata": {
+                "description": "Azure AD tenant ID. This will be needed when configuring managed exports."
+              },
+              "value": "[tenant().tenantId]"
+            }
+          }
+        }
+      }
+    }
+  },
+  "outputs": {
+    "name": {
+      "type": "string",
+      "metadata": {
+        "description": "Name of the resource group."
+      },
+      "value": "[parameters('hubName')]"
+    },
+    "location": {
+      "type": "string",
+      "metadata": {
+        "description": "Azure resource location resources were deployed to."
+      },
+      "value": "[parameters('location')]"
+    },
+    "dataFactoryName": {
+      "type": "string",
+      "metadata": {
+        "description": "Name of the Data Factory instance."
+      },
+      "value": "[reference('hub').outputs.dataFactoryName.value]"
+    },
+    "storageAccountId": {
+      "type": "string",
+      "metadata": {
+        "description": "Resource ID of the deployed storage account."
+      },
+      "value": "[reference('hub').outputs.storageAccountId.value]"
+    },
+    "storageAccountName": {
+      "type": "string",
+      "metadata": {
+        "description": "Name of the storage account created for the hub instance. This must be used when connecting FinOps toolkit Power BI reports to your data."
+      },
+      "value": "[reference('hub').outputs.storageAccountName.value]"
+    },
+    "storageUrlForPowerBI": {
+      "type": "string",
+      "metadata": {
+        "description": "URL to use when connecting custom Power BI reports to your data."
+      },
+      "value": "[reference('hub').outputs.storageUrlForPowerBI.value]"
+    },
+    "clusterId": {
+      "type": "string",
+      "metadata": {
+        "description": "Resource ID of the Data Explorer cluster."
+      },
+      "value": "[reference('hub').outputs.clusterId.value]"
+    },
+    "clusterUri": {
+      "type": "string",
+      "metadata": {
+        "description": "URI of the Data Explorer cluster."
+      },
+      "value": "[reference('hub').outputs.clusterUri.value]"
+    },
+    "ingestionDbName": {
+      "type": "string",
+      "metadata": {
+        "description": "Name of the Data Explorer database used for ingesting data."
+      },
+      "value": "[reference('hub').outputs.ingestionDbName.value]"
+    },
+    "hubDbName": {
+      "type": "string",
+      "metadata": {
+        "description": "Name of the Data Explorer database used for querying data."
+      },
+      "value": "[reference('hub').outputs.hubDbName.value]"
+    },
+    "managedIdentityId": {
+      "type": "string",
+      "metadata": {
+        "description": "Object ID of the Data Factory managed identity. This will be needed when configuring managed exports."
+      },
+      "value": "[reference('hub').outputs.managedIdentityId.value]"
+    },
+    "managedIdentityTenantId": {
+      "type": "string",
+      "metadata": {
+        "description": "Azure AD tenant ID. This will be needed when configuring managed exports."
+      },
+      "value": "[reference('hub').outputs.managedIdentityTenantId.value]"
+    }
+  }
+}
\ No newline at end of file
diff --git a/docs/deploy/finops-hub-15.0.ui.json b/docs/deploy/finops-hub-15.0.ui.json
new file mode 100644
index 000000000..77ba01053
--- /dev/null
+++ b/docs/deploy/finops-hub-15.0.ui.json
@@ -0,0 +1,1019 @@
+{
+  "$schema": "https://schema.management.azure.com/schemas/0.1.2-preview/CreateUIDefinition.MultiVm.json#",
+  "handler": "Microsoft.Azure.CreateUIDef",
+  "version": "0.1.2-preview",
+  "parameters": {
+    "config": {
+      "basics": {
+        "description": "FinOps hubs are a reliable, trustworthy platform for cost analytics, insights, and optimization. Connect your hub to one or more billing accounts and subscriptions and build custom reports in Power BI or other tools. [Learn more](https://aka.ms/finops/hubs)",
+        "location": {
+          "label": "Location",
+          "resourceTypes": [
+            "Microsoft.DataFactory/factories",
+            "Microsoft.KeyVault/vaults",
+            "Microsoft.Kusto/clusters",
+            "Microsoft.ManagedIdentity/userAssignedIdentities",
+            "Microsoft.Network/privateDnsZones",
+            "Microsoft.Network/privateDnsZones/virtualNetworkLinks",
+            "Microsoft.Network/privateEndpoints",
+            "Microsoft.Resources/deploymentScripts",
+            "Microsoft.Storage/storageAccounts"
+          ]
+        }
+      }
+    },
+    "resourceTypes": [
+      "Microsoft.DataFactory/factories",
+      "Microsoft.KeyVault/vaults",
+      "Microsoft.Kusto/clusters",
+      "Microsoft.ManagedIdentity/userAssignedIdentities",
+      "Microsoft.Network/privateDnsZones",
+      "Microsoft.Network/privateDnsZones/virtualNetworkLinks",
+      "Microsoft.Network/privateEndpoints",
+      "Microsoft.Resources/deploymentScripts",
+      "Microsoft.Storage/storageAccounts"
+    ],
+    "basics": [
+      {
+        "name": "hubName",
+        "type": "Microsoft.Common.TextBox",
+        "label": "Hub name",
+        "defaultValue": "finops-hub",
+        "toolTip": "Name of the FinOps hub instance. Used to ensure unique resource names.",
+        "constraints": {
+          "required": true,
+          "regex": "^[a-zA-Z0-9][a-zA-Z0-9\\-]{0,61}[a-zA-Z0-9]$",
+          "validationMessage": "Name must be between 3 and 63 characters long and can contain only lowercase letters, numbers, and hyphens. The first and last characters in the name must be alphanumeric."
+        },
+        "visible": true
+      },
+      {
+        "name": "analyticsBackend",
+        "type": "Microsoft.Common.Section",
+        "label": "Analytics backend",
+        "elements": [
+          {
+            "name": "analyticsIntro",
+            "type": "Microsoft.Common.TextBlock",
+            "visible": true,
+            "options": {
+              "text": "Select how this hub will process and store data. Azure Data Explorer or Microsoft Fabric are recommended for medium to large accounts. Select Remote hub to push data to a central FinOps hub in another tenant. Only select storage-only for small accounts with simple requirements."
+            }
+          },
+          {
+            "name": "analyticsEngine",
+            "type": "Microsoft.Common.OptionsGroup",
+            "label": "Hub mode",
+            "defaultValue": "Azure Data Explorer",
+            "toolTip": "Select the analytics backend for this hub. Azure Data Explorer and Microsoft Fabric provide analytics. None uses storage only for Power BI reports. Remote Hub forwards data to a central hub for cross-tenant scenarios.",
+            "constraints": {
+              "allowedValues": [
+                {
+                  "label": "Azure Data Explorer",
+                  "value": "adx"
+                },
+                {
+                  "label": "Microsoft Fabric",
+                  "value": "fabric"
+                },
+                {
+                  "label": "None (storage only)",
+                  "value": "none"
+                },
+                {
+                  "label": "Remote hub",
+                  "value": "remote"
+                }
+              ],
+              "required": true
+            },
+            "visible": true
+          },
+          {
+            "name": "dataExplorerIntro",
+            "type": "Microsoft.Common.TextBlock",
+            "visible": "[equals(basics('analyticsBackend').analyticsEngine, 'adx')]",
+            "options": {
+              "text": "Azure Data Explorer is a fast, scalable service for advanced, big data analytics. Recommended when monitoring more than $100K in spend. Starts at $120/mo for a single node cluster plus $10/mo per million in monitored spend (<0.02% of annual spend)."
+            }
+          },
+          {
+            "name": "dataExplorerName",
+            "type": "Microsoft.Common.TextBox",
+            "label": "Cluster name",
+            "toolTip": "Name of the Azure Data Explorer cluster.",
+            "constraints": {
+              "required": "[equals(basics('analyticsBackend').analyticsEngine, 'adx')]",
+              "regex": "^[a-zA-Z0-9][a-zA-Z0-9\\-]{0,20}[a-z0-9]$",
+              "validationMessage": "Name must be between 4 and 22 characters long and can contain only lowercase letters, numbers, and hyphens. The first and last characters in the name must be alphanumeric."
+            },
+            "visible": "[equals(basics('analyticsBackend').analyticsEngine, 'adx')]"
+          },
+          {
+            "name": "fabricIntro",
+            "type": "Microsoft.Common.TextBlock",
+            "visible": "[equals(basics('analyticsBackend').analyticsEngine, 'fabric')]",
+            "options": {
+              "text": "Microsoft Fabric is a unified data platform for data ingestion, processing, and analytics. Starts at $300/mo for an F2 SKU plus $10/mo per million in monitored spend."
+            }
+          },
+          {
+            "name": "fabricQueryUri",
+            "type": "Microsoft.Common.TextBox",
+            "label": "Fabric eventhouse query URI",
+            "toolTip": "Query URI for the Microsoft Fabric eventhouse.",
+            "constraints": {
+              "required": "[equals(basics('analyticsBackend').analyticsEngine, 'fabric')]",
+              "regex": "^https://.*",
+              "validationMessage": "Query URI must be a full Microsoft Fabric eventhouse URL."
+            },
+            "visible": "[equals(basics('analyticsBackend').analyticsEngine, 'fabric')]"
+          },
+          {
+            "name": "fabricCapacity",
+            "type": "Microsoft.Common.DropDown",
+            "label": "Fabric capacity",
+            "defaultValue": "F2",
+            "toolTip": "Fabric capacity configured for this workspace. This must be set at deployment time to tune data ingestion performance. If you update the capacity, redeploy this template.",
+            "constraints": {
+              "required": false,
+              "allowedValues": [
+                { "label": "Trial", "value": "1" },
+                { "label": "F2", "value": "2" },
+                { "label": "F4", "value": "4" },
+                { "label": "F8", "value": "8" },
+                { "label": "F16", "value": "16" },
+                { "label": "F32", "value": "32" },
+                { "label": "F64", "value": "64" },
+                { "label": "F128", "value": "128" },
+                { "label": "F256", "value": "256" },
+                { "label": "F512", "value": "512" },
+                { "label": "F1024", "value": "1024" },
+                { "label": "F2048", "value": "2048" }
+              ]
+            },
+            "visible": "[equals(basics('analyticsBackend').analyticsEngine, 'fabric')]"
+          },
+          {
+            "name": "remoteHubIntro",
+            "type": "Microsoft.Common.TextBlock",
+            "visible": "[equals(basics('analyticsBackend').analyticsEngine, 'remote')]",
+            "options": {
+              "text": "Configure this hub as a satellite that sends data to a remote FinOps hub in another tenant or subscription. This enables cross-tenant cost management scenarios where a central hub collects cost data from multiple tenants."
+            }
+          },
+          {
+            "name": "remoteHubStorageUri",
+            "type": "Microsoft.Common.TextBox",
+            "label": "Remote hub storage URI",
+            "toolTip": "Data Lake storage endpoint from the remote hub storage account. Copy from the storage account Settings > Endpoints > Data Lake storage. Example: https://myremotehub.dfs.core.windows.net/ (endpoint suffix varies by cloud)",
+            "constraints": {
+              "required": "[equals(basics('analyticsBackend').analyticsEngine, 'remote')]",
+              "regex": "^https://.*\\.dfs\\.core\\.[a-z.]+/?$",
+              "validationMessage": "Must be a valid Data Lake storage endpoint URL (e.g., https://storageaccount.dfs.core.windows.net/ for Azure public cloud)"
+            },
+            "visible": "[equals(basics('analyticsBackend').analyticsEngine, 'remote')]"
+          },
+          {
+            "name": "remoteHubStorageKey",
+            "type": "Microsoft.Common.PasswordBox",
+            "label": {
+              "password": "Remote hub storage key"
+            },
+            "toolTip": "Storage account access key for the remote hub. Copy from the remote hub storage account Security + networking > Access keys > key1/2 > Key.",
+            "constraints": {
+              "required": "[equals(basics('analyticsBackend').analyticsEngine, 'remote')]",
+              "regex": "^[A-Za-z0-9+/]{86}==$",
+              "validationMessage": "Must be a valid storage account access key (base64 encoded, ending with ==)"
+            },
+            "options": {
+              "hideConfirmation": true
+            },
+            "visible": "[equals(basics('analyticsBackend').analyticsEngine, 'remote')]"
+          },
+          {
+            "name": "remoteHubSecurityNote",
+            "type": "Microsoft.Common.TextBlock",
+            "visible": "[equals(basics('analyticsBackend').analyticsEngine, 'remote')]",
+            "options": {
+              "text": "The storage key will be securely stored in Azure Key Vault and is never logged or exposed in deployment outputs."
+            }
+          },
+          {
+            "name": "enablePurgeProtection",
+            "type": "Microsoft.Common.CheckBox",
+            "label": "Enable Key Vault purge protection",
+            "toolTip": "Enables purge protection for the Key Vault used to store the remote hub storage key. Purge protection prevents permanent deletion of the Key Vault for 90 days after deletion. Note: If the key is lost, you can regenerate it from the remote hub's storage account.",
+            "visible": "[equals(basics('analyticsBackend').analyticsEngine, 'remote')]"
+          }
+        ],
+        "visible": true
+      }
+    ],
+    "steps": [
+      {
+        "name": "pricing",
+        "label": "Pricing",
+        "elements": [
+          {
+            "name": "pricingIntro",
+            "type": "Microsoft.Common.TextBlock",
+            "visible": true,
+            "options": {
+              "text": "Estimated costs below are based on list prices for the default settings. Refer to the Azure pricing calculator for the most accurate pricing based on your discounts. Learn more @ https://aka.ms/finops/hubs/calculator"
+            }
+          },
+          {
+            "name": "storage",
+            "type": "Microsoft.Common.Section",
+            "label": "Data Factory + storage",
+            "elements": [
+              {
+                "name": "storagePricingIntro",
+                "type": "Microsoft.Common.TextBlock",
+                "visible": true,
+                "options": {
+                  "text": "FinOps hubs utilize Azure Data Factory for data processing and Azure Data Lake Storage Gen2 for staging during data ingestion."
+                }
+              },
+              {
+                "name": "storageEstimate",
+                "type": "Microsoft.Common.TextBlock",
+                "visible": true,
+                "options": {
+                  "text": "Estimated cost: Starts at ~$5/mo per million in monitored spend*."
+                }
+              },
+              {
+                "name": "storageSku",
+                "type": "Microsoft.Common.DropDown",
+                "label": "Storage redundancy",
+                "defaultValue": "Locally-redundant (LRS) - Lowest cost",
+                "toolTip": "The data in your storage account is always replicated to ensure durability and high availability. Choose a replication strategy that matches your durability requirements. [Learn more](https://go.microsoft.com/fwlink/?linkid=2163103)",
+                "constraints": {
+                  "required": false,
+                  "allowedValues": [
+                    {
+                      "label": "Locally-redundant (LRS) - Lowest cost",
+                      "value": "Premium_LRS"
+                    },
+                    {
+                      "label": "Zone-redundant (ZRS) - High availability",
+                      "value": "Premium_ZRS"
+                    }
+                  ]
+                },
+                "visible": true
+              }
+            ],
+            "visible": true
+          },
+          {
+            "name": "dataExplorer",
+            "type": "Microsoft.Common.Section",
+            "label": "Data Explorer",
+            "elements": [
+              {
+                "name": "dataExplorerPricingIntro",
+                "type": "Microsoft.Common.TextBlock",
+                "visible": true,
+                "options": {
+                  "text": "Select the Azure Data Explorer SKU for your analytics workload."
+                }
+              },
+              {
+                "name": "dataExplorerEstimate",
+                "type": "Microsoft.Common.TextBlock",
+                "visible": true,
+                "options": {
+                  "text": "Added cost: Starts at $120/mo plus another ~$5/mo per million in monitored spend* (<0.02% of annual spend)."
+                }
+              },
+              {
+                "name": "dataExplorerSku",
+                "type": "Microsoft.Common.DropDown",
+                "label": "Data Explorer SKU",
+                "defaultValue": "Dev/test: D11_v2 (no SLA) - Extra small, 78GB cache (~$121/mo)",
+                "toolTip": "Select an Azure Data Explorer SKU based on your needs. Consider how many accounts and datasets that are required for your needs. We recommend starting small and scaling up based on performance. [Learn more](https://learn.microsoft.com/azure/data-explorer/manage-cluster-choose-sku)",
+                "constraints": {
+                  "required": false,
+                  "allowedValues": [
+                    {
+                      "label": "Dev/test: E2a_v4 (no SLA) - Extra small, 24GB cache (~$110/mo)",
+                      "value": "Dev(No SLA)_Standard_E2a_v4"
+                    },
+                    {
+                      "label": "Dev/test: D11_v2 (no SLA) - Extra small, 78GB cache (~$121/mo)",
+                      "value": "Dev(No SLA)_Standard_D11_v2"
+                    },
+                    {
+                      "label": "D11_v2 - Extra small, 78GB cache (~$245/mo)",
+                      "value": "Standard_D11_v2"
+                    },
+                    {
+                      "label": "D12_v2 - Small, 162GB cache",
+                      "value": "Standard_D12_v2"
+                    },
+                    {
+                      "label": "D13_v2 - Medium, 335GB cache",
+                      "value": "Standard_D13_v2"
+                    },
+                    {
+                      "label": "D14_v2 - Large, 680GB cache",
+                      "value": "Standard_D14_v2"
+                    },
+                    {
+                      "label": "D16d_v5 - Large, 485GB cache",
+                      "value": "Standard_D16d_v5"
+                    },
+                    {
+                      "label": "D32d_v4 - Extra large, 976GB cache",
+                      "value": "Standard_D32d_v4"
+                    },
+                    {
+                      "label": "D32d_v5 - Extra large, 976GB cache",
+                      "value": "Standard_D32d_v5"
+                    },
+                    {
+                      "label": "DS13_v2+1TB_PS - Medium",
+                      "value": "Standard_DS13_v2+1TB_PS"
+                    },
+                    {
+                      "label": "DS13_v2+2TB_PS - Medium",
+                      "value": "Standard_DS13_v2+2TB_PS"
+                    },
+                    {
+                      "label": "DS14_v2+3TB_PS - Large",
+                      "value": "Standard_DS14_v2+3TB_PS"
+                    },
+                    {
+                      "label": "DS14_v2+4TB_PS - Large",
+                      "value": "Standard_DS14_v2+4TB_PS"
+                    },
+                    {
+                      "label": "E2a_v4 - Extra small, 30GB cache (~$220/mo)",
+                      "value": "Standard_E2a_v4"
+                    },
+                    {
+                      "label": "E2ads_v5 - Extra small",
+                      "value": "Standard_E2ads_v5"
+                    },
+                    {
+                      "label": "E2d_v4 - Extra small",
+                      "value": "Standard_E2d_v4"
+                    },
+                    {
+                      "label": "E2d_v5 - Extra small",
+                      "value": "Standard_E2d_v5"
+                    },
+                    {
+                      "label": "E4a_v4 - Small",
+                      "value": "Standard_E4a_v4"
+                    },
+                    {
+                      "label": "E4ads_v5 - Small",
+                      "value": "Standard_E4ads_v5"
+                    },
+                    {
+                      "label": "E4d_v4 - Small",
+                      "value": "Standard_E4d_v4"
+                    },
+                    {
+                      "label": "E4d_v5 - Small",
+                      "value": "Standard_E4d_v5"
+                    },
+                    {
+                      "label": "E8a_v4 - Medium",
+                      "value": "Standard_E8a_v4"
+                    },
+                    {
+                      "label": "E8ads_v5 - Medium",
+                      "value": "Standard_E8ads_v5"
+                    },
+                    {
+                      "label": "E8as_v4+1TB_PS - Medium",
+                      "value": "Standard_E8as_v4+1TB_PS"
+                    },
+                    {
+                      "label": "E8as_v4+2TB_PS - Medium",
+                      "value": "Standard_E8as_v4+2TB_PS"
+                    },
+                    {
+                      "label": "E8as_v5+1TB_PS - Medium",
+                      "value": "Standard_E8as_v5+1TB_PS"
+                    },
+                    {
+                      "label": "E8as_v5+2TB_PS - Medium",
+                      "value": "Standard_E8as_v5+2TB_PS"
+                    },
+                    {
+                      "label": "E8d_v4 - Medium",
+                      "value": "Standard_E8d_v4"
+                    },
+                    {
+                      "label": "E8d_v5 - Medium",
+                      "value": "Standard_E8d_v5"
+                    },
+                    {
+                      "label": "E8s_v4+1TB_PS - Medium",
+                      "value": "Standard_E8s_v4+1TB_PS"
+                    },
+                    {
+                      "label": "E8s_v4+2TB_PS - Medium",
+                      "value": "Standard_E8s_v4+2TB_PS"
+                    },
+                    {
+                      "label": "E8s_v5+1TB_PS - Medium",
+                      "value": "Standard_E8s_v5+1TB_PS"
+                    },
+                    {
+                      "label": "E8s_v5+2TB_PS - Medium",
+                      "value": "Standard_E8s_v5+2TB_PS"
+                    },
+                    {
+                      "label": "E16a_v4 - Large",
+                      "value": "Standard_E16a_v4"
+                    },
+                    {
+                      "label": "E16ads_v5 - Large",
+                      "value": "Standard_E16ads_v5"
+                    },
+                    {
+                      "label": "E16as_v4+3TB_PS - Large",
+                      "value": "Standard_E16as_v4+3TB_PS"
+                    },
+                    {
+                      "label": "E16as_v4+4TB_PS - Large",
+                      "value": "Standard_E16as_v4+4TB_PS"
+                    },
+                    {
+                      "label": "E16as_v5+3TB_PS - Large",
+                      "value": "Standard_E16as_v5+3TB_PS"
+                    },
+                    {
+                      "label": "E16as_v5+4TB_PS - Large",
+                      "value": "Standard_E16as_v5+4TB_PS"
+                    },
+                    {
+                      "label": "E16d_v4 - Large",
+                      "value": "Standard_E16d_v4"
+                    },
+                    {
+                      "label": "E16d_v5 - Large",
+                      "value": "Standard_E16d_v5"
+                    },
+                    {
+                      "label": "E16s_v4+3TB_PS - Large",
+                      "value": "Standard_E16s_v4+3TB_PS"
+                    },
+                    {
+                      "label": "E16s_v4+4TB_PS - Large",
+                      "value": "Standard_E16s_v4+4TB_PS"
+                    },
+                    {
+                      "label": "E16s_v5+3TB_PS - Large",
+                      "value": "Standard_E16s_v5+3TB_PS"
+                    },
+                    {
+                      "label": "E16s_v5+4TB_PS - Large",
+                      "value": "Standard_E16s_v5+4TB_PS"
+                    },
+                    {
+                      "label": "E64i_v3 - Extra large",
+                      "value": "Standard_E64i_v3"
+                    },
+                    {
+                      "label": "E80ids_v4 - Extra large",
+                      "value": "Standard_E80ids_v4"
+                    },
+                    {
+                      "label": "EC8ads_v5 - Medium",
+                      "value": "Standard_EC8ads_v5"
+                    },
+                    {
+                      "label": "EC8as_v5+1TB_PS - Medium",
+                      "value": "Standard_EC8as_v5+1TB_PS"
+                    },
+                    {
+                      "label": "EC8as_v5+2TB_PS - Medium",
+                      "value": "Standard_EC8as_v5+2TB_PS"
+                    },
+                    {
+                      "label": "EC16ads_v5 - Large",
+                      "value": "Standard_EC16ads_v5"
+                    },
+                    {
+                      "label": "EC16as_v5+3TB_PS - Large",
+                      "value": "Standard_EC16as_v5+3TB_PS"
+                    },
+                    {
+                      "label": "EC16as_v5+4TB_PS - Large",
+                      "value": "Standard_EC16as_v5+4TB_PS"
+                    },
+                    {
+                      "label": "L4s - Small",
+                      "value": "Standard_L4s"
+                    },
+                    {
+                      "label": "L8as_v3 - Medium",
+                      "value": "Standard_L8as_v3"
+                    },
+                    {
+                      "label": "L8s - Medium",
+                      "value": "Standard_L8s"
+                    },
+                    {
+                      "label": "L8s_v2 - Medium",
+                      "value": "Standard_L8s_v2"
+                    },
+                    {
+                      "label": "L8s_v3 - Medium",
+                      "value": "Standard_L8s_v3"
+                    },
+                    {
+                      "label": "L16as_v3 - Large",
+                      "value": "Standard_L16as_v3"
+                    },
+                    {
+                      "label": "L16s - Large",
+                      "value": "Standard_L16s"
+                    },
+                    {
+                      "label": "L16s_v2 - Large",
+                      "value": "Standard_L16s_v2"
+                    },
+                    {
+                      "label": "L16s_v3 - Large",
+                      "value": "Standard_L16s_v3"
+                    },
+                    {
+                      "label": "L32as_v3 - Extra large",
+                      "value": "Standard_L32as_v3"
+                    },
+                    {
+                      "label": "L32s_v3 - Extra large",
+                      "value": "Standard_L32s_v3"
+                    }
+                  ]
+                },
+                "visible": true
+              }
+            ],
+            "visible": "[equals(basics('analyticsBackend').analyticsEngine, 'adx')]"
+          },
+          {
+            "name": "spacer",
+            "type": "Microsoft.Common.TextBlock",
+            "visible": true,
+            "options": {
+              "text": ""
+            }
+          },
+          {
+            "name": "monitoredSpendNote",
+            "type": "Microsoft.Common.TextBlock",
+            "visible": true,
+            "options": {
+              "text": "* Monitored spend refers to how much cost data is stored based on desired retention. For instance, $1 million per month in spend for 13 months is $13 million in monitored spend. The basic deployment with Data Explorer would be $250/mo - $120/mo for a single node cluster plus $10 times 13 for Data Factory and storage costs."
+            }
+          }
+        ]
+      },
+      {
+        "name": "retention",
+        "label": "Data retention",
+        "elements": [
+          {
+            "name": "retentionIntro",
+            "type": "Microsoft.Common.TextBlock",
+            "visible": "[equals(basics('analyticsBackend').analyticsEngine, 'adx')]",
+            "options": {
+              "text": "Data retention settings indicate how long to keep data available for reporting or additional processing. Retained data contributes to monitored spend and the total storage costs for the hub instance."
+            }
+          },
+          {
+            "name": "storageOnlyRetentionInfo",
+            "type": "Microsoft.Common.TextBlock",
+            "visible": "[equals(basics('analyticsBackend').analyticsEngine, 'none')]",
+            "options": {
+              "text": "Storage-only mode keeps all ingested data in Azure Data Lake Storage. Data is retained indefinitely until manually deleted. Use Power BI to connect directly to storage for reporting."
+            }
+          },
+          {
+            "name": "fabricRetentionInfo",
+            "type": "Microsoft.Common.TextBlock",
+            "visible": "[equals(basics('analyticsBackend').analyticsEngine, 'fabric')]",
+            "options": {
+              "text": "Data retention for Microsoft Fabric is managed within your Fabric eventhouse. Configure retention policies directly in Fabric."
+            }
+          },
+          {
+            "name": "remoteHubRetentionInfo",
+            "type": "Microsoft.Common.TextBlock",
+            "visible": "[equals(basics('analyticsBackend').analyticsEngine, 'remote')]",
+            "options": {
+              "text": "Remote Hub satellites forward data to the central hub. Data retention is managed by the central hub, not the satellite."
+            }
+          },
+          {
+            "name": "storage",
+            "type": "Microsoft.Common.Section",
+            "label": "Storage",
+            "visible": false,
+            "elements": [
+              {
+                "name": "storageIntro",
+                "type": "Microsoft.Common.TextBlock",
+                "visible": true,
+                "options": {
+                  "text": "Configure how long to retain data in Azure Data Lake Storage. Storage retention is not fully implemented yet - files will not be automatically removed."
+                }
+              },
+              {
+                "name": "msexportsDays",
+                "type": "Microsoft.Common.TextBox",
+                "label": "Export retention (days)",
+                "defaultValue": "0",
+                "toolTip": "Indicates how many days Cost Management exports are kept in the msexports container. If 0, exported data will be deleted after ingestion. Manifest files are always retained for troubleshooting. If set to any higher value, exported data will be retained indefinitely. This retention setting has not been implemented yet.",
+                "constraints": {
+                  "required": false,
+                  "regex": "^[0-9]{1,4}$",
+                  "validationMessage": "Number of days must be between 0 and 9999."
+                },
+                "visible": true
+              },
+              {
+                "name": "ingestionMonths",
+                "type": "Microsoft.Common.TextBox",
+                "label": "Ingestion retention (months)",
+                "defaultValue": "13",
+                "toolTip": "Indicates how many months exported data is kept in the ingestion container. This retention setting has not been implemented yet.",
+                "constraints": {
+                  "required": false,
+                  "regex": "^[0-9]{1,2}$",
+                  "validationMessage": "Number of months must be between 0 and 99."
+                },
+                "visible": true
+              }
+            ]
+          },
+          {
+            "name": "dataExplorer",
+            "type": "Microsoft.Common.Section",
+            "label": "Data Explorer",
+            "visible": "[equals(basics('analyticsBackend').analyticsEngine, 'adx')]",
+            "elements": [
+              {
+                "name": "dataExplorerIntro",
+                "type": "Microsoft.Common.TextBlock",
+                "visible": true,
+                "options": {
+                  "text": "Configure data retention settings for Azure Data Explorer. When you redeploy or upgrade a hub, values left at the default keep the current retention settings and changed values are applied. To set a value back to the default, edit config/settings.json in the hub storage account or deploy with PowerShell."
+                }
+              },
+              {
+                "name": "rawDays",
+                "type": "Microsoft.Common.TextBox",
+                "label": "Raw data retention (days)",
+                "defaultValue": "0",
+                "toolTip": "Indicates how many days ingested data should be retained in 'raw' tables. If 0, ingested data is deleted immediately after ingested into 'final' (normalized) tables.",
+                "constraints": {
+                  "required": false,
+                  "regex": "^[0-9]{1,4}$",
+                  "validationMessage": "Number of days must be between 0 and 9999."
+                },
+                "visible": true
+              },
+              {
+                "name": "finalMonths",
+                "type": "Microsoft.Common.TextBox",
+                "label": "Normalized data retention (months)",
+                "defaultValue": "13",
+                "toolTip": "Indicates how many closed (complete) months data should be retained in 'final' (normalized) tables. If 0, ingested data is deleted on the first of the next month. This retention setting is only enforced when new data is ingested. If data ingestion stops, historical data will be retained indefinitely.",
+                "constraints": {
+                  "required": false,
+                  "regex": "^[0-9]{1,2}$",
+                  "validationMessage": "Number of months must be between 0 and 99."
+                },
+                "visible": true
+              }
+            ]
+          }
+        ]
+      },
+      {
+        "name": "recommendations",
+        "label": "🆕 Recommendations",
+        "elements": [
+          {
+            "name": "recommendationsIntro",
+            "type": "Microsoft.Common.TextBlock",
+            "visible": true,
+            "options": {
+              "text": "Uncover hidden savings with FinOps hubs recommendations. FinOps hubs can automatically scan your environment using Azure Resource Graph to surface cost optimization opportunities like idle resources and missed discounts that aren't available in Microsoft Cost Management or Azure Advisor."
+            }
+          },
+          {
+            "name": "enableRecommendations",
+            "type": "Microsoft.Common.CheckBox",
+            "label": "Enable hubs recommendations (preview)"
+          },
+          {
+            "name": "included",
+            "type": "Microsoft.Common.Section",
+            "label": "Included recommendations",
+            "visible": "[steps('recommendations').enableRecommendations]",
+            "elements": [
+              {
+                "name": "includedIntro",
+                "type": "Microsoft.Common.TextBlock",
+                "visible": true,
+                "options": {
+                  "text": "The following recommendations are always included when enabled:"
+                }
+              },
+              {
+                "name": "advisorCost",
+                "type": "Microsoft.Common.TextBlock",
+                "visible": true,
+                "options": {
+                  "text": "✅  Azure Advisor cost recommendations"
+                }
+              },
+              {
+                "name": "stoppedVMs",
+                "type": "Microsoft.Common.TextBlock",
+                "visible": true,
+                "options": {
+                  "text": "✅  Stopped (not deallocated) VMs"
+                }
+              },
+              {
+                "name": "unattachedDisks",
+                "type": "Microsoft.Common.TextBlock",
+                "visible": true,
+                "options": {
+                  "text": "✅  Unattached managed disks"
+                }
+              },
+              {
+                "name": "unattachedPublicIPs",
+                "type": "Microsoft.Common.TextBlock",
+                "visible": true,
+                "options": {
+                  "text": "✅  Unattached static public IPs"
+                }
+              },
+              {
+                "name": "emptySQLElasticPools",
+                "type": "Microsoft.Common.TextBlock",
+                "visible": true,
+                "options": {
+                  "text": "✅  Empty SQL elastic pools"
+                }
+              },
+              {
+                "name": "backendlessAppGateways",
+                "type": "Microsoft.Common.TextBlock",
+                "visible": true,
+                "options": {
+                  "text": "✅  Application Gateways with empty backend pools"
+                }
+              },
+              {
+                "name": "backendlessLoadBalancers",
+                "type": "Microsoft.Common.TextBlock",
+                "visible": true,
+                "options": {
+                  "text": "✅  Load Balancers without backends"
+                }
+              }
+            ]
+          },
+          {
+            "name": "optional",
+            "type": "Microsoft.Common.Section",
+            "label": "Optional recommendations",
+            "visible": "[steps('recommendations').enableRecommendations]",
+            "elements": [
+              {
+                "name": "optionalIntro",
+                "type": "Microsoft.Common.TextBlock",
+                "visible": true,
+                "options": {
+                  "text": "The following recommendations do not apply in all cases and are optional:"
+                }
+              },
+              {
+                "name": "enableAHBRecommendations",
+                "type": "Microsoft.Common.CheckBox",
+                "label": "➕  Azure Hybrid Benefit",
+                "toolTip": "Flag VMs and SQL VMs without Azure Hybrid Benefit enabled. May generate noise if your organization does not have on-premises licenses."
+              },
+              {
+                "name": "enableSpotRecommendations",
+                "type": "Microsoft.Common.CheckBox",
+                "label": "➕  Non-Spot AKS cluster",
+                "toolTip": "Flag AKS clusters with autoscaling but not using Spot VMs. May generate noise since Spot VMs are only appropriate for interruptible workloads."
+              }
+            ]
+          },
+          {
+            "name": "permissions",
+            "type": "Microsoft.Common.Section",
+            "label": "Required permissions",
+            "visible": "[steps('recommendations').enableRecommendations]",
+            "elements": [
+              {
+                "name": "permissionsNote",
+                "type": "Microsoft.Common.TextBlock",
+                "visible": true,
+                "options": {
+                  "text": "The Data Factory managed identity requires Reader role on the management groups or subscriptions you want to scan. After deployment, grant the hub's managed identity Reader access to the desired scopes."
+                }
+              }
+            ]
+          }
+        ]
+      },
+      {
+        "name": "advanced",
+        "label": "Advanced",
+        "elements": [
+          {
+            "name": "storage",
+            "type": "Microsoft.Common.Section",
+            "label": "Infrastructure encryption",
+            "elements": [
+              {
+                "name": "infraEncryptionIntro",
+                "type": "Microsoft.Common.TextBlock",
+                "visible": true,
+                "options": {
+                  "text": "Infrastructure encryption can be enabled for the entire storage account. To enable infrastructure encryption for this storage account, you must check this box at the time that you deploy this template.",
+                  "link": {
+                    "label": "Learn more",
+                    "uri": "https://learn.microsoft.com/azure/storage/common/infrastructure-encryption-enable?tabs=portal"
+                  }
+                }
+              },
+              {
+                "name": "infraEncryptionPricing",
+                "type": "Microsoft.Common.TextBlock",
+                "visible": true,
+                "options": {
+                  "text": "To learn about pricing for encryption scopes, see",
+                  "link": {
+                    "label": "Blob Storage pricing",
+                    "uri": "https://azure.microsoft.com/pricing/details/storage/blobs/"
+                  }
+                }
+              },
+              {
+                "name": "enableInfrastructureEncryption",
+                "type": "Microsoft.Common.CheckBox",
+                "label": "Enable Infrastructure Encryption",
+                "toolTip": "Infrastructure encryption is recommended for scenarios where doubly encrypting data is necessary for compliance requirements. For most other scenarios, Azure Storage encryption provides a sufficiently powerful encryption algorithm, and there is unlikely to be a benefit to using infrastructure encryption unless for compliance requirements."
+              }
+            ],
+            "visible": true
+          },
+          {
+            "name": "managedExports",
+            "type": "Microsoft.Common.Section",
+            "label": "Managed exports",
+            "elements": [
+              {
+                "name": "managedExportsIntro",
+                "type": "Microsoft.Common.TextBlock",
+                "visible": true,
+                "options": {
+                  "text": "Managed exports allow your FinOps hub instance to create and run Cost Management exports on your behalf using a schedule you define. This feature is not supported for Microsoft Customer Agreement (MCA) billing profiles."
+                }
+              },
+              {
+                "name": "enableManagedExports",
+                "type": "Microsoft.Common.CheckBox",
+                "label": "Enable managed exports",
+                "toolTip": "Creating exports in Cost Management requires the ability to grant access to the export destination. You must have access to grant the Role Based Access Control Administrator role to your FinOps hub to enable managed exports."
+              }
+            ],
+            "visible": true
+          },
+          {
+            "name": "networking",
+            "type": "Microsoft.Common.Section",
+            "label": "Networking",
+            "elements": [
+              {
+                "name": "infraEncryptionIntro",
+                "type": "Microsoft.Common.TextBlock",
+                "visible": true,
+                "options": {
+                  "text": "For enhanced security, consider blocking external access to your FinOps hub instance to enable secure, private connectivity to your cloud resources by eliminating exposure to the public internet. Private endpoints can incur significant additional cost. Please understand the cost impact before selecting this option."
+                }
+              },
+              {
+                "name": "enablePublicAccess",
+                "type": "Microsoft.Common.DropDown",
+                "label": "Access",
+                "toolTip": "Indicate whether FinOps hubs resources should be accessible by the internet or not. If set to private, all resources will be hidden behind a virtual network private endpoint. This will incur additional costs for data crossing virtual network boundaries and for virtual network peering, if configured.",
+                "defaultValue": "Public",
+                "multiLine": true,
+                "constraints": {
+                  "allowedValues": [
+                    {
+                      "label": "Public",
+                      "description": "Allow external access to storage and Data Explorer.",
+                      "value": true
+                    },
+                    {
+                      "label": "Private",
+                      "description": "Block all external access. This will incur additional charges.",
+                      "value": false
+                    }
+                  ]
+                }
+              },
+              {
+                "name": "virtualNetworkAddressPrefix",
+                "type": "Microsoft.Common.TextBox",
+                "label": "Address prefix",
+                "toolTip": "Address space for the workload. Minimum /26 subnet size is required for the workload.",
+                "defaultValue": "10.20.30.0/26",
+                "constraints": {
+                  "validations": [
+                    {
+                      "regex": "^[0-9]{1,3}\\.[0-9]{1,3}\\.[0-9]{1,3}\\.[0-9]{1,3}\\/([8-9]|1[0-9]|2[0-6])$",
+                      "message": "Address prefix must be a valid IPv4 address in the format 'XXX.XXX.XXX.XXX/YY' where YY is between 8 and 26 (minimum /26 subnet size required)."
+                    }
+                  ]
+                },
+                "visible": "[equals(steps('advanced').networking.enablePublicAccess, false)]"
+              },
+              {
+                "name": "enableNatGateway",
+                "type": "Microsoft.Common.CheckBox",
+                "label": "Deploy NAT Gateway for controlled outbound access",
+                "toolTip": "Required by the September 2025 'Subnets should be private' policy. Adds a Standard NAT Gateway and Standard static Public IP attached to the script and Data Explorer subnets to provide controlled outbound internet access. Leave unchecked if you have your own egress path (UDR to firewall, peered hub with NAT, etc.).",
+                "defaultValue": false,
+                "visible": "[equals(steps('advanced').networking.enablePublicAccess, false)]"
+              }
+            ],
+            "visible": true
+          }
+        ]
+      },
+      {
+        "name": "tags",
+        "label": "Tags",
+        "elements": [
+          {
+            "name": "tagsByResource",
+            "label": "Tags",
+            "toolTip": "Tags to apply to resources.",
+            "type": "Microsoft.Common.TagsByResource",
+            "resources": [
+              "Microsoft.DataFactory/factories",
+              "Microsoft.KeyVault/vaults",
+              "Microsoft.Kusto/clusters",
+              "Microsoft.ManagedIdentity/userAssignedIdentities",
+              "Microsoft.Network/privateDnsZones",
+              "Microsoft.Network/privateDnsZones/virtualNetworkLinks",
+              "Microsoft.Network/privateEndpoints",
+              "Microsoft.Network/publicIPAddresses",
+              "Microsoft.Network/natGateways",
+              "Microsoft.Resources/deploymentScripts",
+              "Microsoft.Storage/storageAccounts"
+            ]
+          }
+        ]
+      }
+    ],
+    "outputs": {
+      "hubName": "[basics('hubName')]",
+      "location": "[location()]",
+      "storageSku": "[steps('pricing').storage.storageSku]",
+      "dataExplorerName": "[if(equals(basics('analyticsBackend').analyticsEngine, 'adx'), basics('analyticsBackend').dataExplorerName, '')]",
+      "fabricQueryUri": "[if(equals(basics('analyticsBackend').analyticsEngine, 'fabric'), basics('analyticsBackend').fabricQueryUri, '')]",
+      "fabricCapacityUnits": "[if(equals(basics('analyticsBackend').analyticsEngine, 'fabric'), basics('analyticsBackend').fabricCapacity, '')]",
+      "enableInfrastructureEncryption": "[steps('advanced').storage.enableInfrastructureEncryption]",
+      "enableManagedExports": "[steps('advanced').managedExports.enableManagedExports]",
+      "enableRecommendations": "[steps('recommendations').enableRecommendations]",
+      "enableAHBRecommendations": "[steps('recommendations').optional.enableAHBRecommendations]",
+      "enableSpotRecommendations": "[steps('recommendations').optional.enableSpotRecommendations]",
+      "enablePublicAccess": "[steps('advanced').networking.enablePublicAccess]",
+      "enableNatGateway": "[steps('advanced').networking.enableNatGateway]",
+      "virtualNetworkAddressPrefix": "[steps('advanced').networking.virtualNetworkAddressPrefix]",
+      "dataExplorerSku": "[steps('pricing').dataExplorer.dataExplorerSku]",
+      "exportRetentionInDays": "[if(or(equals(steps('retention').storage.msexportsDays, ''), equals(steps('retention').storage.msexportsDays, '0')), parse('null'), steps('retention').storage.msexportsDays)]",
+      "ingestionRetentionInMonths": "[if(or(equals(steps('retention').storage.ingestionMonths, ''), equals(steps('retention').storage.ingestionMonths, '13')), parse('null'), steps('retention').storage.ingestionMonths)]",
+      "dataExplorerRawRetentionInDays": "[if(or(equals(steps('retention').dataExplorer.rawDays, ''), equals(steps('retention').dataExplorer.rawDays, '0')), parse('null'), steps('retention').dataExplorer.rawDays)]",
+      "dataExplorerFinalRetentionInMonths": "[if(or(equals(steps('retention').dataExplorer.finalMonths, ''), equals(steps('retention').dataExplorer.finalMonths, '13')), parse('null'), steps('retention').dataExplorer.finalMonths)]",
+      "remoteHubStorageUri": "[if(equals(basics('analyticsBackend').analyticsEngine, 'remote'), basics('analyticsBackend').remoteHubStorageUri, '')]",
+      "remoteHubStorageKey": "[if(equals(basics('analyticsBackend').analyticsEngine, 'remote'), basics('analyticsBackend').remoteHubStorageKey, '')]",
+      "enablePurgeProtection": "[if(equals(basics('analyticsBackend').analyticsEngine, 'remote'), coalesce(basics('analyticsBackend').enablePurgeProtection, false), false)]",
+      "tagsByResource": "[steps('tags').tagsByResource]"
+    }
+  }
+}
diff --git a/docs/deploy/finops-hub-latest.json b/docs/deploy/finops-hub-latest.json
index 5d526c052..207336277 100644
--- a/docs/deploy/finops-hub-latest.json
+++ b/docs/deploy/finops-hub-latest.json
@@ -10,7 +10,7 @@
     "_generator": {
       "name": "bicep",
       "version": "0.40.2.10011",
-      "templateHash": "226946645700673160"
+      "templateHash": "7714892940236779248"
     }
   },
   "parameters": {
@@ -70,7 +70,7 @@
       "type": "bool",
       "defaultValue": true,
       "metadata": {
-        "description": "Optional. Enable managed exports where your FinOps hub instance will create and run Cost Management exports on your behalf. Not supported for Microsoft Customer Agreement (MCA) billing profiles. Requires the ability to grant User Access Administrator role to FinOps hubs, which is required to create Cost Management exports. Default: true."
+        "description": "Optional. Enable managed exports where your FinOps hub instance will create and run Cost Management exports on your behalf. Not supported for Microsoft Customer Agreement (MCA) billing profiles. Requires the ability to grant the Role Based Access Control Administrator role to FinOps hubs, which is required to create Cost Management exports. Default: true."
       }
     },
     "enableRecommendations": {
@@ -222,30 +222,30 @@
     },
     "exportRetentionInDays": {
       "type": "int",
-      "defaultValue": 0,
+      "nullable": true,
       "metadata": {
-        "description": "Optional. Number of days of data to retain in the msexports container. Default: 0."
+        "description": "Optional. Number of days of data to retain in the msexports container. If not specified, keeps the current value from settings.json (0 for new hubs)."
       }
     },
     "ingestionRetentionInMonths": {
       "type": "int",
-      "defaultValue": 13,
+      "nullable": true,
       "metadata": {
-        "description": "Optional. Number of months of data to retain in the ingestion container. Default: 13."
+        "description": "Optional. Number of months of data to retain in the ingestion container. If not specified, keeps the current value from settings.json (13 for new hubs)."
       }
     },
     "dataExplorerRawRetentionInDays": {
       "type": "int",
-      "defaultValue": 0,
+      "nullable": true,
       "metadata": {
-        "description": "Optional. Number of days of data to retain in the Data Explorer *_raw tables. Default: 0."
+        "description": "Optional. Number of days of data to retain in the Data Explorer *_raw tables. If not specified, keeps the current value from settings.json (0 for new hubs)."
       }
     },
     "dataExplorerFinalRetentionInMonths": {
       "type": "int",
-      "defaultValue": 13,
+      "nullable": true,
       "metadata": {
-        "description": "Optional. Number of months of data to retain in the Data Explorer *_final_v* tables. Default: 13."
+        "description": "Optional. Number of months of data to retain in the Data Explorer *_final_v* tables. If not specified, keeps the current value from settings.json (13 for new hubs)."
       }
     },
     "enablePublicAccess": {
@@ -255,6 +255,13 @@
         "description": "Optional. Enable public access to FinOps hubs resources.  Default: true."
       }
     },
+    "enableNatGateway": {
+      "type": "bool",
+      "defaultValue": false,
+      "metadata": {
+        "description": "Optional. Deploy a NAT Gateway for controlled outbound access when private routing is enabled. When true, the script and Data Explorer subnets route outbound traffic through the NAT Gateway. Ignored when enablePublicAccess is true. Default: false."
+      }
+    },
     "virtualNetworkAddressPrefix": {
       "type": "string",
       "defaultValue": "10.20.30.0/26",
@@ -346,6 +353,9 @@
           "enablePublicAccess": {
             "value": "[parameters('enablePublicAccess')]"
           },
+          "enableNatGateway": {
+            "value": "[parameters('enableNatGateway')]"
+          },
           "virtualNetworkAddressPrefix": {
             "value": "[parameters('virtualNetworkAddressPrefix')]"
           }
@@ -362,7 +372,7 @@
             "_generator": {
               "name": "bicep",
               "version": "0.40.2.10011",
-              "templateHash": "7162281148421492367"
+              "templateHash": "10261134030155853573"
             }
           },
           "definitions": {
@@ -449,6 +459,9 @@
                     "networkAddressPrefix": {
                       "type": "string"
                     },
+                    "natGateway": {
+                      "type": "bool"
+                    },
                     "privateRouting": {
                       "type": "bool"
                     },
@@ -487,6 +500,7 @@
                   "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
                   "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
                   "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                  "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
                   "privateRouting": "Indicates whether private network routing is enabled.",
                   "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
                   "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
@@ -524,6 +538,9 @@
                     "dfs": {
                       "$ref": "#/definitions/_1.IdNameObject"
                     },
+                    "file": {
+                      "$ref": "#/definitions/_1.IdNameObject"
+                    },
                     "queue": {
                       "$ref": "#/definitions/_1.IdNameObject"
                     },
@@ -560,6 +577,7 @@
                 "dnsZones": {
                   "blob": "Resource ID and name for the blob storage DNS zone.",
                   "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                  "file": "Resource ID and name for the file storage DNS zone.",
                   "queue": "Resource ID and name for the queue storage DNS zone.",
                   "table": "Resource ID and name for the table storage DNS zone."
                 },
@@ -730,6 +748,10 @@
                       "type": "bool",
                       "name": "enablePublicAccess"
                     },
+                    {
+                      "type": "bool",
+                      "name": "enableNatGateway"
+                    },
                     {
                       "type": "string",
                       "name": "networkName"
@@ -757,6 +779,7 @@
                         "keyVaultSku": "[parameters('keyVaultSku')]",
                         "keyVaultEnablePurgeProtection": "[parameters('keyVaultEnablePurgeProtection')]",
                         "networkAddressPrefix": "[parameters('networkAddressPrefix')]",
+                        "natGateway": "[and(not(parameters('enablePublicAccess')), parameters('enableNatGateway'))]",
                         "privateRouting": "[not(parameters('enablePublicAccess'))]",
                         "publisherIsolation": false,
                         "storageInfrastructureEncryption": "[parameters('enableInfrastructureEncryption')]",
@@ -769,6 +792,7 @@
                         "dnsZones": {
                           "blob": "[if(parameters('enablePublicAccess'), createObject('id', '', 'name', ''), _1.dnsZoneIdName('blob'))]",
                           "dfs": "[if(parameters('enablePublicAccess'), createObject('id', '', 'name', ''), _1.dnsZoneIdName('dfs'))]",
+                          "file": "[if(parameters('enablePublicAccess'), createObject('id', '', 'name', ''), _1.dnsZoneIdName('file'))]",
                           "queue": "[if(parameters('enablePublicAccess'), createObject('id', '', 'name', ''), _1.dnsZoneIdName('queue'))]",
                           "table": "[if(parameters('enablePublicAccess'), createObject('id', '', 'name', ''), _1.dnsZoneIdName('table'))]"
                         },
@@ -899,6 +923,10 @@
                       "type": "bool",
                       "name": "enablePublicAccess"
                     },
+                    {
+                      "type": "bool",
+                      "name": "enableNatGateway"
+                    },
                     {
                       "type": "string",
                       "name": "networkAddressPrefix"
@@ -910,7 +938,7 @@
                   ],
                   "output": {
                     "$ref": "#/definitions/_1.HubProperties",
-                    "value": "[_1.newHubInternal(format('{0}/providers/Microsoft.Cloud/hubs/{1}', resourceGroup().id, parameters('name')), parameters('name'), uniqueString(parameters('name'), resourceGroup().id), parameters('location'), parameters('tags'), parameters('tagsByResource'), parameters('storageSku'), parameters('keyVaultSku'), parameters('keyVaultEnablePurgeProtection'), parameters('enableInfrastructureEncryption'), parameters('enablePublicAccess'), format('{0}-vnet-{1}', _1.safeStorageName(parameters('name')), parameters('location')), parameters('networkAddressPrefix'), coalesce(parameters('isTelemetryEnabled'), true()))]"
+                    "value": "[_1.newHubInternal(format('{0}/providers/Microsoft.Cloud/hubs/{1}', resourceGroup().id, parameters('name')), parameters('name'), uniqueString(parameters('name'), resourceGroup().id), parameters('location'), parameters('tags'), parameters('tagsByResource'), parameters('storageSku'), parameters('keyVaultSku'), parameters('keyVaultEnablePurgeProtection'), parameters('enableInfrastructureEncryption'), parameters('enablePublicAccess'), parameters('enableNatGateway'), format('{0}-vnet-{1}', _1.safeStorageName(parameters('name')), parameters('location')), parameters('networkAddressPrefix'), coalesce(parameters('isTelemetryEnabled'), true()))]"
                   },
                   "metadata": {
                     "description": "Creates a new FinOps hub configuration object.",
@@ -990,7 +1018,7 @@
               "type": "bool",
               "defaultValue": true,
               "metadata": {
-                "description": "Optional. Enable managed exports where your FinOps hub instance will create and run Cost Management exports on your behalf. Not supported for Microsoft Customer Agreement (MCA) billing profiles. Requires the ability to grant User Access Administrator role to FinOps hubs, which is required to create Cost Management exports. Default: true."
+                "description": "Optional. Enable managed exports where your FinOps hub instance will create and run Cost Management exports on your behalf. Not supported for Microsoft Customer Agreement (MCA) billing profiles. Requires the ability to grant the Role Based Access Control Administrator role to FinOps hubs, which is required to create Cost Management exports. Default: true."
               }
             },
             "enableRecommendations": {
@@ -1142,30 +1170,30 @@
             },
             "exportRetentionInDays": {
               "type": "int",
-              "defaultValue": 0,
+              "nullable": true,
               "metadata": {
-                "description": "Optional. Number of days of data to retain in the msexports container. Default: 0."
+                "description": "Optional. Number of days of data to retain in the msexports container. If not specified, keeps the current value from settings.json (0 for new hubs)."
               }
             },
             "ingestionRetentionInMonths": {
               "type": "int",
-              "defaultValue": 13,
+              "nullable": true,
               "metadata": {
-                "description": "Optional. Number of months of data to retain in the ingestion container. Default: 13."
+                "description": "Optional. Number of months of data to retain in the ingestion container. If not specified, keeps the current value from settings.json (13 for new hubs)."
               }
             },
             "dataExplorerRawRetentionInDays": {
               "type": "int",
-              "defaultValue": 0,
+              "nullable": true,
               "metadata": {
-                "description": "Optional. Number of days of data to retain in the Data Explorer *_raw tables. Default: 0."
+                "description": "Optional. Number of days of data to retain in the Data Explorer *_raw tables. If not specified, keeps the current value from settings.json (0 for new hubs)."
               }
             },
             "dataExplorerFinalRetentionInMonths": {
               "type": "int",
-              "defaultValue": 13,
+              "nullable": true,
               "metadata": {
-                "description": "Optional. Number of months of data to retain in the Data Explorer *_final_v* tables. Default: 13."
+                "description": "Optional. Number of months of data to retain in the Data Explorer *_final_v* tables. If not specified, keeps the current value from settings.json (13 for new hubs)."
               }
             },
             "enablePublicAccess": {
@@ -1175,6 +1203,13 @@
                 "description": "Optional. Enable public access to the data lake. Default: true."
               }
             },
+            "enableNatGateway": {
+              "type": "bool",
+              "defaultValue": false,
+              "metadata": {
+                "description": "Optional. Deploy a NAT Gateway for controlled outbound access when private routing is enabled. When true, the script and Data Explorer subnets route outbound traffic through the NAT Gateway. Ignored when enablePublicAccess is true. Default: false."
+              }
+            },
             "virtualNetworkAddressPrefix": {
               "type": "string",
               "defaultValue": "10.20.30.0/26",
@@ -1191,14 +1226,14 @@
             }
           },
           "variables": {
-            "$fxv#0": "14.0",
-            "$fxv#1": "# Copyright (c) Microsoft Corporation.\n# Licensed under the MIT License.\n\n# Init outputs\n$DeploymentScriptOutputs = @{}\n\n#\n$adfParams = @{\n    ResourceGroupName = $env:DataFactoryResourceGroup\n    DataFactoryName   = $env:DataFactoryName\n}\n\n# Delete old triggers\n$triggers = Get-AzDataFactoryV2Trigger @adfParams -ErrorAction SilentlyContinue `\n| Where-Object { $_.Name -match '^msexports(_(setup|daily|monthly|extract|FileAdded))?$' }\n$DeploymentScriptOutputs[\"stopTriggers\"] = $triggers | Stop-AzDataFactoryV2Trigger -Force -ErrorAction SilentlyContinue\n$DeploymentScriptOutputs[\"deleteTriggers\"] = $triggers | Remove-AzDataFactoryV2Trigger -Force -ErrorAction SilentlyContinue\n\n# Delete old pipelines\n$DeploymentScriptOutputs[\"pipelines\"] = Get-AzDataFactoryV2Pipeline @adfParams -ErrorAction SilentlyContinue `\n| Where-Object { $_.Name -match '^(msexports_(backfill|extract|fill|get|run|setup|transform)|config_(BackfillData|ExportData|RunBackfill|RunExports))$' } `\n| Remove-AzDataFactoryV2Pipeline -Force -ErrorAction SilentlyContinue\n\n# Delete old datasets\n$DeploymentScriptOutputs[\"datasets\"] = Get-AzDataFactoryV2Dataset @adfParams -ErrorAction SilentlyContinue `\n| Where-Object { $_.Name -eq 'manifest' } `\n| Remove-AzDataFactoryV2Dataset -Force -ErrorAction SilentlyContinue\n",
-            "hub": "[__bicep.newHub(parameters('hubName'), parameters('location'), parameters('tags'), parameters('tagsByResource'), parameters('storageSku'), parameters('keyVaultSku'), parameters('enablePurgeProtection'), parameters('enableInfrastructureEncryption'), parameters('enablePublicAccess'), parameters('virtualNetworkAddressPrefix'), parameters('enableDefaultTelemetry'))]",
+            "$fxv#0": "15.0",
+            "$fxv#1": "# Copyright (c) Microsoft Corporation.\r\n# Licensed under the MIT License.\r\n\r\n# Init outputs\r\n$DeploymentScriptOutputs = @{}\r\n\r\n#\r\n$adfParams = @{\r\n    ResourceGroupName = $env:DataFactoryResourceGroup\r\n    DataFactoryName   = $env:DataFactoryName\r\n}\r\n\r\n# Delete old triggers\r\n$triggers = Get-AzDataFactoryV2Trigger @adfParams -ErrorAction SilentlyContinue `\r\n| Where-Object { $_.Name -match '^msexports(_(setup|daily|monthly|extract|FileAdded))?$' }\r\n$DeploymentScriptOutputs[\"stopTriggers\"] = $triggers | Stop-AzDataFactoryV2Trigger -Force -ErrorAction SilentlyContinue\r\n$DeploymentScriptOutputs[\"deleteTriggers\"] = $triggers | Remove-AzDataFactoryV2Trigger -Force -ErrorAction SilentlyContinue\r\n\r\n# Delete old pipelines\r\n$DeploymentScriptOutputs[\"pipelines\"] = Get-AzDataFactoryV2Pipeline @adfParams -ErrorAction SilentlyContinue `\r\n| Where-Object { $_.Name -match '^(msexports_(backfill|extract|fill|get|run|setup|transform)|config_(BackfillData|ExportData|RunBackfill|RunExports))$' } `\r\n| Remove-AzDataFactoryV2Pipeline -Force -ErrorAction SilentlyContinue\r\n\r\n# Delete old datasets\r\n$DeploymentScriptOutputs[\"datasets\"] = Get-AzDataFactoryV2Dataset @adfParams -ErrorAction SilentlyContinue `\r\n| Where-Object { $_.Name -eq 'manifest' } `\r\n| Remove-AzDataFactoryV2Dataset -Force -ErrorAction SilentlyContinue\r\n",
+            "hub": "[__bicep.newHub(parameters('hubName'), parameters('location'), parameters('tags'), parameters('tagsByResource'), parameters('storageSku'), parameters('keyVaultSku'), parameters('enablePurgeProtection'), parameters('enableInfrastructureEncryption'), parameters('enablePublicAccess'), parameters('enableNatGateway'), parameters('virtualNetworkAddressPrefix'), parameters('enableDefaultTelemetry'))]",
             "useFabric": "[not(empty(parameters('fabricQueryUri')))]",
             "useAzureDataExplorer": "[and(not(variables('useFabric')), not(empty(parameters('dataExplorerName'))))]",
             "telemetryId": "00f120b5-2007-6120-0000-40b000000000",
             "telemetryString": "[join(createArray(if(or(empty(parameters('remoteHubStorageUri')), empty(parameters('remoteHubStorageKey'))), '', 'R'), substring(split(parameters('storageSku'), '_')[1], 0, 1), if(not(variables('useFabric')), '', format('F{0}', parameters('fabricCapacityUnits'))), if(not(variables('useAzureDataExplorer')), '', format('X{0}', substring(parameters('dataExplorerSku'), 0, 1))), if(not(variables('useAzureDataExplorer')), '', replace(replace(replace(replace(replace(replace(replace(replace(split(split(parameters('dataExplorerSku'), 'Standard_')[1], '_')[0], 'C', ''), 'D', ''), 'E', ''), 'L', ''), 'a', ''), 'd', ''), 'i', ''), 's', '')), if(or(not(variables('useAzureDataExplorer')), equals(parameters('dataExplorerCapacity'), 1)), '', format('x{0}', parameters('dataExplorerCapacity'))), if(parameters('enablePublicAccess'), '', 'P')), '')]",
-            "_1.finOpsToolkitVersion": "14.0"
+            "_1.finOpsToolkitVersion": "15.0"
           },
           "resources": {
             "telemetry": {
@@ -1263,13 +1298,13 @@
                     "_generator": {
                       "name": "bicep",
                       "version": "0.40.2.10011",
-                      "templateHash": "17799143535677442818"
+                      "templateHash": "6960126732629411571"
                     },
                     "hubApp": {
                       "id": "Microsoft.FinOpsHubs.Core",
-                      "version": "14.0",
+                      "version": "15.0",
                       "dependencies": [],
-                      "metadata": "https://microsoft.github.io/finops-toolkit/deploy/finops-hub/14.0/Microsoft.FinOpsHubs/Core/metadata.bicep"
+                      "metadata": "https://microsoft.github.io/finops-toolkit/deploy/finops-hub/15.0/Microsoft.FinOpsHubs/Core/metadata.bicep"
                     }
                   },
                   "definitions": {
@@ -1309,6 +1344,9 @@
                             "networkAddressPrefix": {
                               "type": "string"
                             },
+                            "natGateway": {
+                              "type": "bool"
+                            },
                             "privateRouting": {
                               "type": "bool"
                             },
@@ -1347,6 +1385,7 @@
                           "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
                           "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
                           "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
                           "privateRouting": "Indicates whether private network routing is enabled.",
                           "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
                           "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
@@ -1384,6 +1423,9 @@
                             "dfs": {
                               "$ref": "#/definitions/_1.IdNameObject"
                             },
+                            "file": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            },
                             "queue": {
                               "$ref": "#/definitions/_1.IdNameObject"
                             },
@@ -1420,6 +1462,7 @@
                         "dnsZones": {
                           "blob": "Resource ID and name for the blob storage DNS zone.",
                           "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                          "file": "Resource ID and name for the file storage DNS zone.",
                           "queue": "Resource ID and name for the queue storage DNS zone.",
                           "table": "Resource ID and name for the table storage DNS zone."
                         },
@@ -1671,41 +1714,48 @@
                     },
                     "msexportRetentionInDays": {
                       "type": "int",
-                      "defaultValue": 0,
+                      "nullable": true,
                       "metadata": {
-                        "description": "Optional. Number of days of data to retain in the msexports container. Default: 0."
+                        "description": "Optional. Number of days of data to retain in the msexports container. If not specified, keeps the current value from settings.json (0 for new hubs)."
                       }
                     },
                     "ingestionRetentionInMonths": {
                       "type": "int",
-                      "defaultValue": 13,
+                      "nullable": true,
                       "metadata": {
-                        "description": "Optional. Number of months of data to retain in the ingestion container. Default: 13."
+                        "description": "Optional. Number of months of data to retain in the ingestion container. If not specified, keeps the current value from settings.json (13 for new hubs)."
                       }
                     },
                     "rawRetentionInDays": {
                       "type": "int",
-                      "defaultValue": 0,
+                      "nullable": true,
                       "metadata": {
-                        "description": "Optional. Number of days of data to retain in the Data Explorer *_raw tables. Default: 0."
+                        "description": "Optional. Number of days of data to retain in the Data Explorer *_raw tables. If not specified, keeps the current value from settings.json (0 for new hubs)."
                       }
                     },
                     "finalRetentionInMonths": {
                       "type": "int",
-                      "defaultValue": 13,
+                      "nullable": true,
+                      "metadata": {
+                        "description": "Optional. Number of months of data to retain in the Data Explorer *_final_v* tables. If not specified, keeps the current value from settings.json (13 for new hubs)."
+                      }
+                    },
+                    "forceUpdateTag": {
+                      "type": "string",
+                      "defaultValue": "[utcNow()]",
                       "metadata": {
-                        "description": "Optional. Number of months of data to retain in the Data Explorer *_final_v* tables. Default: 13."
+                        "description": "Optional. Forces the settings script to run on every deployment so changed retention values always apply. Do not change."
                       }
                     }
                   },
                   "variables": {
-                    "$fxv#0": "# Copyright (c) Microsoft Corporation.\n# Licensed under the MIT License.\n\nWrite-Output \"Updating settings.json file...\"\nWrite-Output \"  Storage account: $env:storageAccountName\"\nWrite-Output \"  Container: $env:containerName\"\n\n$validateScopes = { $_.scope.Length -gt 45 }\n\n# Initialize variables\n$fileName = 'settings.json'\n$filePath = Join-Path -Path . -ChildPath $fileName\n$newScopes = $env:scopes.Split('|') | ForEach-Object { [PSCustomObject]@{ scope = $_ } } | Where-Object $validateScopes\n\n# Get storage context\n$storageContext = @{\n    Context   = New-AzStorageContext -StorageAccountName $env:storageAccountName -UseConnectedAccount\n    Container = $env:containerName\n}\n\n# Download existing settings, if they exist\n$blob = Get-AzStorageBlobContent @storageContext -Blob $fileName -Destination $filePath -Force\nif ($blob)\n{\n    $text = Get-Content $filePath -Raw\n    Write-Output \"---------\"\n    Write-Output $text\n    Write-Output \"---------\"\n    $json = $text | ConvertFrom-Json\n    Write-Output \"Existing settings.json file found. Updating...\"\n\n    # Rename exportScopes to scopes + convert to object array\n    if ($json.exportScopes)\n    {\n        Write-Output \"  Updating exportScopes...\"\n        if ($json.exportScopes[0] -is [string])\n        {\n            Write-Output \"    Converting string array to object array...\"\n            $json.exportScopes = @($json.exportScopes | Where-Object $validateScopes | ForEach-Object { @{ scope = $_ } })\n            if (-not ($json.exportScopes -is [array]))\n            {\n                Write-Output \"    Converting single object to object array...\"\n                $json.exportScopes = @($json.exportScopes)\n            }\n        }\n\n        Write-Output \"    Renaming to 'scopes'...\"\n        $json | Add-Member -MemberType NoteProperty -Name scopes -Value $json.exportScopes\n        $json.PSObject.Properties.Remove('exportScopes')\n    }\n\n    # Force string array to object array with unique values\n    if ($json.scopes)\n    {\n        Write-Output \"  Converting string array to object array...\"\n        $scopeArray = @()\n        $json.scopes | Where-Object $validateScopes | ForEach-Object { $scopeArray += $_ } | Select-Object -Unique\n        $json.scopes = @() + $scopeArray\n    }\n}\n\n# Set default if not found\nif (!$json)\n{\n    Write-Output \"No existing settings.json file found. Creating new file...\"\n    $json = [ordered]@{\n        '$schema' = 'https://aka.ms/finops/hubs/settings-schema'\n        type      = 'HubInstance'\n        version   = ''\n        learnMore = 'https://aka.ms/finops/hubs'\n        scopes    = @()\n        retention = @{\n            'msexports' = @{\n                days = 0\n            }\n            'ingestion' = @{\n                months = 13\n            }\n            'raw'       = @{\n                days = 0\n            }\n            'final'     = @{\n                months = 13\n            }\n        }\n    }\n\n    $text = $json | ConvertTo-Json\n    Write-Output \"---------\"\n    Write-Output $text\n    Write-Output \"---------\"\n}\n\n# Set default retention\nif (!($json.retention))\n{\n    # In case the retention object is not present in the settings.json file (versions before 0.4), add it with default values\n    $retention = @\"\n    {\n        \"msexports\": {\n            \"days\": 0\n        },\n        \"ingestion\": {\n            \"months\": 13\n        },\n        \"raw\": {\n            \"days\": 0\n        },\n        \"final\": {\n            \"months\": 13\n        }\n    }\n\"@\n    $json | Add-Member -Name retention -Value (ConvertFrom-Json $retention) -MemberType NoteProperty\n}\n\n# Set or update msexports retention\nif (!($json.retention.msexports))\n{\n    $json.retention | Add-Member -Name msexports -Value (ConvertFrom-Json \"{\"\"days\"\":$($env:msexportRetentionInDays)}\") -MemberType NoteProperty\n}\nelse\n{\n    $json.retention.msexports.days = [Int32]::Parse($env:msexportRetentionInDays)\n}\n\n# Set or update ingestion retention\nif (!($json.retention.ingestion))\n{\n    $json.retention | Add-Member -Name ingestion -Value (ConvertFrom-Json \"{\"\"months\"\":$($env:ingestionRetentionInMonths)}\") -MemberType NoteProperty\n}\nelse\n{\n    $json.retention.ingestion.months = [Int32]::Parse($env:ingestionRetentionInMonths)\n}\n\n# Set or update raw retention\nif (!($json.retention.raw))\n{\n    $json.retention | Add-Member -Name raw -Value (ConvertFrom-Json \"{\"\"days\"\":$($env:rawRetentionInDays)}\") -MemberType NoteProperty\n}\nelse\n{\n    $json.retention.raw.days = [Int32]::Parse($env:rawRetentionInDays)\n}\n\n# Set or update final retention\nif (!($json.retention.final))\n{\n    $json.retention | Add-Member -Name final -Value (ConvertFrom-Json \"{\"\"months\"\":$($env:finalRetentionInMonths)}\") -MemberType NoteProperty\n}\nelse\n{\n    $json.retention.final.months = [Int32]::Parse($env:finalRetentionInMonths)\n}\n\n# Updating settings\nWrite-Output \"Updating version to $env:ftkVersion...\"\n$json.version = $env:ftkVersion\n$json.scopes = ($json.scopes + $newScopes) | Sort-Object scope -Unique\nif ($null -eq $json.scopes) { $json.scopes = @() }\n$text = $json | ConvertTo-Json\nWrite-Output \"---------\"\nWrite-Output $text\nWrite-Output \"---------\"\n$text | Out-File $filePath\n\n# Upload new/updated settings\nWrite-Output \"Uploading settings.json file...\"\nSet-AzStorageBlobContent @storageContext -File $filePath -Force | Out-Null\n",
+                    "$fxv#0": "# Copyright (c) Microsoft Corporation.\r\n# Licensed under the MIT License.\r\n\r\nWrite-Output \"Updating settings.json file...\"\r\nWrite-Output \"  Storage account: $env:storageAccountName\"\r\nWrite-Output \"  Container: $env:containerName\"\r\n\r\n$validateScopes = { $_.scope.Length -gt 45 }\r\n\r\n# Initialize variables\r\n$fileName = 'settings.json'\r\n$filePath = Join-Path -Path . -ChildPath $fileName\r\n$newScopes = $env:scopes.Split('|') | ForEach-Object { [PSCustomObject]@{ scope = $_ } } | Where-Object $validateScopes\r\n\r\n# Get storage context\r\n$storageContext = @{\r\n    Context   = New-AzStorageContext -StorageAccountName $env:storageAccountName -UseConnectedAccount\r\n    Container = $env:containerName\r\n}\r\n\r\n# Download existing settings, if they exist\r\n$blob = Get-AzStorageBlobContent @storageContext -Blob $fileName -Destination $filePath -Force\r\nif ($blob)\r\n{\r\n    $text = Get-Content $filePath -Raw\r\n    Write-Output \"---------\"\r\n    Write-Output $text\r\n    Write-Output \"---------\"\r\n    $json = $text | ConvertFrom-Json\r\n    Write-Output \"Existing settings.json file found. Updating...\"\r\n\r\n    # Rename exportScopes to scopes + convert to object array\r\n    if ($json.exportScopes)\r\n    {\r\n        Write-Output \"  Updating exportScopes...\"\r\n        if ($json.exportScopes[0] -is [string])\r\n        {\r\n            Write-Output \"    Converting string array to object array...\"\r\n            $json.exportScopes = @($json.exportScopes | Where-Object $validateScopes | ForEach-Object { @{ scope = $_ } })\r\n            if (-not ($json.exportScopes -is [array]))\r\n            {\r\n                Write-Output \"    Converting single object to object array...\"\r\n                $json.exportScopes = @($json.exportScopes)\r\n            }\r\n        }\r\n\r\n        Write-Output \"    Renaming to 'scopes'...\"\r\n        $json | Add-Member -MemberType NoteProperty -Name scopes -Value $json.exportScopes\r\n        $json.PSObject.Properties.Remove('exportScopes')\r\n    }\r\n\r\n    # Force string array to object array with unique values\r\n    if ($json.scopes)\r\n    {\r\n        Write-Output \"  Converting string array to object array...\"\r\n        $scopeArray = @()\r\n        $json.scopes | Where-Object $validateScopes | ForEach-Object { $scopeArray += $_ } | Select-Object -Unique\r\n        $json.scopes = @() + $scopeArray\r\n    }\r\n}\r\n\r\n# Set default if not found\r\nif (!$json)\r\n{\r\n    Write-Output \"No existing settings.json file found. Creating new file...\"\r\n    $json = [ordered]@{\r\n        '$schema' = 'https://aka.ms/finops/hubs/settings-schema'\r\n        type      = 'HubInstance'\r\n        version   = ''\r\n        learnMore = 'https://aka.ms/finops/hubs'\r\n        scopes    = @()\r\n        retention = @{\r\n            'msexports' = @{\r\n                days = 0\r\n            }\r\n            'ingestion' = @{\r\n                months = 13\r\n            }\r\n            'raw'       = @{\r\n                days = 0\r\n            }\r\n            'final'     = @{\r\n                months = 13\r\n            }\r\n        }\r\n    }\r\n\r\n    $text = $json | ConvertTo-Json\r\n    Write-Output \"---------\"\r\n    Write-Output $text\r\n    Write-Output \"---------\"\r\n}\r\n\r\n# Set default retention\r\nif (!($json.retention))\r\n{\r\n    # In case the retention object is not present in the settings.json file (versions before 0.4), add it with default values\r\n    $retention = @\"\r\n    {\r\n        \"msexports\": {\r\n            \"days\": 0\r\n        },\r\n        \"ingestion\": {\r\n            \"months\": 13\r\n        },\r\n        \"raw\": {\r\n            \"days\": 0\r\n        },\r\n        \"final\": {\r\n            \"months\": 13\r\n        }\r\n    }\r\n\"@\r\n    $json | Add-Member -Name retention -Value (ConvertFrom-Json $retention) -MemberType NoteProperty\r\n}\r\n\r\n# Set retention\r\n# NOTE: The template only passes retention values the deployment specifies. When a value isn't passed, keep the stored\r\n# value (or the default for new hubs) so a redeploy or upgrade never resets retention (#2206, #2348).\r\nfunction Set-Retention([string] $Name, [string] $Unit, [int] $Default, [string] $Requested)\r\n{\r\n    if (!($json.retention.$Name))\r\n    {\r\n        $json.retention | Add-Member -Name $Name -Value ([PSCustomObject]@{ $Unit = $Default }) -MemberType NoteProperty -Force\r\n    }\r\n    if (-not [string]::IsNullOrWhiteSpace($Requested))\r\n    {\r\n        Write-Output \"  Setting $Name retention to $Requested $Unit...\"\r\n        $json.retention.$Name.$Unit = [Int32]::Parse($Requested)\r\n    }\r\n    else\r\n    {\r\n        Write-Output \"  Keeping $Name retention at $($json.retention.$Name.$Unit) $Unit...\"\r\n    }\r\n}\r\nSet-Retention -Name msexports -Unit days   -Default 0  -Requested $env:msexportRetentionInDays\r\nSet-Retention -Name ingestion -Unit months -Default 13 -Requested $env:ingestionRetentionInMonths\r\nSet-Retention -Name raw       -Unit days   -Default 0  -Requested $env:rawRetentionInDays\r\nSet-Retention -Name final     -Unit months -Default 13 -Requested $env:finalRetentionInMonths\r\n\r\n# Updating settings\r\nWrite-Output \"Updating version to $env:ftkVersion...\"\r\n$json.version = $env:ftkVersion\r\n$json.scopes = ($json.scopes + $newScopes) | Sort-Object scope -Unique\r\nif ($null -eq $json.scopes) { $json.scopes = @() }\r\n$text = $json | ConvertTo-Json\r\nWrite-Output \"---------\"\r\nWrite-Output $text\r\nWrite-Output \"---------\"\r\n$text | Out-File $filePath\r\n\r\n# Upload new/updated settings\r\nWrite-Output \"Uploading settings.json file...\"\r\nSet-AzStorageBlobContent @storageContext -File $filePath -Force | Out-Null\r\n\r\n# Return the effective raw retention so the Data Explorer setup applies the stored value\r\n$DeploymentScriptOutputs = @{\r\n    rawRetentionInDays = [Int32]$json.retention.raw.days\r\n}\r\n",
                     "CONFIG": "config",
                     "INGESTION": "ingestion",
                     "INGESTION_ID_SEPARATOR": "__",
                     "SETTINGS_FILE": "settings.json",
                     "armEndpointPropertyName": "aadResourceId",
-                    "finOpsToolkitVersion": "14.0"
+                    "finOpsToolkitVersion": "15.0"
                   },
                   "resources": {
                     "dataFactory::dataset_config": {
@@ -1897,7 +1947,7 @@
                             "_generator": {
                               "name": "bicep",
                               "version": "0.40.2.10011",
-                              "templateHash": "15292037721728579941"
+                              "templateHash": "17996730894598377649"
                             }
                           },
                           "definitions": {
@@ -1922,6 +1972,9 @@
                                     "dfs": {
                                       "$ref": "#/definitions/_1.IdNameObject"
                                     },
+                                    "file": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
                                     "queue": {
                                       "$ref": "#/definitions/_1.IdNameObject"
                                     },
@@ -1958,6 +2011,7 @@
                                 "dnsZones": {
                                   "blob": "Resource ID and name for the blob storage DNS zone.",
                                   "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                  "file": "Resource ID and name for the file storage DNS zone.",
                                   "queue": "Resource ID and name for the queue storage DNS zone.",
                                   "table": "Resource ID and name for the table storage DNS zone."
                                 },
@@ -2029,6 +2083,9 @@
                                     "networkAddressPrefix": {
                                       "type": "string"
                                     },
+                                    "natGateway": {
+                                      "type": "bool"
+                                    },
                                     "privateRouting": {
                                       "type": "bool"
                                     },
@@ -2067,6 +2124,7 @@
                                   "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
                                   "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
                                   "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                  "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
                                   "privateRouting": "Indicates whether private network routing is enabled.",
                                   "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
                                   "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
@@ -2123,10 +2181,12 @@
                           },
                           "variables": {
                             "nsgName": "[format('{0}-nsg', parameters('hub').routing.networkName)]",
+                            "natGatewayName": "[format('{0}-natgw', parameters('hub').routing.networkName)]",
+                            "natGatewayPipName": "[format('{0}-natgw-pip', parameters('hub').routing.networkName)]",
                             "finopsHubSubnetName": "private-endpoint-subnet",
                             "scriptSubnetName": "script-subnet",
                             "dataExplorerSubnetName": "dataExplorer-subnet",
-                            "subnets": "[if(not(parameters('hub').options.privateRouting), createArray(), createArray(createObject('name', variables('finopsHubSubnetName'), 'properties', createObject('addressPrefix', cidrSubnet(parameters('hub').options.networkAddressPrefix, 28, 0), 'networkSecurityGroup', createObject('id', resourceId('Microsoft.Network/networkSecurityGroups', variables('nsgName'))), 'serviceEndpoints', createArray(createObject('service', 'Microsoft.Storage')))), createObject('name', variables('scriptSubnetName'), 'properties', createObject('addressPrefix', cidrSubnet(parameters('hub').options.networkAddressPrefix, 28, 1), 'networkSecurityGroup', createObject('id', resourceId('Microsoft.Network/networkSecurityGroups', variables('nsgName'))), 'delegations', createArray(createObject('name', 'Microsoft.ContainerInstance/containerGroups', 'properties', createObject('serviceName', 'Microsoft.ContainerInstance/containerGroups'))), 'serviceEndpoints', createArray(createObject('service', 'Microsoft.Storage')))), createObject('name', variables('dataExplorerSubnetName'), 'properties', createObject('addressPrefix', cidrSubnet(parameters('hub').options.networkAddressPrefix, 27, 1), 'networkSecurityGroup', createObject('id', resourceId('Microsoft.Network/networkSecurityGroups', variables('nsgName')))))))]"
+                            "subnets": "[if(not(parameters('hub').options.privateRouting), createArray(), createArray(createObject('name', variables('finopsHubSubnetName'), 'properties', createObject('addressPrefix', cidrSubnet(parameters('hub').options.networkAddressPrefix, 28, 0), 'defaultOutboundAccess', not(parameters('hub').options.natGateway), 'networkSecurityGroup', createObject('id', resourceId('Microsoft.Network/networkSecurityGroups', variables('nsgName'))), 'serviceEndpoints', createArray(createObject('service', 'Microsoft.Storage')))), createObject('name', variables('scriptSubnetName'), 'properties', shallowMerge(createArray(createObject('addressPrefix', cidrSubnet(parameters('hub').options.networkAddressPrefix, 28, 1), 'defaultOutboundAccess', not(parameters('hub').options.natGateway)), if(parameters('hub').options.natGateway, createObject('natGateway', createObject('id', resourceId('Microsoft.Network/natGateways', variables('natGatewayName')))), createObject()), createObject('networkSecurityGroup', createObject('id', resourceId('Microsoft.Network/networkSecurityGroups', variables('nsgName'))), 'delegations', createArray(createObject('name', 'Microsoft.ContainerInstance/containerGroups', 'properties', createObject('serviceName', 'Microsoft.ContainerInstance/containerGroups'))))))), createObject('name', variables('dataExplorerSubnetName'), 'properties', shallowMerge(createArray(createObject('addressPrefix', cidrSubnet(parameters('hub').options.networkAddressPrefix, 27, 1), 'defaultOutboundAccess', not(parameters('hub').options.natGateway)), if(parameters('hub').options.natGateway, createObject('natGateway', createObject('id', resourceId('Microsoft.Network/natGateways', variables('natGatewayName')))), createObject()), createObject('networkSecurityGroup', createObject('id', resourceId('Microsoft.Network/networkSecurityGroups', variables('nsgName')))))))))]"
                           },
                           "resources": {
                             "vNet::finopsHubSubnet": {
@@ -2193,6 +2253,23 @@
                                 "dfsPrivateDnsZone"
                               ]
                             },
+                            "filePrivateDnsZone::filePrivateDnsZoneLink": {
+                              "condition": "[parameters('hub').options.privateRouting]",
+                              "type": "Microsoft.Network/privateDnsZones/virtualNetworkLinks",
+                              "apiVersion": "2024-06-01",
+                              "name": "[format('{0}/{1}', string(parameters('hub').routing.dnsZones.file.name), format('{0}-link', replace(string(parameters('hub').routing.dnsZones.file.name), '.', '-')))]",
+                              "location": "global",
+                              "tags": "[__bicep.getHubTags(parameters('hub'), 'Microsoft.Network/privateDnsZones/virtualNetworkLinks')]",
+                              "properties": {
+                                "registrationEnabled": false,
+                                "virtualNetwork": {
+                                  "id": "[parameters('hub').routing.networkId]"
+                                }
+                              },
+                              "dependsOn": [
+                                "filePrivateDnsZone"
+                              ]
+                            },
                             "queuePrivateDnsZone::queuePrivateDnsZoneLink": {
                               "condition": "[parameters('hub').options.privateRouting]",
                               "type": "Microsoft.Network/privateDnsZones/virtualNetworkLinks",
@@ -2231,19 +2308,19 @@
                               "condition": "[parameters('hub').options.privateRouting]",
                               "type": "Microsoft.Network/privateEndpoints/privateDnsZoneGroups",
                               "apiVersion": "2023-11-01",
-                              "name": "[format('{0}/{1}', format('{0}-blob-ep', parameters('hub').routing.scriptStorage), 'blob-endpoint-zone')]",
+                              "name": "[format('{0}/{1}', format('{0}-file-ep', parameters('hub').routing.scriptStorage), 'file-endpoint-zone')]",
                               "properties": {
                                 "privateDnsZoneConfigs": [
                                   {
-                                    "name": "[string(parameters('hub').routing.dnsZones.blob.name)]",
+                                    "name": "[string(parameters('hub').routing.dnsZones.file.name)]",
                                     "properties": {
-                                      "privateDnsZoneId": "[resourceId('Microsoft.Network/privateDnsZones', string(parameters('hub').routing.dnsZones.blob.name))]"
+                                      "privateDnsZoneId": "[resourceId('Microsoft.Network/privateDnsZones', string(parameters('hub').routing.dnsZones.file.name))]"
                                     }
                                   }
                                 ]
                               },
                               "dependsOn": [
-                                "blobPrivateDnsZone",
+                                "filePrivateDnsZone",
                                 "scriptEndpoint"
                               ]
                             },
@@ -2343,7 +2420,7 @@
                               "apiVersion": "2023-11-01",
                               "name": "[parameters('hub').routing.networkName]",
                               "location": "[parameters('hub').location]",
-                              "tags": "[__bicep.getHubTags(parameters('hub'), 'Microsoft.Storage/virtualNetworks')]",
+                              "tags": "[__bicep.getHubTags(parameters('hub'), 'Microsoft.Network/virtualNetworks')]",
                               "properties": {
                                 "addressSpace": {
                                   "addressPrefixes": [
@@ -2353,9 +2430,47 @@
                                 "subnets": "[variables('subnets')]"
                               },
                               "dependsOn": [
+                                "natGateway",
                                 "nsg"
                               ]
                             },
+                            "natGatewayPublicIp": {
+                              "condition": "[parameters('hub').options.natGateway]",
+                              "type": "Microsoft.Network/publicIPAddresses",
+                              "apiVersion": "2023-11-01",
+                              "name": "[variables('natGatewayPipName')]",
+                              "location": "[parameters('hub').location]",
+                              "tags": "[__bicep.getHubTags(parameters('hub'), 'Microsoft.Network/publicIPAddresses')]",
+                              "sku": {
+                                "name": "Standard"
+                              },
+                              "properties": {
+                                "publicIPAllocationMethod": "Static",
+                                "publicIPAddressVersion": "IPv4"
+                              }
+                            },
+                            "natGateway": {
+                              "condition": "[parameters('hub').options.natGateway]",
+                              "type": "Microsoft.Network/natGateways",
+                              "apiVersion": "2023-11-01",
+                              "name": "[variables('natGatewayName')]",
+                              "location": "[parameters('hub').location]",
+                              "tags": "[__bicep.getHubTags(parameters('hub'), 'Microsoft.Network/natGateways')]",
+                              "sku": {
+                                "name": "Standard"
+                              },
+                              "properties": {
+                                "idleTimeoutInMinutes": 4,
+                                "publicIpAddresses": [
+                                  {
+                                    "id": "[resourceId('Microsoft.Network/publicIPAddresses', variables('natGatewayPipName'))]"
+                                  }
+                                ]
+                              },
+                              "dependsOn": [
+                                "natGatewayPublicIp"
+                              ]
+                            },
                             "blobPrivateDnsZone": {
                               "condition": "[parameters('hub').options.privateRouting]",
                               "type": "Microsoft.Network/privateDnsZones",
@@ -2380,6 +2495,18 @@
                                 "vNet"
                               ]
                             },
+                            "filePrivateDnsZone": {
+                              "condition": "[parameters('hub').options.privateRouting]",
+                              "type": "Microsoft.Network/privateDnsZones",
+                              "apiVersion": "2024-06-01",
+                              "name": "[string(parameters('hub').routing.dnsZones.file.name)]",
+                              "location": "global",
+                              "tags": "[__bicep.getHubTags(parameters('hub'), 'Microsoft.Storage/privateDnsZones')]",
+                              "properties": {},
+                              "dependsOn": [
+                                "vNet"
+                              ]
+                            },
                             "queuePrivateDnsZone": {
                               "condition": "[parameters('hub').options.privateRouting]",
                               "type": "Microsoft.Network/privateDnsZones",
@@ -2421,16 +2548,10 @@
                                 "isHnsEnabled": false,
                                 "minimumTlsVersion": "TLS1_2",
                                 "allowBlobPublicAccess": false,
-                                "publicNetworkAccess": "Enabled",
+                                "publicNetworkAccess": "Disabled",
                                 "networkAcls": {
                                   "bypass": "AzureServices",
-                                  "defaultAction": "Deny",
-                                  "virtualNetworkRules": [
-                                    {
-                                      "id": "[parameters('hub').routing.subnets.scripts]",
-                                      "action": "Allow"
-                                    }
-                                  ]
+                                  "defaultAction": "Deny"
                                 }
                               },
                               "dependsOn": [
@@ -2441,7 +2562,7 @@
                               "condition": "[parameters('hub').options.privateRouting]",
                               "type": "Microsoft.Network/privateEndpoints",
                               "apiVersion": "2023-11-01",
-                              "name": "[format('{0}-blob-ep', parameters('hub').routing.scriptStorage)]",
+                              "name": "[format('{0}-file-ep', parameters('hub').routing.scriptStorage)]",
                               "location": "[parameters('hub').location]",
                               "tags": "[__bicep.getHubTags(parameters('hub'), 'Microsoft.Network/privateEndpoints')]",
                               "properties": {
@@ -2454,7 +2575,7 @@
                                     "properties": {
                                       "privateLinkServiceId": "[resourceId('Microsoft.Storage/storageAccounts', parameters('hub').routing.scriptStorage)]",
                                       "groupIds": [
-                                        "blob"
+                                        "file"
                                       ]
                                     }
                                   }
@@ -2555,7 +2676,7 @@
                             "_generator": {
                               "name": "bicep",
                               "version": "0.40.2.10011",
-                              "templateHash": "1913111313164077146"
+                              "templateHash": "6663838570021556637"
                             }
                           },
                           "definitions": {
@@ -2595,6 +2716,9 @@
                                     "networkAddressPrefix": {
                                       "type": "string"
                                     },
+                                    "natGateway": {
+                                      "type": "bool"
+                                    },
                                     "privateRouting": {
                                       "type": "bool"
                                     },
@@ -2633,6 +2757,7 @@
                                   "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
                                   "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
                                   "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                  "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
                                   "privateRouting": "Indicates whether private network routing is enabled.",
                                   "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
                                   "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
@@ -2670,6 +2795,9 @@
                                     "dfs": {
                                       "$ref": "#/definitions/_1.IdNameObject"
                                     },
+                                    "file": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
                                     "queue": {
                                       "$ref": "#/definitions/_1.IdNameObject"
                                     },
@@ -2706,6 +2834,7 @@
                                 "dnsZones": {
                                   "blob": "Resource ID and name for the blob storage DNS zone.",
                                   "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                  "file": "Resource ID and name for the file storage DNS zone.",
                                   "queue": "Resource ID and name for the queue storage DNS zone.",
                                   "table": "Resource ID and name for the table storage DNS zone."
                                 },
@@ -2862,7 +2991,7 @@
                               },
                               "defaultValue": [],
                               "metadata": {
-                                "description": "Optional. Indicate which RBAC roles the Data Factory identity needs on the storage account, if created. This is in addition to Storage Blob Data Contributor for reading and managing content. Default: [] (none)."
+                                "description": "Optional. Indicate which RBAC roles the Data Factory identity needs on the publisher storage account. This is in addition to Storage Blob Data Contributor for reading and managing content, which is granted to apps that use the \"Storage\" feature. Roles are assigned whether or not the app uses the \"Storage\" feature since the storage account is shared across all apps from the same publisher. Default: [] (none)."
                               }
                             },
                             "telemetryString": {
@@ -2874,7 +3003,7 @@
                             }
                           },
                           "variables": {
-                            "$fxv#0": "# Copyright (c) Microsoft Corporation.\n# Licensed under the MIT License.\n\n<#\n.SYNOPSIS\nManages Azure Data Factory triggers and pipelines during FinOps hub deployment.\n\n.DESCRIPTION\nThis script is called by Bicep deployment scripts to start/stop Data Factory triggers\nand optionally run pipelines. It handles two types of triggers:\n\n1. Schedule triggers - Can be started/stopped directly\n2. BlobEventsTriggers - Require Event Grid subscription management before start/stop\n\nBlobEventsTriggers use Event Grid to listen for storage blob events. Before stopping,\nthe Event Grid subscription must be removed (unsubscribed). Before starting, the\nsubscription must be added and fully provisioned. This script handles this automatically\nby detecting BlobEventsTriggers via the BlobPathBeginsWith property.\n\nThe script uses retry logic with linear backoff to handle transient API failures and\nwait for Event Grid subscription provisioning/deprovisioning to complete.\n\n.PARAMETER DataFactoryResourceGroup\nThe resource group containing the Data Factory.\n\n.PARAMETER DataFactoryName\nThe name of the Data Factory instance.\n\n.PARAMETER Pipelines\nPipe-delimited list of pipeline names to run (e.g., \"pipeline1|pipeline2\").\n\n.PARAMETER StartTriggers\nSwitch to start all stopped triggers (with Event Grid subscription for blob triggers).\n\n.PARAMETER StopTriggers\nSwitch to stop all running triggers (with Event Grid unsubscription for blob triggers).\n\n.EXAMPLE\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StopTriggers\n\n.EXAMPLE\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StartTriggers\n#>\n\nparam(\n    [string] $DataFactoryResourceGroup,\n    [string] $DataFactoryName,\n    [string] $Pipelines = \"\",\n    [switch] $StartTriggers,\n    [switch] $StopTriggers\n)\n\n$MAX_RETRIES = 20\n$DeploymentScriptOutputs = @{}\n\nfunction Write-Log($Message)\n{\n    Write-Output \"$(Get-Date -Format 'HH:mm:ss') $Message\"\n}\n\nfunction Invoke-WithRetry([scriptblock]$Action, [string]$Name, [int]$Delay = 5)\n{\n    for ($i = 1; $i -le $MAX_RETRIES; $i++)\n    {\n        try { return & $Action }\n        catch\n        {\n            Write-Log \"$Name failed (attempt $i/${MAX_RETRIES}): $($_.Exception.Message)\"\n            if ($i -eq $MAX_RETRIES) { throw }\n            Start-Sleep -Seconds ($Delay * $i)\n        }\n    }\n}\n\nfunction Set-BlobTriggerSubscription([string]$TriggerName, [switch]$Subscribe)\n{\n    $targetStatus = if ($Subscribe) { 'Enabled' } else { 'Disabled' }\n    $action = if ($Subscribe) { 'Subscribing' } else { 'Unsubscribing' }\n\n    Write-Log \"$action $TriggerName to events...\"\n\n    # Check current status before attempting subscribe/unsubscribe\n    $currentStatus = (Get-AzDataFactoryV2TriggerSubscriptionStatus `\n            -ResourceGroupName $DataFactoryResourceGroup `\n            -DataFactoryName $DataFactoryName `\n            -Name $TriggerName).Status\n\n    if ($currentStatus -eq $targetStatus)\n    {\n        Write-Log \"$TriggerName subscription is already $targetStatus, skipping.\"\n        return\n    }\n\n    if ($currentStatus -eq 'Provisioning' -or $currentStatus -eq 'Deprovisioning')\n    {\n        Write-Log \"$TriggerName subscription is $currentStatus, waiting for completion...\"\n    }\n    else\n    {\n        # Only call subscribe/unsubscribe when not already in a transitional state\n        if ($Subscribe)\n        {\n            Add-AzDataFactoryV2TriggerSubscription `\n                -ResourceGroupName $DataFactoryResourceGroup `\n                -DataFactoryName $DataFactoryName `\n                -Name $TriggerName | Out-Null\n        }\n        else\n        {\n            Remove-AzDataFactoryV2TriggerSubscription `\n                -ResourceGroupName $DataFactoryResourceGroup `\n                -DataFactoryName $DataFactoryName `\n                -Name $TriggerName | Out-Null\n        }\n    }\n\n    # Poll until provisioning completes\n    Invoke-WithRetry -Name \"$action status $TriggerName\" -Delay 5 -Action {\n        $status = Get-AzDataFactoryV2TriggerSubscriptionStatus `\n            -ResourceGroupName $DataFactoryResourceGroup `\n            -DataFactoryName $DataFactoryName `\n            -Name $TriggerName\n        if ($status.Status -ne $targetStatus)\n        {\n            throw \"Subscription status is $($status.Status), expected $targetStatus\"\n        }\n    }\n}\n\nif ($StartTriggers -or $StopTriggers)\n{\n    $triggers = Invoke-WithRetry -Name \"Get triggers\" -Action {\n        Get-AzDataFactoryV2Trigger `\n            -ResourceGroupName $DataFactoryResourceGroup `\n            -DataFactoryName $DataFactoryName `\n        | Where-Object {\n            ($StartTriggers -and $_.Properties.RuntimeState -ne \"Started\") `\n                -or ($StopTriggers -and $_.Properties.RuntimeState -ne \"Stopped\")\n        }\n    }\n\n    Write-Log \"Found $($triggers.Count) trigger(s) to $(if ($StartTriggers) { 'start' } else { 'stop' })\"\n\n    $triggers | ForEach-Object {\n        $triggerName = $_.Name\n        $isBlobTrigger = $null -ne $_.Properties.BlobPathBeginsWith\n\n        if ($StopTriggers)\n        {\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName }\n            Write-Log \"Stopping trigger $triggerName...\"\n            Invoke-WithRetry -Name \"Stop $triggerName\" -Action {\n                Stop-AzDataFactoryV2Trigger `\n                    -ResourceGroupName $DataFactoryResourceGroup `\n                    -DataFactoryName $DataFactoryName `\n                    -Name $triggerName -Force\n            }\n        }\n        else\n        {\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName -Subscribe }\n            Write-Log \"Starting trigger $triggerName...\"\n            Invoke-WithRetry -Name \"Start $triggerName\" -Action {\n                Start-AzDataFactoryV2Trigger `\n                    -ResourceGroupName $DataFactoryResourceGroup `\n                    -DataFactoryName $DataFactoryName `\n                    -Name $triggerName -Force\n            }\n        }\n\n        Invoke-WithRetry -Name \"Wait for $triggerName\" -Action {\n            $state = (Get-AzDataFactoryV2Trigger `\n                    -ResourceGroupName $DataFactoryResourceGroup `\n                    -DataFactoryName $DataFactoryName `\n                    -Name $triggerName).Properties.RuntimeState\n            $expected = if ($StartTriggers) { 'Started' } else { 'Stopped' }\n            if ($state -ne $expected) { throw \"Trigger is $state, expected $expected\" }\n        }\n\n        Write-Log \"...done\"\n        $DeploymentScriptOutputs[$triggerName] = $true\n    }\n}\n\nif (-not [string]::IsNullOrWhiteSpace($Pipelines))\n{\n    $Pipelines.Split('|') | ForEach-Object {\n        Write-Log \"Running pipeline $_...\"\n        Invoke-AzDataFactoryV2Pipeline `\n            -ResourceGroupName $DataFactoryResourceGroup `\n            -DataFactoryName $DataFactoryName `\n            -PipelineName $_\n    }\n}\n",
+                            "$fxv#0": "# Copyright (c) Microsoft Corporation.\r\n# Licensed under the MIT License.\r\n\r\n<#\r\n.SYNOPSIS\r\nManages Azure Data Factory triggers and pipelines during FinOps hub deployment.\r\n\r\n.DESCRIPTION\r\nThis script is called by Bicep deployment scripts to start/stop Data Factory triggers\r\nand optionally run pipelines. It handles two types of triggers:\r\n\r\n1. Schedule triggers - Can be started/stopped directly\r\n2. BlobEventsTriggers - Require Event Grid subscription management before start/stop\r\n\r\nBlobEventsTriggers use Event Grid to listen for storage blob events. Before stopping,\r\nthe Event Grid subscription must be removed (unsubscribed). Before starting, the\r\nsubscription must be added and fully provisioned. This script handles this automatically\r\nby detecting BlobEventsTriggers via the BlobPathBeginsWith property.\r\n\r\nThe script uses retry logic with linear backoff to handle transient API failures and\r\nwait for Event Grid subscription provisioning/deprovisioning to complete.\r\n\r\n.PARAMETER DataFactoryResourceGroup\r\nThe resource group containing the Data Factory.\r\n\r\n.PARAMETER DataFactoryName\r\nThe name of the Data Factory instance.\r\n\r\n.PARAMETER Pipelines\r\nPipe-delimited list of pipeline names to run (e.g., \"pipeline1|pipeline2\").\r\n\r\n.PARAMETER StartTriggers\r\nSwitch to start all stopped triggers (with Event Grid subscription for blob triggers).\r\n\r\n.PARAMETER StopTriggers\r\nSwitch to stop all running triggers (with Event Grid unsubscription for blob triggers).\r\n\r\n.EXAMPLE\r\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StopTriggers\r\n\r\n.EXAMPLE\r\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StartTriggers\r\n#>\r\n\r\nparam(\r\n    [string] $DataFactoryResourceGroup,\r\n    [string] $DataFactoryName,\r\n    [string] $Pipelines = \"\",\r\n    [switch] $StartTriggers,\r\n    [switch] $StopTriggers\r\n)\r\n\r\n$MAX_RETRIES = 20\r\n$DeploymentScriptOutputs = @{}\r\n\r\nfunction Write-Log($Message)\r\n{\r\n    Write-Output \"$(Get-Date -Format 'HH:mm:ss') $Message\"\r\n}\r\n\r\nfunction Invoke-WithRetry([scriptblock]$Action, [string]$Name, [int]$Delay = 5)\r\n{\r\n    for ($i = 1; $i -le $MAX_RETRIES; $i++)\r\n    {\r\n        try { return & $Action }\r\n        catch\r\n        {\r\n            Write-Log \"$Name failed (attempt $i/${MAX_RETRIES}): $($_.Exception.Message)\"\r\n            if ($i -eq $MAX_RETRIES) { throw }\r\n            Start-Sleep -Seconds ($Delay * $i)\r\n        }\r\n    }\r\n}\r\n\r\nfunction Set-BlobTriggerSubscription([string]$TriggerName, [switch]$Subscribe)\r\n{\r\n    $targetStatus = if ($Subscribe) { 'Enabled' } else { 'Disabled' }\r\n    $action = if ($Subscribe) { 'Subscribing' } else { 'Unsubscribing' }\r\n\r\n    Write-Log \"$action $TriggerName to events...\"\r\n\r\n    # Check current status before attempting subscribe/unsubscribe\r\n    $currentStatus = (Get-AzDataFactoryV2TriggerSubscriptionStatus `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -Name $TriggerName).Status\r\n\r\n    if ($currentStatus -eq $targetStatus)\r\n    {\r\n        Write-Log \"$TriggerName subscription is already $targetStatus, skipping.\"\r\n        return\r\n    }\r\n\r\n    if ($currentStatus -eq 'Provisioning' -or $currentStatus -eq 'Deprovisioning')\r\n    {\r\n        Write-Log \"$TriggerName subscription is $currentStatus, waiting for completion...\"\r\n    }\r\n    else\r\n    {\r\n        # Only call subscribe/unsubscribe when not already in a transitional state\r\n        if ($Subscribe)\r\n        {\r\n            Add-AzDataFactoryV2TriggerSubscription `\r\n                -ResourceGroupName $DataFactoryResourceGroup `\r\n                -DataFactoryName $DataFactoryName `\r\n                -Name $TriggerName | Out-Null\r\n        }\r\n        else\r\n        {\r\n            Remove-AzDataFactoryV2TriggerSubscription `\r\n                -ResourceGroupName $DataFactoryResourceGroup `\r\n                -DataFactoryName $DataFactoryName `\r\n                -Name $TriggerName | Out-Null\r\n        }\r\n    }\r\n\r\n    # Poll until provisioning completes\r\n    Invoke-WithRetry -Name \"$action status $TriggerName\" -Delay 5 -Action {\r\n        $status = Get-AzDataFactoryV2TriggerSubscriptionStatus `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -Name $TriggerName\r\n        if ($status.Status -ne $targetStatus)\r\n        {\r\n            throw \"Subscription status is $($status.Status), expected $targetStatus\"\r\n        }\r\n    }\r\n}\r\n\r\nif ($StartTriggers -or $StopTriggers)\r\n{\r\n    $triggers = Invoke-WithRetry -Name \"Get triggers\" -Action {\r\n        Get-AzDataFactoryV2Trigger `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n        | Where-Object {\r\n            ($StartTriggers -and $_.Properties.RuntimeState -ne \"Started\") `\r\n                -or ($StopTriggers -and $_.Properties.RuntimeState -ne \"Stopped\")\r\n        }\r\n    }\r\n\r\n    Write-Log \"Found $($triggers.Count) trigger(s) to $(if ($StartTriggers) { 'start' } else { 'stop' })\"\r\n\r\n    $triggers | ForEach-Object {\r\n        $triggerName = $_.Name\r\n        $isBlobTrigger = $null -ne $_.Properties.BlobPathBeginsWith\r\n\r\n        if ($StopTriggers)\r\n        {\r\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName }\r\n            Write-Log \"Stopping trigger $triggerName...\"\r\n            Invoke-WithRetry -Name \"Stop $triggerName\" -Action {\r\n                Stop-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName -Force\r\n            }\r\n        }\r\n        else\r\n        {\r\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName -Subscribe }\r\n            Write-Log \"Starting trigger $triggerName...\"\r\n            Invoke-WithRetry -Name \"Start $triggerName\" -Action {\r\n                Start-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName -Force\r\n            }\r\n        }\r\n\r\n        Invoke-WithRetry -Name \"Wait for $triggerName\" -Action {\r\n            $state = (Get-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName).Properties.RuntimeState\r\n            $expected = if ($StartTriggers) { 'Started' } else { 'Stopped' }\r\n            if ($state -ne $expected) { throw \"Trigger is $state, expected $expected\" }\r\n        }\r\n\r\n        Write-Log \"...done\"\r\n        $DeploymentScriptOutputs[$triggerName] = $true\r\n    }\r\n}\r\n\r\nif (-not [string]::IsNullOrWhiteSpace($Pipelines))\r\n{\r\n    $Pipelines.Split('|') | ForEach-Object {\r\n        Write-Log \"Running pipeline $_...\"\r\n        Invoke-AzDataFactoryV2Pipeline `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -PipelineName $_\r\n    }\r\n}\r\n",
                             "usesDataFactory": "[contains(parameters('features'), 'DataFactory')]",
                             "usesKeyVault": "[contains(parameters('features'), 'KeyVault')]",
                             "usesStorage": "[contains(parameters('features'), 'Storage')]",
@@ -2896,7 +3025,7 @@
                             "factoryManagementRoles": [
                               "673868aa-7521-48a0-acc6-0f60742d39f5"
                             ],
-                            "factoryStorageRoles": "[union(parameters('storageRoles'), createArray('17d1049b-9a84-46fb-8f53-869881c3d3ab', 'ba92f5b4-2d11-453d-a403-e96b0029c9fe', 'acdd72a7-3385-48ef-bd42-f606fba81ae7'))]",
+                            "factoryStorageRoles": "[union(parameters('storageRoles'), if(not(variables('usesStorage')), createArray(), createArray('17d1049b-9a84-46fb-8f53-869881c3d3ab', 'ba92f5b4-2d11-453d-a403-e96b0029c9fe', 'acdd72a7-3385-48ef-bd42-f606fba81ae7')))]",
                             "storageInfrastructureEncryptionProperties": "[if(not(parameters('app').hub.options.storageInfrastructureEncryption), createObject(), createObject('encryption', createObject('keySource', 'Microsoft.Storage', 'requireInfrastructureEncryption', parameters('app').hub.options.storageInfrastructureEncryption)))]"
                           },
                           "resources": {
@@ -3137,7 +3266,7 @@
                                 "name": "storageRoleAssignments",
                                 "count": "[length(variables('factoryStorageRoles'))]"
                               },
-                              "condition": "[and(variables('usesDataFactory'), variables('usesStorage'))]",
+                              "condition": "[variables('usesDataFactory')]",
                               "type": "Microsoft.Authorization/roleAssignments",
                               "apiVersion": "2022-04-01",
                               "scope": "[resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage)]",
@@ -3734,7 +3863,7 @@
                                     "_generator": {
                                       "name": "bicep",
                                       "version": "0.40.2.10011",
-                                      "templateHash": "1681840610494675289"
+                                      "templateHash": "15790442586575518487"
                                     }
                                   },
                                   "definitions": {
@@ -3785,6 +3914,9 @@
                                             "networkAddressPrefix": {
                                               "type": "string"
                                             },
+                                            "natGateway": {
+                                              "type": "bool"
+                                            },
                                             "privateRouting": {
                                               "type": "bool"
                                             },
@@ -3823,6 +3955,7 @@
                                           "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
                                           "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
                                           "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
                                           "privateRouting": "Indicates whether private network routing is enabled.",
                                           "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
                                           "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
@@ -3860,6 +3993,9 @@
                                             "dfs": {
                                               "$ref": "#/definitions/_1.IdNameObject"
                                             },
+                                            "file": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
                                             "queue": {
                                               "$ref": "#/definitions/_1.IdNameObject"
                                             },
@@ -3896,6 +4032,7 @@
                                         "dnsZones": {
                                           "blob": "Resource ID and name for the blob storage DNS zone.",
                                           "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                          "file": "Resource ID and name for the file storage DNS zone.",
                                           "queue": "Resource ID and name for the queue storage DNS zone.",
                                           "table": "Resource ID and name for the table storage DNS zone."
                                         },
@@ -4021,6 +4158,13 @@
                                       "metadata": {
                                         "description": "Optional. Environment variables to use for the deployment script."
                                       }
+                                    },
+                                    "forceUpdateTag": {
+                                      "type": "string",
+                                      "defaultValue": "",
+                                      "metadata": {
+                                        "description": "Optional. Forces the script to run again when the value changes. Default = empty (only reruns when properties change)."
+                                      }
                                     }
                                   },
                                   "variables": {
@@ -4075,12 +4219,21 @@
                                           "[format('{0}', resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]": {}
                                         }
                                       },
-                                      "properties": "[shallowMerge(createArray(variables('privateEndpointDeploymentProperties'), createObject('azPowerShellVersion', '11.0', 'retentionInterval', 'PT1H', 'cleanupPreference', 'OnSuccess', 'scriptContent', parameters('scriptContent'), 'arguments', parameters('arguments'), 'environmentVariables', parameters('environmentVariables'))))]",
+                                      "properties": "[shallowMerge(createArray(variables('privateEndpointDeploymentProperties'), createObject('azPowerShellVersion', '11.0', 'retentionInterval', 'PT1H', 'cleanupPreference', 'OnSuccess', 'scriptContent', parameters('scriptContent'), 'arguments', parameters('arguments'), 'environmentVariables', parameters('environmentVariables'), 'forceUpdateTag', if(empty(parameters('forceUpdateTag')), null(), parameters('forceUpdateTag')))))]",
                                       "dependsOn": [
                                         "identity",
                                         "identityRoleAssignments"
                                       ]
                                     }
+                                  },
+                                  "outputs": {
+                                    "scriptOutputs": {
+                                      "type": "object",
+                                      "metadata": {
+                                        "description": "Values the script set in $DeploymentScriptOutputs. Empty if the script did not set any."
+                                      },
+                                      "value": "[coalesce(tryGet(reference('script'), 'outputs'), createObject())]"
+                                    }
                                   }
                                 }
                               },
@@ -4167,7 +4320,7 @@
                             "_generator": {
                               "name": "bicep",
                               "version": "0.40.2.10011",
-                              "templateHash": "3945478053736728153"
+                              "templateHash": "8959083120322629470"
                             }
                           },
                           "definitions": {
@@ -4207,6 +4360,9 @@
                                     "networkAddressPrefix": {
                                       "type": "string"
                                     },
+                                    "natGateway": {
+                                      "type": "bool"
+                                    },
                                     "privateRouting": {
                                       "type": "bool"
                                     },
@@ -4245,6 +4401,7 @@
                                   "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
                                   "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
                                   "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                  "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
                                   "privateRouting": "Indicates whether private network routing is enabled.",
                                   "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
                                   "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
@@ -4282,6 +4439,9 @@
                                     "dfs": {
                                       "$ref": "#/definitions/_1.IdNameObject"
                                     },
+                                    "file": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
                                     "queue": {
                                       "$ref": "#/definitions/_1.IdNameObject"
                                     },
@@ -4318,6 +4478,7 @@
                                 "dnsZones": {
                                   "blob": "Resource ID and name for the blob storage DNS zone.",
                                   "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                  "file": "Resource ID and name for the file storage DNS zone.",
                                   "queue": "Resource ID and name for the queue storage DNS zone.",
                                   "table": "Resource ID and name for the table storage DNS zone."
                                 },
@@ -4430,7 +4591,7 @@
                             }
                           },
                           "variables": {
-                            "$fxv#0": "# Copyright (c) Microsoft Corporation.\n# Licensed under the MIT License.\n\n# Get storage context\n$storageContext = @{\n    Context   = New-AzStorageContext -StorageAccountName $env:storageAccountName -UseConnectedAccount\n    Container = $env:containerName\n}\n\n# Uploading files\n$files = $env:files | ConvertFrom-Json -Depth 10\nWrite-Output \"Uploading ${$files.PSObject.Properties.Count} files...\"\n$files.PSObject.Properties | ForEach-Object {\n    $filePath = $_.Name\n    $tempPath = \"./$($filePath -replace \"/\", \"_\")\"\n    Write-Output \"  Uploading $filePath...\"\n    $_.Value | Out-File $tempPath\n    Set-AzStorageBlobContent @storageContext -File $tempPath -Blob $filePath -Force | Out-Null\n}\n",
+                            "$fxv#0": "# Copyright (c) Microsoft Corporation.\r\n# Licensed under the MIT License.\r\n\r\n# Get storage context\r\n$storageContext = @{\r\n    Context   = New-AzStorageContext -StorageAccountName $env:storageAccountName -UseConnectedAccount\r\n    Container = $env:containerName\r\n}\r\n\r\n# Uploading files\r\n$files = $env:files | ConvertFrom-Json -Depth 10\r\nWrite-Output \"Uploading ${$files.PSObject.Properties.Count} files...\"\r\n$files.PSObject.Properties | ForEach-Object {\r\n    $filePath = $_.Name\r\n    $tempPath = \"./$($filePath -replace \"/\", \"_\")\"\r\n    Write-Output \"  Uploading $filePath...\"\r\n    $_.Value | Out-File $tempPath\r\n    Set-AzStorageBlobContent @storageContext -File $tempPath -Blob $filePath -Force | Out-Null\r\n}\r\n",
                             "fileCount": "[length(items(parameters('files')))]",
                             "hasFiles": "[greater(variables('fileCount'), 0)]"
                           },
@@ -4495,7 +4656,7 @@
                                     "_generator": {
                                       "name": "bicep",
                                       "version": "0.40.2.10011",
-                                      "templateHash": "8053001273024010241"
+                                      "templateHash": "17649985755359546818"
                                     }
                                   },
                                   "definitions": {
@@ -4535,6 +4696,9 @@
                                             "networkAddressPrefix": {
                                               "type": "string"
                                             },
+                                            "natGateway": {
+                                              "type": "bool"
+                                            },
                                             "privateRouting": {
                                               "type": "bool"
                                             },
@@ -4573,6 +4737,7 @@
                                           "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
                                           "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
                                           "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
                                           "privateRouting": "Indicates whether private network routing is enabled.",
                                           "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
                                           "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
@@ -4610,6 +4775,9 @@
                                             "dfs": {
                                               "$ref": "#/definitions/_1.IdNameObject"
                                             },
+                                            "file": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
                                             "queue": {
                                               "$ref": "#/definitions/_1.IdNameObject"
                                             },
@@ -4646,6 +4814,7 @@
                                         "dnsZones": {
                                           "blob": "Resource ID and name for the blob storage DNS zone.",
                                           "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                          "file": "Resource ID and name for the file storage DNS zone.",
                                           "queue": "Resource ID and name for the queue storage DNS zone.",
                                           "table": "Resource ID and name for the table storage DNS zone."
                                         },
@@ -4888,7 +5057,7 @@
                                     "_generator": {
                                       "name": "bicep",
                                       "version": "0.40.2.10011",
-                                      "templateHash": "1681840610494675289"
+                                      "templateHash": "15790442586575518487"
                                     }
                                   },
                                   "definitions": {
@@ -4939,6 +5108,9 @@
                                             "networkAddressPrefix": {
                                               "type": "string"
                                             },
+                                            "natGateway": {
+                                              "type": "bool"
+                                            },
                                             "privateRouting": {
                                               "type": "bool"
                                             },
@@ -4977,6 +5149,7 @@
                                           "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
                                           "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
                                           "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
                                           "privateRouting": "Indicates whether private network routing is enabled.",
                                           "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
                                           "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
@@ -5014,6 +5187,9 @@
                                             "dfs": {
                                               "$ref": "#/definitions/_1.IdNameObject"
                                             },
+                                            "file": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
                                             "queue": {
                                               "$ref": "#/definitions/_1.IdNameObject"
                                             },
@@ -5050,6 +5226,7 @@
                                         "dnsZones": {
                                           "blob": "Resource ID and name for the blob storage DNS zone.",
                                           "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                          "file": "Resource ID and name for the file storage DNS zone.",
                                           "queue": "Resource ID and name for the queue storage DNS zone.",
                                           "table": "Resource ID and name for the table storage DNS zone."
                                         },
@@ -5175,6 +5352,13 @@
                                       "metadata": {
                                         "description": "Optional. Environment variables to use for the deployment script."
                                       }
+                                    },
+                                    "forceUpdateTag": {
+                                      "type": "string",
+                                      "defaultValue": "",
+                                      "metadata": {
+                                        "description": "Optional. Forces the script to run again when the value changes. Default = empty (only reruns when properties change)."
+                                      }
                                     }
                                   },
                                   "variables": {
@@ -5229,12 +5413,21 @@
                                           "[format('{0}', resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]": {}
                                         }
                                       },
-                                      "properties": "[shallowMerge(createArray(variables('privateEndpointDeploymentProperties'), createObject('azPowerShellVersion', '11.0', 'retentionInterval', 'PT1H', 'cleanupPreference', 'OnSuccess', 'scriptContent', parameters('scriptContent'), 'arguments', parameters('arguments'), 'environmentVariables', parameters('environmentVariables'))))]",
+                                      "properties": "[shallowMerge(createArray(variables('privateEndpointDeploymentProperties'), createObject('azPowerShellVersion', '11.0', 'retentionInterval', 'PT1H', 'cleanupPreference', 'OnSuccess', 'scriptContent', parameters('scriptContent'), 'arguments', parameters('arguments'), 'environmentVariables', parameters('environmentVariables'), 'forceUpdateTag', if(empty(parameters('forceUpdateTag')), null(), parameters('forceUpdateTag')))))]",
                                       "dependsOn": [
                                         "identity",
                                         "identityRoleAssignments"
                                       ]
                                     }
+                                  },
+                                  "outputs": {
+                                    "scriptOutputs": {
+                                      "type": "object",
+                                      "metadata": {
+                                        "description": "Values the script set in $DeploymentScriptOutputs. Empty if the script did not set any."
+                                      },
+                                      "value": "[coalesce(tryGet(reference('script'), 'outputs'), createObject())]"
+                                    }
                                   }
                                 }
                               },
@@ -5315,7 +5508,7 @@
                             "_generator": {
                               "name": "bicep",
                               "version": "0.40.2.10011",
-                              "templateHash": "3945478053736728153"
+                              "templateHash": "8959083120322629470"
                             }
                           },
                           "definitions": {
@@ -5355,6 +5548,9 @@
                                     "networkAddressPrefix": {
                                       "type": "string"
                                     },
+                                    "natGateway": {
+                                      "type": "bool"
+                                    },
                                     "privateRouting": {
                                       "type": "bool"
                                     },
@@ -5393,6 +5589,7 @@
                                   "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
                                   "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
                                   "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                  "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
                                   "privateRouting": "Indicates whether private network routing is enabled.",
                                   "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
                                   "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
@@ -5430,6 +5627,9 @@
                                     "dfs": {
                                       "$ref": "#/definitions/_1.IdNameObject"
                                     },
+                                    "file": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
                                     "queue": {
                                       "$ref": "#/definitions/_1.IdNameObject"
                                     },
@@ -5466,6 +5666,7 @@
                                 "dnsZones": {
                                   "blob": "Resource ID and name for the blob storage DNS zone.",
                                   "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                  "file": "Resource ID and name for the file storage DNS zone.",
                                   "queue": "Resource ID and name for the queue storage DNS zone.",
                                   "table": "Resource ID and name for the table storage DNS zone."
                                 },
@@ -5578,7 +5779,7 @@
                             }
                           },
                           "variables": {
-                            "$fxv#0": "# Copyright (c) Microsoft Corporation.\n# Licensed under the MIT License.\n\n# Get storage context\n$storageContext = @{\n    Context   = New-AzStorageContext -StorageAccountName $env:storageAccountName -UseConnectedAccount\n    Container = $env:containerName\n}\n\n# Uploading files\n$files = $env:files | ConvertFrom-Json -Depth 10\nWrite-Output \"Uploading ${$files.PSObject.Properties.Count} files...\"\n$files.PSObject.Properties | ForEach-Object {\n    $filePath = $_.Name\n    $tempPath = \"./$($filePath -replace \"/\", \"_\")\"\n    Write-Output \"  Uploading $filePath...\"\n    $_.Value | Out-File $tempPath\n    Set-AzStorageBlobContent @storageContext -File $tempPath -Blob $filePath -Force | Out-Null\n}\n",
+                            "$fxv#0": "# Copyright (c) Microsoft Corporation.\r\n# Licensed under the MIT License.\r\n\r\n# Get storage context\r\n$storageContext = @{\r\n    Context   = New-AzStorageContext -StorageAccountName $env:storageAccountName -UseConnectedAccount\r\n    Container = $env:containerName\r\n}\r\n\r\n# Uploading files\r\n$files = $env:files | ConvertFrom-Json -Depth 10\r\nWrite-Output \"Uploading ${$files.PSObject.Properties.Count} files...\"\r\n$files.PSObject.Properties | ForEach-Object {\r\n    $filePath = $_.Name\r\n    $tempPath = \"./$($filePath -replace \"/\", \"_\")\"\r\n    Write-Output \"  Uploading $filePath...\"\r\n    $_.Value | Out-File $tempPath\r\n    Set-AzStorageBlobContent @storageContext -File $tempPath -Blob $filePath -Force | Out-Null\r\n}\r\n",
                             "fileCount": "[length(items(parameters('files')))]",
                             "hasFiles": "[greater(variables('fileCount'), 0)]"
                           },
@@ -5643,7 +5844,7 @@
                                     "_generator": {
                                       "name": "bicep",
                                       "version": "0.40.2.10011",
-                                      "templateHash": "8053001273024010241"
+                                      "templateHash": "17649985755359546818"
                                     }
                                   },
                                   "definitions": {
@@ -5683,6 +5884,9 @@
                                             "networkAddressPrefix": {
                                               "type": "string"
                                             },
+                                            "natGateway": {
+                                              "type": "bool"
+                                            },
                                             "privateRouting": {
                                               "type": "bool"
                                             },
@@ -5721,6 +5925,7 @@
                                           "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
                                           "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
                                           "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
                                           "privateRouting": "Indicates whether private network routing is enabled.",
                                           "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
                                           "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
@@ -5758,6 +5963,9 @@
                                             "dfs": {
                                               "$ref": "#/definitions/_1.IdNameObject"
                                             },
+                                            "file": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
                                             "queue": {
                                               "$ref": "#/definitions/_1.IdNameObject"
                                             },
@@ -5794,6 +6002,7 @@
                                         "dnsZones": {
                                           "blob": "Resource ID and name for the blob storage DNS zone.",
                                           "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                          "file": "Resource ID and name for the file storage DNS zone.",
                                           "queue": "Resource ID and name for the queue storage DNS zone.",
                                           "table": "Resource ID and name for the table storage DNS zone."
                                         },
@@ -6036,7 +6245,7 @@
                                     "_generator": {
                                       "name": "bicep",
                                       "version": "0.40.2.10011",
-                                      "templateHash": "1681840610494675289"
+                                      "templateHash": "15790442586575518487"
                                     }
                                   },
                                   "definitions": {
@@ -6087,6 +6296,9 @@
                                             "networkAddressPrefix": {
                                               "type": "string"
                                             },
+                                            "natGateway": {
+                                              "type": "bool"
+                                            },
                                             "privateRouting": {
                                               "type": "bool"
                                             },
@@ -6125,6 +6337,7 @@
                                           "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
                                           "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
                                           "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
                                           "privateRouting": "Indicates whether private network routing is enabled.",
                                           "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
                                           "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
@@ -6162,6 +6375,9 @@
                                             "dfs": {
                                               "$ref": "#/definitions/_1.IdNameObject"
                                             },
+                                            "file": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
                                             "queue": {
                                               "$ref": "#/definitions/_1.IdNameObject"
                                             },
@@ -6198,6 +6414,7 @@
                                         "dnsZones": {
                                           "blob": "Resource ID and name for the blob storage DNS zone.",
                                           "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                          "file": "Resource ID and name for the file storage DNS zone.",
                                           "queue": "Resource ID and name for the queue storage DNS zone.",
                                           "table": "Resource ID and name for the table storage DNS zone."
                                         },
@@ -6323,6 +6540,13 @@
                                       "metadata": {
                                         "description": "Optional. Environment variables to use for the deployment script."
                                       }
+                                    },
+                                    "forceUpdateTag": {
+                                      "type": "string",
+                                      "defaultValue": "",
+                                      "metadata": {
+                                        "description": "Optional. Forces the script to run again when the value changes. Default = empty (only reruns when properties change)."
+                                      }
                                     }
                                   },
                                   "variables": {
@@ -6377,12 +6601,21 @@
                                           "[format('{0}', resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]": {}
                                         }
                                       },
-                                      "properties": "[shallowMerge(createArray(variables('privateEndpointDeploymentProperties'), createObject('azPowerShellVersion', '11.0', 'retentionInterval', 'PT1H', 'cleanupPreference', 'OnSuccess', 'scriptContent', parameters('scriptContent'), 'arguments', parameters('arguments'), 'environmentVariables', parameters('environmentVariables'))))]",
+                                      "properties": "[shallowMerge(createArray(variables('privateEndpointDeploymentProperties'), createObject('azPowerShellVersion', '11.0', 'retentionInterval', 'PT1H', 'cleanupPreference', 'OnSuccess', 'scriptContent', parameters('scriptContent'), 'arguments', parameters('arguments'), 'environmentVariables', parameters('environmentVariables'), 'forceUpdateTag', if(empty(parameters('forceUpdateTag')), null(), parameters('forceUpdateTag')))))]",
                                       "dependsOn": [
                                         "identity",
                                         "identityRoleAssignments"
                                       ]
                                     }
+                                  },
+                                  "outputs": {
+                                    "scriptOutputs": {
+                                      "type": "object",
+                                      "metadata": {
+                                        "description": "Values the script set in $DeploymentScriptOutputs. Empty if the script did not set any."
+                                      },
+                                      "value": "[coalesce(tryGet(reference('script'), 'outputs'), createObject())]"
+                                    }
                                   }
                                 }
                               },
@@ -6456,41 +6689,11 @@
                           "scriptContent": {
                             "value": "[variables('$fxv#0')]"
                           },
+                          "forceUpdateTag": {
+                            "value": "[parameters('forceUpdateTag')]"
+                          },
                           "environmentVariables": {
-                            "value": [
-                              {
-                                "name": "ftkVersion",
-                                "value": "[variables('finOpsToolkitVersion')]"
-                              },
-                              {
-                                "name": "scopes",
-                                "value": "[join(parameters('scopesToMonitor'), '|')]"
-                              },
-                              {
-                                "name": "msexportRetentionInDays",
-                                "value": "[string(parameters('msexportRetentionInDays'))]"
-                              },
-                              {
-                                "name": "ingestionRetentionInMonths",
-                                "value": "[string(parameters('ingestionRetentionInMonths'))]"
-                              },
-                              {
-                                "name": "rawRetentionInDays",
-                                "value": "[string(parameters('rawRetentionInDays'))]"
-                              },
-                              {
-                                "name": "finalRetentionInMonths",
-                                "value": "[string(parameters('finalRetentionInMonths'))]"
-                              },
-                              {
-                                "name": "storageAccountName",
-                                "value": "[parameters('app').storage]"
-                              },
-                              {
-                                "name": "containerName",
-                                "value": "[variables('CONFIG')]"
-                              }
-                            ]
+                            "value": "[flatten(createArray(createArray(createObject('name', 'ftkVersion', 'value', variables('finOpsToolkitVersion')), createObject('name', 'scopes', 'value', join(parameters('scopesToMonitor'), '|')), createObject('name', 'storageAccountName', 'value', parameters('app').storage), createObject('name', 'containerName', 'value', variables('CONFIG'))), if(equals(parameters('msexportRetentionInDays'), null()), createArray(), createArray(createObject('name', 'msexportRetentionInDays', 'value', string(parameters('msexportRetentionInDays'))))), if(equals(parameters('rawRetentionInDays'), null()), createArray(), createArray(createObject('name', 'rawRetentionInDays', 'value', string(parameters('rawRetentionInDays'))))), if(equals(parameters('ingestionRetentionInMonths'), null()), createArray(), createArray(createObject('name', 'ingestionRetentionInMonths', 'value', string(parameters('ingestionRetentionInMonths'))))), if(equals(parameters('finalRetentionInMonths'), null()), createArray(), createArray(createObject('name', 'finalRetentionInMonths', 'value', string(parameters('finalRetentionInMonths')))))))]"
                           }
                         },
                         "template": {
@@ -6505,7 +6708,7 @@
                             "_generator": {
                               "name": "bicep",
                               "version": "0.40.2.10011",
-                              "templateHash": "1681840610494675289"
+                              "templateHash": "15790442586575518487"
                             }
                           },
                           "definitions": {
@@ -6556,6 +6759,9 @@
                                     "networkAddressPrefix": {
                                       "type": "string"
                                     },
+                                    "natGateway": {
+                                      "type": "bool"
+                                    },
                                     "privateRouting": {
                                       "type": "bool"
                                     },
@@ -6594,6 +6800,7 @@
                                   "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
                                   "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
                                   "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                  "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
                                   "privateRouting": "Indicates whether private network routing is enabled.",
                                   "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
                                   "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
@@ -6631,6 +6838,9 @@
                                     "dfs": {
                                       "$ref": "#/definitions/_1.IdNameObject"
                                     },
+                                    "file": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
                                     "queue": {
                                       "$ref": "#/definitions/_1.IdNameObject"
                                     },
@@ -6667,6 +6877,7 @@
                                 "dnsZones": {
                                   "blob": "Resource ID and name for the blob storage DNS zone.",
                                   "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                  "file": "Resource ID and name for the file storage DNS zone.",
                                   "queue": "Resource ID and name for the queue storage DNS zone.",
                                   "table": "Resource ID and name for the table storage DNS zone."
                                 },
@@ -6792,6 +7003,13 @@
                               "metadata": {
                                 "description": "Optional. Environment variables to use for the deployment script."
                               }
+                            },
+                            "forceUpdateTag": {
+                              "type": "string",
+                              "defaultValue": "",
+                              "metadata": {
+                                "description": "Optional. Forces the script to run again when the value changes. Default = empty (only reruns when properties change)."
+                              }
                             }
                           },
                           "variables": {
@@ -6846,12 +7064,21 @@
                                   "[format('{0}', resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]": {}
                                 }
                               },
-                              "properties": "[shallowMerge(createArray(variables('privateEndpointDeploymentProperties'), createObject('azPowerShellVersion', '11.0', 'retentionInterval', 'PT1H', 'cleanupPreference', 'OnSuccess', 'scriptContent', parameters('scriptContent'), 'arguments', parameters('arguments'), 'environmentVariables', parameters('environmentVariables'))))]",
+                              "properties": "[shallowMerge(createArray(variables('privateEndpointDeploymentProperties'), createObject('azPowerShellVersion', '11.0', 'retentionInterval', 'PT1H', 'cleanupPreference', 'OnSuccess', 'scriptContent', parameters('scriptContent'), 'arguments', parameters('arguments'), 'environmentVariables', parameters('environmentVariables'), 'forceUpdateTag', if(empty(parameters('forceUpdateTag')), null(), parameters('forceUpdateTag')))))]",
                               "dependsOn": [
                                 "identity",
                                 "identityRoleAssignments"
                               ]
                             }
+                          },
+                          "outputs": {
+                            "scriptOutputs": {
+                              "type": "object",
+                              "metadata": {
+                                "description": "Values the script set in $DeploymentScriptOutputs. Empty if the script did not set any."
+                              },
+                              "value": "[coalesce(tryGet(reference('script'), 'outputs'), createObject())]"
+                            }
                           }
                         }
                       },
@@ -6897,6 +7124,13 @@
                       },
                       "value": "[reference('appRegistration').outputs.triggerManagerIdentityName.value]"
                     },
+                    "rawRetentionInDays": {
+                      "type": "int",
+                      "metadata": {
+                        "description": "Effective number of days to retain data in the Data Explorer *_raw tables, as stored in settings.json after this deployment."
+                      },
+                      "value": "[int(coalesce(tryGet(reference('uploadSettings').outputs.scriptOutputs.value, 'rawRetentionInDays'), coalesce(parameters('rawRetentionInDays'), 0)))]"
+                    },
                     "metadata": {
                       "$ref": "#/definitions/CoreMetadata",
                       "metadata": {
@@ -6960,15 +7194,15 @@
                     "_generator": {
                       "name": "bicep",
                       "version": "0.40.2.10011",
-                      "templateHash": "2144282506765289137"
+                      "templateHash": "17677068114593135879"
                     },
                     "hubApp": {
                       "id": "Microsoft.CostManagement.Exports",
-                      "version": "14.0",
+                      "version": "15.0",
                       "dependencies": [
                         "Microsoft.FinOpsHubs.Core"
                       ],
-                      "metadata": "https://microsoft.github.io/finops-toolkit/deploy/finops-hub/14.0/Microsoft.CostManagement/Exports/metadata.bicep"
+                      "metadata": "https://microsoft.github.io/finops-toolkit/deploy/finops-hub/15.0/Microsoft.CostManagement/Exports/metadata.bicep"
                     }
                   },
                   "definitions": {
@@ -7008,6 +7242,9 @@
                             "networkAddressPrefix": {
                               "type": "string"
                             },
+                            "natGateway": {
+                              "type": "bool"
+                            },
                             "privateRouting": {
                               "type": "bool"
                             },
@@ -7046,6 +7283,7 @@
                           "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
                           "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
                           "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
                           "privateRouting": "Indicates whether private network routing is enabled.",
                           "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
                           "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
@@ -7083,6 +7321,9 @@
                             "dfs": {
                               "$ref": "#/definitions/_1.IdNameObject"
                             },
+                            "file": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            },
                             "queue": {
                               "$ref": "#/definitions/_1.IdNameObject"
                             },
@@ -7119,6 +7360,7 @@
                         "dnsZones": {
                           "blob": "Resource ID and name for the blob storage DNS zone.",
                           "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                          "file": "Resource ID and name for the file storage DNS zone.",
                           "queue": "Resource ID and name for the queue storage DNS zone.",
                           "table": "Resource ID and name for the table storage DNS zone."
                         },
@@ -7475,22 +7717,22 @@
                     }
                   },
                   "variables": {
-                    "$fxv#0": "{\n  \"additionalColumns\": [],\n  \"translator\": {\n    \"type\": \"TabularTranslator\",\n    \"mappings\": [\n      {\n        \"source\":{\"name\":\"BillingAccountId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"BillingAccountId\"}\n      },\n      {\n        \"source\":{\"name\":\"BillingAccountName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"BillingAccountName\"}\n      },\n      {\n        \"source\":{\"name\":\"BillingPeriodStartDate\", \"type\": \"DateTimeOffset\" },\n        \"sink\": { \"name\": \"BillingPeriodStartDate\"}\n      },\n      {\n        \"source\":{\"name\":\"BillingPeriodEndDate\", \"type\": \"DateTimeOffset\" },\n        \"sink\": { \"name\": \"BillingPeriodEndDate\"}\n      },\n      {\n        \"source\":{\"name\":\"BillingProfileId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"BillingProfileId\"}\n      },\n      {\n        \"source\":{\"name\":\"BillingProfileName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"BillingProfileName\"}\n      },\n      {\n        \"source\":{\"name\":\"AccountOwnerId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"AccountOwnerId\"}\n      },\n      {\n        \"source\":{\"name\":\"AccountName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"AccountName\"}\n      },\n      {\n        \"source\":{\"name\":\"SubscriptionId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"SubscriptionId\"}\n      },\n      {\n        \"source\":{\"name\":\"SubscriptionName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"SubscriptionName\"}\n      },\n      {\n        \"source\":{\"name\":\"Date\", \"type\": \"DateTimeOffset\" },\n        \"sink\": { \"name\": \"Date\"}\n      },\n      {\n        \"source\":{\"name\":\"Product\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"Product\"}\n      },\n      {\n        \"source\":{\"name\":\"PartNumber\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"PartNumber\"}\n      },\n      {\n        \"source\":{\"name\":\"MeterId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"MeterId\"}\n      },\n      {\n        \"source\":{\"name\":\"ServiceFamily\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ServiceFamily\"}\n      },\n      {\n        \"source\":{\"name\":\"MeterCategory\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"MeterCategory\"}\n      },\n      {\n        \"source\":{\"name\":\"MeterSubCategory\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"MeterSubCategory\"}\n      },\n      {\n        \"source\":{\"name\":\"MeterRegion\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"MeterRegion\"}\n      },\n      {\n        \"source\":{\"name\":\"MeterName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"MeterName\"}\n      },\n      {\n        \"source\":{\"name\":\"Quantity\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"Quantity\"}\n      },\n      {\n        \"source\":{\"name\":\"EffectivePrice\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"EffectivePrice\"}\n      },\n      {\n        \"source\":{\"name\":\"Cost\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"Cost\"}\n      },\n      {\n        \"source\":{\"name\":\"UnitPrice\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"UnitPrice\"}\n      },\n      {\n        \"source\":{\"name\":\"BillingCurrency\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"BillingCurrency\"}\n      },\n      {\n        \"source\":{\"name\":\"ResourceLocation\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ResourceLocation\"}\n      },\n      {\n        \"source\":{\"name\":\"AvailabilityZone\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"AvailabilityZone\"}\n      },\n      {\n        \"source\":{\"name\":\"ConsumedService\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ConsumedService\"}\n      },\n      {\n        \"source\":{\"name\":\"ResourceId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ResourceId\"}\n      },\n      {\n        \"source\":{\"name\":\"ResourceName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ResourceName\"}\n      },\n      {\n        \"source\":{\"name\":\"ServiceInfo1\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ServiceInfo1\"}\n      },\n      {\n        \"source\":{\"name\":\"ServiceInfo2\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ServiceInfo2\"}\n      },\n      {\n        \"source\":{\"name\":\"AdditionalInfo\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"AdditionalInfo\"}\n      },\n      {\n        \"source\":{\"name\":\"Tags\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"Tags\"}\n      },\n      {\n        \"source\":{\"name\":\"InvoiceSectionId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"InvoiceSectionId\"}\n      },\n      {\n        \"source\":{\"name\":\"InvoiceSection\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"InvoiceSection\"}\n      },\n      {\n        \"source\":{\"name\":\"CostCenter\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"CostCenter\"}\n      },\n      {\n        \"source\":{\"name\":\"UnitOfMeasure\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"UnitOfMeasure\"}\n      },\n      {\n        \"source\":{\"name\":\"ResourceGroup\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ResourceGroup\"}\n      },\n      {\n        \"source\":{\"name\":\"ReservationId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ReservationId\"}\n      },\n      {\n        \"source\":{\"name\":\"ReservationName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ReservationName\"}\n      },\n      {\n        \"source\":{\"name\":\"ProductOrderId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ProductOrderId\"}\n      },\n      {\n        \"source\":{\"name\":\"ProductOrderName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ProductOrderName\"}\n      },\n      {\n        \"source\":{\"name\":\"OfferId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"OfferId\"}\n      },\n      {\n        \"source\":{\"name\":\"IsAzureCreditEligible\", \"type\": \"Boolean\" },\n        \"sink\": { \"name\": \"IsAzureCreditEligible\"}\n      },\n      {\n        \"source\":{\"name\":\"Term\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"Term\"}\n      },\n      {\n        \"source\":{\"name\":\"PublisherName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"PublisherName\"}\n      },\n      {\n        \"source\":{\"name\":\"PlanName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"PlanName\"}\n      },\n      {\n        \"source\":{\"name\":\"ChargeType\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ChargeType\"}\n      },\n      {\n        \"source\":{\"name\":\"Frequency\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"Frequency\"}\n      },\n      {\n        \"source\":{\"name\":\"PublisherType\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"PublisherType\"}\n      }\n    ]\n  }\n}\n",
-                    "$fxv#1": "{\n  \"additionalColumns\": [],\n  \"translator\": {\n    \"type\": \"TabularTranslator\",\n    \"mappings\": [\n      {\n        \"source\":{\"name\":\"BillingAccountId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"BillingAccountId\"}\n      },\n      {\n        \"source\":{\"name\":\"BillingAccountName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"BillingAccountName\"}\n      },\n      {\n        \"source\":{\"name\":\"BillingPeriodStartDate\", \"type\": \"DateTimeOffset\" },\n        \"sink\": { \"name\": \"BillingPeriodStartDate\"}\n      },\n      {\n        \"source\":{\"name\":\"BillingPeriodEndDate\", \"type\": \"DateTimeOffset\" },\n        \"sink\": { \"name\": \"BillingPeriodEndDate\"}\n      },\n      {\n        \"source\":{\"name\":\"BillingProfileId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"BillingProfileId\"}\n      },\n      {\n        \"source\":{\"name\":\"BillingProfileName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"BillingProfileName\"}\n      },\n      {\n        \"source\":{\"name\":\"AccountOwnerId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"AccountOwnerId\"}\n      },\n      {\n        \"source\":{\"name\":\"AccountName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"AccountName\"}\n      },\n      {\n        \"source\":{\"name\":\"SubscriptionId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"SubscriptionId\"}\n      },\n      {\n        \"source\":{\"name\":\"SubscriptionName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"SubscriptionName\"}\n      },\n      {\n        \"source\":{\"name\":\"Date\", \"type\": \"DateTimeOffset\" },\n        \"sink\": { \"name\": \"Date\"}\n      },\n      {\n        \"source\":{\"name\":\"Product\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"Product\"}\n      },\n      {\n        \"source\":{\"name\":\"PartNumber\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"PartNumber\"}\n      },\n      {\n        \"source\":{\"name\":\"MeterId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"MeterId\"}\n      },\n      {\n        \"source\":{\"name\":\"ServiceFamily\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ServiceFamily\"}\n      },\n      {\n        \"source\":{\"name\":\"MeterCategory\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"MeterCategory\"}\n      },\n      {\n        \"source\":{\"name\":\"MeterSubCategory\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"MeterSubCategory\"}\n      },\n      {\n        \"source\":{\"name\":\"MeterRegion\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"MeterRegion\"}\n      },\n      {\n        \"source\":{\"name\":\"MeterName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"MeterName\"}\n      },\n      {\n        \"source\":{\"name\":\"Quantity\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"Quantity\"}\n      },\n      {\n        \"source\":{\"name\":\"EffectivePrice\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"EffectivePrice\"}\n      },\n      {\n        \"source\":{\"name\":\"Cost\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"Cost\"}\n      },\n      {\n        \"source\":{\"name\":\"UnitPrice\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"UnitPrice\"}\n      },\n      {\n        \"source\":{\"name\":\"BillingCurrency\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"BillingCurrency\"}\n      },\n      {\n        \"source\":{\"name\":\"ResourceLocation\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ResourceLocation\"}\n      },\n      {\n        \"source\":{\"name\":\"AvailabilityZone\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"AvailabilityZone\"}\n      },\n      {\n        \"source\":{\"name\":\"ConsumedService\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ConsumedService\"}\n      },\n      {\n        \"source\":{\"name\":\"ResourceId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ResourceId\"}\n      },\n      {\n        \"source\":{\"name\":\"ResourceName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ResourceName\"}\n      },\n      {\n        \"source\":{\"name\":\"ServiceInfo1\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ServiceInfo1\"}\n      },\n      {\n        \"source\":{\"name\":\"ServiceInfo2\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ServiceInfo2\"}\n      },\n      {\n        \"source\":{\"name\":\"AdditionalInfo\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"AdditionalInfo\"}\n      },\n      {\n        \"source\":{\"name\":\"Tags\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"Tags\"}\n      },\n      {\n        \"source\":{\"name\":\"InvoiceSectionId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"InvoiceSectionId\"}\n      },\n      {\n        \"source\":{\"name\":\"InvoiceSection\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"InvoiceSection\"}\n      },\n      {\n        \"source\":{\"name\":\"CostCenter\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"CostCenter\"}\n      },\n      {\n        \"source\":{\"name\":\"UnitOfMeasure\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"UnitOfMeasure\"}\n      },\n      {\n        \"source\":{\"name\":\"ResourceGroup\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ResourceGroup\"}\n      },\n      {\n        \"source\":{\"name\":\"ReservationId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ReservationId\"}\n      },\n      {\n        \"source\":{\"name\":\"ReservationName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ReservationName\"}\n      },\n      {\n        \"source\":{\"name\":\"ProductOrderId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ProductOrderId\"}\n      },\n      {\n        \"source\":{\"name\":\"ProductOrderName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ProductOrderName\"}\n      },\n      {\n        \"source\":{\"name\":\"OfferId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"OfferId\"}\n      },\n      {\n        \"source\":{\"name\":\"IsAzureCreditEligible\", \"type\": \"Boolean\" },\n        \"sink\": { \"name\": \"IsAzureCreditEligible\"}\n      },\n      {\n        \"source\":{\"name\":\"Term\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"Term\"}\n      },\n      {\n        \"source\":{\"name\":\"PublisherName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"PublisherName\"}\n      },\n      {\n        \"source\":{\"name\":\"PlanName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"PlanName\"}\n      },\n      {\n        \"source\":{\"name\":\"ChargeType\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ChargeType\"}\n      },\n      {\n        \"source\":{\"name\":\"Frequency\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"Frequency\"}\n      },\n      {\n        \"source\":{\"name\":\"PublisherType\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"PublisherType\"}\n      }\n    ]\n  }\n}\n",
-                    "$fxv#10": "{\n  \"additionalColumns\": [],\n  \"translator\": {\n    \"type\": \"TabularTranslator\",\n    \"mappings\": [\n      {\n        \"source\": { \"name\": \"SKU\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"SKU\" }\n      },\n      {\n        \"source\": { \"name\": \"Location\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"Location\" }\n      },\n      {\n        \"source\": { \"name\": \"CostWithNoReservedInstances\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"CostWithNoReservedInstances\" }\n      },\n      {\n        \"source\": { \"name\": \"FirstUsageDate\", \"type\": \"DateTimeOffset\" },\n        \"sink\": { \"name\": \"FirstUsageDate\" }\n      },\n      {\n        \"source\": { \"name\": \"InstanceFlexibilityRatio\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"InstanceFlexibilityRatio\" }\n      },\n      {\n        \"source\": { \"name\": \"InstanceFlexibilityGroup\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"InstanceFlexibilityGroup\" }\n      },\n      {\n        \"source\": { \"name\": \"LookBackPeriod\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"LookBackPeriod\" }\n      },\n      {\n        \"source\": { \"name\": \"MeterId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"MeterId\" }\n      },\n      {\n        \"source\": { \"name\": \"NetSavings\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"NetSavings\" }\n      },\n      {\n        \"source\": { \"name\": \"NormalizedSize\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"NormalizedSize\" }\n      },\n      {\n        \"source\": { \"name\": \"RecommendedQuantity\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"RecommendedQuantity\" }\n      },\n      {\n        \"source\": { \"name\": \"RecommendedQuantityNormalized\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"RecommendedQuantityNormalized\" }\n      },\n      {\n        \"source\": { \"name\": \"ResourceType\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ResourceType\" }\n      },\n      {\n        \"source\": { \"name\": \"Scope\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"Scope\" }\n      },\n      {\n        \"source\": { \"name\": \"SkuProperties\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"SkuProperties\" }\n      },\n      {\n        \"source\": { \"name\": \"Term\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"Term\" }\n      },\n      {\n        \"source\": { \"name\": \"TotalCostWithReservedInstances\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"TotalCostWithReservedInstances\" }\n      }\n    ]\n  }\n}\n",
-                    "$fxv#11": "{\n  \"additionalColumns\": [],\n  \"translator\": {\n    \"type\": \"TabularTranslator\",\n    \"mappings\": [\n      {\n        \"source\": { \"name\": \"Cost With No ReservedInstances\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"CostWithNoReservedInstancesJson\" }\n      },\n      {\n        \"source\": { \"name\": \"First UsageDate\", \"type\": \"DateTimeOffset\" },\n        \"sink\": { \"name\": \"FirstUsageDate\" }\n      },\n      {\n        \"source\": { \"name\": \"Instance Flexibility Ratio\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"InstanceFlexibilityRatio\" }\n      },\n      {\n        \"source\": { \"name\": \"Instance Flexibility Group\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"InstanceFlexibilityGroup\" }\n      },\n      {\n        \"source\": { \"name\": \"Location\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"Location\" }\n      },\n      {\n        \"source\": { \"name\": \"LookBackPeriod\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"LookBackPeriod\" }\n      },\n      {\n        \"source\": { \"name\": \"MeterID\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"MeterId\" }\n      },\n      {\n        \"source\": { \"name\": \"Net Savings\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"NetSavingsJson\" }\n      },\n      {\n        \"source\": { \"name\": \"Normalized Size\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"NormalizedSize\" }\n      },\n      {\n        \"source\": { \"name\": \"Recommended Quantity\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"RecommendedQuantity\" }\n      },\n      {\n        \"source\": { \"name\": \"Recommended Quantity Normalized\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"RecommendedQuantityNormalized\" }\n      },\n      {\n        \"source\": { \"name\": \"ResourceType\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ResourceType\" }\n      },\n      {\n        \"source\": { \"name\": \"scope\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"Scope\" }\n      },\n      {\n        \"source\": { \"name\": \"SkuName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"SkuName\" }\n      },\n      {\n        \"source\": { \"name\": \"Sku Properties\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"SkuProperties\" }\n      },\n      {\n        \"source\": { \"name\": \"Term\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"Term\" }\n      },\n      {\n        \"source\": { \"name\": \"Total Cost With ReservedInstances\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"TotalCostWithReservedInstancesJson\" }\n      }\n    ]\n  }\n}\n",
-                    "$fxv#12": "{\n  \"additionalColumns\": [],\n  \"translator\": {\n    \"type\": \"TabularTranslator\",\n    \"mappings\": [\n      {\n        \"source\": { \"name\": \"AccountName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"AccountName\" }\n      },\n      {\n        \"source\": { \"name\": \"AccountOwnerEmail\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"AccountOwnerEmail\" }\n      },\n      {\n        \"source\": { \"name\": \"Amount\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"Amount\" }\n      },\n      {\n        \"source\": { \"name\": \"ArmSkuName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ArmSkuName\" }\n      },\n      {\n        \"source\": { \"name\": \"BillingFrequency\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"BillingFrequency\" }\n      },\n      {\n        \"source\": { \"name\": \"BillingMonth\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"BillingMonth\" }\n      },\n      {\n        \"source\": { \"name\": \"CostCenter\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"CostCenter\" }\n      },\n      {\n        \"source\": { \"name\": \"Currency\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"Currency\" }\n      },\n      {\n        \"source\": { \"name\": \"CurrentEnrollmentId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"CurrentEnrollmentId\" }\n      },\n      {\n        \"source\": { \"name\": \"DepartmentName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"DepartmentName\" }\n      },\n      {\n        \"source\": { \"name\": \"Description\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"Description\" }\n      },\n      {\n        \"source\": { \"name\": \"EventDate\", \"type\": \"DateTimeOffset\" },\n        \"sink\": { \"name\": \"EventDate\" }\n      },\n      {\n        \"source\": { \"name\": \"EventType\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"EventType\" }\n      },\n      {\n        \"source\": { \"name\": \"MonetaryCommitment\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"MonetaryCommitment\" }\n      },\n      {\n        \"source\": { \"name\": \"Overage\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"Overage\" }\n      },\n      {\n        \"source\": { \"name\": \"PurchasingSubscriptionGuid\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"PurchasingSubscriptionGuid\" }\n      },\n      {\n        \"source\": { \"name\": \"PurchasingSubscriptionName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"PurchasingSubscriptionName\" }\n      },\n      {\n        \"source\": { \"name\": \"PurchasingEnrollment\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"PurchasingEnrollment\" }\n      },\n      {\n        \"source\": { \"name\": \"Quantity\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"Quantity\" }\n      },\n      {\n        \"source\": { \"name\": \"Region\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"Region\" }\n      },\n      {\n        \"source\": { \"name\": \"ReservationOrderId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ReservationOrderId\" }\n      },\n      {\n        \"source\": { \"name\": \"ReservationOrderName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ReservationOrderName\" }\n      },\n      {\n        \"source\": { \"name\": \"Term\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"Term\" }\n      }\n    ]\n  }\n}\n",
-                    "$fxv#13": "{\n  \"additionalColumns\": [],\n  \"translator\": {\n    \"type\": \"TabularTranslator\",\n    \"mappings\": [\n      {\n        \"source\": { \"name\": \"Amount\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"Amount\" }\n      },\n      {\n        \"source\": { \"name\": \"ArmSkuName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ArmSkuName\" }\n      },\n      {\n        \"source\": { \"name\": \"BillingFrequency\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"BillingFrequency\" }\n      },\n      {\n        \"source\": { \"name\": \"BillingProfileId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"BillingProfileId\" }\n      },\n      {\n        \"source\": { \"name\": \"BillingProfileName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"BillingProfileName\" }\n      },\n      {\n        \"source\": { \"name\": \"Currency\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"Currency\" }\n      },\n      {\n        \"source\": { \"name\": \"Description\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"Description\" }\n      },\n      {\n        \"source\": { \"name\": \"EventDate\", \"type\": \"DateTimeOffset\" },\n        \"sink\": { \"name\": \"EventDate\" }\n      },\n      {\n        \"source\": { \"name\": \"EventType\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"EventType\" }\n      },\n      {\n        \"source\": { \"name\": \"Invoice\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"Invoice\" }\n      },\n      {\n        \"source\": { \"name\": \"InvoiceId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"InvoiceId\" }\n      },\n      {\n        \"source\": { \"name\": \"InvoiceSectionId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"InvoiceSectionId\" }\n      },\n      {\n        \"source\": { \"name\": \"InvoiceSectionName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"InvoiceSectionName\" }\n      },\n      {\n        \"source\": { \"name\": \"PurchasingSubscriptionGuid\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"PurchasingSubscriptionGuid\" }\n      },\n      {\n        \"source\": { \"name\": \"PurchasingSubscriptionName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"PurchasingSubscriptionName\" }\n      },\n      {\n        \"source\": { \"name\": \"Quantity\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"Quantity\" }\n      },\n      {\n        \"source\": { \"name\": \"Region\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"Region\" }\n      },\n      {\n        \"source\": { \"name\": \"ReservationOrderId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ReservationOrderId\" }\n      },\n      {\n        \"source\": { \"name\": \"ReservationOrderName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ReservationOrderName\" }\n      },\n      {\n        \"source\": { \"name\": \"Term\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"Term\" }\n      }\n    ]\n  }\n}\n",
-                    "$fxv#2": "{\n  \"additionalColumns\": [],\n  \"translator\": {\n    \"type\": \"TabularTranslator\",\n    \"mappings\": [\n      {\n        \"source\": { \"name\": \"BilledCost\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"BilledCost\" }\n      },\n      {\n        \"source\": { \"name\": \"BillingAccountId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"BillingAccountId\" }\n      },\n      {\n        \"source\": { \"name\": \"BillingAccountName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"BillingAccountName\" }\n      },\n      {\n        \"source\": { \"name\": \"BillingAccountType\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"BillingAccountType\" }\n      },\n      {\n        \"source\": { \"name\": \"BillingCurrency\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"BillingCurrency\" }\n      },\n      {\n        \"source\": { \"name\": \"BillingPeriodEnd\", \"type\": \"DateTimeOffset\" },\n        \"sink\": { \"name\": \"BillingPeriodEnd\" }\n      },\n      {\n        \"source\": { \"name\": \"BillingPeriodStart\", \"type\": \"DateTimeOffset\" },\n        \"sink\": { \"name\": \"BillingPeriodStart\" }\n      },\n      {\n        \"source\": { \"name\": \"CapacityReservationId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"CapacityReservationId\" }\n      },\n      {\n        \"source\": { \"name\": \"CapacityReservationStatus\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"CapacityReservationStatus\" }\n      },\n      {\n        \"source\": { \"name\": \"ChargeCategory\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ChargeCategory\" }\n      },\n      {\n        \"source\": { \"name\": \"ChargeClass\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ChargeClass\" }\n      },\n      {\n        \"source\": { \"name\": \"ChargeDescription\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ChargeDescription\" }\n      },\n      {\n        \"source\": { \"name\": \"ChargeFrequency\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ChargeFrequency\" }\n      },\n      {\n        \"source\": { \"name\": \"ChargePeriodEnd\", \"type\": \"DateTimeOffset\" },\n        \"sink\": { \"name\": \"ChargePeriodEnd\" }\n      },\n      {\n        \"source\": { \"name\": \"ChargePeriodStart\", \"type\": \"DateTimeOffset\" },\n        \"sink\": { \"name\": \"ChargePeriodStart\" }\n      },\n      {\n        \"source\": { \"name\": \"CommitmentDiscountCategory\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"CommitmentDiscountCategory\" }\n      },\n      {\n        \"source\": { \"name\": \"CommitmentDiscountId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"CommitmentDiscountId\" }\n      },\n      {\n        \"source\": { \"name\": \"CommitmentDiscountName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"CommitmentDiscountName\" }\n      },\n      {\n        \"source\": { \"name\": \"CommitmentDiscountQuantity\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"CommitmentDiscountQuantity\" }\n      },\n      {\n        \"source\": { \"name\": \"CommitmentDiscountStatus\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"CommitmentDiscountStatus\" }\n      },\n      {\n        \"source\": { \"name\": \"CommitmentDiscountType\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"CommitmentDiscountType\" }\n      },\n      {\n        \"source\": { \"name\": \"CommitmentDiscountUnit\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"CommitmentDiscountUnit\" }\n      },\n      {\n        \"source\": { \"name\": \"ConsumedQuantity\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"ConsumedQuantity\" }\n      },\n      {\n        \"source\": { \"name\": \"ConsumedUnit\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ConsumedUnit\" }\n      },\n      {\n        \"source\": { \"name\": \"ContractedCost\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"ContractedCost\" }\n      },\n      {\n        \"source\": { \"name\": \"ContractedUnitPrice\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"ContractedUnitPrice\" }\n      },\n      {\n        \"source\": { \"name\": \"EffectiveCost\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"EffectiveCost\" }\n      },\n      {\n        \"source\": { \"name\": \"InvoiceId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"InvoiceId\" }\n      },\n      {\n        \"source\": { \"name\": \"InvoiceIssuerName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"InvoiceIssuerName\" }\n      },\n      {\n        \"source\": { \"name\": \"ListCost\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"ListCost\" }\n      },\n      {\n        \"source\": { \"name\": \"ListUnitPrice\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"ListUnitPrice\" }\n      },\n      {\n        \"source\": { \"name\": \"PricingCategory\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"PricingCategory\" }\n      },\n      {\n        \"source\": { \"name\": \"PricingCurrency\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"PricingCurrency\" }\n      },\n      {\n        \"source\": { \"name\": \"PricingQuantity\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"PricingQuantity\" }\n      },\n      {\n        \"source\": { \"name\": \"PricingUnit\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"PricingUnit\" }\n      },\n      {\n        \"source\": { \"name\": \"ProviderName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ProviderName\" }\n      },\n      {\n        \"source\": { \"name\": \"PublisherName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"PublisherName\" }\n      },\n      {\n        \"source\": { \"name\": \"RegionId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"RegionId\" }\n      },\n      {\n        \"source\": { \"name\": \"RegionName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"RegionName\" }\n      },\n      {\n        \"source\": { \"name\": \"ResourceId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ResourceId\" }\n      },\n      {\n        \"source\": { \"name\": \"ResourceName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ResourceName\" }\n      },\n      {\n        \"source\": { \"name\": \"ResourceType\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ResourceType\" }\n      },\n      {\n        \"source\": { \"name\": \"ServiceCategory\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ServiceCategory\" }\n      },\n      {\n        \"source\": { \"name\": \"ServiceName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ServiceName\" }\n      },\n      {\n        \"source\": { \"name\": \"ServiceSubcategory\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ServiceSubcategory\" }\n      },\n      {\n        \"source\": { \"name\": \"SkuId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"SkuId\" }\n      },\n      {\n        \"source\": { \"name\": \"SkuMeter\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"SkuMeter\" }\n      },\n      {\n        \"source\": { \"name\": \"SkuPriceDetails\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"SkuPriceDetails\" }\n      },\n      {\n        \"source\": { \"name\": \"SkuPriceId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"SkuPriceId\" }\n      },\n      {\n        \"source\": { \"name\": \"SubAccountId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"SubAccountId\" }\n      },\n      {\n        \"source\": { \"name\": \"SubAccountName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"SubAccountName\" }\n      },\n      {\n        \"source\": { \"name\": \"SubAccountType\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"SubAccountType\" }\n      },\n      {\n        \"source\": { \"name\": \"Tags\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"Tags\" }\n      },\n      {\n        \"source\": { \"name\": \"x_AccountId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_AccountId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_AccountName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_AccountName\" }\n      },\n      {\n        \"source\": { \"name\": \"x_AccountOwnerId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_AccountOwnerId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_AmortizationClass\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_AmortizationClass\" }\n      },\n      {\n        \"source\": { \"name\": \"x_BilledCostInUsd\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"x_BilledCostInUsd\" }\n      },\n      {\n        \"source\": { \"name\": \"x_BilledUnitPrice\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"x_BilledUnitPrice\" }\n      },\n      {\n        \"source\": { \"name\": \"x_BillingAccountId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_BillingAccountId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_BillingAccountName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_BillingAccountName\" }\n      },\n      {\n        \"source\": { \"name\": \"x_BillingExchangeRate\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"x_BillingExchangeRate\" }\n      },\n      {\n        \"source\": { \"name\": \"x_BillingExchangeRateDate\", \"type\": \"DateTimeOffset\" },\n        \"sink\": { \"name\": \"x_BillingExchangeRateDate\" }\n      },\n      {\n        \"source\": { \"name\": \"x_BillingProfileId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_BillingProfileId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_BillingProfileName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_BillingProfileName\" }\n      },\n      {\n        \"source\": { \"name\": \"x_ContractedCostInUsd\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"x_ContractedCostInUsd\" }\n      },\n      {\n        \"source\": { \"name\": \"x_CostAllocationRuleName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_CostAllocationRuleName\" }\n      },\n      {\n        \"source\": { \"name\": \"x_CostCenter\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_CostCenter\" }\n      },\n      {\n        \"source\": { \"name\": \"x_CustomerId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_CustomerId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_CustomerName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_CustomerName\" }\n      },\n      {\n        \"source\": { \"name\": \"x_EffectiveCostInUsd\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"x_EffectiveCostInUsd\" }\n      },\n      {\n        \"source\": { \"name\": \"x_EffectiveUnitPrice\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"x_EffectiveUnitPrice\" }\n      },\n      {\n        \"source\": { \"name\": \"x_InvoiceIssuerId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_InvoiceIssuerId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_InvoiceSectionId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_InvoiceSectionId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_InvoiceSectionName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_InvoiceSectionName\" }\n      },\n      {\n        \"source\": { \"name\": \"x_ListCostInUsd\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"x_ListCostInUsd\" }\n      },\n      {\n        \"source\": { \"name\": \"x_PartnerCreditApplied\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_PartnerCreditApplied\" }\n      },\n      {\n        \"source\": { \"name\": \"x_PartnerCreditRate\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_PartnerCreditRate\" }\n      },\n      {\n        \"source\": { \"name\": \"x_PricingBlockSize\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"x_PricingBlockSize\" }\n      },\n      {\n        \"source\": { \"name\": \"x_PricingSubcategory\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_PricingSubcategory\" }\n      },\n      {\n        \"source\": { \"name\": \"x_PricingUnitDescription\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_PricingUnitDescription\" }\n      },\n      {\n        \"source\": { \"name\": \"x_PublisherCategory\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_PublisherCategory\" }\n      },\n      {\n        \"source\": { \"name\": \"x_PublisherId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_PublisherId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_ResellerId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_ResellerId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_ResellerName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_ResellerName\" }\n      },\n      {\n        \"source\": { \"name\": \"x_ResourceGroupName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_ResourceGroupName\" }\n      },\n      {\n        \"source\": { \"name\": \"x_ResourceType\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_ResourceType\" }\n      },\n      {\n        \"source\": { \"name\": \"x_ServiceModel\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_ServiceModel\" }\n      },\n      {\n        \"source\": { \"name\": \"x_ServicePeriodEnd\", \"type\": \"DateTimeOffset\" },\n        \"sink\": { \"name\": \"x_ServicePeriodEnd\" }\n      },\n      {\n        \"source\": { \"name\": \"x_ServicePeriodStart\", \"type\": \"DateTimeOffset\" },\n        \"sink\": { \"name\": \"x_ServicePeriodStart\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuDescription\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuDescription\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuIsCreditEligible\", \"type\": \"Boolean\" },\n        \"sink\": { \"name\": \"x_SkuIsCreditEligible\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuMeterCategory\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuMeterCategory\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuMeterId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuMeterId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuMeterSubcategory\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuMeterSubcategory\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuOfferId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuOfferId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuOrderId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuOrderId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuOrderName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuOrderName\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuPartNumber\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuPartNumber\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuPlanName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuPlanName\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuRegion\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuRegion\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuServiceFamily\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuServiceFamily\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuTerm\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuTerm\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuTier\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuTier\" }\n      }\n    ]\n  }\n}\n",
-                    "$fxv#3": "{\n  \"additionalColumns\": [],\n  \"translator\": {\n    \"type\": \"TabularTranslator\",\n    \"mappings\": [\n      {\n        \"source\": { \"name\": \"BilledCost\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"BilledCost\" }\n      },\n      {\n        \"source\": { \"name\": \"BillingAccountId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"BillingAccountId\" }\n      },\n      {\n        \"source\": { \"name\": \"BillingAccountName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"BillingAccountName\" }\n      },\n      {\n        \"source\": { \"name\": \"BillingAccountType\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"BillingAccountType\" }\n      },\n      {\n        \"source\": { \"name\": \"BillingCurrency\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"BillingCurrency\" }\n      },\n      {\n        \"source\": { \"name\": \"BillingPeriodEnd\", \"type\": \"DateTimeOffset\" },\n        \"sink\": { \"name\": \"BillingPeriodEnd\" }\n      },\n      {\n        \"source\": { \"name\": \"BillingPeriodStart\", \"type\": \"DateTimeOffset\" },\n        \"sink\": { \"name\": \"BillingPeriodStart\" }\n      },\n      {\n        \"source\": { \"name\": \"CapacityReservationId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"CapacityReservationId\" }\n      },\n      {\n        \"source\": { \"name\": \"CapacityReservationStatus\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"CapacityReservationStatus\" }\n      },\n      {\n        \"source\": { \"name\": \"ChargeCategory\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ChargeCategory\" }\n      },\n      {\n        \"source\": { \"name\": \"ChargeClass\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ChargeClass\" }\n      },\n      {\n        \"source\": { \"name\": \"ChargeDescription\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ChargeDescription\" }\n      },\n      {\n        \"source\": { \"name\": \"ChargeFrequency\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ChargeFrequency\" }\n      },\n      {\n        \"source\": { \"name\": \"ChargePeriodEnd\", \"type\": \"DateTimeOffset\" },\n        \"sink\": { \"name\": \"ChargePeriodEnd\" }\n      },\n      {\n        \"source\": { \"name\": \"ChargePeriodStart\", \"type\": \"DateTimeOffset\" },\n        \"sink\": { \"name\": \"ChargePeriodStart\" }\n      },\n      {\n        \"source\": { \"name\": \"CommitmentDiscountCategory\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"CommitmentDiscountCategory\" }\n      },\n      {\n        \"source\": { \"name\": \"CommitmentDiscountId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"CommitmentDiscountId\" }\n      },\n      {\n        \"source\": { \"name\": \"CommitmentDiscountName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"CommitmentDiscountName\" }\n      },\n      {\n        \"source\": { \"name\": \"CommitmentDiscountQuantity\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"CommitmentDiscountQuantity\" }\n      },\n      {\n        \"source\": { \"name\": \"CommitmentDiscountStatus\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"CommitmentDiscountStatus\" }\n      },\n      {\n        \"source\": { \"name\": \"CommitmentDiscountType\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"CommitmentDiscountType\" }\n      },\n      {\n        \"source\": { \"name\": \"CommitmentDiscountUnit\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"CommitmentDiscountUnit\" }\n      },\n      {\n        \"source\": { \"name\": \"ConsumedQuantity\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"ConsumedQuantity\" }\n      },\n      {\n        \"source\": { \"name\": \"ConsumedUnit\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ConsumedUnit\" }\n      },\n      {\n        \"source\": { \"name\": \"ContractedCost\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"ContractedCost\" }\n      },\n      {\n        \"source\": { \"name\": \"ContractedUnitPrice\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"ContractedUnitPrice\" }\n      },\n      {\n        \"source\": { \"name\": \"EffectiveCost\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"EffectiveCost\" }\n      },\n      {\n        \"source\": { \"name\": \"InvoiceId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"InvoiceId\" }\n      },\n      {\n        \"source\": { \"name\": \"InvoiceIssuerName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"InvoiceIssuerName\" }\n      },\n      {\n        \"source\": { \"name\": \"ListCost\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"ListCost\" }\n      },\n      {\n        \"source\": { \"name\": \"ListUnitPrice\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"ListUnitPrice\" }\n      },\n      {\n        \"source\": { \"name\": \"PricingCategory\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"PricingCategory\" }\n      },\n      {\n        \"source\": { \"name\": \"PricingCurrency\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"PricingCurrency\" }\n      },\n      {\n        \"source\": { \"name\": \"PricingQuantity\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"PricingQuantity\" }\n      },\n      {\n        \"source\": { \"name\": \"PricingUnit\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"PricingUnit\" }\n      },\n      {\n        \"source\": { \"name\": \"ProviderName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ProviderName\" }\n      },\n      {\n        \"source\": { \"name\": \"PublisherName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"PublisherName\" }\n      },\n      {\n        \"source\": { \"name\": \"RegionId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"RegionId\" }\n      },\n      {\n        \"source\": { \"name\": \"RegionName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"RegionName\" }\n      },\n      {\n        \"source\": { \"name\": \"ResourceId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ResourceId\" }\n      },\n      {\n        \"source\": { \"name\": \"ResourceName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ResourceName\" }\n      },\n      {\n        \"source\": { \"name\": \"ResourceType\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ResourceType\" }\n      },\n      {\n        \"source\": { \"name\": \"ServiceCategory\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ServiceCategory\" }\n      },\n      {\n        \"source\": { \"name\": \"ServiceName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ServiceName\" }\n      },\n      {\n        \"source\": { \"name\": \"ServiceSubcategory\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ServiceSubcategory\" }\n      },\n      {\n        \"source\": { \"name\": \"SkuId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"SkuId\" }\n      },\n      {\n        \"source\": { \"name\": \"SkuMeter\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"SkuMeter\" }\n      },\n      {\n        \"source\": { \"name\": \"SkuPriceDetails\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"SkuPriceDetails\" }\n      },\n      {\n        \"source\": { \"name\": \"SkuPriceId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"SkuPriceId\" }\n      },\n      {\n        \"source\": { \"name\": \"SubAccountId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"SubAccountId\" }\n      },\n      {\n        \"source\": { \"name\": \"SubAccountName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"SubAccountName\" }\n      },\n      {\n        \"source\": { \"name\": \"SubAccountType\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"SubAccountType\" }\n      },\n      {\n        \"source\": { \"name\": \"Tags\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"Tags\" }\n      },\n      {\n        \"source\": { \"name\": \"x_AccountId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_AccountId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_AccountName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_AccountName\" }\n      },\n      {\n        \"source\": { \"name\": \"x_AccountOwnerId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_AccountOwnerId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_AmortizationClass\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_AmortizationClass\" }\n      },\n      {\n        \"source\": { \"name\": \"x_BilledCostInUsd\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"x_BilledCostInUsd\" }\n      },\n      {\n        \"source\": { \"name\": \"x_BilledUnitPrice\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"x_BilledUnitPrice\" }\n      },\n      {\n        \"source\": { \"name\": \"x_BillingAccountId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_BillingAccountId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_BillingAccountName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_BillingAccountName\" }\n      },\n      {\n        \"source\": { \"name\": \"x_BillingExchangeRate\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"x_BillingExchangeRate\" }\n      },\n      {\n        \"source\": { \"name\": \"x_BillingExchangeRateDate\", \"type\": \"DateTimeOffset\" },\n        \"sink\": { \"name\": \"x_BillingExchangeRateDate\" }\n      },\n      {\n        \"source\": { \"name\": \"x_BillingProfileId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_BillingProfileId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_BillingProfileName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_BillingProfileName\" }\n      },\n      {\n        \"source\": { \"name\": \"x_ContractedCostInUsd\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"x_ContractedCostInUsd\" }\n      },\n      {\n        \"source\": { \"name\": \"x_CostAllocationRuleName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_CostAllocationRuleName\" }\n      },\n      {\n        \"source\": { \"name\": \"x_CostCenter\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_CostCenter\" }\n      },\n      {\n        \"source\": { \"name\": \"x_CustomerId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_CustomerId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_CustomerName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_CustomerName\" }\n      },\n      {\n        \"source\": { \"name\": \"x_EffectiveCostInUsd\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"x_EffectiveCostInUsd\" }\n      },\n      {\n        \"source\": { \"name\": \"x_EffectiveUnitPrice\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"x_EffectiveUnitPrice\" }\n      },\n      {\n        \"source\": { \"name\": \"x_InvoiceIssuerId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_InvoiceIssuerId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_InvoiceSectionId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_InvoiceSectionId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_InvoiceSectionName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_InvoiceSectionName\" }\n      },\n      {\n        \"source\": { \"name\": \"x_ListCostInUsd\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"x_ListCostInUsd\" }\n      },\n      {\n        \"source\": { \"name\": \"x_PartnerCreditApplied\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_PartnerCreditApplied\" }\n      },\n      {\n        \"source\": { \"name\": \"x_PartnerCreditRate\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_PartnerCreditRate\" }\n      },\n      {\n        \"source\": { \"name\": \"x_PricingBlockSize\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"x_PricingBlockSize\" }\n      },\n      {\n        \"source\": { \"name\": \"x_PricingSubcategory\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_PricingSubcategory\" }\n      },\n      {\n        \"source\": { \"name\": \"x_PricingUnitDescription\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_PricingUnitDescription\" }\n      },\n      {\n        \"source\": { \"name\": \"x_PublisherCategory\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_PublisherCategory\" }\n      },\n      {\n        \"source\": { \"name\": \"x_PublisherId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_PublisherId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_ResellerId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_ResellerId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_ResellerName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_ResellerName\" }\n      },\n      {\n        \"source\": { \"name\": \"x_ResourceGroupName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_ResourceGroupName\" }\n      },\n      {\n        \"source\": { \"name\": \"x_ResourceType\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_ResourceType\" }\n      },\n      {\n        \"source\": { \"name\": \"x_ServiceModel\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_ServiceModel\" }\n      },\n      {\n        \"source\": { \"name\": \"x_ServicePeriodEnd\", \"type\": \"DateTimeOffset\" },\n        \"sink\": { \"name\": \"x_ServicePeriodEnd\" }\n      },\n      {\n        \"source\": { \"name\": \"x_ServicePeriodStart\", \"type\": \"DateTimeOffset\" },\n        \"sink\": { \"name\": \"x_ServicePeriodStart\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuDescription\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuDescription\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuDetails\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuDetails\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuIsCreditEligible\", \"type\": \"Boolean\" },\n        \"sink\": { \"name\": \"x_SkuIsCreditEligible\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuMeterCategory\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuMeterCategory\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuMeterId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuMeterId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuMeterSubcategory\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuMeterSubcategory\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuOfferId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuOfferId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuOrderId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuOrderId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuOrderName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuOrderName\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuPartNumber\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuPartNumber\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuPlanName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuPlanName\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuRegion\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuRegion\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuServiceFamily\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuServiceFamily\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuTerm\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuTerm\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuTier\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuTier\" }\n      }\n    ]\n  }\n}\n",
-                    "$fxv#4": "{\n  \"additionalColumns\": [],\n  \"translator\": {\n    \"type\": \"TabularTranslator\",\n    \"mappings\": [\n      {\n        \"source\": { \"name\": \"BilledCost\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"BilledCost\" }\n      },\n      {\n        \"source\": { \"name\": \"BillingAccountId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"BillingAccountId\" }\n      },\n      {\n        \"source\": { \"name\": \"BillingAccountName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"BillingAccountName\" }\n      },\n      {\n        \"source\": { \"name\": \"BillingAccountType\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"BillingAccountType\" }\n      },\n      {\n        \"source\": { \"name\": \"BillingCurrency\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"BillingCurrency\" }\n      },\n      {\n        \"source\": { \"name\": \"BillingPeriodEnd\", \"type\": \"DateTimeOffset\" },\n        \"sink\": { \"name\": \"BillingPeriodEnd\" }\n      },\n      {\n        \"source\": { \"name\": \"BillingPeriodStart\", \"type\": \"DateTimeOffset\" },\n        \"sink\": { \"name\": \"BillingPeriodStart\" }\n      },\n      {\n        \"source\": { \"name\": \"ChargeCategory\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ChargeCategory\" }\n      },\n      {\n        \"source\": { \"name\": \"ChargeClass\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ChargeClass\" }\n      },\n      {\n        \"source\": { \"name\": \"ChargeDescription\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ChargeDescription\" }\n      },\n      {\n        \"source\": { \"name\": \"ChargeFrequency\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ChargeFrequency\" }\n      },\n      {\n        \"source\": { \"name\": \"ChargePeriodEnd\", \"type\": \"DateTimeOffset\" },\n        \"sink\": { \"name\": \"ChargePeriodEnd\" }\n      },\n      {\n        \"source\": { \"name\": \"ChargePeriodStart\", \"type\": \"DateTimeOffset\" },\n        \"sink\": { \"name\": \"ChargePeriodStart\" }\n      },\n      {\n        \"source\": { \"name\": \"CommitmentDiscountCategory\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"CommitmentDiscountCategory\" }\n      },\n      {\n        \"source\": { \"name\": \"CommitmentDiscountId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"CommitmentDiscountId\" }\n      },\n      {\n        \"source\": { \"name\": \"CommitmentDiscountName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"CommitmentDiscountName\" }\n      },\n      {\n        \"source\": { \"name\": \"CommitmentDiscountStatus\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"CommitmentDiscountStatus\" }\n      },\n      {\n        \"source\": { \"name\": \"CommitmentDiscountType\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"CommitmentDiscountType\" }\n      },\n      {\n        \"source\": { \"name\": \"ConsumedQuantity\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"ConsumedQuantity\" }\n      },\n      {\n        \"source\": { \"name\": \"ConsumedUnit\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ConsumedUnit\" }\n      },\n      {\n        \"source\": { \"name\": \"ContractedCost\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"ContractedCost\" }\n      },\n      {\n        \"source\": { \"name\": \"ContractedUnitPrice\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"ContractedUnitPrice\" }\n      },\n      {\n        \"source\": { \"name\": \"EffectiveCost\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"EffectiveCost\" }\n      },\n      {\n        \"source\": { \"name\": \"InvoiceIssuerName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"InvoiceIssuerName\" }\n      },\n      {\n        \"source\": { \"name\": \"ListCost\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"ListCost\" }\n      },\n      {\n        \"source\": { \"name\": \"ListUnitPrice\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"ListUnitPrice\" }\n      },\n      {\n        \"source\": { \"name\": \"PricingCategory\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"PricingCategory\" }\n      },\n      {\n        \"source\": { \"name\": \"PricingQuantity\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"PricingQuantity\" }\n      },\n      {\n        \"source\": { \"name\": \"PricingUnit\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"PricingUnit\" }\n      },\n      {\n        \"source\": { \"name\": \"ProviderName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ProviderName\" }\n      },\n      {\n        \"source\": { \"name\": \"PublisherName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"PublisherName\" }\n      },\n      {\n        \"source\": { \"name\": \"RegionId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"RegionId\" }\n      },\n      {\n        \"source\": { \"name\": \"RegionName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"RegionName\" }\n      },\n      {\n        \"source\": { \"name\": \"ResourceId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ResourceId\" }\n      },\n      {\n        \"source\": { \"name\": \"ResourceName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ResourceName\" }\n      },\n      {\n        \"source\": { \"name\": \"ResourceType\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ResourceType\" }\n      },\n      {\n        \"source\": { \"name\": \"ServiceCategory\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ServiceCategory\" }\n      },\n      {\n        \"source\": { \"name\": \"ServiceName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ServiceName\" }\n      },\n      {\n        \"source\": { \"name\": \"SkuId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"SkuId\" }\n      },\n      {\n        \"source\": { \"name\": \"SkuPriceId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"SkuPriceId\" }\n      },\n      {\n        \"source\": { \"name\": \"SubAccountId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"SubAccountId\" }\n      },\n      {\n        \"source\": { \"name\": \"SubAccountName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"SubAccountName\" }\n      },\n      {\n        \"source\": { \"name\": \"SubAccountType\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"SubAccountType\" }\n      },\n      {\n        \"source\": { \"name\": \"Tags\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"Tags\" }\n      },\n      {\n        \"source\": { \"name\": \"x_AccountId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_AccountId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_AccountName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_AccountName\" }\n      },\n      {\n        \"source\": { \"name\": \"x_AccountOwnerId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_AccountOwnerId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_BilledCostInUsd\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"x_BilledCostInUsd\" }\n      },\n      {\n        \"source\": { \"name\": \"x_BilledUnitPrice\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"x_BilledUnitPrice\" }\n      },\n      {\n        \"source\": { \"name\": \"x_BillingAccountId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_BillingAccountId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_BillingAccountName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_BillingAccountName\" }\n      },\n      {\n        \"source\": { \"name\": \"x_BillingExchangeRate\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"x_BillingExchangeRate\" }\n      },\n      {\n        \"source\": { \"name\": \"x_BillingExchangeRateDate\", \"type\": \"DateTimeOffset\" },\n        \"sink\": { \"name\": \"x_BillingExchangeRateDate\" }\n      },\n      {\n        \"source\": { \"name\": \"x_BillingProfileId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_BillingProfileId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_BillingProfileName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_BillingProfileName\" }\n      },\n      {\n        \"source\": { \"name\": \"x_ContractedCostInUsd\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"x_ContractedCostInUsd\" }\n      },\n      {\n        \"source\": { \"name\": \"x_CostAllocationRuleName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_CostAllocationRuleName\" }\n      },\n      {\n        \"source\": { \"name\": \"x_CostCenter\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_CostCenter\" }\n      },\n      {\n        \"source\": { \"name\": \"x_CustomerId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_CustomerId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_CustomerName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_CustomerName\" }\n      },\n      {\n        \"source\": { \"name\": \"x_EffectiveCostInUsd\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"x_EffectiveCostInUsd\" }\n      },\n      {\n        \"source\": { \"name\": \"x_EffectiveUnitPrice\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"x_EffectiveUnitPrice\" }\n      },\n      {\n        \"source\": { \"name\": \"x_InvoiceId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_InvoiceId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_InvoiceIssuerId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_InvoiceIssuerId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_InvoiceSectionId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_InvoiceSectionId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_InvoiceSectionName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_InvoiceSectionName\" }\n      },\n      {\n        \"source\": { \"name\": \"x_ListCostInUsd\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"x_ListCostInUsd\" }\n      },\n      {\n        \"source\": { \"name\": \"x_PartnerCreditApplied\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_PartnerCreditApplied\" }\n      },\n      {\n        \"source\": { \"name\": \"x_PartnerCreditRate\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_PartnerCreditRate\" }\n      },\n      {\n        \"source\": { \"name\": \"x_PricingBlockSize\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"x_PricingBlockSize\" }\n      },\n      {\n        \"source\": { \"name\": \"x_PricingCurrency\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_PricingCurrency\" }\n      },\n      {\n        \"source\": { \"name\": \"x_PricingSubcategory\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_PricingSubcategory\" }\n      },\n      {\n        \"source\": { \"name\": \"x_PricingUnitDescription\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_PricingUnitDescription\" }\n      },\n      {\n        \"source\": { \"name\": \"x_PublisherCategory\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_PublisherCategory\" }\n      },\n      {\n        \"source\": { \"name\": \"x_PublisherId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_PublisherId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_ResellerId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_ResellerId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_ResellerName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_ResellerName\" }\n      },\n      {\n        \"source\": { \"name\": \"x_ResourceGroupName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_ResourceGroupName\" }\n      },\n      {\n        \"source\": { \"name\": \"x_ResourceType\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_ResourceType\" }\n      },\n      {\n        \"source\": { \"name\": \"x_ServicePeriodEnd\", \"type\": \"DateTimeOffset\" },\n        \"sink\": { \"name\": \"x_ServicePeriodEnd\" }\n      },\n      {\n        \"source\": { \"name\": \"x_ServicePeriodStart\", \"type\": \"DateTimeOffset\" },\n        \"sink\": { \"name\": \"x_ServicePeriodStart\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuDescription\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuDescription\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuDetails\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuDetails\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuIsCreditEligible\", \"type\": \"Boolean\" },\n        \"sink\": { \"name\": \"x_SkuIsCreditEligible\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuMeterCategory\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuMeterCategory\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuMeterId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuMeterId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuMeterName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuMeterName\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuMeterSubcategory\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuMeterSubcategory\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuOfferId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuOfferId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuOrderId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuOrderId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuOrderName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuOrderName\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuPartNumber\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuPartNumber\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuRegion\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuRegion\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuServiceFamily\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuServiceFamily\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuTerm\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuTerm\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuTier\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuTier\" }\n      }\n    ]\n  }\n}\n",
-                    "$fxv#5": "{\n  \"additionalColumns\": [],\n  \"translator\": {\n    \"type\": \"TabularTranslator\",\n    \"mappings\": [\n      {\n        \"source\": { \"name\": \"BilledCost\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"BilledCost\" }\n      },\n      {\n        \"source\": { \"name\": \"BillingAccountId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"BillingAccountId\" }\n      },\n      {\n        \"source\": { \"name\": \"BillingAccountName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"BillingAccountName\" }\n      },\n      {\n        \"source\": { \"name\": \"BillingAccountType\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"BillingAccountType\" }\n      },\n      {\n        \"source\": { \"name\": \"BillingCurrency\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"BillingCurrency\" }\n      },\n      {\n        \"source\": { \"name\": \"BillingPeriodEnd\", \"type\": \"DateTimeOffset\" },\n        \"sink\": { \"name\": \"BillingPeriodEnd\" }\n      },\n      {\n        \"source\": { \"name\": \"BillingPeriodStart\", \"type\": \"DateTimeOffset\" },\n        \"sink\": { \"name\": \"BillingPeriodStart\" }\n      },\n      {\n        \"source\": { \"name\": \"ChargeCategory\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ChargeCategory\" }\n      },\n      {\n        \"source\": { \"name\": \"ChargeClass\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ChargeClass\" }\n      },\n      {\n        \"source\": { \"name\": \"ChargeDescription\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ChargeDescription\" }\n      },\n      {\n        \"source\": { \"name\": \"ChargeFrequency\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ChargeFrequency\" }\n      },\n      {\n        \"source\": { \"name\": \"ChargePeriodEnd\", \"type\": \"DateTimeOffset\" },\n        \"sink\": { \"name\": \"ChargePeriodEnd\" }\n      },\n      {\n        \"source\": { \"name\": \"ChargePeriodStart\", \"type\": \"DateTimeOffset\" },\n        \"sink\": { \"name\": \"ChargePeriodStart\" }\n      },\n      {\n        \"source\": { \"name\": \"CommitmentDiscountCategory\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"CommitmentDiscountCategory\" }\n      },\n      {\n        \"source\": { \"name\": \"CommitmentDiscountId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"CommitmentDiscountId\" }\n      },\n      {\n        \"source\": { \"name\": \"CommitmentDiscountName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"CommitmentDiscountName\" }\n      },\n      {\n        \"source\": { \"name\": \"CommitmentDiscountStatus\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"CommitmentDiscountStatus\" }\n      },\n      {\n        \"source\": { \"name\": \"CommitmentDiscountType\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"CommitmentDiscountType\" }\n      },\n      {\n        \"source\": { \"name\": \"ConsumedQuantity\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"ConsumedQuantity\" }\n      },\n      {\n        \"source\": { \"name\": \"ConsumedUnit\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ConsumedUnit\" }\n      },\n      {\n        \"source\": { \"name\": \"ContractedCost\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"ContractedCost\" }\n      },\n      {\n        \"source\": { \"name\": \"ContractedUnitPrice\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"ContractedUnitPrice\" }\n      },\n      {\n        \"source\": { \"name\": \"EffectiveCost\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"EffectiveCost\" }\n      },\n      {\n        \"source\": { \"name\": \"InvoiceIssuerName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"InvoiceIssuerName\" }\n      },\n      {\n        \"source\": { \"name\": \"ListCost\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"ListCost\" }\n      },\n      {\n        \"source\": { \"name\": \"ListUnitPrice\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"ListUnitPrice\" }\n      },\n      {\n        \"source\": { \"name\": \"PricingCategory\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"PricingCategory\" }\n      },\n      {\n        \"source\": { \"name\": \"PricingQuantity\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"PricingQuantity\" }\n      },\n      {\n        \"source\": { \"name\": \"PricingUnit\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"PricingUnit\" }\n      },\n      {\n        \"source\": { \"name\": \"ProviderName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ProviderName\" }\n      },\n      {\n        \"source\": { \"name\": \"PublisherName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"PublisherName\" }\n      },\n      {\n        \"source\": { \"name\": \"RegionId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"RegionId\" }\n      },\n      {\n        \"source\": { \"name\": \"RegionName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"RegionName\" }\n      },\n      {\n        \"source\": { \"name\": \"ResourceId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ResourceId\" }\n      },\n      {\n        \"source\": { \"name\": \"ResourceName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ResourceName\" }\n      },\n      {\n        \"source\": { \"name\": \"ResourceType\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ResourceType\" }\n      },\n      {\n        \"source\": { \"name\": \"ServiceCategory\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ServiceCategory\" }\n      },\n      {\n        \"source\": { \"name\": \"ServiceName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ServiceName\" }\n      },\n      {\n        \"source\": { \"name\": \"SkuId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"SkuId\" }\n      },\n      {\n        \"source\": { \"name\": \"SkuPriceId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"SkuPriceId\" }\n      },\n      {\n        \"source\": { \"name\": \"SubAccountId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"SubAccountId\" }\n      },\n      {\n        \"source\": { \"name\": \"SubAccountName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"SubAccountName\" }\n      },\n      {\n        \"source\": { \"name\": \"SubAccountType\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"SubAccountType\" }\n      },\n      {\n        \"source\": { \"name\": \"Tags\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"Tags\" }\n      },\n      {\n        \"source\": { \"name\": \"x_AccountId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_AccountId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_AccountName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_AccountName\" }\n      },\n      {\n        \"source\": { \"name\": \"x_AccountOwnerId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_AccountOwnerId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_BilledCostInUsd\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"x_BilledCostInUsd\" }\n      },\n      {\n        \"source\": { \"name\": \"x_BilledUnitPrice\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"x_BilledUnitPrice\" }\n      },\n      {\n        \"source\": { \"name\": \"x_BillingAccountId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_BillingAccountId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_BillingAccountName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_BillingAccountName\" }\n      },\n      {\n        \"source\": { \"name\": \"x_BillingExchangeRate\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"x_BillingExchangeRate\" }\n      },\n      {\n        \"source\": { \"name\": \"x_BillingExchangeRateDate\", \"type\": \"DateTimeOffset\" },\n        \"sink\": { \"name\": \"x_BillingExchangeRateDate\" }\n      },\n      {\n        \"source\": { \"name\": \"x_BillingProfileId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_BillingProfileId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_BillingProfileName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_BillingProfileName\" }\n      },\n      {\n        \"source\": { \"name\": \"x_ContractedCostInUsd\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"x_ContractedCostInUsd\" }\n      },\n      {\n        \"source\": { \"name\": \"x_CostAllocationRuleName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_CostAllocationRuleName\" }\n      },\n      {\n        \"source\": { \"name\": \"x_CostCenter\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_CostCenter\" }\n      },\n      {\n        \"source\": { \"name\": \"x_CustomerId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_CustomerId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_CustomerName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_CustomerName\" }\n      },\n      {\n        \"source\": { \"name\": \"x_EffectiveCostInUsd\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"x_EffectiveCostInUsd\" }\n      },\n      {\n        \"source\": { \"name\": \"x_EffectiveUnitPrice\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"x_EffectiveUnitPrice\" }\n      },\n      {\n        \"source\": { \"name\": \"x_InvoiceId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_InvoiceId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_InvoiceIssuerId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_InvoiceIssuerId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_InvoiceSectionId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_InvoiceSectionId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_InvoiceSectionName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_InvoiceSectionName\" }\n      },\n      {\n        \"source\": { \"name\": \"x_ListCostInUsd\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"x_ListCostInUsd\" }\n      },\n      {\n        \"source\": { \"name\": \"x_PartnerCreditApplied\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_PartnerCreditApplied\" }\n      },\n      {\n        \"source\": { \"name\": \"x_PartnerCreditRate\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_PartnerCreditRate\" }\n      },\n      {\n        \"source\": { \"name\": \"x_PricingBlockSize\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"x_PricingBlockSize\" }\n      },\n      {\n        \"source\": { \"name\": \"x_PricingCurrency\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_PricingCurrency\" }\n      },\n      {\n        \"source\": { \"name\": \"x_PricingSubcategory\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_PricingSubcategory\" }\n      },\n      {\n        \"source\": { \"name\": \"x_PricingUnitDescription\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_PricingUnitDescription\" }\n      },\n      {\n        \"source\": { \"name\": \"x_PublisherCategory\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_PublisherCategory\" }\n      },\n      {\n        \"source\": { \"name\": \"x_PublisherId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_PublisherId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_ResellerId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_ResellerId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_ResellerName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_ResellerName\" }\n      },\n      {\n        \"source\": { \"name\": \"x_ResourceGroupName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_ResourceGroupName\" }\n      },\n      {\n        \"source\": { \"name\": \"x_ResourceType\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_ResourceType\" }\n      },\n      {\n        \"source\": { \"name\": \"x_ServicePeriodEnd\", \"type\": \"DateTimeOffset\" },\n        \"sink\": { \"name\": \"x_ServicePeriodEnd\" }\n      },\n      {\n        \"source\": { \"name\": \"x_ServicePeriodStart\", \"type\": \"DateTimeOffset\" },\n        \"sink\": { \"name\": \"x_ServicePeriodStart\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuDescription\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuDescription\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuDetails\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuDetails\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuIsCreditEligible\", \"type\": \"Boolean\" },\n        \"sink\": { \"name\": \"x_SkuIsCreditEligible\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuMeterCategory\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuMeterCategory\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuMeterId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuMeterId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuMeterName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuMeterName\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuMeterSubcategory\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuMeterSubcategory\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuOfferId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuOfferId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuOrderId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuOrderId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuOrderName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuOrderName\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuPartNumber\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuPartNumber\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuRegion\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuRegion\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuServiceFamily\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuServiceFamily\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuTerm\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuTerm\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuTier\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuTier\" }\n      }\n    ]\n  }\n}\n",
-                    "$fxv#6": "{\n  \"additionalColumns\": [],\n  \"translator\": {\n    \"type\": \"TabularTranslator\",\n    \"mappings\": [\n      {\n        \"source\": { \"name\": \"AvailabilityZone\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"AvailabilityZone\" }\n      },\n      {\n        \"source\": { \"name\": \"BilledCost\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"BilledCost\" }\n      },\n      {\n        \"source\": { \"name\": \"BillingAccountId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"BillingAccountId\" }\n      },\n      {\n        \"source\": { \"name\": \"BillingAccountName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"BillingAccountName\" }\n      },\n      {\n        \"source\": { \"name\": \"BillingAccountType\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"BillingAccountType\" }\n      },\n      {\n        \"source\": { \"name\": \"BillingCurrency\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"BillingCurrency\" }\n      },\n      {\n        \"source\": { \"name\": \"BillingPeriodEnd\", \"type\": \"DateTimeOffset\" },\n        \"sink\": { \"name\": \"BillingPeriodEnd\" }\n      },\n      {\n        \"source\": { \"name\": \"BillingPeriodStart\", \"type\": \"DateTimeOffset\" },\n        \"sink\": { \"name\": \"BillingPeriodStart\" }\n      },\n      {\n        \"source\": { \"name\": \"ChargeCategory\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ChargeCategory\" }\n      },\n      {\n        \"source\": { \"name\": \"ChargeDescription\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ChargeDescription\" }\n      },\n      {\n        \"source\": { \"name\": \"ChargeFrequency\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ChargeFrequency\" }\n      },\n      {\n        \"source\": { \"name\": \"ChargePeriodEnd\", \"type\": \"DateTimeOffset\" },\n        \"sink\": { \"name\": \"ChargePeriodEnd\" }\n      },\n      {\n        \"source\": { \"name\": \"ChargePeriodStart\", \"type\": \"DateTimeOffset\" },\n        \"sink\": { \"name\": \"ChargePeriodStart\" }\n      },\n      {\n        \"source\": { \"name\": \"ChargeSubcategory\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ChargeSubcategory\" }\n      },\n      {\n        \"source\": { \"name\": \"CommitmentDiscountCategory\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"CommitmentDiscountCategory\" }\n      },\n      {\n        \"source\": { \"name\": \"CommitmentDiscountId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"CommitmentDiscountId\" }\n      },\n      {\n        \"source\": { \"name\": \"CommitmentDiscountName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"CommitmentDiscountName\" }\n      },\n      {\n        \"source\": { \"name\": \"CommitmentDiscountType\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"CommitmentDiscountType\" }\n      },\n      {\n        \"source\": { \"name\": \"EffectiveCost\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"EffectiveCost\" }\n      },\n      {\n        \"source\": { \"name\": \"InvoiceIssuerName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"InvoiceIssuerName\" }\n      },\n      {\n        \"source\": { \"name\": \"ListCost\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"ListCost\" }\n      },\n      {\n        \"source\": { \"name\": \"ListUnitPrice\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"ListUnitPrice\" }\n      },\n      {\n        \"source\": { \"name\": \"PricingCategory\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"PricingCategory\" }\n      },\n      {\n        \"source\": { \"name\": \"PricingQuantity\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"PricingQuantity\" }\n      },\n      {\n        \"source\": { \"name\": \"PricingUnit\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"PricingUnit\" }\n      },\n      {\n        \"source\": { \"name\": \"ProviderName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ProviderName\" }\n      },\n      {\n        \"source\": { \"name\": \"PublisherName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"PublisherName\" }\n      },\n      {\n        \"source\": { \"name\": \"Region\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"Region\" }\n      },\n      {\n        \"source\": { \"name\": \"ResourceId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ResourceId\" }\n      },\n      {\n        \"source\": { \"name\": \"ResourceName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ResourceName\" }\n      },\n      {\n        \"source\": { \"name\": \"ResourceType\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ResourceType\" }\n      },\n      {\n        \"source\": { \"name\": \"ServiceCategory\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ServiceCategory\" }\n      },\n      {\n        \"source\": { \"name\": \"ServiceName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ServiceName\" }\n      },\n      {\n        \"source\": { \"name\": \"SkuId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"SkuId\" }\n      },\n      {\n        \"source\": { \"name\": \"SkuPriceId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"SkuPriceId\" }\n      },\n      {\n        \"source\": { \"name\": \"SubAccountId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"SubAccountId\" }\n      },\n      {\n        \"source\": { \"name\": \"SubAccountName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"SubAccountName\" }\n      },\n      {\n        \"source\": { \"name\": \"SubAccountType\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"SubAccountType\" }\n      },\n      {\n        \"source\": { \"name\": \"Tags\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"Tags\" }\n      },\n      {\n        \"source\": { \"name\": \"UsageQuantity\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"UsageQuantity\" }\n      },\n      {\n        \"source\": { \"name\": \"UsageUnit\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"UsageUnit\" }\n      },\n      {\n        \"source\": { \"name\": \"x_AccountName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_AccountName\" }\n      },\n      {\n        \"source\": { \"name\": \"x_AccountOwnerId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_AccountOwnerId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_BilledCostInUsd\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"x_BilledCostInUsd\" }\n      },\n      {\n        \"source\": { \"name\": \"x_BilledUnitPrice\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"x_BilledUnitPrice\" }\n      },\n      {\n        \"source\": { \"name\": \"x_BillingAccountId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_BillingAccountId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_BillingAccountName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_BillingAccountName\" }\n      },\n      {\n        \"source\": { \"name\": \"x_BillingExchangeRate\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"x_BillingExchangeRate\" }\n      },\n      {\n        \"source\": { \"name\": \"x_BillingExchangeRateDate\", \"type\": \"DateTimeOffset\" },\n        \"sink\": { \"name\": \"x_BillingExchangeRateDate\" }\n      },\n      {\n        \"source\": { \"name\": \"x_BillingProfileId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_BillingProfileId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_BillingProfileName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_BillingProfileName\" }\n      },\n      {\n        \"source\": { \"name\": \"x_ChargeId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_ChargeId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_CostAllocationRuleName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_CostAllocationRuleName\" }\n      },\n      {\n        \"source\": { \"name\": \"x_CostCenter\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_CostCenter\" }\n      },\n      {\n        \"source\": { \"name\": \"x_CustomerId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_CustomerId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_CustomerName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_CustomerName\" }\n      },\n      {\n        \"source\": { \"name\": \"x_EffectiveCostInUsd\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"x_EffectiveCostInUsd\" }\n      },\n      {\n        \"source\": { \"name\": \"x_EffectiveUnitPrice\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"x_EffectiveUnitPrice\" }\n      },\n      {\n        \"source\": { \"name\": \"x_InvoiceId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_InvoiceId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_InvoiceIssuerId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_InvoiceIssuerId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_InvoiceSectionId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_InvoiceSectionId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_InvoiceSectionName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_InvoiceSectionName\" }\n      },\n      {\n        \"source\": { \"name\": \"x_OnDemandCost\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"x_OnDemandCost\" }\n      },\n      {\n        \"source\": { \"name\": \"x_OnDemandCostInUsd\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"x_OnDemandCostInUsd\" }\n      },\n      {\n        \"source\": { \"name\": \"x_OnDemandUnitPrice\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"x_OnDemandUnitPrice\" }\n      },\n      {\n        \"source\": { \"name\": \"x_PartnerCreditApplied\", \"type\": \"Boolean\" },\n        \"sink\": { \"name\": \"x_PartnerCreditApplied\" }\n      },\n      {\n        \"source\": { \"name\": \"x_PartnerCreditRate\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"x_PartnerCreditRate\" }\n      },\n      {\n        \"source\": { \"name\": \"x_PricingBlockSize\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"x_PricingBlockSize\" }\n      },\n      {\n        \"source\": { \"name\": \"x_PricingCurrency\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_PricingCurrency\" }\n      },\n      {\n        \"source\": { \"name\": \"x_PricingSubcategory\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_PricingSubcategory\" }\n      },\n      {\n        \"source\": { \"name\": \"x_PricingUnitDescription\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_PricingUnitDescription\" }\n      },\n      {\n        \"source\": { \"name\": \"x_PublisherCategory\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_PublisherCategory\" }\n      },\n      {\n        \"source\": { \"name\": \"x_PublisherId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_PublisherId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_ResellerId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_ResellerId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_ResellerName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_ResellerName\" }\n      },\n      {\n        \"source\": { \"name\": \"x_ResourceGroupName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_ResourceGroupName\" }\n      },\n      {\n        \"source\": { \"name\": \"x_ResourceType\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_ResourceType\" }\n      },\n      {\n        \"source\": { \"name\": \"x_ServicePeriodEnd\", \"type\": \"DateTimeOffset\" },\n        \"sink\": { \"name\": \"x_ServicePeriodEnd\" }\n      },\n      {\n        \"source\": { \"name\": \"x_ServicePeriodStart\", \"type\": \"DateTimeOffset\" },\n        \"sink\": { \"name\": \"x_ServicePeriodStart\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuDescription\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuDescription\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuDetails\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuDetails\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuIsCreditEligible\", \"type\": \"Boolean\" },\n        \"sink\": { \"name\": \"x_SkuIsCreditEligible\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuMeterCategory\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuMeterCategory\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuMeterId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuMeterId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuMeterName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuMeterName\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuMeterSubcategory\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuMeterSubcategory\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuOfferId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuOfferId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuOrderId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuOrderId\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuOrderName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuOrderName\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuPartNumber\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuPartNumber\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuRegion\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuRegion\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuServiceFamily\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuServiceFamily\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuTerm\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuTerm\" }\n      },\n      {\n        \"source\": { \"name\": \"x_SkuTier\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"x_SkuTier\" }\n      }\n    ]\n  }\n}\n",
-                    "$fxv#7": "{\n  \"additionalColumns\": [],\n  \"translator\": {\n    \"type\": \"TabularTranslator\",\n    \"mappings\": [\n      {\n        \"source\": { \"name\": \"EnrollmentNumber\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"EnrollmentNumber\" }\n      },\n      {\n        \"source\": { \"name\": \"MeterID\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"MeterID\" }\n      },\n      {\n        \"source\": { \"name\": \"MeterName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"MeterName\" }\n      },\n      {\n        \"source\": { \"name\": \"MeterType\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"MeterType\" }\n      },\n      {\n        \"source\": { \"name\": \"MeterCategory\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"MeterCategory\" }\n      },\n      {\n        \"source\": { \"name\": \"MeterSubCategory\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"MeterSubCategory\" }\n      },\n      {\n        \"source\": { \"name\": \"ServiceFamily\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ServiceFamily\" }\n      },\n      {\n        \"source\": { \"name\": \"Product\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"Product\" }\n      },\n      {\n        \"source\": { \"name\": \"SkuID\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"SkuID\" }\n      },\n      {\n        \"source\": { \"name\": \"ProductID\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ProductID\" }\n      },\n      {\n        \"source\": { \"name\": \"MeterRegion\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"MeterRegion\" }\n      },\n      {\n        \"source\": { \"name\": \"UnitOfMeasure\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"UnitOfMeasure\" }\n      },\n      {\n        \"source\": { \"name\": \"PartNumber\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"PartNumber\" }\n      },\n      {\n        \"source\": { \"name\": \"EffectiveStartDate\", \"type\": \"DateTimeOffset\" },\n        \"sink\": { \"name\": \"EffectiveStartDate\" }\n      },\n      {\n        \"source\": { \"name\": \"EffectiveEndDate\", \"type\": \"DateTimeOffset\" },\n        \"sink\": { \"name\": \"EffectiveEndDate\" }\n      },\n      {\n        \"source\": { \"name\": \"UnitPrice\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"UnitPrice\" }\n      },\n      {\n        \"source\": { \"name\": \"BasePrice\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"BasePrice\" }\n      },\n      {\n        \"source\": { \"name\": \"MarketPrice\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"MarketPrice\" }\n      },\n      {\n        \"source\": { \"name\": \"CurrencyCode\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"CurrencyCode\" }\n      },\n      {\n        \"source\": { \"name\": \"IncludedQuantity\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"IncludedQuantity\" }\n      },\n      {\n        \"source\": { \"name\": \"OfferID\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"OfferID\" }\n      },\n      {\n        \"source\": { \"name\": \"Term\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"Term\" }\n      },\n      {\n        \"source\": { \"name\": \"PriceType\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"PriceType\" }\n      }\n    ]\n  }\n}\n",
-                    "$fxv#8": "{\n  \"additionalColumns\": [],\n  \"translator\": {\n    \"type\": \"TabularTranslator\",\n    \"mappings\": [\n      {\n        \"source\": { \"name\": \"BillingAccountId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"BillingAccountId\" }\n      },\n      {\n        \"source\": { \"name\": \"BillingAccountName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"BillingAccountName\" }\n      },\n      {\n        \"source\": { \"name\": \"BillingProfileId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"BillingProfileId\" }\n      },\n      {\n        \"source\": { \"name\": \"BillingProfileName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"BillingProfileName\" }\n      },\n      {\n        \"source\": { \"name\": \"ServiceFamily\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ServiceFamily\" }\n      },\n      {\n        \"source\": { \"name\": \"Product\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"Product\" }\n      },\n      {\n        \"source\": { \"name\": \"ProductId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ProductId\" }\n      },\n      {\n        \"source\": { \"name\": \"SkuId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"SkuId\" }\n      },\n      {\n        \"source\": { \"name\": \"UnitOfMeasure\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"UnitOfMeasure\" }\n      },\n      {\n        \"source\": { \"name\": \"MeterId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"MeterId\" }\n      },\n      {\n        \"source\": { \"name\": \"MeterName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"MeterName\" }\n      },\n      {\n        \"source\": { \"name\": \"MeterType\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"MeterType\" }\n      },\n      {\n        \"source\": { \"name\": \"MeterCategory\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"MeterCategory\" }\n      },\n      {\n        \"source\": { \"name\": \"MeterSubCategory\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"MeterSubCategory\" }\n      },\n      {\n        \"source\": { \"name\": \"MeterRegion\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"MeterRegion\" }\n      },\n      {\n        \"source\": { \"name\": \"TierMinimumUnits\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"TierMinimumUnits\" }\n      },\n      {\n        \"source\": { \"name\": \"EffectiveStartDate\", \"type\": \"DateTimeOffset\" },\n        \"sink\": { \"name\": \"EffectiveStartDate\" }\n      },\n      {\n        \"source\": { \"name\": \"EffectiveEndDate\", \"type\": \"DateTimeOffset\" },\n        \"sink\": { \"name\": \"EffectiveEndDate\" }\n      },\n      {\n        \"source\": { \"name\": \"UnitPrice\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"UnitPrice\" }\n      },\n      {\n        \"source\": { \"name\": \"BasePrice\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"BasePrice\" }\n      },\n      {\n        \"source\": { \"name\": \"MarketPrice\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"MarketPrice\" }\n      },\n      {\n        \"source\": { \"name\": \"Currency\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"Currency\" }\n      },\n      {\n        \"source\": { \"name\": \"BillingCurrency\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"BillingCurrency\" }\n      },\n      {\n        \"source\": { \"name\": \"Term\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"Term\" }\n      },\n      {\n        \"source\": { \"name\": \"PriceType\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"PriceType\" }\n      }\n    ]\n  }\n}\n",
-                    "$fxv#9": "{\n  \"additionalColumns\": [],\n  \"translator\": {\n    \"type\": \"TabularTranslator\",\n    \"mappings\": [\n      {\n        \"source\": { \"name\": \"InstanceFlexibilityGroup\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"InstanceFlexibilityGroup\" }\n      },\n      {\n        \"source\": { \"name\": \"InstanceFlexibilityRatio\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"InstanceFlexibilityRatio\" }\n      },\n      {\n        \"source\": { \"name\": \"InstanceId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"InstanceId\" }\n      },\n      {\n        \"source\": { \"name\": \"Kind\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"Kind\" }\n      },\n      {\n        \"source\": { \"name\": \"ReservationOrderId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ReservationOrderId\" }\n      },\n      {\n        \"source\": { \"name\": \"ReservationId\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"ReservationId\" }\n      },\n      {\n        \"source\": { \"name\": \"ReservedHours\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"ReservedHours\" }\n      },\n      {\n        \"source\": { \"name\": \"SkuName\", \"type\": \"String\" },\n        \"sink\": { \"name\": \"SkuName\" }\n      },\n      {\n        \"source\": { \"name\": \"TotalReservedQuantity\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"TotalReservedQuantity\" }\n      },\n      {\n        \"source\": { \"name\": \"UsageDate\", \"type\": \"DateTimeOffset\" },\n        \"sink\": { \"name\": \"UsageDate\" }\n      },\n      {\n        \"source\": { \"name\": \"UsedHours\", \"type\": \"Decimal\" },\n        \"sink\": { \"name\": \"UsedHours\" }\n      }\n    ]\n  }\n}\n",
+                    "$fxv#0": "{\r\n  \"additionalColumns\": [],\r\n  \"translator\": {\r\n    \"type\": \"TabularTranslator\",\r\n    \"mappings\": [\r\n      {\r\n        \"source\":{\"name\":\"BillingAccountId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingAccountId\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"BillingAccountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingAccountName\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"BillingPeriodStartDate\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"BillingPeriodStartDate\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"BillingPeriodEndDate\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"BillingPeriodEndDate\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"BillingProfileId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingProfileId\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"BillingProfileName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingProfileName\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"AccountOwnerId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"AccountOwnerId\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"AccountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"AccountName\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"SubscriptionId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SubscriptionId\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"SubscriptionName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SubscriptionName\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"Date\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"Date\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"Product\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Product\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"PartNumber\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PartNumber\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"MeterId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"MeterId\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"ServiceFamily\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ServiceFamily\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"MeterCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"MeterCategory\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"MeterSubCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"MeterSubCategory\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"MeterRegion\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"MeterRegion\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"MeterName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"MeterName\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"Quantity\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"Quantity\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"EffectivePrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"EffectivePrice\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"Cost\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"Cost\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"UnitPrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"UnitPrice\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"BillingCurrency\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingCurrency\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"ResourceLocation\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ResourceLocation\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"AvailabilityZone\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"AvailabilityZone\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"ConsumedService\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ConsumedService\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"ResourceId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ResourceId\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"ResourceName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ResourceName\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"ServiceInfo1\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ServiceInfo1\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"ServiceInfo2\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ServiceInfo2\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"AdditionalInfo\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"AdditionalInfo\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"Tags\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Tags\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"InvoiceSectionId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"InvoiceSectionId\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"InvoiceSection\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"InvoiceSection\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"CostCenter\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CostCenter\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"UnitOfMeasure\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"UnitOfMeasure\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"ResourceGroup\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ResourceGroup\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"ReservationId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ReservationId\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"ReservationName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ReservationName\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"ProductOrderId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ProductOrderId\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"ProductOrderName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ProductOrderName\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"OfferId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"OfferId\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"IsAzureCreditEligible\", \"type\": \"Boolean\" },\r\n        \"sink\": { \"name\": \"IsAzureCreditEligible\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"Term\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Term\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"PublisherName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PublisherName\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"PlanName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PlanName\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"ChargeType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ChargeType\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"Frequency\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Frequency\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"PublisherType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PublisherType\"}\r\n      }\r\n    ]\r\n  }\r\n}\r\n",
+                    "$fxv#1": "{\r\n  \"additionalColumns\": [],\r\n  \"translator\": {\r\n    \"type\": \"TabularTranslator\",\r\n    \"mappings\": [\r\n      {\r\n        \"source\":{\"name\":\"BillingAccountId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingAccountId\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"BillingAccountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingAccountName\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"BillingPeriodStartDate\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"BillingPeriodStartDate\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"BillingPeriodEndDate\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"BillingPeriodEndDate\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"BillingProfileId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingProfileId\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"BillingProfileName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingProfileName\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"AccountOwnerId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"AccountOwnerId\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"AccountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"AccountName\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"SubscriptionId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SubscriptionId\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"SubscriptionName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SubscriptionName\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"Date\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"Date\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"Product\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Product\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"PartNumber\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PartNumber\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"MeterId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"MeterId\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"ServiceFamily\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ServiceFamily\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"MeterCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"MeterCategory\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"MeterSubCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"MeterSubCategory\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"MeterRegion\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"MeterRegion\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"MeterName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"MeterName\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"Quantity\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"Quantity\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"EffectivePrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"EffectivePrice\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"Cost\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"Cost\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"UnitPrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"UnitPrice\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"BillingCurrency\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingCurrency\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"ResourceLocation\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ResourceLocation\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"AvailabilityZone\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"AvailabilityZone\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"ConsumedService\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ConsumedService\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"ResourceId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ResourceId\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"ResourceName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ResourceName\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"ServiceInfo1\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ServiceInfo1\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"ServiceInfo2\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ServiceInfo2\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"AdditionalInfo\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"AdditionalInfo\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"Tags\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Tags\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"InvoiceSectionId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"InvoiceSectionId\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"InvoiceSection\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"InvoiceSection\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"CostCenter\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CostCenter\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"UnitOfMeasure\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"UnitOfMeasure\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"ResourceGroup\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ResourceGroup\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"ReservationId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ReservationId\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"ReservationName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ReservationName\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"ProductOrderId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ProductOrderId\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"ProductOrderName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ProductOrderName\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"OfferId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"OfferId\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"IsAzureCreditEligible\", \"type\": \"Boolean\" },\r\n        \"sink\": { \"name\": \"IsAzureCreditEligible\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"Term\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Term\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"PublisherName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PublisherName\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"PlanName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PlanName\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"ChargeType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ChargeType\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"Frequency\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Frequency\"}\r\n      },\r\n      {\r\n        \"source\":{\"name\":\"PublisherType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PublisherType\"}\r\n      }\r\n    ]\r\n  }\r\n}\r\n",
+                    "$fxv#10": "{\r\n  \"additionalColumns\": [],\r\n  \"translator\": {\r\n    \"type\": \"TabularTranslator\",\r\n    \"mappings\": [\r\n      {\r\n        \"source\": { \"name\": \"SKU\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SKU\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Location\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Location\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CostWithNoReservedInstances\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CostWithNoReservedInstances\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"FirstUsageDate\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"FirstUsageDate\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"InstanceFlexibilityRatio\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"InstanceFlexibilityRatio\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"InstanceFlexibilityGroup\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"InstanceFlexibilityGroup\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"LookBackPeriod\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"LookBackPeriod\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"MeterId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"MeterId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"NetSavings\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"NetSavings\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"NormalizedSize\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"NormalizedSize\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"RecommendedQuantity\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"RecommendedQuantity\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"RecommendedQuantityNormalized\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"RecommendedQuantityNormalized\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ResourceType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ResourceType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Scope\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Scope\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SkuProperties\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SkuProperties\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Term\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Term\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"TotalCostWithReservedInstances\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"TotalCostWithReservedInstances\" }\r\n      }\r\n    ]\r\n  }\r\n}\r\n",
+                    "$fxv#11": "{\r\n  \"additionalColumns\": [],\r\n  \"translator\": {\r\n    \"type\": \"TabularTranslator\",\r\n    \"mappings\": [\r\n      {\r\n        \"source\": { \"name\": \"Cost With No ReservedInstances\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CostWithNoReservedInstancesJson\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"First UsageDate\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"FirstUsageDate\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Instance Flexibility Ratio\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"InstanceFlexibilityRatio\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Instance Flexibility Group\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"InstanceFlexibilityGroup\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Location\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Location\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"LookBackPeriod\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"LookBackPeriod\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"MeterID\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"MeterId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Net Savings\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"NetSavingsJson\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Normalized Size\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"NormalizedSize\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Recommended Quantity\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"RecommendedQuantity\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Recommended Quantity Normalized\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"RecommendedQuantityNormalized\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ResourceType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ResourceType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"scope\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Scope\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SkuName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SkuName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Sku Properties\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SkuProperties\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Term\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Term\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Total Cost With ReservedInstances\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"TotalCostWithReservedInstancesJson\" }\r\n      }\r\n    ]\r\n  }\r\n}\r\n",
+                    "$fxv#12": "{\r\n  \"additionalColumns\": [],\r\n  \"translator\": {\r\n    \"type\": \"TabularTranslator\",\r\n    \"mappings\": [\r\n      {\r\n        \"source\": { \"name\": \"AccountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"AccountName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"AccountOwnerEmail\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"AccountOwnerEmail\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Amount\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"Amount\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ArmSkuName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ArmSkuName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingFrequency\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingFrequency\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingMonth\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingMonth\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CostCenter\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CostCenter\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Currency\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Currency\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CurrentEnrollmentId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CurrentEnrollmentId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"DepartmentName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"DepartmentName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Description\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Description\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"EventDate\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"EventDate\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"EventType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"EventType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"MonetaryCommitment\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"MonetaryCommitment\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Overage\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"Overage\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PurchasingSubscriptionGuid\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PurchasingSubscriptionGuid\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PurchasingSubscriptionName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PurchasingSubscriptionName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PurchasingEnrollment\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PurchasingEnrollment\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Quantity\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"Quantity\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Region\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Region\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ReservationOrderId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ReservationOrderId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ReservationOrderName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ReservationOrderName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Term\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Term\" }\r\n      }\r\n    ]\r\n  }\r\n}\r\n",
+                    "$fxv#13": "{\r\n  \"additionalColumns\": [],\r\n  \"translator\": {\r\n    \"type\": \"TabularTranslator\",\r\n    \"mappings\": [\r\n      {\r\n        \"source\": { \"name\": \"Amount\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"Amount\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ArmSkuName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ArmSkuName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingFrequency\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingFrequency\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingProfileId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingProfileId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingProfileName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingProfileName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Currency\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Currency\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Description\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Description\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"EventDate\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"EventDate\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"EventType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"EventType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Invoice\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Invoice\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"InvoiceId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"InvoiceId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"InvoiceSectionId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"InvoiceSectionId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"InvoiceSectionName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"InvoiceSectionName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PurchasingSubscriptionGuid\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PurchasingSubscriptionGuid\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PurchasingSubscriptionName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PurchasingSubscriptionName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Quantity\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"Quantity\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Region\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Region\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ReservationOrderId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ReservationOrderId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ReservationOrderName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ReservationOrderName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Term\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Term\" }\r\n      }\r\n    ]\r\n  }\r\n}\r\n",
+                    "$fxv#2": "{\r\n  \"additionalColumns\": [],\r\n  \"translator\": {\r\n    \"type\": \"TabularTranslator\",\r\n    \"mappings\": [\r\n      {\r\n        \"source\": { \"name\": \"BilledCost\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"BilledCost\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingAccountId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingAccountId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingAccountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingAccountName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingAccountType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingAccountType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingCurrency\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingCurrency\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingPeriodEnd\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"BillingPeriodEnd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingPeriodStart\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"BillingPeriodStart\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CapacityReservationId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CapacityReservationId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CapacityReservationStatus\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CapacityReservationStatus\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargeCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ChargeCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargeClass\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ChargeClass\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargeDescription\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ChargeDescription\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargeFrequency\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ChargeFrequency\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargePeriodEnd\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"ChargePeriodEnd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargePeriodStart\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"ChargePeriodStart\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountQuantity\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountQuantity\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountStatus\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountStatus\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountUnit\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountUnit\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ConsumedQuantity\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"ConsumedQuantity\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ConsumedUnit\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ConsumedUnit\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ContractedCost\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"ContractedCost\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ContractedUnitPrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"ContractedUnitPrice\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"EffectiveCost\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"EffectiveCost\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"InvoiceId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"InvoiceId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"InvoiceIssuerName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"InvoiceIssuerName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ListCost\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"ListCost\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ListUnitPrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"ListUnitPrice\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PricingCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PricingCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PricingCurrency\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PricingCurrency\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PricingQuantity\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"PricingQuantity\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PricingUnit\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PricingUnit\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ProviderName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ProviderName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PublisherName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PublisherName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"RegionId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"RegionId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"RegionName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"RegionName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ResourceId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ResourceId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ResourceName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ResourceName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ResourceType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ResourceType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ServiceCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ServiceCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ServiceName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ServiceName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ServiceSubcategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ServiceSubcategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SkuId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SkuId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SkuMeter\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SkuMeter\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SkuPriceDetails\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SkuPriceDetails\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SkuPriceId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SkuPriceId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SubAccountId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SubAccountId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SubAccountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SubAccountName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SubAccountType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SubAccountType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Tags\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Tags\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_AccountId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_AccountId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_AccountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_AccountName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_AccountOwnerId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_AccountOwnerId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_AmortizationClass\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_AmortizationClass\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BilledCostInUsd\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_BilledCostInUsd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BilledUnitPrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_BilledUnitPrice\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingAccountId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_BillingAccountId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingAccountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_BillingAccountName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingExchangeRate\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_BillingExchangeRate\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingExchangeRateDate\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"x_BillingExchangeRateDate\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingProfileId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_BillingProfileId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingProfileName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_BillingProfileName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ContractedCostInUsd\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_ContractedCostInUsd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_CostAllocationRuleName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_CostAllocationRuleName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_CostCenter\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_CostCenter\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_CustomerId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_CustomerId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_CustomerName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_CustomerName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_EffectiveCostInUsd\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_EffectiveCostInUsd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_EffectiveUnitPrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_EffectiveUnitPrice\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_InvoiceIssuerId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_InvoiceIssuerId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_InvoiceSectionId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_InvoiceSectionId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_InvoiceSectionName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_InvoiceSectionName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ListCostInUsd\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_ListCostInUsd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PartnerCreditApplied\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PartnerCreditApplied\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PartnerCreditRate\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PartnerCreditRate\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PricingBlockSize\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_PricingBlockSize\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PricingSubcategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PricingSubcategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PricingUnitDescription\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PricingUnitDescription\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PublisherCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PublisherCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PublisherId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PublisherId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ResellerId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_ResellerId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ResellerName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_ResellerName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ResourceGroupName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_ResourceGroupName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ResourceType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_ResourceType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ServiceModel\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_ServiceModel\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ServicePeriodEnd\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"x_ServicePeriodEnd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ServicePeriodStart\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"x_ServicePeriodStart\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuDescription\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuDescription\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuIsCreditEligible\", \"type\": \"Boolean\" },\r\n        \"sink\": { \"name\": \"x_SkuIsCreditEligible\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuMeterCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuMeterCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuMeterId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuMeterId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuMeterSubcategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuMeterSubcategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuOfferId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuOfferId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuOrderId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuOrderId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuOrderName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuOrderName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuPartNumber\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuPartNumber\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuPlanName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuPlanName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuRegion\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuRegion\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuServiceFamily\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuServiceFamily\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuTerm\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuTerm\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuTier\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuTier\" }\r\n      }\r\n    ]\r\n  }\r\n}\r\n",
+                    "$fxv#3": "{\r\n  \"additionalColumns\": [],\r\n  \"translator\": {\r\n    \"type\": \"TabularTranslator\",\r\n    \"mappings\": [\r\n      {\r\n        \"source\": { \"name\": \"BilledCost\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"BilledCost\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingAccountId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingAccountId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingAccountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingAccountName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingAccountType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingAccountType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingCurrency\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingCurrency\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingPeriodEnd\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"BillingPeriodEnd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingPeriodStart\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"BillingPeriodStart\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CapacityReservationId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CapacityReservationId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CapacityReservationStatus\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CapacityReservationStatus\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargeCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ChargeCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargeClass\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ChargeClass\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargeDescription\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ChargeDescription\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargeFrequency\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ChargeFrequency\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargePeriodEnd\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"ChargePeriodEnd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargePeriodStart\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"ChargePeriodStart\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountQuantity\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountQuantity\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountStatus\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountStatus\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountUnit\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountUnit\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ConsumedQuantity\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"ConsumedQuantity\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ConsumedUnit\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ConsumedUnit\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ContractedCost\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"ContractedCost\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ContractedUnitPrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"ContractedUnitPrice\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"EffectiveCost\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"EffectiveCost\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"InvoiceId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"InvoiceId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"InvoiceIssuerName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"InvoiceIssuerName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ListCost\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"ListCost\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ListUnitPrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"ListUnitPrice\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PricingCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PricingCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PricingCurrency\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PricingCurrency\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PricingQuantity\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"PricingQuantity\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PricingUnit\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PricingUnit\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ProviderName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ProviderName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PublisherName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PublisherName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"RegionId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"RegionId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"RegionName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"RegionName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ResourceId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ResourceId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ResourceName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ResourceName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ResourceType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ResourceType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ServiceCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ServiceCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ServiceName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ServiceName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ServiceSubcategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ServiceSubcategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SkuId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SkuId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SkuMeter\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SkuMeter\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SkuPriceDetails\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SkuPriceDetails\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SkuPriceId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SkuPriceId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SubAccountId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SubAccountId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SubAccountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SubAccountName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SubAccountType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SubAccountType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Tags\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Tags\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_AccountId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_AccountId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_AccountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_AccountName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_AccountOwnerId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_AccountOwnerId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_AmortizationClass\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_AmortizationClass\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BilledCostInUsd\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_BilledCostInUsd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BilledUnitPrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_BilledUnitPrice\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingAccountId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_BillingAccountId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingAccountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_BillingAccountName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingExchangeRate\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_BillingExchangeRate\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingExchangeRateDate\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"x_BillingExchangeRateDate\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingProfileId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_BillingProfileId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingProfileName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_BillingProfileName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ContractedCostInUsd\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_ContractedCostInUsd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_CostAllocationRuleName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_CostAllocationRuleName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_CostCenter\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_CostCenter\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_CustomerId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_CustomerId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_CustomerName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_CustomerName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_EffectiveCostInUsd\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_EffectiveCostInUsd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_EffectiveUnitPrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_EffectiveUnitPrice\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_InvoiceIssuerId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_InvoiceIssuerId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_InvoiceSectionId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_InvoiceSectionId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_InvoiceSectionName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_InvoiceSectionName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ListCostInUsd\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_ListCostInUsd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PartnerCreditApplied\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PartnerCreditApplied\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PartnerCreditRate\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PartnerCreditRate\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PricingBlockSize\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_PricingBlockSize\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PricingSubcategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PricingSubcategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PricingUnitDescription\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PricingUnitDescription\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PublisherCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PublisherCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PublisherId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PublisherId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ResellerId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_ResellerId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ResellerName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_ResellerName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ResourceGroupName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_ResourceGroupName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ResourceType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_ResourceType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ServiceModel\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_ServiceModel\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ServicePeriodEnd\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"x_ServicePeriodEnd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ServicePeriodStart\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"x_ServicePeriodStart\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuDescription\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuDescription\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuDetails\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuDetails\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuIsCreditEligible\", \"type\": \"Boolean\" },\r\n        \"sink\": { \"name\": \"x_SkuIsCreditEligible\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuMeterCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuMeterCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuMeterId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuMeterId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuMeterSubcategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuMeterSubcategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuOfferId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuOfferId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuOrderId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuOrderId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuOrderName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuOrderName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuPartNumber\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuPartNumber\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuPlanName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuPlanName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuRegion\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuRegion\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuServiceFamily\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuServiceFamily\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuTerm\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuTerm\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuTier\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuTier\" }\r\n      }\r\n    ]\r\n  }\r\n}\r\n",
+                    "$fxv#4": "{\r\n  \"additionalColumns\": [],\r\n  \"translator\": {\r\n    \"type\": \"TabularTranslator\",\r\n    \"mappings\": [\r\n      {\r\n        \"source\": { \"name\": \"BilledCost\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"BilledCost\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingAccountId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingAccountId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingAccountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingAccountName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingAccountType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingAccountType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingCurrency\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingCurrency\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingPeriodEnd\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"BillingPeriodEnd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingPeriodStart\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"BillingPeriodStart\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargeCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ChargeCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargeClass\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ChargeClass\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargeDescription\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ChargeDescription\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargeFrequency\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ChargeFrequency\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargePeriodEnd\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"ChargePeriodEnd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargePeriodStart\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"ChargePeriodStart\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountStatus\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountStatus\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ConsumedQuantity\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"ConsumedQuantity\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ConsumedUnit\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ConsumedUnit\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ContractedCost\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"ContractedCost\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ContractedUnitPrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"ContractedUnitPrice\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"EffectiveCost\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"EffectiveCost\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"InvoiceIssuerName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"InvoiceIssuerName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ListCost\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"ListCost\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ListUnitPrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"ListUnitPrice\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PricingCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PricingCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PricingQuantity\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"PricingQuantity\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PricingUnit\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PricingUnit\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ProviderName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ProviderName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PublisherName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PublisherName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"RegionId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"RegionId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"RegionName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"RegionName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ResourceId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ResourceId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ResourceName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ResourceName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ResourceType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ResourceType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ServiceCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ServiceCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ServiceName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ServiceName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SkuId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SkuId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SkuPriceId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SkuPriceId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SubAccountId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SubAccountId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SubAccountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SubAccountName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SubAccountType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SubAccountType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Tags\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Tags\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_AccountId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_AccountId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_AccountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_AccountName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_AccountOwnerId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_AccountOwnerId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BilledCostInUsd\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_BilledCostInUsd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BilledUnitPrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_BilledUnitPrice\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingAccountId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_BillingAccountId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingAccountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_BillingAccountName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingExchangeRate\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_BillingExchangeRate\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingExchangeRateDate\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"x_BillingExchangeRateDate\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingProfileId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_BillingProfileId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingProfileName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_BillingProfileName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ContractedCostInUsd\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_ContractedCostInUsd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_CostAllocationRuleName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_CostAllocationRuleName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_CostCenter\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_CostCenter\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_CustomerId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_CustomerId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_CustomerName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_CustomerName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_EffectiveCostInUsd\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_EffectiveCostInUsd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_EffectiveUnitPrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_EffectiveUnitPrice\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_InvoiceId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_InvoiceId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_InvoiceIssuerId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_InvoiceIssuerId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_InvoiceSectionId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_InvoiceSectionId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_InvoiceSectionName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_InvoiceSectionName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ListCostInUsd\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_ListCostInUsd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PartnerCreditApplied\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PartnerCreditApplied\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PartnerCreditRate\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PartnerCreditRate\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PricingBlockSize\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_PricingBlockSize\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PricingCurrency\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PricingCurrency\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PricingSubcategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PricingSubcategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PricingUnitDescription\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PricingUnitDescription\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PublisherCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PublisherCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PublisherId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PublisherId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ResellerId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_ResellerId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ResellerName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_ResellerName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ResourceGroupName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_ResourceGroupName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ResourceType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_ResourceType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ServicePeriodEnd\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"x_ServicePeriodEnd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ServicePeriodStart\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"x_ServicePeriodStart\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuDescription\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuDescription\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuDetails\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuDetails\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuIsCreditEligible\", \"type\": \"Boolean\" },\r\n        \"sink\": { \"name\": \"x_SkuIsCreditEligible\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuMeterCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuMeterCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuMeterId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuMeterId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuMeterName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuMeterName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuMeterSubcategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuMeterSubcategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuOfferId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuOfferId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuOrderId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuOrderId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuOrderName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuOrderName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuPartNumber\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuPartNumber\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuRegion\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuRegion\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuServiceFamily\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuServiceFamily\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuTerm\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuTerm\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuTier\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuTier\" }\r\n      }\r\n    ]\r\n  }\r\n}\r\n",
+                    "$fxv#5": "{\r\n  \"additionalColumns\": [],\r\n  \"translator\": {\r\n    \"type\": \"TabularTranslator\",\r\n    \"mappings\": [\r\n      {\r\n        \"source\": { \"name\": \"BilledCost\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"BilledCost\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingAccountId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingAccountId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingAccountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingAccountName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingAccountType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingAccountType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingCurrency\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingCurrency\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingPeriodEnd\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"BillingPeriodEnd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingPeriodStart\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"BillingPeriodStart\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargeCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ChargeCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargeClass\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ChargeClass\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargeDescription\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ChargeDescription\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargeFrequency\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ChargeFrequency\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargePeriodEnd\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"ChargePeriodEnd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargePeriodStart\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"ChargePeriodStart\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountStatus\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountStatus\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ConsumedQuantity\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"ConsumedQuantity\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ConsumedUnit\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ConsumedUnit\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ContractedCost\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"ContractedCost\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ContractedUnitPrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"ContractedUnitPrice\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"EffectiveCost\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"EffectiveCost\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"InvoiceIssuerName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"InvoiceIssuerName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ListCost\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"ListCost\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ListUnitPrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"ListUnitPrice\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PricingCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PricingCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PricingQuantity\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"PricingQuantity\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PricingUnit\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PricingUnit\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ProviderName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ProviderName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PublisherName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PublisherName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"RegionId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"RegionId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"RegionName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"RegionName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ResourceId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ResourceId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ResourceName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ResourceName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ResourceType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ResourceType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ServiceCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ServiceCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ServiceName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ServiceName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SkuId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SkuId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SkuPriceId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SkuPriceId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SubAccountId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SubAccountId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SubAccountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SubAccountName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SubAccountType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SubAccountType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Tags\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Tags\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_AccountId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_AccountId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_AccountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_AccountName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_AccountOwnerId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_AccountOwnerId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BilledCostInUsd\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_BilledCostInUsd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BilledUnitPrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_BilledUnitPrice\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingAccountId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_BillingAccountId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingAccountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_BillingAccountName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingExchangeRate\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_BillingExchangeRate\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingExchangeRateDate\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"x_BillingExchangeRateDate\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingProfileId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_BillingProfileId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingProfileName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_BillingProfileName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ContractedCostInUsd\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_ContractedCostInUsd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_CostAllocationRuleName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_CostAllocationRuleName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_CostCenter\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_CostCenter\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_CustomerId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_CustomerId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_CustomerName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_CustomerName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_EffectiveCostInUsd\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_EffectiveCostInUsd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_EffectiveUnitPrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_EffectiveUnitPrice\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_InvoiceId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_InvoiceId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_InvoiceIssuerId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_InvoiceIssuerId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_InvoiceSectionId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_InvoiceSectionId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_InvoiceSectionName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_InvoiceSectionName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ListCostInUsd\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_ListCostInUsd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PartnerCreditApplied\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PartnerCreditApplied\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PartnerCreditRate\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PartnerCreditRate\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PricingBlockSize\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_PricingBlockSize\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PricingCurrency\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PricingCurrency\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PricingSubcategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PricingSubcategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PricingUnitDescription\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PricingUnitDescription\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PublisherCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PublisherCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PublisherId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PublisherId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ResellerId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_ResellerId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ResellerName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_ResellerName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ResourceGroupName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_ResourceGroupName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ResourceType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_ResourceType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ServicePeriodEnd\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"x_ServicePeriodEnd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ServicePeriodStart\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"x_ServicePeriodStart\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuDescription\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuDescription\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuDetails\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuDetails\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuIsCreditEligible\", \"type\": \"Boolean\" },\r\n        \"sink\": { \"name\": \"x_SkuIsCreditEligible\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuMeterCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuMeterCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuMeterId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuMeterId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuMeterName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuMeterName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuMeterSubcategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuMeterSubcategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuOfferId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuOfferId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuOrderId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuOrderId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuOrderName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuOrderName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuPartNumber\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuPartNumber\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuRegion\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuRegion\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuServiceFamily\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuServiceFamily\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuTerm\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuTerm\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuTier\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuTier\" }\r\n      }\r\n    ]\r\n  }\r\n}\r\n",
+                    "$fxv#6": "{\r\n  \"additionalColumns\": [],\r\n  \"translator\": {\r\n    \"type\": \"TabularTranslator\",\r\n    \"mappings\": [\r\n      {\r\n        \"source\": { \"name\": \"AvailabilityZone\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"AvailabilityZone\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BilledCost\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"BilledCost\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingAccountId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingAccountId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingAccountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingAccountName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingAccountType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingAccountType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingCurrency\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingCurrency\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingPeriodEnd\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"BillingPeriodEnd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingPeriodStart\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"BillingPeriodStart\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargeCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ChargeCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargeDescription\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ChargeDescription\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargeFrequency\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ChargeFrequency\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargePeriodEnd\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"ChargePeriodEnd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargePeriodStart\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"ChargePeriodStart\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ChargeSubcategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ChargeSubcategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CommitmentDiscountType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CommitmentDiscountType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"EffectiveCost\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"EffectiveCost\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"InvoiceIssuerName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"InvoiceIssuerName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ListCost\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"ListCost\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ListUnitPrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"ListUnitPrice\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PricingCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PricingCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PricingQuantity\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"PricingQuantity\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PricingUnit\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PricingUnit\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ProviderName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ProviderName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PublisherName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PublisherName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Region\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Region\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ResourceId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ResourceId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ResourceName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ResourceName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ResourceType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ResourceType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ServiceCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ServiceCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ServiceName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ServiceName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SkuId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SkuId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SkuPriceId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SkuPriceId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SubAccountId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SubAccountId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SubAccountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SubAccountName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SubAccountType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SubAccountType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Tags\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Tags\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"UsageQuantity\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"UsageQuantity\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"UsageUnit\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"UsageUnit\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_AccountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_AccountName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_AccountOwnerId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_AccountOwnerId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BilledCostInUsd\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_BilledCostInUsd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BilledUnitPrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_BilledUnitPrice\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingAccountId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_BillingAccountId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingAccountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_BillingAccountName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingExchangeRate\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_BillingExchangeRate\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingExchangeRateDate\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"x_BillingExchangeRateDate\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingProfileId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_BillingProfileId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_BillingProfileName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_BillingProfileName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ChargeId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_ChargeId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_CostAllocationRuleName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_CostAllocationRuleName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_CostCenter\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_CostCenter\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_CustomerId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_CustomerId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_CustomerName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_CustomerName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_EffectiveCostInUsd\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_EffectiveCostInUsd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_EffectiveUnitPrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_EffectiveUnitPrice\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_InvoiceId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_InvoiceId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_InvoiceIssuerId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_InvoiceIssuerId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_InvoiceSectionId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_InvoiceSectionId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_InvoiceSectionName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_InvoiceSectionName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_OnDemandCost\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_OnDemandCost\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_OnDemandCostInUsd\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_OnDemandCostInUsd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_OnDemandUnitPrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_OnDemandUnitPrice\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PartnerCreditApplied\", \"type\": \"Boolean\" },\r\n        \"sink\": { \"name\": \"x_PartnerCreditApplied\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PartnerCreditRate\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_PartnerCreditRate\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PricingBlockSize\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"x_PricingBlockSize\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PricingCurrency\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PricingCurrency\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PricingSubcategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PricingSubcategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PricingUnitDescription\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PricingUnitDescription\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PublisherCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PublisherCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_PublisherId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_PublisherId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ResellerId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_ResellerId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ResellerName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_ResellerName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ResourceGroupName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_ResourceGroupName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ResourceType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_ResourceType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ServicePeriodEnd\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"x_ServicePeriodEnd\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_ServicePeriodStart\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"x_ServicePeriodStart\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuDescription\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuDescription\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuDetails\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuDetails\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuIsCreditEligible\", \"type\": \"Boolean\" },\r\n        \"sink\": { \"name\": \"x_SkuIsCreditEligible\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuMeterCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuMeterCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuMeterId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuMeterId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuMeterName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuMeterName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuMeterSubcategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuMeterSubcategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuOfferId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuOfferId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuOrderId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuOrderId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuOrderName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuOrderName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuPartNumber\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuPartNumber\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuRegion\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuRegion\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuServiceFamily\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuServiceFamily\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuTerm\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuTerm\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"x_SkuTier\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"x_SkuTier\" }\r\n      }\r\n    ]\r\n  }\r\n}\r\n",
+                    "$fxv#7": "{\r\n  \"additionalColumns\": [],\r\n  \"translator\": {\r\n    \"type\": \"TabularTranslator\",\r\n    \"mappings\": [\r\n      {\r\n        \"source\": { \"name\": \"EnrollmentNumber\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"EnrollmentNumber\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"MeterID\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"MeterID\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"MeterName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"MeterName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"MeterType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"MeterType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"MeterCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"MeterCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"MeterSubCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"MeterSubCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ServiceFamily\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ServiceFamily\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Product\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Product\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SkuID\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SkuID\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ProductID\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ProductID\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"MeterRegion\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"MeterRegion\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"UnitOfMeasure\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"UnitOfMeasure\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PartNumber\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PartNumber\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"EffectiveStartDate\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"EffectiveStartDate\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"EffectiveEndDate\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"EffectiveEndDate\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"UnitPrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"UnitPrice\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BasePrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"BasePrice\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"MarketPrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"MarketPrice\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"CurrencyCode\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"CurrencyCode\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"IncludedQuantity\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"IncludedQuantity\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"OfferID\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"OfferID\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Term\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Term\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PriceType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PriceType\" }\r\n      }\r\n    ]\r\n  }\r\n}\r\n",
+                    "$fxv#8": "{\r\n  \"additionalColumns\": [],\r\n  \"translator\": {\r\n    \"type\": \"TabularTranslator\",\r\n    \"mappings\": [\r\n      {\r\n        \"source\": { \"name\": \"BillingAccountId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingAccountId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingAccountName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingAccountName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingProfileId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingProfileId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingProfileName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingProfileName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ServiceFamily\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ServiceFamily\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Product\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Product\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ProductId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ProductId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SkuId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SkuId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"UnitOfMeasure\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"UnitOfMeasure\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"MeterId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"MeterId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"MeterName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"MeterName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"MeterType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"MeterType\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"MeterCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"MeterCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"MeterSubCategory\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"MeterSubCategory\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"MeterRegion\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"MeterRegion\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"TierMinimumUnits\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"TierMinimumUnits\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"EffectiveStartDate\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"EffectiveStartDate\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"EffectiveEndDate\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"EffectiveEndDate\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"UnitPrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"UnitPrice\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BasePrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"BasePrice\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"MarketPrice\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"MarketPrice\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Currency\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Currency\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"BillingCurrency\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"BillingCurrency\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Term\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Term\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"PriceType\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"PriceType\" }\r\n      }\r\n    ]\r\n  }\r\n}\r\n",
+                    "$fxv#9": "{\r\n  \"additionalColumns\": [],\r\n  \"translator\": {\r\n    \"type\": \"TabularTranslator\",\r\n    \"mappings\": [\r\n      {\r\n        \"source\": { \"name\": \"InstanceFlexibilityGroup\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"InstanceFlexibilityGroup\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"InstanceFlexibilityRatio\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"InstanceFlexibilityRatio\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"InstanceId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"InstanceId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"Kind\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"Kind\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ReservationOrderId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ReservationOrderId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ReservationId\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"ReservationId\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"ReservedHours\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"ReservedHours\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"SkuName\", \"type\": \"String\" },\r\n        \"sink\": { \"name\": \"SkuName\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"TotalReservedQuantity\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"TotalReservedQuantity\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"UsageDate\", \"type\": \"DateTimeOffset\" },\r\n        \"sink\": { \"name\": \"UsageDate\" }\r\n      },\r\n      {\r\n        \"source\": { \"name\": \"UsedHours\", \"type\": \"Decimal\" },\r\n        \"sink\": { \"name\": \"UsedHours\" }\r\n      }\r\n    ]\r\n  }\r\n}\r\n",
                     "MSEXPORTS": "msexports",
-                    "finOpsToolkitVersion": "14.0"
+                    "finOpsToolkitVersion": "15.0"
                   },
                   "resources": {
                     "dataFactory::linkedService_storageAccount": {
@@ -8557,6 +8799,7 @@
                                 }
                               },
                               "fieldList": [
+                                "exists",
                                 "childItems"
                               ],
                               "storeSettings": {
@@ -8576,14 +8819,14 @@
                               {
                                 "activity": "Get Existing Parquet Files",
                                 "dependencyConditions": [
-                                  "Completed"
+                                  "Succeeded"
                                 ]
                               }
                             ],
                             "userProperties": [],
                             "typeProperties": {
                               "items": {
-                                "value": "@if(contains(activity('Get Existing Parquet Files').output, 'childItems'), activity('Get Existing Parquet Files').output.childItems, json('[]'))",
+                                "value": "@if(and(activity('Get Existing Parquet Files').output.exists, contains(activity('Get Existing Parquet Files').output, 'childItems')), activity('Get Existing Parquet Files').output.childItems, json('[]'))",
                                 "type": "Expression"
                               },
                               "condition": {
@@ -9203,7 +9446,7 @@
                             "_generator": {
                               "name": "bicep",
                               "version": "0.40.2.10011",
-                              "templateHash": "1913111313164077146"
+                              "templateHash": "6663838570021556637"
                             }
                           },
                           "definitions": {
@@ -9243,6 +9486,9 @@
                                     "networkAddressPrefix": {
                                       "type": "string"
                                     },
+                                    "natGateway": {
+                                      "type": "bool"
+                                    },
                                     "privateRouting": {
                                       "type": "bool"
                                     },
@@ -9281,6 +9527,7 @@
                                   "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
                                   "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
                                   "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                  "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
                                   "privateRouting": "Indicates whether private network routing is enabled.",
                                   "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
                                   "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
@@ -9318,6 +9565,9 @@
                                     "dfs": {
                                       "$ref": "#/definitions/_1.IdNameObject"
                                     },
+                                    "file": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
                                     "queue": {
                                       "$ref": "#/definitions/_1.IdNameObject"
                                     },
@@ -9354,6 +9604,7 @@
                                 "dnsZones": {
                                   "blob": "Resource ID and name for the blob storage DNS zone.",
                                   "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                  "file": "Resource ID and name for the file storage DNS zone.",
                                   "queue": "Resource ID and name for the queue storage DNS zone.",
                                   "table": "Resource ID and name for the table storage DNS zone."
                                 },
@@ -9510,7 +9761,7 @@
                               },
                               "defaultValue": [],
                               "metadata": {
-                                "description": "Optional. Indicate which RBAC roles the Data Factory identity needs on the storage account, if created. This is in addition to Storage Blob Data Contributor for reading and managing content. Default: [] (none)."
+                                "description": "Optional. Indicate which RBAC roles the Data Factory identity needs on the publisher storage account. This is in addition to Storage Blob Data Contributor for reading and managing content, which is granted to apps that use the \"Storage\" feature. Roles are assigned whether or not the app uses the \"Storage\" feature since the storage account is shared across all apps from the same publisher. Default: [] (none)."
                               }
                             },
                             "telemetryString": {
@@ -9522,7 +9773,7 @@
                             }
                           },
                           "variables": {
-                            "$fxv#0": "# Copyright (c) Microsoft Corporation.\n# Licensed under the MIT License.\n\n<#\n.SYNOPSIS\nManages Azure Data Factory triggers and pipelines during FinOps hub deployment.\n\n.DESCRIPTION\nThis script is called by Bicep deployment scripts to start/stop Data Factory triggers\nand optionally run pipelines. It handles two types of triggers:\n\n1. Schedule triggers - Can be started/stopped directly\n2. BlobEventsTriggers - Require Event Grid subscription management before start/stop\n\nBlobEventsTriggers use Event Grid to listen for storage blob events. Before stopping,\nthe Event Grid subscription must be removed (unsubscribed). Before starting, the\nsubscription must be added and fully provisioned. This script handles this automatically\nby detecting BlobEventsTriggers via the BlobPathBeginsWith property.\n\nThe script uses retry logic with linear backoff to handle transient API failures and\nwait for Event Grid subscription provisioning/deprovisioning to complete.\n\n.PARAMETER DataFactoryResourceGroup\nThe resource group containing the Data Factory.\n\n.PARAMETER DataFactoryName\nThe name of the Data Factory instance.\n\n.PARAMETER Pipelines\nPipe-delimited list of pipeline names to run (e.g., \"pipeline1|pipeline2\").\n\n.PARAMETER StartTriggers\nSwitch to start all stopped triggers (with Event Grid subscription for blob triggers).\n\n.PARAMETER StopTriggers\nSwitch to stop all running triggers (with Event Grid unsubscription for blob triggers).\n\n.EXAMPLE\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StopTriggers\n\n.EXAMPLE\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StartTriggers\n#>\n\nparam(\n    [string] $DataFactoryResourceGroup,\n    [string] $DataFactoryName,\n    [string] $Pipelines = \"\",\n    [switch] $StartTriggers,\n    [switch] $StopTriggers\n)\n\n$MAX_RETRIES = 20\n$DeploymentScriptOutputs = @{}\n\nfunction Write-Log($Message)\n{\n    Write-Output \"$(Get-Date -Format 'HH:mm:ss') $Message\"\n}\n\nfunction Invoke-WithRetry([scriptblock]$Action, [string]$Name, [int]$Delay = 5)\n{\n    for ($i = 1; $i -le $MAX_RETRIES; $i++)\n    {\n        try { return & $Action }\n        catch\n        {\n            Write-Log \"$Name failed (attempt $i/${MAX_RETRIES}): $($_.Exception.Message)\"\n            if ($i -eq $MAX_RETRIES) { throw }\n            Start-Sleep -Seconds ($Delay * $i)\n        }\n    }\n}\n\nfunction Set-BlobTriggerSubscription([string]$TriggerName, [switch]$Subscribe)\n{\n    $targetStatus = if ($Subscribe) { 'Enabled' } else { 'Disabled' }\n    $action = if ($Subscribe) { 'Subscribing' } else { 'Unsubscribing' }\n\n    Write-Log \"$action $TriggerName to events...\"\n\n    # Check current status before attempting subscribe/unsubscribe\n    $currentStatus = (Get-AzDataFactoryV2TriggerSubscriptionStatus `\n            -ResourceGroupName $DataFactoryResourceGroup `\n            -DataFactoryName $DataFactoryName `\n            -Name $TriggerName).Status\n\n    if ($currentStatus -eq $targetStatus)\n    {\n        Write-Log \"$TriggerName subscription is already $targetStatus, skipping.\"\n        return\n    }\n\n    if ($currentStatus -eq 'Provisioning' -or $currentStatus -eq 'Deprovisioning')\n    {\n        Write-Log \"$TriggerName subscription is $currentStatus, waiting for completion...\"\n    }\n    else\n    {\n        # Only call subscribe/unsubscribe when not already in a transitional state\n        if ($Subscribe)\n        {\n            Add-AzDataFactoryV2TriggerSubscription `\n                -ResourceGroupName $DataFactoryResourceGroup `\n                -DataFactoryName $DataFactoryName `\n                -Name $TriggerName | Out-Null\n        }\n        else\n        {\n            Remove-AzDataFactoryV2TriggerSubscription `\n                -ResourceGroupName $DataFactoryResourceGroup `\n                -DataFactoryName $DataFactoryName `\n                -Name $TriggerName | Out-Null\n        }\n    }\n\n    # Poll until provisioning completes\n    Invoke-WithRetry -Name \"$action status $TriggerName\" -Delay 5 -Action {\n        $status = Get-AzDataFactoryV2TriggerSubscriptionStatus `\n            -ResourceGroupName $DataFactoryResourceGroup `\n            -DataFactoryName $DataFactoryName `\n            -Name $TriggerName\n        if ($status.Status -ne $targetStatus)\n        {\n            throw \"Subscription status is $($status.Status), expected $targetStatus\"\n        }\n    }\n}\n\nif ($StartTriggers -or $StopTriggers)\n{\n    $triggers = Invoke-WithRetry -Name \"Get triggers\" -Action {\n        Get-AzDataFactoryV2Trigger `\n            -ResourceGroupName $DataFactoryResourceGroup `\n            -DataFactoryName $DataFactoryName `\n        | Where-Object {\n            ($StartTriggers -and $_.Properties.RuntimeState -ne \"Started\") `\n                -or ($StopTriggers -and $_.Properties.RuntimeState -ne \"Stopped\")\n        }\n    }\n\n    Write-Log \"Found $($triggers.Count) trigger(s) to $(if ($StartTriggers) { 'start' } else { 'stop' })\"\n\n    $triggers | ForEach-Object {\n        $triggerName = $_.Name\n        $isBlobTrigger = $null -ne $_.Properties.BlobPathBeginsWith\n\n        if ($StopTriggers)\n        {\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName }\n            Write-Log \"Stopping trigger $triggerName...\"\n            Invoke-WithRetry -Name \"Stop $triggerName\" -Action {\n                Stop-AzDataFactoryV2Trigger `\n                    -ResourceGroupName $DataFactoryResourceGroup `\n                    -DataFactoryName $DataFactoryName `\n                    -Name $triggerName -Force\n            }\n        }\n        else\n        {\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName -Subscribe }\n            Write-Log \"Starting trigger $triggerName...\"\n            Invoke-WithRetry -Name \"Start $triggerName\" -Action {\n                Start-AzDataFactoryV2Trigger `\n                    -ResourceGroupName $DataFactoryResourceGroup `\n                    -DataFactoryName $DataFactoryName `\n                    -Name $triggerName -Force\n            }\n        }\n\n        Invoke-WithRetry -Name \"Wait for $triggerName\" -Action {\n            $state = (Get-AzDataFactoryV2Trigger `\n                    -ResourceGroupName $DataFactoryResourceGroup `\n                    -DataFactoryName $DataFactoryName `\n                    -Name $triggerName).Properties.RuntimeState\n            $expected = if ($StartTriggers) { 'Started' } else { 'Stopped' }\n            if ($state -ne $expected) { throw \"Trigger is $state, expected $expected\" }\n        }\n\n        Write-Log \"...done\"\n        $DeploymentScriptOutputs[$triggerName] = $true\n    }\n}\n\nif (-not [string]::IsNullOrWhiteSpace($Pipelines))\n{\n    $Pipelines.Split('|') | ForEach-Object {\n        Write-Log \"Running pipeline $_...\"\n        Invoke-AzDataFactoryV2Pipeline `\n            -ResourceGroupName $DataFactoryResourceGroup `\n            -DataFactoryName $DataFactoryName `\n            -PipelineName $_\n    }\n}\n",
+                            "$fxv#0": "# Copyright (c) Microsoft Corporation.\r\n# Licensed under the MIT License.\r\n\r\n<#\r\n.SYNOPSIS\r\nManages Azure Data Factory triggers and pipelines during FinOps hub deployment.\r\n\r\n.DESCRIPTION\r\nThis script is called by Bicep deployment scripts to start/stop Data Factory triggers\r\nand optionally run pipelines. It handles two types of triggers:\r\n\r\n1. Schedule triggers - Can be started/stopped directly\r\n2. BlobEventsTriggers - Require Event Grid subscription management before start/stop\r\n\r\nBlobEventsTriggers use Event Grid to listen for storage blob events. Before stopping,\r\nthe Event Grid subscription must be removed (unsubscribed). Before starting, the\r\nsubscription must be added and fully provisioned. This script handles this automatically\r\nby detecting BlobEventsTriggers via the BlobPathBeginsWith property.\r\n\r\nThe script uses retry logic with linear backoff to handle transient API failures and\r\nwait for Event Grid subscription provisioning/deprovisioning to complete.\r\n\r\n.PARAMETER DataFactoryResourceGroup\r\nThe resource group containing the Data Factory.\r\n\r\n.PARAMETER DataFactoryName\r\nThe name of the Data Factory instance.\r\n\r\n.PARAMETER Pipelines\r\nPipe-delimited list of pipeline names to run (e.g., \"pipeline1|pipeline2\").\r\n\r\n.PARAMETER StartTriggers\r\nSwitch to start all stopped triggers (with Event Grid subscription for blob triggers).\r\n\r\n.PARAMETER StopTriggers\r\nSwitch to stop all running triggers (with Event Grid unsubscription for blob triggers).\r\n\r\n.EXAMPLE\r\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StopTriggers\r\n\r\n.EXAMPLE\r\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StartTriggers\r\n#>\r\n\r\nparam(\r\n    [string] $DataFactoryResourceGroup,\r\n    [string] $DataFactoryName,\r\n    [string] $Pipelines = \"\",\r\n    [switch] $StartTriggers,\r\n    [switch] $StopTriggers\r\n)\r\n\r\n$MAX_RETRIES = 20\r\n$DeploymentScriptOutputs = @{}\r\n\r\nfunction Write-Log($Message)\r\n{\r\n    Write-Output \"$(Get-Date -Format 'HH:mm:ss') $Message\"\r\n}\r\n\r\nfunction Invoke-WithRetry([scriptblock]$Action, [string]$Name, [int]$Delay = 5)\r\n{\r\n    for ($i = 1; $i -le $MAX_RETRIES; $i++)\r\n    {\r\n        try { return & $Action }\r\n        catch\r\n        {\r\n            Write-Log \"$Name failed (attempt $i/${MAX_RETRIES}): $($_.Exception.Message)\"\r\n            if ($i -eq $MAX_RETRIES) { throw }\r\n            Start-Sleep -Seconds ($Delay * $i)\r\n        }\r\n    }\r\n}\r\n\r\nfunction Set-BlobTriggerSubscription([string]$TriggerName, [switch]$Subscribe)\r\n{\r\n    $targetStatus = if ($Subscribe) { 'Enabled' } else { 'Disabled' }\r\n    $action = if ($Subscribe) { 'Subscribing' } else { 'Unsubscribing' }\r\n\r\n    Write-Log \"$action $TriggerName to events...\"\r\n\r\n    # Check current status before attempting subscribe/unsubscribe\r\n    $currentStatus = (Get-AzDataFactoryV2TriggerSubscriptionStatus `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -Name $TriggerName).Status\r\n\r\n    if ($currentStatus -eq $targetStatus)\r\n    {\r\n        Write-Log \"$TriggerName subscription is already $targetStatus, skipping.\"\r\n        return\r\n    }\r\n\r\n    if ($currentStatus -eq 'Provisioning' -or $currentStatus -eq 'Deprovisioning')\r\n    {\r\n        Write-Log \"$TriggerName subscription is $currentStatus, waiting for completion...\"\r\n    }\r\n    else\r\n    {\r\n        # Only call subscribe/unsubscribe when not already in a transitional state\r\n        if ($Subscribe)\r\n        {\r\n            Add-AzDataFactoryV2TriggerSubscription `\r\n                -ResourceGroupName $DataFactoryResourceGroup `\r\n                -DataFactoryName $DataFactoryName `\r\n                -Name $TriggerName | Out-Null\r\n        }\r\n        else\r\n        {\r\n            Remove-AzDataFactoryV2TriggerSubscription `\r\n                -ResourceGroupName $DataFactoryResourceGroup `\r\n                -DataFactoryName $DataFactoryName `\r\n                -Name $TriggerName | Out-Null\r\n        }\r\n    }\r\n\r\n    # Poll until provisioning completes\r\n    Invoke-WithRetry -Name \"$action status $TriggerName\" -Delay 5 -Action {\r\n        $status = Get-AzDataFactoryV2TriggerSubscriptionStatus `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -Name $TriggerName\r\n        if ($status.Status -ne $targetStatus)\r\n        {\r\n            throw \"Subscription status is $($status.Status), expected $targetStatus\"\r\n        }\r\n    }\r\n}\r\n\r\nif ($StartTriggers -or $StopTriggers)\r\n{\r\n    $triggers = Invoke-WithRetry -Name \"Get triggers\" -Action {\r\n        Get-AzDataFactoryV2Trigger `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n        | Where-Object {\r\n            ($StartTriggers -and $_.Properties.RuntimeState -ne \"Started\") `\r\n                -or ($StopTriggers -and $_.Properties.RuntimeState -ne \"Stopped\")\r\n        }\r\n    }\r\n\r\n    Write-Log \"Found $($triggers.Count) trigger(s) to $(if ($StartTriggers) { 'start' } else { 'stop' })\"\r\n\r\n    $triggers | ForEach-Object {\r\n        $triggerName = $_.Name\r\n        $isBlobTrigger = $null -ne $_.Properties.BlobPathBeginsWith\r\n\r\n        if ($StopTriggers)\r\n        {\r\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName }\r\n            Write-Log \"Stopping trigger $triggerName...\"\r\n            Invoke-WithRetry -Name \"Stop $triggerName\" -Action {\r\n                Stop-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName -Force\r\n            }\r\n        }\r\n        else\r\n        {\r\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName -Subscribe }\r\n            Write-Log \"Starting trigger $triggerName...\"\r\n            Invoke-WithRetry -Name \"Start $triggerName\" -Action {\r\n                Start-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName -Force\r\n            }\r\n        }\r\n\r\n        Invoke-WithRetry -Name \"Wait for $triggerName\" -Action {\r\n            $state = (Get-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName).Properties.RuntimeState\r\n            $expected = if ($StartTriggers) { 'Started' } else { 'Stopped' }\r\n            if ($state -ne $expected) { throw \"Trigger is $state, expected $expected\" }\r\n        }\r\n\r\n        Write-Log \"...done\"\r\n        $DeploymentScriptOutputs[$triggerName] = $true\r\n    }\r\n}\r\n\r\nif (-not [string]::IsNullOrWhiteSpace($Pipelines))\r\n{\r\n    $Pipelines.Split('|') | ForEach-Object {\r\n        Write-Log \"Running pipeline $_...\"\r\n        Invoke-AzDataFactoryV2Pipeline `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -PipelineName $_\r\n    }\r\n}\r\n",
                             "usesDataFactory": "[contains(parameters('features'), 'DataFactory')]",
                             "usesKeyVault": "[contains(parameters('features'), 'KeyVault')]",
                             "usesStorage": "[contains(parameters('features'), 'Storage')]",
@@ -9544,7 +9795,7 @@
                             "factoryManagementRoles": [
                               "673868aa-7521-48a0-acc6-0f60742d39f5"
                             ],
-                            "factoryStorageRoles": "[union(parameters('storageRoles'), createArray('17d1049b-9a84-46fb-8f53-869881c3d3ab', 'ba92f5b4-2d11-453d-a403-e96b0029c9fe', 'acdd72a7-3385-48ef-bd42-f606fba81ae7'))]",
+                            "factoryStorageRoles": "[union(parameters('storageRoles'), if(not(variables('usesStorage')), createArray(), createArray('17d1049b-9a84-46fb-8f53-869881c3d3ab', 'ba92f5b4-2d11-453d-a403-e96b0029c9fe', 'acdd72a7-3385-48ef-bd42-f606fba81ae7')))]",
                             "storageInfrastructureEncryptionProperties": "[if(not(parameters('app').hub.options.storageInfrastructureEncryption), createObject(), createObject('encryption', createObject('keySource', 'Microsoft.Storage', 'requireInfrastructureEncryption', parameters('app').hub.options.storageInfrastructureEncryption)))]"
                           },
                           "resources": {
@@ -9785,7 +10036,7 @@
                                 "name": "storageRoleAssignments",
                                 "count": "[length(variables('factoryStorageRoles'))]"
                               },
-                              "condition": "[and(variables('usesDataFactory'), variables('usesStorage'))]",
+                              "condition": "[variables('usesDataFactory')]",
                               "type": "Microsoft.Authorization/roleAssignments",
                               "apiVersion": "2022-04-01",
                               "scope": "[resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage)]",
@@ -10382,7 +10633,7 @@
                                     "_generator": {
                                       "name": "bicep",
                                       "version": "0.40.2.10011",
-                                      "templateHash": "1681840610494675289"
+                                      "templateHash": "15790442586575518487"
                                     }
                                   },
                                   "definitions": {
@@ -10433,6 +10684,9 @@
                                             "networkAddressPrefix": {
                                               "type": "string"
                                             },
+                                            "natGateway": {
+                                              "type": "bool"
+                                            },
                                             "privateRouting": {
                                               "type": "bool"
                                             },
@@ -10471,6 +10725,7 @@
                                           "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
                                           "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
                                           "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
                                           "privateRouting": "Indicates whether private network routing is enabled.",
                                           "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
                                           "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
@@ -10508,6 +10763,9 @@
                                             "dfs": {
                                               "$ref": "#/definitions/_1.IdNameObject"
                                             },
+                                            "file": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
                                             "queue": {
                                               "$ref": "#/definitions/_1.IdNameObject"
                                             },
@@ -10544,6 +10802,7 @@
                                         "dnsZones": {
                                           "blob": "Resource ID and name for the blob storage DNS zone.",
                                           "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                          "file": "Resource ID and name for the file storage DNS zone.",
                                           "queue": "Resource ID and name for the queue storage DNS zone.",
                                           "table": "Resource ID and name for the table storage DNS zone."
                                         },
@@ -10669,6 +10928,13 @@
                                       "metadata": {
                                         "description": "Optional. Environment variables to use for the deployment script."
                                       }
+                                    },
+                                    "forceUpdateTag": {
+                                      "type": "string",
+                                      "defaultValue": "",
+                                      "metadata": {
+                                        "description": "Optional. Forces the script to run again when the value changes. Default = empty (only reruns when properties change)."
+                                      }
                                     }
                                   },
                                   "variables": {
@@ -10723,12 +10989,21 @@
                                           "[format('{0}', resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]": {}
                                         }
                                       },
-                                      "properties": "[shallowMerge(createArray(variables('privateEndpointDeploymentProperties'), createObject('azPowerShellVersion', '11.0', 'retentionInterval', 'PT1H', 'cleanupPreference', 'OnSuccess', 'scriptContent', parameters('scriptContent'), 'arguments', parameters('arguments'), 'environmentVariables', parameters('environmentVariables'))))]",
+                                      "properties": "[shallowMerge(createArray(variables('privateEndpointDeploymentProperties'), createObject('azPowerShellVersion', '11.0', 'retentionInterval', 'PT1H', 'cleanupPreference', 'OnSuccess', 'scriptContent', parameters('scriptContent'), 'arguments', parameters('arguments'), 'environmentVariables', parameters('environmentVariables'), 'forceUpdateTag', if(empty(parameters('forceUpdateTag')), null(), parameters('forceUpdateTag')))))]",
                                       "dependsOn": [
                                         "identity",
                                         "identityRoleAssignments"
                                       ]
                                     }
+                                  },
+                                  "outputs": {
+                                    "scriptOutputs": {
+                                      "type": "object",
+                                      "metadata": {
+                                        "description": "Values the script set in $DeploymentScriptOutputs. Empty if the script did not set any."
+                                      },
+                                      "value": "[coalesce(tryGet(reference('script'), 'outputs'), createObject())]"
+                                    }
                                   }
                                 }
                               },
@@ -10827,7 +11102,7 @@
                             "_generator": {
                               "name": "bicep",
                               "version": "0.40.2.10011",
-                              "templateHash": "3945478053736728153"
+                              "templateHash": "8959083120322629470"
                             }
                           },
                           "definitions": {
@@ -10867,6 +11142,9 @@
                                     "networkAddressPrefix": {
                                       "type": "string"
                                     },
+                                    "natGateway": {
+                                      "type": "bool"
+                                    },
                                     "privateRouting": {
                                       "type": "bool"
                                     },
@@ -10905,6 +11183,7 @@
                                   "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
                                   "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
                                   "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                  "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
                                   "privateRouting": "Indicates whether private network routing is enabled.",
                                   "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
                                   "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
@@ -10942,6 +11221,9 @@
                                     "dfs": {
                                       "$ref": "#/definitions/_1.IdNameObject"
                                     },
+                                    "file": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
                                     "queue": {
                                       "$ref": "#/definitions/_1.IdNameObject"
                                     },
@@ -10978,6 +11260,7 @@
                                 "dnsZones": {
                                   "blob": "Resource ID and name for the blob storage DNS zone.",
                                   "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                  "file": "Resource ID and name for the file storage DNS zone.",
                                   "queue": "Resource ID and name for the queue storage DNS zone.",
                                   "table": "Resource ID and name for the table storage DNS zone."
                                 },
@@ -11090,7 +11373,7 @@
                             }
                           },
                           "variables": {
-                            "$fxv#0": "# Copyright (c) Microsoft Corporation.\n# Licensed under the MIT License.\n\n# Get storage context\n$storageContext = @{\n    Context   = New-AzStorageContext -StorageAccountName $env:storageAccountName -UseConnectedAccount\n    Container = $env:containerName\n}\n\n# Uploading files\n$files = $env:files | ConvertFrom-Json -Depth 10\nWrite-Output \"Uploading ${$files.PSObject.Properties.Count} files...\"\n$files.PSObject.Properties | ForEach-Object {\n    $filePath = $_.Name\n    $tempPath = \"./$($filePath -replace \"/\", \"_\")\"\n    Write-Output \"  Uploading $filePath...\"\n    $_.Value | Out-File $tempPath\n    Set-AzStorageBlobContent @storageContext -File $tempPath -Blob $filePath -Force | Out-Null\n}\n",
+                            "$fxv#0": "# Copyright (c) Microsoft Corporation.\r\n# Licensed under the MIT License.\r\n\r\n# Get storage context\r\n$storageContext = @{\r\n    Context   = New-AzStorageContext -StorageAccountName $env:storageAccountName -UseConnectedAccount\r\n    Container = $env:containerName\r\n}\r\n\r\n# Uploading files\r\n$files = $env:files | ConvertFrom-Json -Depth 10\r\nWrite-Output \"Uploading ${$files.PSObject.Properties.Count} files...\"\r\n$files.PSObject.Properties | ForEach-Object {\r\n    $filePath = $_.Name\r\n    $tempPath = \"./$($filePath -replace \"/\", \"_\")\"\r\n    Write-Output \"  Uploading $filePath...\"\r\n    $_.Value | Out-File $tempPath\r\n    Set-AzStorageBlobContent @storageContext -File $tempPath -Blob $filePath -Force | Out-Null\r\n}\r\n",
                             "fileCount": "[length(items(parameters('files')))]",
                             "hasFiles": "[greater(variables('fileCount'), 0)]"
                           },
@@ -11155,7 +11438,7 @@
                                     "_generator": {
                                       "name": "bicep",
                                       "version": "0.40.2.10011",
-                                      "templateHash": "8053001273024010241"
+                                      "templateHash": "17649985755359546818"
                                     }
                                   },
                                   "definitions": {
@@ -11195,6 +11478,9 @@
                                             "networkAddressPrefix": {
                                               "type": "string"
                                             },
+                                            "natGateway": {
+                                              "type": "bool"
+                                            },
                                             "privateRouting": {
                                               "type": "bool"
                                             },
@@ -11233,6 +11519,7 @@
                                           "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
                                           "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
                                           "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
                                           "privateRouting": "Indicates whether private network routing is enabled.",
                                           "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
                                           "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
@@ -11270,6 +11557,9 @@
                                             "dfs": {
                                               "$ref": "#/definitions/_1.IdNameObject"
                                             },
+                                            "file": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
                                             "queue": {
                                               "$ref": "#/definitions/_1.IdNameObject"
                                             },
@@ -11306,6 +11596,7 @@
                                         "dnsZones": {
                                           "blob": "Resource ID and name for the blob storage DNS zone.",
                                           "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                          "file": "Resource ID and name for the file storage DNS zone.",
                                           "queue": "Resource ID and name for the queue storage DNS zone.",
                                           "table": "Resource ID and name for the table storage DNS zone."
                                         },
@@ -11548,7 +11839,7 @@
                                     "_generator": {
                                       "name": "bicep",
                                       "version": "0.40.2.10011",
-                                      "templateHash": "1681840610494675289"
+                                      "templateHash": "15790442586575518487"
                                     }
                                   },
                                   "definitions": {
@@ -11599,6 +11890,9 @@
                                             "networkAddressPrefix": {
                                               "type": "string"
                                             },
+                                            "natGateway": {
+                                              "type": "bool"
+                                            },
                                             "privateRouting": {
                                               "type": "bool"
                                             },
@@ -11637,6 +11931,7 @@
                                           "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
                                           "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
                                           "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
                                           "privateRouting": "Indicates whether private network routing is enabled.",
                                           "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
                                           "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
@@ -11674,6 +11969,9 @@
                                             "dfs": {
                                               "$ref": "#/definitions/_1.IdNameObject"
                                             },
+                                            "file": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
                                             "queue": {
                                               "$ref": "#/definitions/_1.IdNameObject"
                                             },
@@ -11710,6 +12008,7 @@
                                         "dnsZones": {
                                           "blob": "Resource ID and name for the blob storage DNS zone.",
                                           "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                          "file": "Resource ID and name for the file storage DNS zone.",
                                           "queue": "Resource ID and name for the queue storage DNS zone.",
                                           "table": "Resource ID and name for the table storage DNS zone."
                                         },
@@ -11835,6 +12134,13 @@
                                       "metadata": {
                                         "description": "Optional. Environment variables to use for the deployment script."
                                       }
+                                    },
+                                    "forceUpdateTag": {
+                                      "type": "string",
+                                      "defaultValue": "",
+                                      "metadata": {
+                                        "description": "Optional. Forces the script to run again when the value changes. Default = empty (only reruns when properties change)."
+                                      }
                                     }
                                   },
                                   "variables": {
@@ -11889,12 +12195,21 @@
                                           "[format('{0}', resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]": {}
                                         }
                                       },
-                                      "properties": "[shallowMerge(createArray(variables('privateEndpointDeploymentProperties'), createObject('azPowerShellVersion', '11.0', 'retentionInterval', 'PT1H', 'cleanupPreference', 'OnSuccess', 'scriptContent', parameters('scriptContent'), 'arguments', parameters('arguments'), 'environmentVariables', parameters('environmentVariables'))))]",
+                                      "properties": "[shallowMerge(createArray(variables('privateEndpointDeploymentProperties'), createObject('azPowerShellVersion', '11.0', 'retentionInterval', 'PT1H', 'cleanupPreference', 'OnSuccess', 'scriptContent', parameters('scriptContent'), 'arguments', parameters('arguments'), 'environmentVariables', parameters('environmentVariables'), 'forceUpdateTag', if(empty(parameters('forceUpdateTag')), null(), parameters('forceUpdateTag')))))]",
                                       "dependsOn": [
                                         "identity",
                                         "identityRoleAssignments"
                                       ]
                                     }
+                                  },
+                                  "outputs": {
+                                    "scriptOutputs": {
+                                      "type": "object",
+                                      "metadata": {
+                                        "description": "Values the script set in $DeploymentScriptOutputs. Empty if the script did not set any."
+                                      },
+                                      "value": "[coalesce(tryGet(reference('script'), 'outputs'), createObject())]"
+                                    }
                                   }
                                 }
                               },
@@ -11975,7 +12290,7 @@
                             "_generator": {
                               "name": "bicep",
                               "version": "0.40.2.10011",
-                              "templateHash": "3945478053736728153"
+                              "templateHash": "8959083120322629470"
                             }
                           },
                           "definitions": {
@@ -12015,6 +12330,9 @@
                                     "networkAddressPrefix": {
                                       "type": "string"
                                     },
+                                    "natGateway": {
+                                      "type": "bool"
+                                    },
                                     "privateRouting": {
                                       "type": "bool"
                                     },
@@ -12053,6 +12371,7 @@
                                   "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
                                   "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
                                   "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                  "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
                                   "privateRouting": "Indicates whether private network routing is enabled.",
                                   "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
                                   "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
@@ -12090,6 +12409,9 @@
                                     "dfs": {
                                       "$ref": "#/definitions/_1.IdNameObject"
                                     },
+                                    "file": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
                                     "queue": {
                                       "$ref": "#/definitions/_1.IdNameObject"
                                     },
@@ -12126,6 +12448,7 @@
                                 "dnsZones": {
                                   "blob": "Resource ID and name for the blob storage DNS zone.",
                                   "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                  "file": "Resource ID and name for the file storage DNS zone.",
                                   "queue": "Resource ID and name for the queue storage DNS zone.",
                                   "table": "Resource ID and name for the table storage DNS zone."
                                 },
@@ -12238,7 +12561,7 @@
                             }
                           },
                           "variables": {
-                            "$fxv#0": "# Copyright (c) Microsoft Corporation.\n# Licensed under the MIT License.\n\n# Get storage context\n$storageContext = @{\n    Context   = New-AzStorageContext -StorageAccountName $env:storageAccountName -UseConnectedAccount\n    Container = $env:containerName\n}\n\n# Uploading files\n$files = $env:files | ConvertFrom-Json -Depth 10\nWrite-Output \"Uploading ${$files.PSObject.Properties.Count} files...\"\n$files.PSObject.Properties | ForEach-Object {\n    $filePath = $_.Name\n    $tempPath = \"./$($filePath -replace \"/\", \"_\")\"\n    Write-Output \"  Uploading $filePath...\"\n    $_.Value | Out-File $tempPath\n    Set-AzStorageBlobContent @storageContext -File $tempPath -Blob $filePath -Force | Out-Null\n}\n",
+                            "$fxv#0": "# Copyright (c) Microsoft Corporation.\r\n# Licensed under the MIT License.\r\n\r\n# Get storage context\r\n$storageContext = @{\r\n    Context   = New-AzStorageContext -StorageAccountName $env:storageAccountName -UseConnectedAccount\r\n    Container = $env:containerName\r\n}\r\n\r\n# Uploading files\r\n$files = $env:files | ConvertFrom-Json -Depth 10\r\nWrite-Output \"Uploading ${$files.PSObject.Properties.Count} files...\"\r\n$files.PSObject.Properties | ForEach-Object {\r\n    $filePath = $_.Name\r\n    $tempPath = \"./$($filePath -replace \"/\", \"_\")\"\r\n    Write-Output \"  Uploading $filePath...\"\r\n    $_.Value | Out-File $tempPath\r\n    Set-AzStorageBlobContent @storageContext -File $tempPath -Blob $filePath -Force | Out-Null\r\n}\r\n",
                             "fileCount": "[length(items(parameters('files')))]",
                             "hasFiles": "[greater(variables('fileCount'), 0)]"
                           },
@@ -12303,7 +12626,7 @@
                                     "_generator": {
                                       "name": "bicep",
                                       "version": "0.40.2.10011",
-                                      "templateHash": "8053001273024010241"
+                                      "templateHash": "17649985755359546818"
                                     }
                                   },
                                   "definitions": {
@@ -12343,6 +12666,9 @@
                                             "networkAddressPrefix": {
                                               "type": "string"
                                             },
+                                            "natGateway": {
+                                              "type": "bool"
+                                            },
                                             "privateRouting": {
                                               "type": "bool"
                                             },
@@ -12381,6 +12707,7 @@
                                           "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
                                           "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
                                           "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
                                           "privateRouting": "Indicates whether private network routing is enabled.",
                                           "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
                                           "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
@@ -12418,6 +12745,9 @@
                                             "dfs": {
                                               "$ref": "#/definitions/_1.IdNameObject"
                                             },
+                                            "file": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
                                             "queue": {
                                               "$ref": "#/definitions/_1.IdNameObject"
                                             },
@@ -12454,6 +12784,7 @@
                                         "dnsZones": {
                                           "blob": "Resource ID and name for the blob storage DNS zone.",
                                           "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                          "file": "Resource ID and name for the file storage DNS zone.",
                                           "queue": "Resource ID and name for the queue storage DNS zone.",
                                           "table": "Resource ID and name for the table storage DNS zone."
                                         },
@@ -12696,7 +13027,7 @@
                                     "_generator": {
                                       "name": "bicep",
                                       "version": "0.40.2.10011",
-                                      "templateHash": "1681840610494675289"
+                                      "templateHash": "15790442586575518487"
                                     }
                                   },
                                   "definitions": {
@@ -12747,6 +13078,9 @@
                                             "networkAddressPrefix": {
                                               "type": "string"
                                             },
+                                            "natGateway": {
+                                              "type": "bool"
+                                            },
                                             "privateRouting": {
                                               "type": "bool"
                                             },
@@ -12785,6 +13119,7 @@
                                           "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
                                           "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
                                           "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
                                           "privateRouting": "Indicates whether private network routing is enabled.",
                                           "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
                                           "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
@@ -12822,6 +13157,9 @@
                                             "dfs": {
                                               "$ref": "#/definitions/_1.IdNameObject"
                                             },
+                                            "file": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
                                             "queue": {
                                               "$ref": "#/definitions/_1.IdNameObject"
                                             },
@@ -12858,6 +13196,7 @@
                                         "dnsZones": {
                                           "blob": "Resource ID and name for the blob storage DNS zone.",
                                           "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                          "file": "Resource ID and name for the file storage DNS zone.",
                                           "queue": "Resource ID and name for the queue storage DNS zone.",
                                           "table": "Resource ID and name for the table storage DNS zone."
                                         },
@@ -12983,6 +13322,13 @@
                                       "metadata": {
                                         "description": "Optional. Environment variables to use for the deployment script."
                                       }
+                                    },
+                                    "forceUpdateTag": {
+                                      "type": "string",
+                                      "defaultValue": "",
+                                      "metadata": {
+                                        "description": "Optional. Forces the script to run again when the value changes. Default = empty (only reruns when properties change)."
+                                      }
                                     }
                                   },
                                   "variables": {
@@ -13037,12 +13383,21 @@
                                           "[format('{0}', resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]": {}
                                         }
                                       },
-                                      "properties": "[shallowMerge(createArray(variables('privateEndpointDeploymentProperties'), createObject('azPowerShellVersion', '11.0', 'retentionInterval', 'PT1H', 'cleanupPreference', 'OnSuccess', 'scriptContent', parameters('scriptContent'), 'arguments', parameters('arguments'), 'environmentVariables', parameters('environmentVariables'))))]",
+                                      "properties": "[shallowMerge(createArray(variables('privateEndpointDeploymentProperties'), createObject('azPowerShellVersion', '11.0', 'retentionInterval', 'PT1H', 'cleanupPreference', 'OnSuccess', 'scriptContent', parameters('scriptContent'), 'arguments', parameters('arguments'), 'environmentVariables', parameters('environmentVariables'), 'forceUpdateTag', if(empty(parameters('forceUpdateTag')), null(), parameters('forceUpdateTag')))))]",
                                       "dependsOn": [
                                         "identity",
                                         "identityRoleAssignments"
                                       ]
                                     }
+                                  },
+                                  "outputs": {
+                                    "scriptOutputs": {
+                                      "type": "object",
+                                      "metadata": {
+                                        "description": "Values the script set in $DeploymentScriptOutputs. Empty if the script did not set any."
+                                      },
+                                      "value": "[coalesce(tryGet(reference('script'), 'outputs'), createObject())]"
+                                    }
                                   }
                                 }
                               },
@@ -13331,16 +13686,16 @@
                     "_generator": {
                       "name": "bicep",
                       "version": "0.40.2.10011",
-                      "templateHash": "313735089574531615"
+                      "templateHash": "145506471471082705"
                     },
                     "hubApp": {
                       "id": "Microsoft.CostManagement.ManagedExports",
-                      "version": "14.0",
+                      "version": "15.0",
                       "dependencies": [
                         "Microsoft.FinOpsHubs.Core",
                         "Microsoft.CostManagement.Exports"
                       ],
-                      "metadata": "https://microsoft.github.io/finops-toolkit/deploy/finops-hub/14.0/Microsoft.CostManagement/ManagedExports/metadata.bicep"
+                      "metadata": "https://microsoft.github.io/finops-toolkit/deploy/finops-hub/15.0/Microsoft.CostManagement/ManagedExports/metadata.bicep"
                     }
                   },
                   "definitions": {
@@ -13380,6 +13735,9 @@
                             "networkAddressPrefix": {
                               "type": "string"
                             },
+                            "natGateway": {
+                              "type": "bool"
+                            },
                             "privateRouting": {
                               "type": "bool"
                             },
@@ -13418,6 +13776,7 @@
                           "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
                           "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
                           "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
                           "privateRouting": "Indicates whether private network routing is enabled.",
                           "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
                           "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
@@ -13455,6 +13814,9 @@
                             "dfs": {
                               "$ref": "#/definitions/_1.IdNameObject"
                             },
+                            "file": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            },
                             "queue": {
                               "$ref": "#/definitions/_1.IdNameObject"
                             },
@@ -13491,6 +13853,7 @@
                         "dnsZones": {
                           "blob": "Resource ID and name for the blob storage DNS zone.",
                           "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                          "file": "Resource ID and name for the file storage DNS zone.",
                           "queue": "Resource ID and name for the queue storage DNS zone.",
                           "table": "Resource ID and name for the table storage DNS zone."
                         },
@@ -14003,7 +14366,7 @@
                       "reservationrecommendations": "2023-05-01",
                       "reservationtransactions": "2023-05-01"
                     },
-                    "finOpsToolkitVersion": "14.0"
+                    "finOpsToolkitVersion": "15.0"
                   },
                   "resources": {
                     "dataFactory::dataset_config": {
@@ -14033,7 +14396,7 @@
                           "recurrence": {
                             "frequency": "Hour",
                             "interval": 24,
-                            "startTime": "2023-01-01T01:01:00",
+                            "startTime": "[if(equals(reference('timeZones').outputs.Timezone.value, 'UTC'), '2023-01-01T01:01:00Z', '2023-01-01T01:01:00')]",
                             "timeZone": "[reference('timeZones').outputs.Timezone.value]"
                           }
                         }
@@ -14064,7 +14427,7 @@
                           "recurrence": {
                             "frequency": "Month",
                             "interval": 1,
-                            "startTime": "2023-01-05T01:11:00",
+                            "startTime": "[if(equals(reference('timeZones').outputs.Timezone.value, 'UTC'), '2023-01-05T01:11:00Z', '2023-01-05T01:11:00')]",
                             "timeZone": "[reference('timeZones').outputs.Timezone.value]",
                             "schedule": {
                               "monthDays": [
@@ -15679,7 +16042,7 @@
                             "_generator": {
                               "name": "bicep",
                               "version": "0.40.2.10011",
-                              "templateHash": "1913111313164077146"
+                              "templateHash": "6663838570021556637"
                             }
                           },
                           "definitions": {
@@ -15719,6 +16082,9 @@
                                     "networkAddressPrefix": {
                                       "type": "string"
                                     },
+                                    "natGateway": {
+                                      "type": "bool"
+                                    },
                                     "privateRouting": {
                                       "type": "bool"
                                     },
@@ -15757,6 +16123,7 @@
                                   "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
                                   "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
                                   "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                  "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
                                   "privateRouting": "Indicates whether private network routing is enabled.",
                                   "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
                                   "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
@@ -15794,6 +16161,9 @@
                                     "dfs": {
                                       "$ref": "#/definitions/_1.IdNameObject"
                                     },
+                                    "file": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
                                     "queue": {
                                       "$ref": "#/definitions/_1.IdNameObject"
                                     },
@@ -15830,6 +16200,7 @@
                                 "dnsZones": {
                                   "blob": "Resource ID and name for the blob storage DNS zone.",
                                   "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                  "file": "Resource ID and name for the file storage DNS zone.",
                                   "queue": "Resource ID and name for the queue storage DNS zone.",
                                   "table": "Resource ID and name for the table storage DNS zone."
                                 },
@@ -15986,7 +16357,7 @@
                               },
                               "defaultValue": [],
                               "metadata": {
-                                "description": "Optional. Indicate which RBAC roles the Data Factory identity needs on the storage account, if created. This is in addition to Storage Blob Data Contributor for reading and managing content. Default: [] (none)."
+                                "description": "Optional. Indicate which RBAC roles the Data Factory identity needs on the publisher storage account. This is in addition to Storage Blob Data Contributor for reading and managing content, which is granted to apps that use the \"Storage\" feature. Roles are assigned whether or not the app uses the \"Storage\" feature since the storage account is shared across all apps from the same publisher. Default: [] (none)."
                               }
                             },
                             "telemetryString": {
@@ -15998,7 +16369,7 @@
                             }
                           },
                           "variables": {
-                            "$fxv#0": "# Copyright (c) Microsoft Corporation.\n# Licensed under the MIT License.\n\n<#\n.SYNOPSIS\nManages Azure Data Factory triggers and pipelines during FinOps hub deployment.\n\n.DESCRIPTION\nThis script is called by Bicep deployment scripts to start/stop Data Factory triggers\nand optionally run pipelines. It handles two types of triggers:\n\n1. Schedule triggers - Can be started/stopped directly\n2. BlobEventsTriggers - Require Event Grid subscription management before start/stop\n\nBlobEventsTriggers use Event Grid to listen for storage blob events. Before stopping,\nthe Event Grid subscription must be removed (unsubscribed). Before starting, the\nsubscription must be added and fully provisioned. This script handles this automatically\nby detecting BlobEventsTriggers via the BlobPathBeginsWith property.\n\nThe script uses retry logic with linear backoff to handle transient API failures and\nwait for Event Grid subscription provisioning/deprovisioning to complete.\n\n.PARAMETER DataFactoryResourceGroup\nThe resource group containing the Data Factory.\n\n.PARAMETER DataFactoryName\nThe name of the Data Factory instance.\n\n.PARAMETER Pipelines\nPipe-delimited list of pipeline names to run (e.g., \"pipeline1|pipeline2\").\n\n.PARAMETER StartTriggers\nSwitch to start all stopped triggers (with Event Grid subscription for blob triggers).\n\n.PARAMETER StopTriggers\nSwitch to stop all running triggers (with Event Grid unsubscription for blob triggers).\n\n.EXAMPLE\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StopTriggers\n\n.EXAMPLE\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StartTriggers\n#>\n\nparam(\n    [string] $DataFactoryResourceGroup,\n    [string] $DataFactoryName,\n    [string] $Pipelines = \"\",\n    [switch] $StartTriggers,\n    [switch] $StopTriggers\n)\n\n$MAX_RETRIES = 20\n$DeploymentScriptOutputs = @{}\n\nfunction Write-Log($Message)\n{\n    Write-Output \"$(Get-Date -Format 'HH:mm:ss') $Message\"\n}\n\nfunction Invoke-WithRetry([scriptblock]$Action, [string]$Name, [int]$Delay = 5)\n{\n    for ($i = 1; $i -le $MAX_RETRIES; $i++)\n    {\n        try { return & $Action }\n        catch\n        {\n            Write-Log \"$Name failed (attempt $i/${MAX_RETRIES}): $($_.Exception.Message)\"\n            if ($i -eq $MAX_RETRIES) { throw }\n            Start-Sleep -Seconds ($Delay * $i)\n        }\n    }\n}\n\nfunction Set-BlobTriggerSubscription([string]$TriggerName, [switch]$Subscribe)\n{\n    $targetStatus = if ($Subscribe) { 'Enabled' } else { 'Disabled' }\n    $action = if ($Subscribe) { 'Subscribing' } else { 'Unsubscribing' }\n\n    Write-Log \"$action $TriggerName to events...\"\n\n    # Check current status before attempting subscribe/unsubscribe\n    $currentStatus = (Get-AzDataFactoryV2TriggerSubscriptionStatus `\n            -ResourceGroupName $DataFactoryResourceGroup `\n            -DataFactoryName $DataFactoryName `\n            -Name $TriggerName).Status\n\n    if ($currentStatus -eq $targetStatus)\n    {\n        Write-Log \"$TriggerName subscription is already $targetStatus, skipping.\"\n        return\n    }\n\n    if ($currentStatus -eq 'Provisioning' -or $currentStatus -eq 'Deprovisioning')\n    {\n        Write-Log \"$TriggerName subscription is $currentStatus, waiting for completion...\"\n    }\n    else\n    {\n        # Only call subscribe/unsubscribe when not already in a transitional state\n        if ($Subscribe)\n        {\n            Add-AzDataFactoryV2TriggerSubscription `\n                -ResourceGroupName $DataFactoryResourceGroup `\n                -DataFactoryName $DataFactoryName `\n                -Name $TriggerName | Out-Null\n        }\n        else\n        {\n            Remove-AzDataFactoryV2TriggerSubscription `\n                -ResourceGroupName $DataFactoryResourceGroup `\n                -DataFactoryName $DataFactoryName `\n                -Name $TriggerName | Out-Null\n        }\n    }\n\n    # Poll until provisioning completes\n    Invoke-WithRetry -Name \"$action status $TriggerName\" -Delay 5 -Action {\n        $status = Get-AzDataFactoryV2TriggerSubscriptionStatus `\n            -ResourceGroupName $DataFactoryResourceGroup `\n            -DataFactoryName $DataFactoryName `\n            -Name $TriggerName\n        if ($status.Status -ne $targetStatus)\n        {\n            throw \"Subscription status is $($status.Status), expected $targetStatus\"\n        }\n    }\n}\n\nif ($StartTriggers -or $StopTriggers)\n{\n    $triggers = Invoke-WithRetry -Name \"Get triggers\" -Action {\n        Get-AzDataFactoryV2Trigger `\n            -ResourceGroupName $DataFactoryResourceGroup `\n            -DataFactoryName $DataFactoryName `\n        | Where-Object {\n            ($StartTriggers -and $_.Properties.RuntimeState -ne \"Started\") `\n                -or ($StopTriggers -and $_.Properties.RuntimeState -ne \"Stopped\")\n        }\n    }\n\n    Write-Log \"Found $($triggers.Count) trigger(s) to $(if ($StartTriggers) { 'start' } else { 'stop' })\"\n\n    $triggers | ForEach-Object {\n        $triggerName = $_.Name\n        $isBlobTrigger = $null -ne $_.Properties.BlobPathBeginsWith\n\n        if ($StopTriggers)\n        {\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName }\n            Write-Log \"Stopping trigger $triggerName...\"\n            Invoke-WithRetry -Name \"Stop $triggerName\" -Action {\n                Stop-AzDataFactoryV2Trigger `\n                    -ResourceGroupName $DataFactoryResourceGroup `\n                    -DataFactoryName $DataFactoryName `\n                    -Name $triggerName -Force\n            }\n        }\n        else\n        {\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName -Subscribe }\n            Write-Log \"Starting trigger $triggerName...\"\n            Invoke-WithRetry -Name \"Start $triggerName\" -Action {\n                Start-AzDataFactoryV2Trigger `\n                    -ResourceGroupName $DataFactoryResourceGroup `\n                    -DataFactoryName $DataFactoryName `\n                    -Name $triggerName -Force\n            }\n        }\n\n        Invoke-WithRetry -Name \"Wait for $triggerName\" -Action {\n            $state = (Get-AzDataFactoryV2Trigger `\n                    -ResourceGroupName $DataFactoryResourceGroup `\n                    -DataFactoryName $DataFactoryName `\n                    -Name $triggerName).Properties.RuntimeState\n            $expected = if ($StartTriggers) { 'Started' } else { 'Stopped' }\n            if ($state -ne $expected) { throw \"Trigger is $state, expected $expected\" }\n        }\n\n        Write-Log \"...done\"\n        $DeploymentScriptOutputs[$triggerName] = $true\n    }\n}\n\nif (-not [string]::IsNullOrWhiteSpace($Pipelines))\n{\n    $Pipelines.Split('|') | ForEach-Object {\n        Write-Log \"Running pipeline $_...\"\n        Invoke-AzDataFactoryV2Pipeline `\n            -ResourceGroupName $DataFactoryResourceGroup `\n            -DataFactoryName $DataFactoryName `\n            -PipelineName $_\n    }\n}\n",
+                            "$fxv#0": "# Copyright (c) Microsoft Corporation.\r\n# Licensed under the MIT License.\r\n\r\n<#\r\n.SYNOPSIS\r\nManages Azure Data Factory triggers and pipelines during FinOps hub deployment.\r\n\r\n.DESCRIPTION\r\nThis script is called by Bicep deployment scripts to start/stop Data Factory triggers\r\nand optionally run pipelines. It handles two types of triggers:\r\n\r\n1. Schedule triggers - Can be started/stopped directly\r\n2. BlobEventsTriggers - Require Event Grid subscription management before start/stop\r\n\r\nBlobEventsTriggers use Event Grid to listen for storage blob events. Before stopping,\r\nthe Event Grid subscription must be removed (unsubscribed). Before starting, the\r\nsubscription must be added and fully provisioned. This script handles this automatically\r\nby detecting BlobEventsTriggers via the BlobPathBeginsWith property.\r\n\r\nThe script uses retry logic with linear backoff to handle transient API failures and\r\nwait for Event Grid subscription provisioning/deprovisioning to complete.\r\n\r\n.PARAMETER DataFactoryResourceGroup\r\nThe resource group containing the Data Factory.\r\n\r\n.PARAMETER DataFactoryName\r\nThe name of the Data Factory instance.\r\n\r\n.PARAMETER Pipelines\r\nPipe-delimited list of pipeline names to run (e.g., \"pipeline1|pipeline2\").\r\n\r\n.PARAMETER StartTriggers\r\nSwitch to start all stopped triggers (with Event Grid subscription for blob triggers).\r\n\r\n.PARAMETER StopTriggers\r\nSwitch to stop all running triggers (with Event Grid unsubscription for blob triggers).\r\n\r\n.EXAMPLE\r\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StopTriggers\r\n\r\n.EXAMPLE\r\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StartTriggers\r\n#>\r\n\r\nparam(\r\n    [string] $DataFactoryResourceGroup,\r\n    [string] $DataFactoryName,\r\n    [string] $Pipelines = \"\",\r\n    [switch] $StartTriggers,\r\n    [switch] $StopTriggers\r\n)\r\n\r\n$MAX_RETRIES = 20\r\n$DeploymentScriptOutputs = @{}\r\n\r\nfunction Write-Log($Message)\r\n{\r\n    Write-Output \"$(Get-Date -Format 'HH:mm:ss') $Message\"\r\n}\r\n\r\nfunction Invoke-WithRetry([scriptblock]$Action, [string]$Name, [int]$Delay = 5)\r\n{\r\n    for ($i = 1; $i -le $MAX_RETRIES; $i++)\r\n    {\r\n        try { return & $Action }\r\n        catch\r\n        {\r\n            Write-Log \"$Name failed (attempt $i/${MAX_RETRIES}): $($_.Exception.Message)\"\r\n            if ($i -eq $MAX_RETRIES) { throw }\r\n            Start-Sleep -Seconds ($Delay * $i)\r\n        }\r\n    }\r\n}\r\n\r\nfunction Set-BlobTriggerSubscription([string]$TriggerName, [switch]$Subscribe)\r\n{\r\n    $targetStatus = if ($Subscribe) { 'Enabled' } else { 'Disabled' }\r\n    $action = if ($Subscribe) { 'Subscribing' } else { 'Unsubscribing' }\r\n\r\n    Write-Log \"$action $TriggerName to events...\"\r\n\r\n    # Check current status before attempting subscribe/unsubscribe\r\n    $currentStatus = (Get-AzDataFactoryV2TriggerSubscriptionStatus `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -Name $TriggerName).Status\r\n\r\n    if ($currentStatus -eq $targetStatus)\r\n    {\r\n        Write-Log \"$TriggerName subscription is already $targetStatus, skipping.\"\r\n        return\r\n    }\r\n\r\n    if ($currentStatus -eq 'Provisioning' -or $currentStatus -eq 'Deprovisioning')\r\n    {\r\n        Write-Log \"$TriggerName subscription is $currentStatus, waiting for completion...\"\r\n    }\r\n    else\r\n    {\r\n        # Only call subscribe/unsubscribe when not already in a transitional state\r\n        if ($Subscribe)\r\n        {\r\n            Add-AzDataFactoryV2TriggerSubscription `\r\n                -ResourceGroupName $DataFactoryResourceGroup `\r\n                -DataFactoryName $DataFactoryName `\r\n                -Name $TriggerName | Out-Null\r\n        }\r\n        else\r\n        {\r\n            Remove-AzDataFactoryV2TriggerSubscription `\r\n                -ResourceGroupName $DataFactoryResourceGroup `\r\n                -DataFactoryName $DataFactoryName `\r\n                -Name $TriggerName | Out-Null\r\n        }\r\n    }\r\n\r\n    # Poll until provisioning completes\r\n    Invoke-WithRetry -Name \"$action status $TriggerName\" -Delay 5 -Action {\r\n        $status = Get-AzDataFactoryV2TriggerSubscriptionStatus `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -Name $TriggerName\r\n        if ($status.Status -ne $targetStatus)\r\n        {\r\n            throw \"Subscription status is $($status.Status), expected $targetStatus\"\r\n        }\r\n    }\r\n}\r\n\r\nif ($StartTriggers -or $StopTriggers)\r\n{\r\n    $triggers = Invoke-WithRetry -Name \"Get triggers\" -Action {\r\n        Get-AzDataFactoryV2Trigger `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n        | Where-Object {\r\n            ($StartTriggers -and $_.Properties.RuntimeState -ne \"Started\") `\r\n                -or ($StopTriggers -and $_.Properties.RuntimeState -ne \"Stopped\")\r\n        }\r\n    }\r\n\r\n    Write-Log \"Found $($triggers.Count) trigger(s) to $(if ($StartTriggers) { 'start' } else { 'stop' })\"\r\n\r\n    $triggers | ForEach-Object {\r\n        $triggerName = $_.Name\r\n        $isBlobTrigger = $null -ne $_.Properties.BlobPathBeginsWith\r\n\r\n        if ($StopTriggers)\r\n        {\r\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName }\r\n            Write-Log \"Stopping trigger $triggerName...\"\r\n            Invoke-WithRetry -Name \"Stop $triggerName\" -Action {\r\n                Stop-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName -Force\r\n            }\r\n        }\r\n        else\r\n        {\r\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName -Subscribe }\r\n            Write-Log \"Starting trigger $triggerName...\"\r\n            Invoke-WithRetry -Name \"Start $triggerName\" -Action {\r\n                Start-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName -Force\r\n            }\r\n        }\r\n\r\n        Invoke-WithRetry -Name \"Wait for $triggerName\" -Action {\r\n            $state = (Get-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName).Properties.RuntimeState\r\n            $expected = if ($StartTriggers) { 'Started' } else { 'Stopped' }\r\n            if ($state -ne $expected) { throw \"Trigger is $state, expected $expected\" }\r\n        }\r\n\r\n        Write-Log \"...done\"\r\n        $DeploymentScriptOutputs[$triggerName] = $true\r\n    }\r\n}\r\n\r\nif (-not [string]::IsNullOrWhiteSpace($Pipelines))\r\n{\r\n    $Pipelines.Split('|') | ForEach-Object {\r\n        Write-Log \"Running pipeline $_...\"\r\n        Invoke-AzDataFactoryV2Pipeline `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -PipelineName $_\r\n    }\r\n}\r\n",
                             "usesDataFactory": "[contains(parameters('features'), 'DataFactory')]",
                             "usesKeyVault": "[contains(parameters('features'), 'KeyVault')]",
                             "usesStorage": "[contains(parameters('features'), 'Storage')]",
@@ -16020,7 +16391,7 @@
                             "factoryManagementRoles": [
                               "673868aa-7521-48a0-acc6-0f60742d39f5"
                             ],
-                            "factoryStorageRoles": "[union(parameters('storageRoles'), createArray('17d1049b-9a84-46fb-8f53-869881c3d3ab', 'ba92f5b4-2d11-453d-a403-e96b0029c9fe', 'acdd72a7-3385-48ef-bd42-f606fba81ae7'))]",
+                            "factoryStorageRoles": "[union(parameters('storageRoles'), if(not(variables('usesStorage')), createArray(), createArray('17d1049b-9a84-46fb-8f53-869881c3d3ab', 'ba92f5b4-2d11-453d-a403-e96b0029c9fe', 'acdd72a7-3385-48ef-bd42-f606fba81ae7')))]",
                             "storageInfrastructureEncryptionProperties": "[if(not(parameters('app').hub.options.storageInfrastructureEncryption), createObject(), createObject('encryption', createObject('keySource', 'Microsoft.Storage', 'requireInfrastructureEncryption', parameters('app').hub.options.storageInfrastructureEncryption)))]"
                           },
                           "resources": {
@@ -16261,7 +16632,7 @@
                                 "name": "storageRoleAssignments",
                                 "count": "[length(variables('factoryStorageRoles'))]"
                               },
-                              "condition": "[and(variables('usesDataFactory'), variables('usesStorage'))]",
+                              "condition": "[variables('usesDataFactory')]",
                               "type": "Microsoft.Authorization/roleAssignments",
                               "apiVersion": "2022-04-01",
                               "scope": "[resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage)]",
@@ -16858,7 +17229,7 @@
                                     "_generator": {
                                       "name": "bicep",
                                       "version": "0.40.2.10011",
-                                      "templateHash": "1681840610494675289"
+                                      "templateHash": "15790442586575518487"
                                     }
                                   },
                                   "definitions": {
@@ -16909,6 +17280,9 @@
                                             "networkAddressPrefix": {
                                               "type": "string"
                                             },
+                                            "natGateway": {
+                                              "type": "bool"
+                                            },
                                             "privateRouting": {
                                               "type": "bool"
                                             },
@@ -16947,6 +17321,7 @@
                                           "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
                                           "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
                                           "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
                                           "privateRouting": "Indicates whether private network routing is enabled.",
                                           "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
                                           "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
@@ -16984,6 +17359,9 @@
                                             "dfs": {
                                               "$ref": "#/definitions/_1.IdNameObject"
                                             },
+                                            "file": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
                                             "queue": {
                                               "$ref": "#/definitions/_1.IdNameObject"
                                             },
@@ -17020,6 +17398,7 @@
                                         "dnsZones": {
                                           "blob": "Resource ID and name for the blob storage DNS zone.",
                                           "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                          "file": "Resource ID and name for the file storage DNS zone.",
                                           "queue": "Resource ID and name for the queue storage DNS zone.",
                                           "table": "Resource ID and name for the table storage DNS zone."
                                         },
@@ -17145,6 +17524,13 @@
                                       "metadata": {
                                         "description": "Optional. Environment variables to use for the deployment script."
                                       }
+                                    },
+                                    "forceUpdateTag": {
+                                      "type": "string",
+                                      "defaultValue": "",
+                                      "metadata": {
+                                        "description": "Optional. Forces the script to run again when the value changes. Default = empty (only reruns when properties change)."
+                                      }
                                     }
                                   },
                                   "variables": {
@@ -17199,12 +17585,21 @@
                                           "[format('{0}', resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]": {}
                                         }
                                       },
-                                      "properties": "[shallowMerge(createArray(variables('privateEndpointDeploymentProperties'), createObject('azPowerShellVersion', '11.0', 'retentionInterval', 'PT1H', 'cleanupPreference', 'OnSuccess', 'scriptContent', parameters('scriptContent'), 'arguments', parameters('arguments'), 'environmentVariables', parameters('environmentVariables'))))]",
+                                      "properties": "[shallowMerge(createArray(variables('privateEndpointDeploymentProperties'), createObject('azPowerShellVersion', '11.0', 'retentionInterval', 'PT1H', 'cleanupPreference', 'OnSuccess', 'scriptContent', parameters('scriptContent'), 'arguments', parameters('arguments'), 'environmentVariables', parameters('environmentVariables'), 'forceUpdateTag', if(empty(parameters('forceUpdateTag')), null(), parameters('forceUpdateTag')))))]",
                                       "dependsOn": [
                                         "identity",
                                         "identityRoleAssignments"
                                       ]
                                     }
+                                  },
+                                  "outputs": {
+                                    "scriptOutputs": {
+                                      "type": "object",
+                                      "metadata": {
+                                        "description": "Values the script set in $DeploymentScriptOutputs. Empty if the script did not set any."
+                                      },
+                                      "value": "[coalesce(tryGet(reference('script'), 'outputs'), createObject())]"
+                                    }
                                   }
                                 }
                               },
@@ -17282,7 +17677,7 @@
                             "_generator": {
                               "name": "bicep",
                               "version": "0.40.2.10011",
-                              "templateHash": "4381334582601404499"
+                              "templateHash": "16313653251874799366"
                             }
                           },
                           "parameters": {
@@ -17598,7 +17993,7 @@
                     "value": "[parameters('dataExplorerCapacity')]"
                   },
                   "rawRetentionInDays": {
-                    "value": "[parameters('dataExplorerRawRetentionInDays')]"
+                    "value": "[reference('core').outputs.rawRetentionInDays.value]"
                   }
                 },
                 "template": {
@@ -17613,15 +18008,15 @@
                     "_generator": {
                       "name": "bicep",
                       "version": "0.40.2.10011",
-                      "templateHash": "4880283613565800833"
+                      "templateHash": "12961192081775428375"
                     },
                     "hubApp": {
                       "id": "Microsoft.FinOpsHubs.Analytics",
-                      "version": "14.0",
+                      "version": "15.0",
                       "dependencies": [
                         "Microsoft.FinOpsHubs.Core"
                       ],
-                      "metadata": "https://microsoft.github.io/finops-toolkit/deploy/finops-hub/14.0/Microsoft.FinOpsHubs/Analytics/metadata.bicep"
+                      "metadata": "https://microsoft.github.io/finops-toolkit/deploy/finops-hub/15.0/Microsoft.FinOpsHubs/Analytics/metadata.bicep"
                     }
                   },
                   "definitions": {
@@ -17661,6 +18056,9 @@
                             "networkAddressPrefix": {
                               "type": "string"
                             },
+                            "natGateway": {
+                              "type": "bool"
+                            },
                             "privateRouting": {
                               "type": "bool"
                             },
@@ -17699,6 +18097,7 @@
                           "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
                           "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
                           "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
                           "privateRouting": "Indicates whether private network routing is enabled.",
                           "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
                           "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
@@ -17736,6 +18135,9 @@
                             "dfs": {
                               "$ref": "#/definitions/_1.IdNameObject"
                             },
+                            "file": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            },
                             "queue": {
                               "$ref": "#/definitions/_1.IdNameObject"
                             },
@@ -17772,6 +18174,7 @@
                         "dnsZones": {
                           "blob": "Resource ID and name for the blob storage DNS zone.",
                           "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                          "file": "Resource ID and name for the file storage DNS zone.",
                           "queue": "Resource ID and name for the queue storage DNS zone.",
                           "table": "Resource ID and name for the table storage DNS zone."
                         },
@@ -18318,26 +18721,26 @@
                     }
                   },
                   "variables": {
-                    "$fxv#0": "// Copyright (c) Microsoft Corporation.\n// Licensed under the MIT License.\n\n.create-or-alter function \nwith (docstring = 'Return details about the specified ID.', folder = 'OpenData/Internal')\n_resource_type_1(id: string) {\n    dynamic({\n        \"arizeai.observabilityeval/organizations\": { \"SingularDisplayName\": \"Azure Native Arize AI Cloud Service\" }\n        ,\"astronomer.astro/organizations\": { \"SingularDisplayName\": \"Astro Organization\" }\n        ,\"citrix.services/xenappessentials\": { \"SingularDisplayName\": \"Citrix Virtual Apps Essentials\" }\n        ,\"citrix.services/xendesktopessentials\": { \"SingularDisplayName\": \"Citrix Virtual Desktops Essentials\" }\n        ,\"commvault.contentstore/cloudaccounts\": { \"SingularDisplayName\": \"Commvault Cloud Account\" }\n        ,\"commvault.contentstore/cloudaccounts/plans\": { \"SingularDisplayName\": \"Commvault.ContentStore cloud accounts plan\" }\n        ,\"commvault.contentstore/cloudaccounts/protectiongroups\": { \"SingularDisplayName\": \"Commvault.ContentStore cloud accounts protection group\" }\n        ,\"commvault.contentstore/cloudaccounts/protectiongroups/protecteditems\": { \"SingularDisplayName\": \"Commvault.ContentStore cloud accounts protection groups protected item\" }\n        ,\"commvault.contentstore/cloudaccounts/storages\": { \"SingularDisplayName\": \"Commvault.ContentStore cloud accounts storage\" }\n        ,\"dell.storage/filesystems\": { \"SingularDisplayName\": \"Dell PowerScale\" }\n        ,\"dynatrace.observability/monitors\": { \"SingularDisplayName\": \"Dynatrace\" }\n        ,\"github.network/networksettings\": { \"SingularDisplayName\": \"GitHub.Network network setting\" }\n        ,\"informatica.datamanagement/organizations\": { \"SingularDisplayName\": \"Informatica Organization\" }\n        ,\"lambdatest.hyperexecute/organizations\": { \"SingularDisplayName\": \"Azure Native LambdaTest - HyperExecute Cloud Service\" }\n        ,\"microsoft.aad/domainservices\": { \"SingularDisplayName\": \"Microsoft Entra Domain Services\" }\n        ,\"microsoft.aadiam/diagnosticsettings\": { \"SingularDisplayName\": \"Microsoft.aadiam diagnostic setting\" }\n        ,\"microsoft.aadiam/privatelinkforazuread\": { \"SingularDisplayName\": \"Private Link for Microsoft Entra ID\" }\n        ,\"microsoft.advisor/advisorscore\": { \"SingularDisplayName\": \"Microsoft.Advisor advisor score\" }\n        ,\"microsoft.advisor/assessments\": { \"SingularDisplayName\": \"Microsoft.Advisor assessment\" }\n        ,\"microsoft.advisor/configurations\": { \"SingularDisplayName\": \"Microsoft.Advisor configuration\" }\n        ,\"microsoft.advisor/generaterecommendations\": { \"SingularDisplayName\": \"Microsoft.Advisor generate recommendation\" }\n        ,\"microsoft.advisor/metadata\": { \"SingularDisplayName\": \"Microsoft.Advisor metadata\" }\n        ,\"microsoft.advisor/recommendations\": { \"SingularDisplayName\": \"Microsoft.Advisor recommendation\" }\n        ,\"microsoft.advisor/recommendations/suppressions\": { \"SingularDisplayName\": \"Microsoft.Advisor recommendations suppression\" }\n        ,\"microsoft.advisor/resiliencyreviews\": { \"SingularDisplayName\": \"Microsoft.Advisor resiliency review\" }\n        ,\"microsoft.agfoodplatform/farmbeats\": { \"SingularDisplayName\": \"Azure Data Manager for Agriculture\" }\n        ,\"microsoft.agfoodplatform/farmbeatsextensiondefinitions\": { \"SingularDisplayName\": \"Microsoft.AgFoodPlatform farm beats extension definition\" }\n        ,\"microsoft.agfoodplatform/farmbeatssolutiondefinitions\": { \"SingularDisplayName\": \"Microsoft.AgFoodPlatform farm beats solution definition\" }\n        ,\"microsoft.agricultureplatform/agriservices\": { \"SingularDisplayName\": \"Agriculture data solutions\" }\n        ,\"microsoft.akshybrid/agentpools\": { \"SingularDisplayName\": \"Microsoft.AksHybrid agent pool\" }\n        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\"SingularDisplayName\": \"Rule set\" }\n        ,\"microsoft.cdn/profiles/rulesets/rules\": { \"SingularDisplayName\": \"Rule\" }\n        ,\"microsoft.cdn/profiles/secrets\": { \"SingularDisplayName\": \"Secret\" }\n        ,\"microsoft.cdn/profiles/securitypolicies\": { \"SingularDisplayName\": \"Security policy\" }\n        ,\"microsoft.certificateregistration/certificateorders\": { \"SingularDisplayName\": \"App Service certificate\" }\n        ,\"microsoft.certify/testsuites\": { \"SingularDisplayName\": \"Microsoft.Certify test suite\" }\n        ,\"microsoft.certify/validationjobs\": { \"SingularDisplayName\": \"Microsoft.Certify validation job\" }\n        ,\"microsoft.changeanalysis/profile\": { \"SingularDisplayName\": \"Microsoft.ChangeAnalysis profile\" }\n        ,\"microsoft.changesafety/changestates\": { \"SingularDisplayName\": \"Microsoft.ChangeSafety change state\" }\n        ,\"microsoft.changesafety/changestates/stageprogressions\": { \"SingularDisplayName\": \"Microsoft.ChangeSafety change states stage progression\" }\n        ,\"microsoft.changesafety/stagemaps\": { \"SingularDisplayName\": \"Microsoft.ChangeSafety stage map\" }\n        ,\"microsoft.changesafety/validations\": { \"SingularDisplayName\": \"Microsoft.ChangeSafety validation\" }\n        ,\"microsoft.changesafety/validators\": { \"SingularDisplayName\": \"Microsoft.ChangeSafety validator\" }\n        ,\"microsoft.changesafety/validators/versions\": { \"SingularDisplayName\": \"Microsoft.ChangeSafety validators version\" }\n        ,\"microsoft.chaos/experiments\": { \"SingularDisplayName\": \"Chaos Experiment\" }\n        ,\"microsoft.chaos/privateaccesses\": { \"SingularDisplayName\": \"Agent Private Access\" }\n        ,\"microsoft.chaos/targets\": { \"SingularDisplayName\": \"Microsoft.Chaos target\" }\n        ,\"microsoft.chaos/targets/capabilities\": { \"SingularDisplayName\": \"Microsoft.Chaos targets capability\" }\n        ,\"microsoft.classiccompute/domainnames\": { \"SingularDisplayName\": \"Cloud service (classic)\" }\n        ,\"microsoft.classiccompute/domainnames/slots/roles\": { \"SingularDisplayName\": \"Cloud service role (classic)\" }\n        ,\"microsoft.classiccompute/virtualmachines\": { \"SingularDisplayName\": \"Virtual machine (classic)\" }\n        ,\"microsoft.classicnetwork/networksecuritygroups\": { \"SingularDisplayName\": \"Network security group (classic)\" }\n        ,\"microsoft.classicnetwork/reservedips\": { \"SingularDisplayName\": \"Reserved IP address (classic)\" }\n        ,\"microsoft.classicnetwork/virtualnetworks\": { \"SingularDisplayName\": \"Virtual network (classic)\" }\n    })[tolower(id)]\n}\n",
-                    "$fxv#1": "// Copyright (c) Microsoft Corporation.\n// Licensed under the MIT License.\n\n.create-or-alter function \nwith (docstring = 'Return details about the specified ID.', folder = 'OpenData/Internal')\n_resource_type_2(id: string) {\n    dynamic({\n        \"microsoft.classicstorage/storageaccounts\": { \"SingularDisplayName\": \"Storage account (classic)\" }\n        ,\"microsoft.classicstorage/storageaccounts/disks\": { \"SingularDisplayName\": \"Disk (classic)\" }\n        ,\"microsoft.classicstorage/storageaccounts/osimages\": { \"SingularDisplayName\": \"OS image (classic)\" }\n        ,\"microsoft.classicstorage/storageaccounts/vmimages\": { \"SingularDisplayName\": \"VM image (classic)\" }\n        ,\"microsoft.cleanroom/cleanrooms\": { \"SingularDisplayName\": \"Microsoft.CleanRoom cleanroom\" }\n        ,\"microsoft.cleanroom/collaborations\": { \"SingularDisplayName\": \"Microsoft.CleanRoom collaboration\" }\n        ,\"microsoft.cleanroom/collaborations/contracts\": { \"SingularDisplayName\": \"Microsoft.CleanRoom collaborations contract\" }\n        ,\"microsoft.cleanroom/consortiums\": { \"SingularDisplayName\": \"Microsoft.CleanRoom consortium\" }\n        ,\"microsoft.cleanroom/microservices\": { \"SingularDisplayName\": \"Microsoft.CleanRoom microservice\" }\n        ,\"microsoft.cloud/hubs\": { \"SingularDisplayName\": \"FinOps hub\" }\n        ,\"microsoft.clouddeviceplatform/delegatedidentities\": { \"SingularDisplayName\": \"Microsoft.CloudDevicePlatform delegated identity\" }\n        ,\"microsoft.cloudhealth/healthmodels\": { \"SingularDisplayName\": \"Health Model\" }\n        ,\"microsoft.cloudtest/accounts\": { \"SingularDisplayName\": \"CloudTest Account\" }\n        ,\"microsoft.cloudtest/buildcaches\": { \"SingularDisplayName\": \"1ES Build Cache\" }\n        ,\"microsoft.cloudtest/hostedpools\": { \"SingularDisplayName\": \"1ES Hosted Pool\" }\n        ,\"microsoft.cloudtest/images\": { \"SingularDisplayName\": \"1ES Image\" }\n        ,\"microsoft.cloudtest/pools\": { \"SingularDisplayName\": \"CloudTest Pool\" }\n        ,\"microsoft.clusterstor/nodes\": { \"SingularDisplayName\": \"ClusterStor\" }\n        ,\"microsoft.codesigning/codesigningaccounts\": { \"SingularDisplayName\": \"Trusted Signing Account\" }\n        ,\"microsoft.codespaces/plans\": { \"SingularDisplayName\": \"Microsoft.Codespaces plan\" }\n        ,\"microsoft.cognitiveservices/accounts\": { \"SingularDisplayName\": \"Azure AI Foundry\" }\n        ,\"microsoft.cognitiveservices/accounts/projects\": { \"SingularDisplayName\": \"Azure AI Foundry project\" }\n        ,\"microsoft.cognitiveservices/commitmentplans\": { \"SingularDisplayName\": \"Microsoft.CognitiveServices commitment plan\" }\n        ,\"microsoft.cognitiveservices/commitmentplans/accountassociations\": { \"SingularDisplayName\": \"Microsoft.CognitiveServices commitment plans account association\" }\n        ,\"microsoft.communication/communicationservices\": { \"SingularDisplayName\": \"Communication Service\" }\n        ,\"microsoft.communication/emailservices\": { \"SingularDisplayName\": \"Email Communication Service\" }\n        ,\"microsoft.communication/emailservices/domains\": { \"SingularDisplayName\": \"Email Communication Services Domain\" }\n        ,\"microsoft.community/communitytrainings\": { \"SingularDisplayName\": \"Community Training\" }\n        ,\"microsoft.compositesolutions/compositesolutiondefinitions\": { \"SingularDisplayName\": \"Microsoft.CompositeSolutions composite solution definition\" }\n        ,\"microsoft.compositesolutions/compositesolutions\": { \"SingularDisplayName\": \"Microsoft.CompositeSolutions composite solution\" }\n        ,\"microsoft.compute/availabilitysets\": { \"SingularDisplayName\": \"Availability set\" }\n        ,\"microsoft.compute/capacityreservationgroups\": { \"SingularDisplayName\": \"Capacity Reservation Group\" }\n        ,\"microsoft.compute/capacityreservationgroups/capacityreservations\": { \"SingularDisplayName\": \"Capacity reservation\" }\n        ,\"microsoft.compute/capacityreservationgroupscomputehub\": { \"SingularDisplayName\": \"Capacity Reservation Group\" }\n        ,\"microsoft.compute/cloudservices\": { \"SingularDisplayName\": \"Cloud service (extended support)\" }\n        ,\"microsoft.compute/computefleetinstances\": { \"SingularDisplayName\": \"Instance\" }\n        ,\"microsoft.compute/computefleetscalesets\": { \"SingularDisplayName\": \"Virtual machine scale set\" }\n        ,\"microsoft.compute/diskaccesses\": { \"SingularDisplayName\": \"Disk Access\" }\n        ,\"microsoft.compute/diskencryptionsets\": { \"SingularDisplayName\": \"Disk Encryption Set\" }\n        ,\"microsoft.compute/disks\": { \"SingularDisplayName\": \"Disk\" }\n        ,\"microsoft.compute/galleries\": { \"SingularDisplayName\": \"Azure compute gallery\" }\n        ,\"microsoft.compute/galleries/applications\": { \"SingularDisplayName\": \"VM application definition\" }\n        ,\"microsoft.compute/galleries/applications/versions\": { \"SingularDisplayName\": \"VM application version\" }\n        ,\"microsoft.compute/galleries/images\": { \"SingularDisplayName\": \"VM image definition\" }\n        ,\"microsoft.compute/galleries/images/versions\": { \"SingularDisplayName\": \"VM image version\" }\n        ,\"microsoft.compute/galleries/imagescomputehub\": { \"SingularDisplayName\": \"VM image definition\" }\n        ,\"microsoft.compute/hostgroups\": { \"SingularDisplayName\": \"Host group\" }\n        ,\"microsoft.compute/hostgroups/hosts\": { \"SingularDisplayName\": \"Host\" }\n        ,\"microsoft.compute/hostgroupscomputehub\": { \"SingularDisplayName\": \"Host group\" }\n        ,\"microsoft.compute/images\": { \"SingularDisplayName\": \"Image\" }\n        ,\"microsoft.compute/imagescomputehub\": { \"SingularDisplayName\": \"Image\" }\n        ,\"microsoft.compute/locations/communitygalleries/images\": { \"SingularDisplayName\": \"Community image\" }\n        ,\"microsoft.compute/locations/communitygalleries/imagescomputehub\": { \"SingularDisplayName\": \"Community image\" }\n        ,\"microsoft.compute/proximityplacementgroups\": { \"SingularDisplayName\": \"Proximity placement group\" }\n        ,\"microsoft.compute/proximityplacementgroupscomputehub\": { \"SingularDisplayName\": \"Proximity placement group\" }\n        ,\"microsoft.compute/restorepointcollections\": { \"SingularDisplayName\": \"Restore Point Collection\" }\n        ,\"microsoft.compute/restorepointcollections/restorepoints\": { \"SingularDisplayName\": \"Restore Point\" }\n        ,\"microsoft.compute/snapshots\": { \"SingularDisplayName\": \"Snapshot\" }\n        ,\"microsoft.compute/sshpublickeys\": { \"SingularDisplayName\": \"SSH key\" }\n        ,\"microsoft.compute/standbypoolinstance\": { \"SingularDisplayName\": \"Standby pool\" }\n        ,\"microsoft.compute/virtualmachinecomputehub\": { \"SingularDisplayName\": \"Virtual machine\" }\n        ,\"microsoft.compute/virtualmachineflexinstances\": { \"SingularDisplayName\": \"Instance\" }\n        ,\"microsoft.compute/virtualmachines\": { \"SingularDisplayName\": \"Virtual machine\" }\n        ,\"microsoft.compute/virtualmachines/providers/guestconfigurationassignments\": { \"SingularDisplayName\": \"Guest Assignment\" }\n        ,\"microsoft.compute/virtualmachinescalesets\": { \"SingularDisplayName\": \"Virtual machine scale set\" }\n        ,\"microsoft.compute/virtualmachinescalesets/providers/guestconfigurationassignments\": { \"SingularDisplayName\": \"Guest Assignment\" }\n        ,\"microsoft.compute/virtualmachinescalesets/virtualmachines\": { \"SingularDisplayName\": \"Virtual machine scale set instance\" }\n        ,\"microsoft.compute/virtualmachinescalesets/virtualmachines/networkinterfaces/ipconfigurations/publicipaddresses\": { \"SingularDisplayName\": \"Public IP address\" }\n        ,\"microsoft.compute/virtualmachinescalesetscomputehub\": { \"SingularDisplayName\": \"Virtual machine scale set\" }\n        ,\"microsoft.computehub/advisorcost\": { \"SingularDisplayName\": \"Recommendations\" }\n        ,\"microsoft.computehub/advisoroperationalexcellence\": { \"SingularDisplayName\": \"Recommendations\" }\n        ,\"microsoft.computehub/advisorperformance\": { \"SingularDisplayName\": \"Recommendations\" }\n        ,\"microsoft.computehub/advisorreliability\": { \"SingularDisplayName\": \"Recommendations\" }\n        ,\"microsoft.computehub/advisorsecurity\": { \"SingularDisplayName\": \"Recommendations\" }\n        ,\"microsoft.computehub/all\": { \"SingularDisplayName\": \"All resources\" }\n        ,\"microsoft.computehub/backup\": { \"SingularDisplayName\": \"Backup job\" }\n        ,\"microsoft.computehub/computehubmain\": { \"SingularDisplayName\": \"Compute infrastructure\" }\n        ,\"microsoft.computehub/healthevents\": { \"SingularDisplayName\": \"Health events\" }\n        ,\"microsoft.computehub/linuxostype\": { \"SingularDisplayName\": \"Linux OS\" }\n        ,\"microsoft.computehub/microsoftdefenderfreetrialsubscription\": { \"SingularDisplayName\": \"Microsoft defender\" }\n        ,\"microsoft.computehub/microsoftdefenderstandardsubscription\": { \"SingularDisplayName\": \"Microsoft defender\" }\n        ,\"microsoft.computehub/outages\": { \"SingularDisplayName\": \"Outages\" }\n        ,\"microsoft.computehub/powerstatedeallocated\": { \"SingularDisplayName\": \"Power states\" }\n        ,\"microsoft.computehub/powerstaterunning\": { \"SingularDisplayName\": \"Power states\" }\n        ,\"microsoft.computehub/powerstatestopped\": { \"SingularDisplayName\": \"Power states\" }\n        ,\"microsoft.computehub/provisioningstatefailedresources\": { \"SingularDisplayName\": \"Provisioning states\" }\n        ,\"microsoft.computehub/provisioningstatesucceededresources\": { \"SingularDisplayName\": \"Provisioning states\" }\n        ,\"microsoft.computehub/windowsostype\": { \"SingularDisplayName\": \"Windows OS\" }\n        ,\"microsoft.computeschedule/autoactions\": { \"SingularDisplayName\": \"Automatic Action\" }\n        ,\"microsoft.computeschedule/autoactions/occurrences\": { \"SingularDisplayName\": \"Microsoft.ComputeSchedule auto actions occurrence\" }\n        ,\"microsoft.confidentialledger/ledgers\": { \"SingularDisplayName\": \"Confidential Ledger\" }\n        ,\"microsoft.confidentialledger/managedccfs\": { \"SingularDisplayName\": \"Managed CCF App\" }\n        ,\"microsoft.confluent/agreements\": { \"SingularDisplayName\": \"Microsoft.Confluent agreement\" }\n        ,\"microsoft.confluent/organizations\": { \"SingularDisplayName\": \"Confluent organization\" }\n        ,\"microsoft.connectedcache/cachenodes\": { \"SingularDisplayName\": \"Connected Cache for ISP\" }\n        ,\"microsoft.connectedcache/enterprisecustomers\": { \"SingularDisplayName\": \"Connected Cache for Enterprise & Education\" }\n        ,\"microsoft.connectedcache/enterprisemcccustomers\": { \"SingularDisplayName\": \"Connected Cache for Enterprise & Education\" }\n        ,\"microsoft.connectedcache/enterprisemcccustomers/enterprisemcccachenodes\": { \"SingularDisplayName\": \"MCC CacheNode for Enterprise\" }\n        ,\"microsoft.connectedcache/ispcustomers\": { \"SingularDisplayName\": \"Connected Cache for ISP\" }\n        ,\"microsoft.connectedcredentials/credentials\": { \"SingularDisplayName\": \"Microsoft.ConnectedCredentials credential\" }\n        ,\"microsoft.connectedvehicle/platformaccounts\": { \"SingularDisplayName\": \"Microsoft.ConnectedVehicle platform account\" }\n        ,\"microsoft.connectedvmwarevsphere/clusters\": { \"SingularDisplayName\": \"Microsoft.ConnectedVMwarevSphere cluster\" }\n        ,\"microsoft.connectedvmwarevsphere/datastores\": { \"SingularDisplayName\": \"Microsoft.ConnectedVMwarevSphere datastore\" }\n        ,\"microsoft.connectedvmwarevsphere/hosts\": { \"SingularDisplayName\": \"Microsoft.ConnectedVMwarevSphere host\" }\n        ,\"microsoft.connectedvmwarevsphere/resourcepools\": { \"SingularDisplayName\": \"Microsoft.ConnectedVMwarevSphere resource pool\" }\n        ,\"microsoft.connectedvmwarevsphere/vcenters\": { \"SingularDisplayName\": \"VMware vCenter\" }\n        ,\"microsoft.connectedvmwarevsphere/virtualmachineinstances\": { \"SingularDisplayName\": \"Microsoft.ConnectedVMwarevSphere virtual machine instance\" }\n        ,\"microsoft.connectedvmwarevsphere/virtualmachineinstances/guestagents\": { \"SingularDisplayName\": \"Microsoft.ConnectedVMwarevSphere virtual machine instances guest agent\" }\n        ,\"microsoft.connectedvmwarevsphere/virtualmachineinstances/hybrididentitymetadata\": { \"SingularDisplayName\": \"Microsoft.ConnectedVMwarevSphere virtual machine instances hybrid identity metadata\" }\n        ,\"microsoft.connectedvmwarevsphere/virtualmachines\": { \"SingularDisplayName\": \"VMware + AVS virtual machine\" }\n        ,\"microsoft.connectedvmwarevsphere/virtualmachines/providers/guestconfigurationassignments\": { \"SingularDisplayName\": \"Guest Assignment\" }\n        ,\"microsoft.connectedvmwarevsphere/virtualmachinetemplates\": { \"SingularDisplayName\": \"Microsoft.ConnectedVMwarevSphere virtual machine template\" }\n        ,\"microsoft.connectedvmwarevsphere/virtualnetworks\": { \"SingularDisplayName\": \"Microsoft.ConnectedVMwarevSphere virtual network\" }\n        ,\"microsoft.consumption/budgets\": { \"SingularDisplayName\": \"Microsoft.Consumption budget\" }\n        ,\"microsoft.consumption/credits\": { \"SingularDisplayName\": \"Microsoft.Consumption credit\" }\n        ,\"microsoft.consumption/pricesheets\": { \"SingularDisplayName\": \"Microsoft.Consumption pricesheet\" }\n        ,\"microsoft.containerinstance/containergroupprofiles\": { \"SingularDisplayName\": \"Microsoft.ContainerInstance container group profile\" }\n        ,\"microsoft.containerinstance/containergroupprofiles/revisions\": { \"SingularDisplayName\": \"Microsoft.ContainerInstance container group profiles revision\" }\n        ,\"microsoft.containerinstance/containergroups\": { \"SingularDisplayName\": \"Container instances\" }\n        ,\"microsoft.containerinstance/ngroups\": { \"SingularDisplayName\": \"Microsoft.ContainerInstance ngroup\" }\n        ,\"microsoft.containerregistry/registries\": { \"SingularDisplayName\": \"Container registry\" }\n        ,\"microsoft.containerregistry/registries/replications\": { \"SingularDisplayName\": \"Container registry replication\" }\n        ,\"microsoft.containerregistry/registries/scopemaps\": { \"SingularDisplayName\": \"Container registry scope map\" }\n        ,\"microsoft.containerregistry/registries/tokens\": { \"SingularDisplayName\": \"Container registry token\" }\n        ,\"microsoft.containerregistry/registries/webhooks\": { \"SingularDisplayName\": \"Container registry webhook\" }\n        ,\"microsoft.containerservice/fleets\": { \"SingularDisplayName\": \"Kubernetes fleet manager\" }\n        ,\"microsoft.containerservice/managedclusters\": { \"SingularDisplayName\": \"Kubernetes service\" }\n        ,\"microsoft.containerservice/managedclusters/managednamespaces\": { \"SingularDisplayName\": \"Managed namespace\" }\n        ,\"microsoft.containerservice/managedclusters/microsoft.kubernetesconfiguration/extensions\": { \"SingularDisplayName\": \"Kubernetes service extension\" }\n        ,\"microsoft.containerservice/managedclusters/microsoft.kubernetesconfiguration/fluxconfigurations\": { \"SingularDisplayName\": \"GitOps configuration\" }\n        ,\"microsoft.containerservice/managedclusters/microsoft.kubernetesconfiguration/namespaces\": { \"SingularDisplayName\": \"Kubernetes namespace\" }\n        ,\"microsoft.containerservice/managedclusters/namespaces\": { \"SingularDisplayName\": \"Managed namespace\" }\n        ,\"microsoft.containerservice/managedclustersnapshots\": { \"SingularDisplayName\": \"Microsoft.ContainerService managedclustersnapshot\" }\n        ,\"microsoft.containerservice/snapshots\": { \"SingularDisplayName\": \"Microsoft.ContainerService snapshot\" }\n        ,\"microsoft.containerstorage/pools\": { \"SingularDisplayName\": \"Container storage\" }\n        ,\"microsoft.costmanagement/alerts\": { \"SingularDisplayName\": \"Microsoft.CostManagement alert\" }\n        ,\"microsoft.costmanagement/budgets\": { \"SingularDisplayName\": \"Microsoft.CostManagement budget\" }\n        ,\"microsoft.costmanagement/cloudconnectors\": { \"SingularDisplayName\": \"Microsoft.CostManagement cloud connector\" }\n        ,\"microsoft.costmanagement/connectors\": { \"SingularDisplayName\": \"Microsoft.CostManagement connector\" }\n        ,\"microsoft.costmanagement/costallocationrules\": { \"SingularDisplayName\": \"Microsoft.CostManagement cost allocation rule\" }\n        ,\"microsoft.costmanagement/costdetailsoperationresults\": { \"SingularDisplayName\": \"Microsoft.CostManagement cost details operation result\" }\n        ,\"microsoft.costmanagement/exports\": { \"SingularDisplayName\": \"Microsoft.CostManagement export\" }\n        ,\"microsoft.costmanagement/externalbillingaccounts\": { \"SingularDisplayName\": \"Microsoft.CostManagement external billing account\" }\n        ,\"microsoft.costmanagement/externalsubscriptions\": { \"SingularDisplayName\": \"Microsoft.CostManagement external subscription\" }\n        ,\"microsoft.costmanagement/markuprules\": { \"SingularDisplayName\": \"Microsoft.CostManagement markup rule\" }\n        ,\"microsoft.costmanagement/operationstatus\": { \"SingularDisplayName\": \"Microsoft.CostManagement operation statu\" }\n        ,\"microsoft.costmanagement/reportconfigs\": { \"SingularDisplayName\": \"Microsoft.CostManagement reportconfig\" }\n        ,\"microsoft.costmanagement/reports\": { \"SingularDisplayName\": \"Microsoft.CostManagement report\" }\n        ,\"microsoft.costmanagement/scheduledactions\": { \"SingularDisplayName\": \"Microsoft.CostManagement scheduled action\" }\n        ,\"microsoft.costmanagement/settings\": { \"SingularDisplayName\": \"Microsoft.CostManagement setting\" }\n        ,\"microsoft.costmanagement/views\": { \"SingularDisplayName\": \"Microsoft.CostManagement view\" }\n        ,\"microsoft.customerlockbox/requests\": { \"SingularDisplayName\": \"Microsoft.CustomerLockbox request\" }\n        ,\"microsoft.customerlockbox/tenantoptedin\": { \"SingularDisplayName\": \"Microsoft.CustomerLockbox tenant opted in\" }\n        ,\"microsoft.customproviders/associations\": { \"SingularDisplayName\": \"Microsoft.CustomProviders association\" }\n        ,\"microsoft.customproviders/resourceproviders\": { \"SingularDisplayName\": \"Microsoft.CustomProviders resource provider\" }\n        ,\"microsoft.dashboard/dashboards\": { \"SingularDisplayName\": \"Azure Monitor dashboards with Grafana\" }\n        ,\"microsoft.dashboard/grafana\": { \"SingularDisplayName\": \"Azure Managed Grafana\" }\n        ,\"microsoft.dataaccelerator/indexclusters\": { \"SingularDisplayName\": \"Microsoft.DataAccelerator index cluster\" }\n        ,\"microsoft.databasefleetmanager/fleets\": { \"SingularDisplayName\": \"Database fleet manager\" }\n        ,\"microsoft.databasefleetmanager/fleets/fleetspaces\": { \"SingularDisplayName\": \"Fleetspaces\" }\n        ,\"microsoft.databasefleetmanager/fleets/fleetspaces/databases\": { \"SingularDisplayName\": \"Fleet managed database\" }\n        ,\"microsoft.databasefleetmanager/fleets/tiers\": { \"SingularDisplayName\": \"tier\" }\n        ,\"microsoft.databasewatcher/watchers\": { \"SingularDisplayName\": \"Database watcher\" }\n        ,\"microsoft.databox/jobs\": { \"SingularDisplayName\": \"Azure Data Box\" }\n        ,\"microsoft.databoxedge/databoxedgedevices\": { \"SingularDisplayName\": \"Azure Stack Edge / Data Box Gateway\" }\n        ,\"microsoft.databricks/accessconnectors\": { \"SingularDisplayName\": \"Access Connector for Azure Databricks\" }\n        ,\"microsoft.databricks/workspaces\": { \"SingularDisplayName\": \"Azure Databricks Service\" }\n        ,\"microsoft.datacatalog/catalogs\": { \"SingularDisplayName\": \"Data catalog\" }\n        ,\"microsoft.datacollaboration/workspaces\": { \"SingularDisplayName\": \"Project CI\" }\n        ,\"microsoft.datadog/agreements\": { \"SingularDisplayName\": \"Microsoft.Datadog agreement\" }\n        ,\"microsoft.datadog/monitors\": { \"SingularDisplayName\": \"Datadog\" }\n        ,\"microsoft.datadog/subscriptionstatuses\": { \"SingularDisplayName\": \"Microsoft.Datadog subscription statuse\" }\n        ,\"microsoft.datafactory/datafactories\": { \"SingularDisplayName\": \"Data factory\" }\n        ,\"microsoft.datafactory/factories\": { \"SingularDisplayName\": \"Data factory (V2)\" }\n        ,\"microsoft.datafactory/factories/pipelines\": { \"SingularDisplayName\": \"Data Factory pipeline\" }\n        ,\"microsoft.datafactory/factories/triggers\": { \"SingularDisplayName\": \"Data Factory trigger\" }\n        ,\"microsoft.datalakeanalytics/accounts\": { \"SingularDisplayName\": \"Data Lake Analytics account\" }\n        ,\"microsoft.datalakestore/accounts\": { \"SingularDisplayName\": \"Data Lake Storage Gen1\" }\n        ,\"microsoft.datamigration/databasemigrations\": { \"SingularDisplayName\": \"Microsoft.DataMigration database migration\" }\n        ,\"microsoft.datamigration/migrationservices\": { \"SingularDisplayName\": \"Microsoft.DataMigration migration service\" }\n        ,\"microsoft.datamigration/services\": { \"SingularDisplayName\": \"Azure Database Migration Service (classic)\" }\n        ,\"microsoft.datamigration/services/projects\": { \"SingularDisplayName\": \"Azure Database Migration Project\" }\n        ,\"microsoft.datamigration/sqlmigrationservices\": { \"SingularDisplayName\": \"Azure Database Migration Service\" }\n        ,\"microsoft.dataprotection/backupvaults\": { \"SingularDisplayName\": \"Backup vault\" }\n        ,\"microsoft.dataprotection/resourceguards\": { \"SingularDisplayName\": \"Resource Guard\" }\n        ,\"microsoft.datareplication/replicationfabrics\": { \"SingularDisplayName\": \"Microsoft.DataReplication replication fabric\" }\n        ,\"microsoft.datareplication/replicationfabrics/fabricagents\": { \"SingularDisplayName\": \"Microsoft.DataReplication replication fabrics fabric agent\" }\n        ,\"microsoft.datareplication/replicationfabrics/fabricagents/operations\": { \"SingularDisplayName\": \"Microsoft.DataReplication replication fabrics fabric agents operation\" }\n        ,\"microsoft.datareplication/replicationfabrics/operations\": { \"SingularDisplayName\": \"Microsoft.DataReplication replication fabrics operation\" }\n        ,\"microsoft.datareplication/replicationvaults\": { \"SingularDisplayName\": \"Data replication vault\" }\n        ,\"microsoft.datareplication/replicationvaults/alertsettings\": { \"SingularDisplayName\": \"Microsoft.DataReplication replication vaults alert setting\" }\n        ,\"microsoft.datareplication/replicationvaults/events\": { \"SingularDisplayName\": \"Microsoft.DataReplication replication vaults event\" }\n        ,\"microsoft.datareplication/replicationvaults/jobs\": { \"SingularDisplayName\": \"Microsoft.DataReplication replication vaults job\" }\n        ,\"microsoft.datareplication/replicationvaults/jobs/operations\": { \"SingularDisplayName\": \"Microsoft.DataReplication replication vaults jobs operation\" }\n        ,\"microsoft.datareplication/replicationvaults/operations\": { \"SingularDisplayName\": \"Microsoft.DataReplication replication vaults operation\" }\n        ,\"microsoft.datareplication/replicationvaults/privateendpointconnectionproxies\": { \"SingularDisplayName\": \"Microsoft.DataReplication replication vaults private endpoint connection proxy\" }\n        ,\"microsoft.datareplication/replicationvaults/privateendpointconnections\": { \"SingularDisplayName\": \"Microsoft.DataReplication replication vaults private endpoint connection\" }\n        ,\"microsoft.datareplication/replicationvaults/privatelinkresources\": { \"SingularDisplayName\": \"Microsoft.DataReplication replication vaults private link resource\" }\n        ,\"microsoft.datareplication/replicationvaults/protecteditems\": { \"SingularDisplayName\": \"Microsoft.DataReplication replication vaults protected item\" }\n        ,\"microsoft.datareplication/replicationvaults/protecteditems/operations\": { \"SingularDisplayName\": \"Microsoft.DataReplication replication vaults protected items operation\" }\n        ,\"microsoft.datareplication/replicationvaults/protecteditems/recoverypoints\": { \"SingularDisplayName\": \"Microsoft.DataReplication replication vaults protected items recovery point\" }\n        ,\"microsoft.datareplication/replicationvaults/replicationextensions\": { \"SingularDisplayName\": \"Microsoft.DataReplication replication vaults replication extension\" }\n        ,\"microsoft.datareplication/replicationvaults/replicationextensions/operations\": { \"SingularDisplayName\": \"Microsoft.DataReplication replication vaults replication extensions operation\" }\n        ,\"microsoft.datareplication/replicationvaults/replicationpolicies\": { \"SingularDisplayName\": \"Microsoft.DataReplication replication vaults replication policy\" }\n        ,\"microsoft.datareplication/replicationvaults/replicationpolicies/operations\": { \"SingularDisplayName\": \"Microsoft.DataReplication replication vaults replication policies operation\" }\n        ,\"microsoft.datashare/accounts\": { \"SingularDisplayName\": \"Data Share\" }\n        ,\"microsoft.dbformariadb/servers\": { \"SingularDisplayName\": \"Azure Database for MariaDB server\" }\n        ,\"microsoft.dbformysql/flexibleservers\": { \"SingularDisplayName\": \"Azure Database for MySQL flexible server\" }\n        ,\"microsoft.dbformysql/servers\": { \"SingularDisplayName\": \"MySQL server\" }\n        ,\"microsoft.dbforpostgresql/flexibleservers\": { \"SingularDisplayName\": \"Azure Database for PostgreSQL flexible server\" }\n        ,\"microsoft.dbforpostgresql/servergroupsv2\": { \"SingularDisplayName\": \"Azure Cosmos DB for PostgreSQL Cluster\" }\n        ,\"microsoft.dbforpostgresql/servers\": { \"SingularDisplayName\": \"PostgreSQL server\" }\n        ,\"microsoft.delegatednetwork/controller\": { \"SingularDisplayName\": \"Microsoft.DelegatedNetwork controller\" }\n        ,\"microsoft.delegatednetwork/delegatedsubnets\": { \"SingularDisplayName\": \"Microsoft.DelegatedNetwork delegated subnet\" }\n        ,\"microsoft.delegatednetwork/orchestrators\": { \"SingularDisplayName\": \"Microsoft.DelegatedNetwork orchestrator\" }\n        ,\"microsoft.dependencymap/maps\": { \"SingularDisplayName\": \"Microsoft.DependencyMap map\" }\n        ,\"microsoft.dependencymap/maps/discoverysources\": { \"SingularDisplayName\": \"Microsoft.DependencyMap maps discovery source\" }\n        ,\"microsoft.deploymentmanager/artifactsources\": { \"SingularDisplayName\": \"Microsoft.DeploymentManager artifact source\" }\n        ,\"microsoft.deploymentmanager/rollouts\": { \"SingularDisplayName\": \"Rollout\" }\n        ,\"microsoft.deploymentmanager/servicetopologies\": { \"SingularDisplayName\": \"Microsoft.DeploymentManager service topology\" }\n        ,\"microsoft.deploymentmanager/servicetopologies/services\": { \"SingularDisplayName\": \"Microsoft.DeploymentManager service topologies service\" }\n        ,\"microsoft.deploymentmanager/servicetopologies/services/serviceunits\": { \"SingularDisplayName\": \"Microsoft.DeploymentManager service topologies services service unit\" }\n        ,\"microsoft.deploymentmanager/steps\": { \"SingularDisplayName\": \"Microsoft.DeploymentManager step\" }\n        ,\"microsoft.desktopvirtualization/appattachpackages\": { \"SingularDisplayName\": \"App attach package\" }\n        ,\"microsoft.desktopvirtualization/applicationgroups\": { \"SingularDisplayName\": \"Application group\" }\n        ,\"microsoft.desktopvirtualization/hostpools\": { \"SingularDisplayName\": \"Host pool\" }\n        ,\"microsoft.desktopvirtualization/scalingplans\": { \"SingularDisplayName\": \"Scaling plan\" }\n        ,\"microsoft.desktopvirtualization/workspaces\": { \"SingularDisplayName\": \"Workspace\" }\n        ,\"microsoft.devai/instances\": { \"SingularDisplayName\": \"Microsoft.DevAI instance\" }\n        ,\"microsoft.devai/instances/experiments\": { \"SingularDisplayName\": \"Microsoft.DevAI instances experiment\" }\n        ,\"microsoft.devai/instances/sandboxes\": { \"SingularDisplayName\": \"Microsoft.DevAI instances sandbox\" }\n        ,\"microsoft.devai/instances/sandboxes/experiments\": { \"SingularDisplayName\": \"Microsoft.DevAI instances sandboxes 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,\"microsoft.hybriddata/datamanagers/dataservices/jobdefinitions/jobs\": { \"SingularDisplayName\": \"Microsoft.HybridData data managers data services job definitions job\" }\n        ,\"microsoft.hybriddata/datamanagers/datastores\": { \"SingularDisplayName\": \"Microsoft.HybridData data managers data store\" }\n        ,\"microsoft.hybriddata/datamanagers/datastoretypes\": { \"SingularDisplayName\": \"Microsoft.HybridData data managers data store type\" }\n        ,\"microsoft.hybriddata/datamanagers/publickeys\": { \"SingularDisplayName\": \"Microsoft.HybridData data managers public key\" }\n        ,\"microsoft.hybridnetwork/configurationgroupvalues\": { \"SingularDisplayName\": \"Configuration Group Value\" }\n        ,\"microsoft.hybridnetwork/devices\": { \"SingularDisplayName\": \"Azure Network Function Manager ? Device\" }\n        ,\"microsoft.hybridnetwork/networkfunctions\": { \"SingularDisplayName\": \"Azure Network Function Manager ? Network Function\" }\n        ,\"microsoft.hybridnetwork/proxypublishers\": { \"SingularDisplayName\": \"Microsoft.HybridNetwork proxy publisher\" }\n        ,\"microsoft.hybridnetwork/proxypublishers/artifactstores\": { \"SingularDisplayName\": \"Microsoft.HybridNetwork proxy publishers artifact store\" }\n        ,\"microsoft.hybridnetwork/proxypublishers/configurationgroupschemas\": { \"SingularDisplayName\": \"Microsoft.HybridNetwork proxy publishers configuration group schema\" }\n        ,\"microsoft.hybridnetwork/proxypublishers/networkfunctiondefinitiongroups\": { \"SingularDisplayName\": \"Microsoft.HybridNetwork proxy publishers network function definition group\" }\n        ,\"microsoft.hybridnetwork/proxypublishers/networkfunctiondefinitiongroups/networkfunctiondefinitionversions\": { \"SingularDisplayName\": \"Microsoft.HybridNetwork proxy publishers network function definition groups network function definition version\" }\n        ,\"microsoft.hybridnetwork/proxypublishers/networkservicedesigngroups\": { \"SingularDisplayName\": \"Microsoft.HybridNetwork proxy publishers network service design group\" }\n        ,\"microsoft.hybridnetwork/proxypublishers/networkservicedesigngroups/networkservicedesignversions\": { \"SingularDisplayName\": \"Microsoft.HybridNetwork proxy publishers network service design groups network service design version\" }\n        ,\"microsoft.hybridnetwork/publishers\": { \"SingularDisplayName\": \"Publisher\" }\n        ,\"microsoft.hybridnetwork/publishers/artifactstores\": { \"SingularDisplayName\": \"Publisher Artifact Store\" }\n        ,\"microsoft.hybridnetwork/publishers/artifactstores/artifactmanifests\": { \"SingularDisplayName\": \"Publisher Artifact Manifest\" }\n        ,\"microsoft.hybridnetwork/publishers/configurationgroupschemas\": { \"SingularDisplayName\": \"Configuration Group Schema\" }\n        ,\"microsoft.hybridnetwork/publishers/networkfunctiondefinitiongroups\": { \"SingularDisplayName\": \"Network Function Definition\" }\n        ,\"microsoft.hybridnetwork/publishers/networkfunctiondefinitiongroups/networkfunctiondefinitionversions\": { \"SingularDisplayName\": \"Network Function Definition Version\" }\n        ,\"microsoft.hybridnetwork/publishers/networkservicedesigngroups\": { \"SingularDisplayName\": \"Network Service Design\" }\n        ,\"microsoft.hybridnetwork/publishers/networkservicedesigngroups/networkservicedesignversions\": { \"SingularDisplayName\": \"Network Service Design Version\" }\n        ,\"microsoft.hybridnetwork/servicemanagementcontainers\": { \"SingularDisplayName\": \"Microsoft.HybridNetwork service management container\" }\n        ,\"microsoft.hybridnetwork/servicemanagementcontainers/rolloutsequences\": { \"SingularDisplayName\": \"Microsoft.HybridNetwork service management containers rollout sequence\" }\n        ,\"microsoft.hybridnetwork/servicemanagementcontainers/rollouttiers\": { \"SingularDisplayName\": \"Microsoft.HybridNetwork service management containers rollout tier\" }\n        ,\"microsoft.hybridnetwork/servicemanagementcontainers/updatespecifications\": { \"SingularDisplayName\": \"Microsoft.HybridNetwork service management containers update specification\" }\n        ,\"microsoft.hybridnetwork/servicemanagementcontainers/updatespecifications/rollouts\": { \"SingularDisplayName\": \"Microsoft.HybridNetwork service management containers update specifications rollout\" }\n        ,\"microsoft.hybridnetwork/servicemanagementcontainers/updatespecifications/rollouts/statuses\": { \"SingularDisplayName\": \"Microsoft.HybridNetwork service management containers update specifications rollouts statuse\" }\n        ,\"microsoft.hybridnetwork/sitenetworkservices\": { \"SingularDisplayName\": \"Site Network Service\" }\n        ,\"microsoft.hybridnetwork/sites\": { \"SingularDisplayName\": \"Site\" }\n    })[tolower(id)]\n}\n",
-                    "$fxv#10": "// Copyright (c) Microsoft Corporation.\n// Licensed under the MIT License.\n\n//======================================================================================================================\n// Ingestion database\n// See known issues @ https://github.com/microsoft/finops-toolkit/issues/1111\n//======================================================================================================================\n\n// For allowed commands, see https://learn.microsoft.com/azure/data-explorer/database-script\n\n//===| Prices |=========================================================================================================\n// Supported versions:\n// - MS EA 2023-05-01  -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/price-sheet-ea\n// - MS MCA 2023-05-01 -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/price-sheet-mca\n//======================================================================================================================\n\n// Prices_transform_v1_2 function\n.create-or-alter function\nwith (docstring='Transforms Prices_raw into FOCUS 1.2.', folder='Prices')\nPrices_transform_v1_2()\n{\n    // NOTE: All open issues and questions are tracked @ https://github.com/microsoft/finops-toolkit/issues/1111\n    let isoMonths = (duration: string) {\n        let number = toint(replace_regex(duration, @'[PMY]', ''));\n        toint(case(\n            duration == '', int(null),\n            duration endswith \"Y\", number * 12,\n            duration endswith \"M\", number,\n            -1\n        ))\n    };\n    let prices = materialize(\n        Prices_raw\n        | extend PricingCurrency = coalesce(Currency, CurrencyCode)  // CurrencyCode last as a fallback only\n        | extend x_SkuId = coalesce(SkuId, SkuID)\n        | extend x_SkuMeterId = coalesce(MeterId, MeterID)\n        | extend x_SkuProductId = coalesce(ProductId, ProductID)\n        | extend x_SkuTerm = isoMonths(Term)\n        | project-rename\n            SkuMeter = MeterName,\n            x_BaseUnitPrice = BasePrice,\n            x_EffectivePeriodEnd = EffectiveEndDate,\n            x_EffectivePeriodStart = EffectiveStartDate,\n            x_PricingUnitDescription = UnitOfMeasure,\n            x_SkuIncludedQuantity = IncludedQuantity,\n            x_SkuMeterCategory = MeterCategory,\n            x_SkuMeterSubcategory = MeterSubCategory,\n            x_SkuMeterType = MeterType,\n            x_SkuOfferId = OfferID,\n            x_SkuPartNumber = PartNumber,\n            x_SkuPriceType = PriceType,\n            x_SkuRegion = MeterRegion,\n            x_SkuServiceFamily = ServiceFamily,\n            x_SkuTier = TierMinimumUnits\n        | extend ContractedUnitPrice = iff(x_SkuPriceType != 'SavingsPlan', UnitPrice, real(null))  // UnitPrice for savings plan is not the on-demand unit price\n        | extend ListUnitPrice = iff(x_SkuPriceType != 'SavingsPlan', MarketPrice, real(null))  // MarketPrice for savings plan is not the list price\n        | extend ChargeCategory = case(\n            x_SkuPriceType == 'Consumption', 'Usage',\n            x_SkuPriceType == 'ReservedInstance', 'Purchase',\n            x_SkuPriceType == 'SavingsPlan', 'Usage',  // Savings plan prices are for committed usage, not the purchase\n            ''\n        )\n        | extend SkuPriceIdv2 = strcat(case(x_SkuPriceType == 'Consumption', 'OD', x_SkuPriceType == 'ReservedInstance', 'RI', x_SkuPriceType == 'SavingsPlan', 'SP', 'XX'), substring(ChargeCategory, 0, 1), x_SkuTerm, '_', x_SkuProductId, '_', x_SkuId, '_', x_SkuMeterType, '_', x_SkuTier, x_SkuOfferId)\n        | extend x_BillingAccountId = iff(BillingAccountId startswith '/', split(BillingAccountId, '/')[-1], coalesce(BillingAccountId, EnrollmentNumber))\n        | extend x_BillingProfileId = iff(BillingProfileId startswith '/', split(BillingProfileId, '/')[-1], coalesce(BillingProfileId, EnrollmentNumber))\n        | extend tmp_SavingsPlanKey = strcat(x_SkuMeterId, x_SkuProductId, x_SkuId, x_SkuTier, x_SkuOfferId)\n        //\n        // Get latest ingested row based on the unique ID\n        | extend x_IngestionTime = ingestion_time()\n    );\n    //\n    // Meters for reservations and savings plans to identify commitment eligibility\n    let riMeters = prices | where x_SkuPriceType == 'ReservedInstance' | distinct x_SkuMeterId;\n    let spMeters = prices | where x_SkuPriceType == 'SavingsPlan' | distinct x_SkuMeterId;\n    //\n    // Copy list/base/contracted prices from on-demand SKUs\n    prices\n    | where x_SkuPriceType == 'SavingsPlan'\n    // If we use join, specify the shuffle key\n    // TODO: Compare join vs. lookup perf -- | join kind=leftouter hint.strategy=shuffle (prices | where x_SkuPriceType == 'Consumption' | where x_SkuMeterId in (spMeters) | distinct tmp_SavingsPlanKey, ListUnitPrice, ContractedUnitPrice, x_BaseUnitPrice) on tmp_SavingsPlanKey\n    | lookup kind=leftouter (prices | where x_SkuPriceType == 'Consumption' | where x_SkuMeterId in (spMeters) | distinct tmp_SavingsPlanKey, ListUnitPrice, ContractedUnitPrice, x_BaseUnitPrice) on tmp_SavingsPlanKey\n    | extend ListUnitPrice = coalesce(ListUnitPrice, ListUnitPrice1)\n    | extend ContractedUnitPrice = coalesce(ContractedUnitPrice, ContractedUnitPrice1)\n    | extend x_BaseUnitPrice = coalesce(x_BaseUnitPrice, x_BaseUnitPrice1)\n    | project-away ListUnitPrice1, ContractedUnitPrice1, x_BaseUnitPrice1, tmp_SavingsPlanKey\n    | union ((prices | where x_SkuPriceType != 'SavingsPlan'))\n    //\n    // Set CommitmentDiscountCategory for reuse\n    | extend CommitmentDiscountCategory = case(\n        x_SkuPriceType == 'ReservedInstance', 'Usage',\n        x_SkuPriceType == 'SavingsPlan', 'Spend',\n        ''\n    )\n    //\n    // Calculate commitment discount eligibility\n    // TODO: Would a join be faster?\n    // TODO: Check this to ensure it's correct\n    | extend x_CommitmentDiscountSpendEligibility = iff(x_SkuMeterId in (riMeters) and x_SkuPriceType != 'ReservedInstance', 'Eligible', 'Not Eligible')\n    | extend x_CommitmentDiscountUsageEligibility = iff(x_SkuMeterId in (spMeters), 'Eligible', 'Not Eligible')\n    //\n    // TODO: Implement x_CommitmentDiscountNormalizedRatio\n    | extend x_CommitmentDiscountNormalizedRatio = real(null)\n    //\n    // Add PricingUnit and x_PricingBlockSize\n    // TODO: Compare join vs. lookup perf -- | join kind=leftouter (PricingUnits) on x_PricingUnitDescription | project-away x_PricingUnitDescription1\n    | lookup kind=leftouter (PricingUnits) on x_PricingUnitDescription\n    //\n    | extend x_EffectiveUnitPrice = iff(x_SkuPriceType == 'SavingsPlan', UnitPrice, real(null))  // Savings plan prices are for the effective price, not the contracted price\n    | extend x_EffectiveUnitPriceDiscount = ContractedUnitPrice - x_EffectiveUnitPrice\n    | extend x_ContractedUnitPriceDiscount = ListUnitPrice - ContractedUnitPrice\n    | extend x_TotalUnitPriceDiscount = ListUnitPrice - x_EffectiveUnitPrice\n    | project\n        BillingAccountId = tolower(case(\n            BillingProfileId startswith '/', BillingProfileId,\n            BillingAccountId startswith '/', BillingAccountId,\n            strcat('/providers/microsoft.billing/billingaccounts/', x_BillingAccountId, iff(x_BillingProfileId == x_BillingAccountId, '', strcat('/billingprofiles/', x_BillingProfileId)))\n        )),\n        BillingAccountName = coalesce(BillingProfileName, BillingAccountName, x_BillingProfileId),\n        BillingCurrency = coalesce(BillingCurrency, CurrencyCode, Currency),  // Currency last as a fallback only\n        ChargeCategory,\n        CommitmentDiscountCategory,\n        CommitmentDiscountType = case(\n            x_SkuPriceType == 'ReservedInstance', 'Reservation',\n            x_SkuPriceType == 'SavingsPlan', 'Savings plan',\n            ''\n        ),\n        CommitmentDiscountUnit = case(\n            isempty(CommitmentDiscountCategory), '',\n            CommitmentDiscountCategory == 'Spend', PricingCurrency,\n            CommitmentDiscountCategory == 'Usage' and x_CommitmentDiscountNormalizedRatio == real(1), PricingUnit,\n            CommitmentDiscountCategory == 'Usage' and x_CommitmentDiscountNormalizedRatio > real(1), strcat('Normalized ', PricingUnit),\n            ''\n        ),\n        ContractedUnitPrice,\n        ListUnitPrice,\n        PricingCategory = case(\n            x_SkuPriceType == 'Consumption', 'Standard',\n            x_SkuPriceType == 'ReservedInstance', 'Standard',  // Reservation purchases are tracked as \"Standard\"\n            x_SkuPriceType == 'SavingsPlan', 'Committed',\n            ''\n        ),\n        PricingCurrency,\n        PricingUnit,\n        SkuId = coalesce(ProductId, ProductID),\n        SkuMeter,\n        SkuPriceId = strcat(x_SkuProductId, '_', x_SkuId, '_', x_SkuMeterType),\n        SkuPriceIdv2,\n        x_BaseUnitPrice,\n        x_BillingAccountAgreement = case(\n            strlen(x_BillingAccountId) > 32, 'MCA',\n            strlen(x_BillingAccountId) < 32, 'EA',\n            'Unknown'\n        ),\n        x_BillingAccountId,\n        x_BillingProfileId,\n        x_CommitmentDiscountNormalizedRatio,\n        x_CommitmentDiscountSpendEligibility,\n        x_CommitmentDiscountUsageEligibility,\n        x_ContractedUnitPriceDiscount,\n        x_ContractedUnitPriceDiscountPercent = 1.0 * x_ContractedUnitPriceDiscount / ListUnitPrice * 100,\n        x_EffectivePeriodEnd = startofmonth(x_EffectivePeriodEnd + 1h),\n        x_EffectivePeriodStart,\n        x_EffectiveUnitPrice,\n        x_EffectiveUnitPriceDiscount,\n        x_EffectiveUnitPriceDiscountPercent = 1.0 * x_EffectiveUnitPriceDiscount / ContractedUnitPrice * 100,\n        x_IngestionTime,\n        x_PricingBlockSize,\n        x_PricingSubcategory = case(\n            x_SkuPriceType == 'Consumption' and (x_SkuIncludedQuantity > 0 or x_SkuTier > 0), 'Tiered',\n            x_SkuPriceType == 'Consumption', 'Standard',\n            x_SkuPriceType == 'ReservedInstance', 'Standard', // Reservation purchases are tracked as \"Standard\"\n            x_SkuPriceType == 'SavingsPlan', 'Committed Spend',\n            ''\n        ),\n        x_PricingUnitDescription,\n        x_SkuDescription = Product,\n        x_SkuId,\n        x_SkuIncludedQuantity,\n        x_SkuMeterCategory,\n        x_SkuMeterId,\n        x_SkuMeterSubcategory,\n        x_SkuMeterType,\n        x_SkuPriceType,\n        x_SkuProductId,\n        x_SkuRegion,\n        x_SkuServiceFamily,\n        x_SkuOfferId,\n        x_SkuPartNumber,\n        x_SkuTerm,\n        x_SkuTier,\n        x_SourceName = coalesce(x_SourceName, 'Cost Management'),\n        x_SourceProvider = coalesce(x_SourceProvider, 'Microsoft'),\n        x_SourceType = coalesce(x_SourceType, 'PriceSheet'),\n        x_SourceVersion = coalesce(x_SourceVersion, '2023-05-01'),\n        x_TotalUnitPriceDiscount,\n        x_TotalUnitPriceDiscountPercent = 1.0 * x_TotalUnitPriceDiscount / ListUnitPrice * 100\n}\n\n// Prices_final_v1_2 table\n.create-merge table Prices_final_v1_2 (\n    BillingAccountId:                     string,\n    BillingAccountName:                   string,\n    BillingCurrency:                      string,\n    ChargeCategory:                       string,\n    CommitmentDiscountCategory:           string,\n    CommitmentDiscountType:               string,\n    CommitmentDiscountUnit:               string,\n    ContractedUnitPrice:                  real,\n    ListUnitPrice:                        real,\n    PricingCategory:                      string,\n    PricingCurrency:                      string,    // Azure\n    PricingUnit:                          string,\n    SkuId:                                string,\n    SkuMeter:                             string,    // Azure\n    SkuPriceId:                           string,\n    SkuPriceIdv2:                         string,    // Hubs add-on\n    x_BaseUnitPrice:                      real,      // Azure\n    x_BillingAccountAgreement:            string,    // Hubs add-on\n    x_BillingAccountId:                   string,    // Azure MCA\n    x_BillingProfileId:                   string,    // Azure MCA\n    x_CommitmentDiscountNormalizedRatio:  real,      // Hubs add-on\n    x_CommitmentDiscountSpendEligibility: string,    // Hubs add-on\n    x_CommitmentDiscountUsageEligibility: string,    // Hubs add-on\n    x_ContractedUnitPriceDiscount:        real,      // Hubs add-on\n    x_ContractedUnitPriceDiscountPercent: real,      // Hubs add-on\n    x_EffectivePeriodEnd:                 datetime,  // Azure\n    x_EffectivePeriodStart:               datetime,  // Azure\n    x_EffectiveUnitPrice:                 real,      // Azure\n    x_EffectiveUnitPriceDiscount:         real,      // Hubs add-on\n    x_EffectiveUnitPriceDiscountPercent:  real,      // Hubs add-on\n    x_IngestionTime:                      datetime,  // Hubs add-on\n    x_PricingBlockSize:                   real,      // Hubs add-on\n    x_PricingSubcategory:                 string,    // Hubs add-on\n    x_PricingUnitDescription:             string,    // Azure\n    x_SkuDescription:                     string,    // Azure\n    x_SkuId:                              string,    // Azure\n    x_SkuIncludedQuantity:                real,      // Azure EA\n    x_SkuMeterCategory:                   string,    // Azure\n    x_SkuMeterId:                         string,    // Azure\n    x_SkuMeterSubcategory:                string,    // Azure\n    x_SkuMeterType:                       string,    // Azure\n    x_SkuPriceType:                       string,    // Azure\n    x_SkuProductId:                       string,    // Azure\n    x_SkuRegion:                          string,    // Azure\n    x_SkuServiceFamily:                   string,    // Azure\n    x_SkuOfferId:                         string,    // Azure EA\n    x_SkuPartNumber:                      string,    // Azure EA\n    x_SkuTerm:                            int,       // Azure\n    x_SkuTier:                            real,      // Azure MCA\n    x_SourceName:                         string,    // Hubs add-on\n    x_SourceProvider:                     string,    // Hubs add-on\n    x_SourceType:                         string,    // Hubs add-on\n    x_SourceVersion:                      string,    // Hubs add-on\n    x_TotalUnitPriceDiscount:             real,      // Hubs add-on\n    x_TotalUnitPriceDiscountPercent:      real       // Hubs add-on\n)\n\n// Update policy for Prices_raw -> Prices_final_v1_2\n.alter table Prices_final_v1_2 policy update\n```\n[{\n    \"IsEnabled\": true,\n    \"Source\": \"Prices_raw\",\n    \"Query\": \"Prices_transform_v1_2()\",\n    \"IsTransactional\": true,\n    \"PropagateIngestionProperties\": true\n}]\n```\n\n\n//===| Cost and usage |=================================================================================================\n// Supported versions:\n// - MS: 1.2-preview, 1.0, 1.0-preview(v1)\n//   https://aka.ms/costmgmt/exports/focus\n// - AWS: 1.0\n//   https://docs.aws.amazon.com/cur/latest/userguide/table-dictionary-focus-1-0-aws-columns.html\n// - GCP: Jan-Jun 2024\n//   https://cloud.google.com/resources/google-cloud-focus?e=48754805&hl=en\n//   Links to (Aug 2024): https://services.google.com/fh/files/misc/focus_guide_v1.pdf\n//   See also:\n//   - https://cloud.google.com/billing/docs/how-to/export-data-bigquery-tables/standard-usage\n//   - https://cloud.google.com/billing/docs/how-to/export-data-bigquery-tables/detailed-usage\n// - OCI: 1.0                \n//   https://docs.oracle.com/iaas/Content/Billing/Concepts/costusagereportsoverview.htm#costreports__focus-cost-report-schema\n//\n// Support for non-Azure data is limited to ingestion only. Data is not transformed across versions.\n//======================================================================================================================\n\n// Costs_transform_v1_2 function\n.create-or-alter function\nwith (docstring='All costs transformed to FOCUS 1.2.', folder='Costs')\nCosts_transform_v1_2()\n{\n    let checkString = (column: string, oldValue: string, newValue: string) {\n        iff(oldValue == newValue, dynamic({}), bag_pack(column, oldValue))\n    };\n    let checkInt = (column: string, oldValue: int, newValue: int) {\n        iff(oldValue == newValue, dynamic({}), bag_pack(column, oldValue))\n    };\n    let checkReal = (column: string, oldValue: real, newValue: real) {\n        iff(oldValue == newValue, dynamic({}), bag_pack(column, oldValue))\n    };\n    // NOTE: All open issues and questions are tracked @ https://github.com/microsoft/finops-toolkit/issues/1111\n    Costs_raw\n    //\n    // Dedupe rows\n    | extend x_IngestionTime = ingestion_time()\n    | extend x_ChargeId = ''\n    // TODO: Consider adding a unique charge ID per row\n    // hash_sha256(strcat(\n    //     // DO NOT CHANGE COLUMNS OR COLUMN ORDER\n    //     // 1. Resource hierarchy (including resource name), highest to lowest\n    //     BillingAccountId,\n    //     x_InvoiceSectionId,\n    //     x_AccountOwnerId,\n    //     SubAccountId,\n    //     x_ResourceGroupName,\n    //     ResourceName,\n    //     // 2. Resource details\n    //     ResourceId,\n    //     RegionId,\n    //     Tags,\n    //     CommitmentDiscountId,\n    //     x_CostCenter,\n    //     // 4. Meter details\n    //     SkuPriceId,\n    //     x_SkuMeterId,\n    //     x_SkuPartNumber,\n    //     x_SkuOfferId,\n    //     x_SkuDetails,\n    //     // 5. Date\n    //     ChargePeriodStart\n    // ))\n    //\n    // Identify data quality issues\n    // TODO: Remove x_SourceChanges in v1_3 (or later)\n    | extend x_SourceChanges = trim_end(',', strcat(\n        iff(ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId) and ChargeFrequency == 'Usage-Based',                 'InvalidChargeFrequency,',           ''),\n        iff(ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId) and EffectiveCost > 0,                                'InvalidEffectiveCost,',             ''),\n        iff((isempty(ContractedCost)      or ContractedCost == 0)      and EffectiveCost != 0,                                      'MissingContractedCost,',            ''),\n        iff((isempty(ContractedUnitPrice) or ContractedUnitPrice == 0) and x_EffectiveUnitPrice != 0,                               'MissingContractedUnitPrice,',       ''),\n        iff(ListCost < ContractedCost,                                                                                              'ListCostLessThanContractedCost,',   ''),\n        iff(ContractedCost < EffectiveCost,                                                                                         'ContractedCostLessThanEffectiveCost,', ''),\n        iff((isempty(ListCost)            or ListCost == 0)            and (ContractedCost != 0      or EffectiveCost != 0),        'MissingListCost,',                  ''),\n        iff((isempty(ListUnitPrice)       or ListUnitPrice == 0)       and (ContractedUnitPrice != 0 or x_EffectiveUnitPrice != 0), 'MissingListUnitPrice,',             ''),\n        iff((isnotempty(x_BilledUnitPrice) and x_BilledUnitPrice != 0 and isnotempty(x_EffectiveUnitPrice) and x_EffectiveUnitPrice != 0 and abs(x_BilledUnitPrice - x_EffectiveUnitPrice) < 0.0001)\n            or (isnotempty(ContractedUnitPrice) and ContractedUnitPrice != 0 and isnotempty(x_EffectiveUnitPrice) and x_EffectiveUnitPrice != 0 and abs(ContractedUnitPrice - x_EffectiveUnitPrice) < 0.0001),\n            'XEffectiveUnitPriceRoundingError,',  ''),\n        iff(ConsumedQuantity == 0 and (EffectiveCost != 0 or BilledCost != 0),                                                      'MissingConsumedQuantity,',              ''),\n        iff(PricingQuantity == 0 and (EffectiveCost != 0 or BilledCost != 0),                                                       'MissingPricingQuantity,',              ''),\n        iff(isempty(ProviderName),                                                                                                  'MissingProviderName,',              ''),\n        iff(isempty(PublisherName),                                                                                                 'MissingPublisherName,',             ''),\n        iff(ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId) and isempty(ResourceId),                              'MissingResourceId,',                ''),\n        iff(ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId) and isempty(ResourceName),                            'MissingResourceName,',              ''),\n        iff(ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId) and isempty(ResourceType),                            'MissingResourceType,',              ''),\n        iff(BilledCost > 0 and x_BilledUnitPrice == 0,                                                                              'MissingXBilledUnitPrice,',          ''),\n        iff(ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId) and isempty(x_ResourceType),                          'MissingXResourceType,',             ''),\n        iff(PricingCategory == 'Standard' and isnotempty(CommitmentDiscountId) and ChargeCategory == 'Usage',                       'PricingCategoryShouldBeCommitted,', ''),\n        iff(x_SkuTerm == '1Year' or x_SkuTerm == '3Years' or x_SkuTerm == '5Years',                                                 'SkuTermShouldBeAnInteger,',         '')\n    ))\n    //\n    // Handle provider columns that moved to FOCUS\n    | extend PricingCurrency = coalesce(PricingCurrency, x_PricingCurrency)\n    //\n    // Backup original prices/costs before the merge\n    | extend old_ContractedCost = ContractedCost\n    | extend old_ContractedUnitPrice = ContractedUnitPrice\n    | extend old_ListCost = ListCost\n    | extend old_ListUnitPrice = ListUnitPrice\n    | extend old_x_EffectiveUnitPrice = x_EffectiveUnitPrice\n    //\n    // Fix columns needed in other changes\n    | extend old_ProviderName = ProviderName, ProviderName = case(\n        isnotempty(ProviderName), ProviderName,\n        isnotempty(coalesce(x_CostCategories, x_Discount, x_Operation, x_ServiceCode, x_UsageType)), 'AWS',\n        isnotempty(coalesce(tostring(UsageAmount), tostring(x_Cost), x_Credits, x_CostType, tostring(x_CurrencyConversionRate), tostring(x_ExportTime), x_Project, x_ServiceId)), 'GCP',\n        isnotempty(coalesce(x_BillingProfileId, x_InvoiceSectionId)), 'Microsoft',\n        ''\n    )\n    //\n    // Identify source\n    | extend x_SourceName     = coalesce(x_SourceName, iff(isnotempty(x_BillingProfileId), 'Cost Management', ProviderName))\n    | extend x_SourceProvider = coalesce(x_SourceProvider, ProviderName)\n    | extend x_SourceType     = coalesce(x_SourceType, iff(isnotempty(x_BillingProfileId), 'FocusCost', ''))\n    | extend x_SourceVersion  = coalesce(x_SourceVersion, case(\n        isnotempty(coalesce(InvoiceId, SkuMeter, PricingCurrency)) and isempty(SkuPriceDetails) and isnotempty(x_SkuDetails), '1.2-preview',\n        isnotempty(coalesce(InvoiceId, SkuMeter, PricingCurrency)), '1.2',\n        isnotempty(coalesce(ChargeClass, CommitmentDiscountStatus, tostring(ConsumedQuantity), ConsumedUnit, tostring(ContractedCost), tostring(ContractedUnitPrice), RegionId, RegionName)), '1.0',\n        isnotempty(coalesce(ChargeSubcategory, Region, tostring(UsageQuantity), UsageUnit)), iff(ProviderName == 'Microsoft', '1.0-preview(v1)', '1.0-preview'),\n        ''\n    ))\n    // Append version check error code\n    | extend x_SourceChanges = iff(x_SourceVersion == '1.0', x_SourceChanges,\n        strcat(x_SourceChanges, iff(isempty(x_SourceChanges), '', ','), iff(x_SourceVersion == '', 'UnknownFocusVersion', 'LegacyFocusVersion'))\n    )\n    //\n    // Fix quantities\n    | extend old_PricingQuantity = PricingQuantity, PricingQuantity = case(\n        PricingQuantity != 0 or (EffectiveCost == 0 and BilledCost == 0), PricingQuantity,\n        PricingQuantity == 0 and isnotempty(BilledCost) and BilledCost != 0 and isnotempty(x_BilledUnitPrice) and x_BilledUnitPrice != 0, BilledCost / x_BilledUnitPrice,\n        PricingQuantity == 0 and isnotempty(BilledCost) and BilledCost != 0 and isnotempty(x_BilledUnitPrice) and x_BilledUnitPrice != 0, BilledCost / x_BilledUnitPrice,\n        PricingQuantity == 0 and isnotempty(EffectiveCost) and EffectiveCost != 0 and isnotempty(x_EffectiveUnitPrice) and x_EffectiveUnitPrice != 0, EffectiveCost / x_EffectiveUnitPrice,\n        PricingQuantity\n    )\n    | extend old_ConsumedQuantity = ConsumedQuantity, ConsumedQuantity = case(\n        isnotempty(ConsumedQuantity) and ConsumedQuantity != 0, ConsumedQuantity,\n        ChargeCategory == 'Usage', PricingQuantity / coalesce(x_PricingBlockSize, real(1)),\n        ConsumedQuantity\n    )\n    //\n    // Populate missing prices -- mapping to on-demand prices requires meter ID and offer ID\n    | extend tmp_MissingPrices = ProviderName == 'Microsoft'\n        and (isempty(ListUnitPrice) or isempty(ContractedUnitPrice) or ListUnitPrice == 0 or ContractedUnitPrice == 0)\n        and x_EffectiveUnitPrice != 0\n        and not(CommitmentDiscountCategory == 'Spend' and CommitmentDiscountStatus == 'Unused')\n        and isnotempty(strcat(x_SkuMeterId, x_SkuOfferId))\n    | as allCosts\n    | where tmp_MissingPrices\n    | extend tmp_ReservationPriceLookupKey = tolower(strcat(x_BillingProfileId, substring(ChargePeriodStart, 0, 7), x_SkuMeterId, x_SkuOfferId))\n    | as costsWithMissingPrices\n    | join kind=leftouter (\n        Prices_final_v1_2\n        | extend tmp_ReservationPriceLookupKey = tolower(strcat(x_BillingProfileId, substring(x_EffectivePeriodStart, 0, 7), x_SkuMeterId, x_SkuOfferId))\n        | where x_SkuPriceType == 'Consumption' and tmp_ReservationPriceLookupKey in ((costsWithMissingPrices | summarize by tmp_ReservationPriceLookupKey))\n        | summarize ListUnitPrice = min(ListUnitPrice), ContractedUnitPrice = min(ContractedUnitPrice) by tmp_ReservationPriceLookupKey, x_PricingBlockSize, PricingUnit\n    ) on tmp_ReservationPriceLookupKey\n    //\n    // Select the best price to use for each row\n    | extend x_EffectiveUnitPrice = case(\n        // If price is a rounding error away from the billed price, use the billed price\n        isnotempty(x_BilledUnitPrice) and x_BilledUnitPrice != 0 and isnotempty(x_EffectiveUnitPrice) and x_EffectiveUnitPrice != 0 and abs(x_BilledUnitPrice - x_EffectiveUnitPrice) < 0.0001, x_BilledUnitPrice,\n        // If price is a rounding error away from the contracted price, use the contracted price\n        isnotempty(ContractedUnitPrice) and ContractedUnitPrice != 0 and isnotempty(x_EffectiveUnitPrice) and x_EffectiveUnitPrice != 0 and abs(ContractedUnitPrice - x_EffectiveUnitPrice) < 0.0001, ContractedUnitPrice,\n        x_EffectiveUnitPrice\n    )\n    | extend ContractedUnitPrice = case(\n        // If price is already correct, keep that\n        (isnotempty(ContractedUnitPrice) and ContractedUnitPrice != 0) or (EffectiveCost == 0 and BilledCost == 0), ContractedUnitPrice,\n        // If both prices use the same scale, use the new one\n        PricingUnit == PricingUnit1 and x_PricingBlockSize == x_PricingBlockSize1, ContractedUnitPrice1 * x_BillingExchangeRate,\n        // If prices are the same unit but not the same scale, use the new one but correct the scale\n        PricingUnit == PricingUnit1 and x_PricingBlockSize != x_PricingBlockSize1 and isnotempty(x_PricingBlockSize) and isnotempty(x_PricingBlockSize1), ContractedUnitPrice1 * x_BillingExchangeRate / x_PricingBlockSize1 * x_PricingBlockSize,\n        // If billed price is available, assume the billed price is the same as contracted price to support aggregations\n        isnotempty(x_BilledUnitPrice) and x_BilledUnitPrice != 0, x_EffectiveUnitPrice,\n        // Otherwise, assume the effective price is the same as contracted price to support aggregations\n        x_EffectiveUnitPrice\n    )\n    | extend ListUnitPrice = case(\n        // If price is already correct, keep that\n        (isnotempty(ListUnitPrice) and ListUnitPrice != 0) or (EffectiveCost == 0 and BilledCost == 0), ListUnitPrice,\n        // If both prices use the same scale, use the new one\n        PricingUnit == PricingUnit1 and x_PricingBlockSize == x_PricingBlockSize1, ListUnitPrice1 * x_BillingExchangeRate,\n        // If prices are the same unit but not the same scale, use the new one but correct the scale\n        PricingUnit == PricingUnit1 and x_PricingBlockSize != x_PricingBlockSize1 and isnotempty(x_PricingBlockSize) and isnotempty(x_PricingBlockSize1), ListUnitPrice1 * x_BillingExchangeRate / x_PricingBlockSize1 * x_PricingBlockSize,\n        // Otherwise, assume the contracted price is the same as list price to support aggregations\n        ContractedUnitPrice\n    )\n    // Calculate missing costs based on new prices -- If cost is already correct, keep that; if not and price is available, recalculate the cost; otherwise, keep the existing cost\n    | extend ContractedCost = case(\n        // If not set or there's no cost, keep the original value\n        (isnotempty(ContractedCost) and ContractedCost != 0) or (EffectiveCost == 0 and BilledCost == 0), ContractedCost,\n        // ContractedCost is 0 in all other scenarios...\n        // If 0 and there's a billed cost and prices are the same, use BilledCost\n        isnotempty(BilledCost)    and BilledCost    != 0 and ContractedUnitPrice == x_BilledUnitPrice,    BilledCost,\n        // If 0 and there's a billed cost and prices are the same, use EffectiveCost\n        isnotempty(EffectiveCost) and EffectiveCost != 0 and ContractedUnitPrice == x_EffectiveUnitPrice, EffectiveCost,\n        // If 0 and there's a price, calculate the cost based on the price\n        isnotempty(ContractedUnitPrice) and ContractedUnitPrice != 0, ContractedUnitPrice * PricingQuantity,\n        // If 0 and there's no price, assume EffectiveCost\n        isempty(ContractedUnitPrice) or ContractedUnitPrice == 0, EffectiveCost,\n        // Fall back to the original value for any unhandled scenarios\n        ContractedCost\n    )\n    | extend ListCost = case(\n        // If not set or there's no cost, keep the original value\n        (isnotempty(ListCost) and ListCost != 0) or (EffectiveCost == 0 and BilledCost == 0), ListCost,\n        // ListCost is 0 in all other scenarios...\n        // If 0 and there's a contracted cost and prices are the same, use ContractedCost\n        isnotempty(ContractedCost) and ContractedCost != 0 and ListUnitPrice == ContractedUnitPrice, ContractedCost,\n        // If 0 and there's a price, calculate the cost based on the price\n        isnotempty(ListUnitPrice) and ListUnitPrice != 0, ListUnitPrice * PricingQuantity,\n        // If 0 and there's no price, assume ContractedCost\n        isempty(ListUnitPrice) or ListUnitPrice == 0, ContractedCost,\n        // Fall back to the original value for any unhandled scenarios\n        ListCost\n    )\n    // Merge the rest of the unmodified cost records and remove excess columns\n    | union (allCosts | where not(tmp_MissingPrices))\n    | project-away x_PricingBlockSize1, PricingUnit1, ListUnitPrice1, ContractedUnitPrice1, tmp_MissingPrices, tmp_ReservationPriceLookupKey, tmp_ReservationPriceLookupKey1\n    //\n    | extend SkuPriceDetails = parse_json(SkuPriceDetails)\n    | extend Tags = parse_json(Tags)\n    | extend x_SkuDetails = parse_json(x_SkuDetails)\n    //\n    // Handle FOCUS 1.0-preview\n    | extend old_ChargeSubcategory = ChargeSubcategory\n    | extend old_ChargeCategory = ChargeCategory, ChargeCategory = case(\n        // Handle FOCUS 1.0-preview ChargeSubcategory\n        ChargeSubcategory == 'Credit', 'Credit',\n        ChargeSubcategory == 'Refund', 'Purchase',  // We are assuming purchase refunds since we don't have data to indicate usage refunds\n        ChargeCategory\n    )\n    | extend old_ChargeClass = ChargeClass, ChargeClass = case(ChargeSubcategory == 'Refund', 'Correction', ChargeClass)\n    //\n    // Populate CapacityReservationId when not specified\n    | extend CapacityReservationId = coalesce(CapacityReservationId, tostring(coalesce(x_SkuDetails.VMCapacityReservationId, SkuPriceDetails.VMCapacityReservationId, SkuPriceDetails.x_VMCapacityReservationId)))\n    | extend old_CapacityReservationStatus = CapacityReservationStatus, CapacityReservationStatus = case(\n        isempty(CapacityReservationId), '',\n        isnotempty(CapacityReservationStatus), CapacityReservationStatus,\n        tolower(x_ResourceType) == 'microsoft.compute/capacityreservationgroups/capacityreservations', 'Unused',\n        'Used'\n    )\n    //\n    // BUG: ChargeFrequency shows \"Usage-Based\" for monthly recurring savings plan purchases\n    | extend old_ChargeFrequency = ChargeFrequency, ChargeFrequency = iff(ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId) and ChargeFrequency == 'Usage-Based' and ProviderName == 'Microsoft' and x_SourceVersion startswith '1.0', 'Recurring', ChargeFrequency)\n    //\n    // Commitment discounts\n    | extend x_CommitmentDiscountNormalizedRatio = case(\n        // Calculate from CommitmentDiscountQuantity, if specified\n        isnotempty(CommitmentDiscountQuantity) and CommitmentDiscountQuantity != 0, CommitmentDiscountQuantity / PricingQuantity / coalesce(x_PricingBlockSize, real(1)),\n        // Not applicable\n        isempty(CommitmentDiscountStatus), real(null),\n        // Parse from SKU details if not specified explicitly\n        toreal(coalesce(x_SkuDetails.RINormalizationRatio, SkuPriceDetails.RINormalizationRatio, SkuPriceDetails.x_RINormalizationRatio, dynamic(1)))\n    )\n    | extend old_CommitmentDiscountQuantity = CommitmentDiscountQuantity, CommitmentDiscountQuantity = case(\n        // FOCUS 1.2\n        isnotempty(CommitmentDiscountQuantity), CommitmentDiscountQuantity,\n        // FOCUS 1.0-preview, 1.0\n        isempty(CommitmentDiscountStatus), real(null),\n        CommitmentDiscountCategory == 'Spend', EffectiveCost / coalesce(x_BillingExchangeRate, real(1)),\n        CommitmentDiscountCategory == 'Usage' and isnotempty(x_CommitmentDiscountNormalizedRatio), PricingQuantity / coalesce(x_PricingBlockSize, real(1)) * x_CommitmentDiscountNormalizedRatio,\n        real(null)\n    )\n    | extend old_CommitmentDiscountUnit = CommitmentDiscountUnit, CommitmentDiscountUnit = case(\n        // FOCUS 1.2\n        isnotempty(CommitmentDiscountUnit), CommitmentDiscountUnit,\n        // FOCUS 1.0\n        isempty(CommitmentDiscountQuantity), '',\n        CommitmentDiscountCategory == 'Spend', PricingCurrency,\n        CommitmentDiscountCategory == 'Usage' and x_CommitmentDiscountNormalizedRatio == real(1), ConsumedUnit,\n        CommitmentDiscountCategory == 'Usage' and x_CommitmentDiscountNormalizedRatio > real(1), strcat('Normalized ', ConsumedUnit),\n        ''\n    )\n    | extend old_CommitmentDiscountStatus = CommitmentDiscountStatus, CommitmentDiscountStatus = case(\n        // FOCUS 1.0+\n        isnotempty(CommitmentDiscountStatus), CommitmentDiscountStatus,\n        // FOCUS 1.0-preview\n        ChargeSubcategory == 'Used Commitment', 'Used',\n        ChargeSubcategory == 'Unused Commitment', 'Unused',\n        ''\n    )\n    | extend x_CommitmentDiscountUtilizationPotential = case(\n        ChargeCategory == 'Purchase', real(0),\n        ProviderName == 'Microsoft' and isnotempty(CommitmentDiscountCategory), EffectiveCost,\n        CommitmentDiscountCategory == 'Usage', ConsumedQuantity,\n        CommitmentDiscountCategory == 'Spend', EffectiveCost,\n        real(0)\n    )\n    | extend x_CommitmentDiscountUtilizationAmount = iff(CommitmentDiscountStatus == 'Used', x_CommitmentDiscountUtilizationPotential, real(0))\n    //\n    // Pricing\n    | extend old_x_AmortizationClass = x_AmortizationClass, x_AmortizationClass = case(\n        // FOCUS 1.2\n        isnotempty(x_AmortizationClass), x_AmortizationClass,\n        // FOCUS 1.0-preview+\n        ChargeCategory == 'Purchase' and (tolower(ResourceId) contains '/microsoft.capacity/reservationorders/' or tolower(ResourceId) contains '/microsoft.billingbenefits/savingsplanorders/'), 'Principal',\n        ChargeCategory == 'Usage' and isnotempty(CommitmentDiscountId) and isnotempty(CommitmentDiscountStatus), 'Amortized Charge',\n        ''\n    )\n    | extend old_PricingCategory = PricingCategory, PricingCategory = case(\n        // FOCUS 1.0+\n        isnotempty(PricingCategory), PricingCategory,\n        // FOCUS 1.0-preview\n        PricingCategory == 'On-Demand', 'Standard',\n        PricingCategory == 'Commitment-Based', 'Committed',\n        ''\n    )\n    //\n    // Commitment discount utilization\n    | extend x_CommitmentDiscountUtilizationPotential = case(\n        ChargeCategory == 'Purchase', real(0),\n        ProviderName == 'Microsoft' and isnotempty(CommitmentDiscountCategory), EffectiveCost,\n        CommitmentDiscountCategory == 'Usage', ConsumedQuantity,\n        CommitmentDiscountCategory == 'Spend', EffectiveCost,\n        real(0)\n    )\n    | extend x_CommitmentDiscountUtilizationAmount = iff(CommitmentDiscountStatus == 'Used', x_CommitmentDiscountUtilizationPotential, real(0))\n    //\n    // BUG: Fix ContractedCost that has bad values\n    | extend ContractedCost = iff(ProviderName == 'Microsoft' and isnotempty(PricingQuantity) and isnotempty(x_PricingBlockSize) and ContractedCost != ContractedUnitPrice * PricingQuantity, ContractedUnitPrice * PricingQuantity, ContractedCost)\n    //\n    // Handle FOCUS 1.0-preview UsageQuantity/Unit\n    | extend ConsumedQuantity = iff(ChargeCategory == 'Usage', coalesce(ConsumedQuantity, UsageQuantity, UsageAmount), real(null))\n    | extend old_ConsumedUnit = ConsumedUnit, ConsumedUnit = iff(ChargeCategory == 'Usage' and isnotempty(ConsumedQuantity), coalesce(ConsumedUnit, UsageUnit, 'Units'), '')\n    //\n    // Convert IDs to lowercase for consistency\n    | extend BillingAccountId = tolower(BillingAccountId)\n    | extend CommitmentDiscountId = tolower(CommitmentDiscountId)\n    //\n    // BUG: Remove EffectiveCost for commitment discount purchases\n    | extend old_EffectiveCost = EffectiveCost, EffectiveCost = iff(ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId), real(0), EffectiveCost)\n    | extend old_x_EffectiveCostInUsd = x_EffectiveCostInUsd, x_EffectiveCostInUsd = iff(ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId), real(0), x_EffectiveCostInUsd)\n    //\n    // Clean up resource columns\n    | extend old_ResourceId = ResourceId, ResourceId = case(\n        isnotempty(ResourceId), ResourceId,\n        ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId), CommitmentDiscountId,\n        ResourceId\n    )\n    | extend old_ResourceName = ResourceName, ResourceName = tolower(case(\n        isnotempty(ResourceName), ResourceName,\n        ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountName), CommitmentDiscountName,\n        isnotempty(ResourceId), parse_resourceid(ResourceId).ResourceName,\n        ResourceName\n    ))\n    | extend old_x_ResourceType = x_ResourceType, x_ResourceType = case(\n        isnotempty(x_ResourceType), x_ResourceType,\n        isnotempty(ResourceId), parse_resourceid(ResourceId).x_ResourceType,\n        x_ResourceType\n    )\n    | extend old_ResourceType = ResourceType, ResourceType = case(\n        // Use existing resource type display name unless it's an internal resource type ID\n        isnotempty(ResourceType) and tolower(ResourceType) != tolower(x_ResourceType) and ResourceType !contains '/', ResourceType,\n        // Use CommitmentDiscountType for commitment discount purchases\n        ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountType), CommitmentDiscountType,\n        // Look up display name from internal type\n        isnotempty(x_ResourceType), coalesce(tostring(resource_type(x_ResourceType).SingularDisplayName), ResourceType, x_ResourceType),\n        ResourceType\n    )\n    //\n    // Handle missing values\n    | extend old_PublisherName = PublisherName, PublisherName = case(PublisherName == 'Microsoft Corporation', 'Microsoft', isnotempty(PublisherName), PublisherName, x_PublisherCategory == 'Cloud Provider', ProviderName, '')\n    //\n    // Handle FOCUS 1.0-preview Region column\n    | extend old_Region = Region\n    | extend old_RegionId = RegionId, RegionId = coalesce(RegionId, iff(ProviderName == 'Microsoft', replace_string(tolower(Region), ' ', ''), Region))\n    | extend RegionName = coalesce(RegionName, Region)\n    //\n    // SKU properties\n    | extend x_SkuCoreCount = toint(coalesce(SkuPriceDetails.CoreCount, SkuPriceDetails.x_VCPUs, x_SkuDetails.VCPUs, SkuPriceDetails.x_VCores, x_SkuDetails.VCores, SkuPriceDetails.x_vCores, x_SkuDetails.vCores))\n    | extend x_SkuInstanceType = tostring(coalesce(SkuPriceDetails.InstanceType, SkuPriceDetails.x_ServiceType, x_SkuDetails.ServiceType, SkuPriceDetails.x_ServerSku, x_SkuDetails.ServerSku))\n    | extend x_SkuOperatingSystem = case(\n        isnotempty(SkuPriceDetails.OperatingSystem), SkuPriceDetails.OperatingSystem,\n        coalesce(SkuPriceDetails.x_ImageType, x_SkuDetails.ImageType) == 'Canonical', 'Linux',\n        coalesce(SkuPriceDetails.x_ImageType, x_SkuDetails.ImageType) == 'Windows Server BYOL', 'Windows Server',\n        x_SkuMeterSubcategory endswith ' Series Windows', 'Windows Server',\n        coalesce(SkuPriceDetails.x_ImageType, x_SkuDetails.ImageType)\n    )\n    | extend x_ConsumedCoreHours = iff(ConsumedUnit == 'Hours' and isnotempty(x_SkuCoreCount), x_SkuCoreCount * ConsumedQuantity, real(null))\n    | extend SkuPriceDetails = case(\n        // FOCUS 1.2\n        isnotempty(SkuPriceDetails), SkuPriceDetails,\n        // FOCUS 1.0-preview, 1.0\n        parse_json(replace_regex(replace_regex(replace_regex(replace_regex(replace_regex(replace_regex(tostring(x_SkuDetails)\n            // Prefix all keys with x_ first to avoid double-prefixing\n            , @'([\\{,])\"', @'\\1\"x_')\n            // CoreCount for number of CPUs/vCPUs/cores/vCores\n            , @'\"x_(VCPUs|VCores|vCores)\":', @'\"CoreCount\":')\n            // TODO: DiskMaxIops for disk I/O operations per second (IOPS)\n            // TODO: DiskSpace for disk size in GiB\n            // TODO: DiskType for the kind of disk (e.g., SSD, HDD, NVMe)\n            // TODO: GpuCount for the number of GPUs\n            // InstanceType for the resource size/SKU (e.g., ArmSkuName)\n            , @'\"x_(ServerSku|ServiceType)\":', @'\"InstanceType\":')\n            // TODO: InstanceSeries for the size family/series\n            // TODO: MemorySize for the RAM in GiB\n            // TODO: NetworkMaxIops for network I/O operations per second (IOPS)\n            // TODO: NetworkMaxThroughput for network max throughput for data transfer in Mbps\n            // OperatingSystem for the OS name\n            , @'(\"x_ImageType\":\"Canonical\")', @'\\1,\"OperatingSystem\":\"Linux\"')\n            , @'(\"x_ImageType\":\"Windows Server( BYOL)?\")', @'\\1,\"OperatingSystem\":\"Windows Server\"')\n            , @'(\"x_ImageType\":(\"[^\"]+\"))', @'\\1,\"OperatingSystem\":\\2')\n            // TODO: Redundancy for the level of redundancy (e.g., Local, Zonal, Global)\n            // TODO: StorageClass for the tier of storage (e.g., Hot, Archive, Nearline)\n        )\n    )\n    | extend SkuPriceDetails = iff(isempty(SkuPriceDetails.OperatingSystem) and isnotempty(x_SkuOperatingSystem),\n        parse_json(replace_string(tostring(SkuPriceDetails), '}', strcat(@',\"OperatingSystem\":\"', x_SkuOperatingSystem, '\"}'))),\n        SkuPriceDetails)\n    //\n    // Azure Hybrid Benefit\n    | extend tmp_SqlAhb = tolower(coalesce(x_SkuDetails.AHB, SkuPriceDetails.x_AHB))\n    | extend x_SkuLicenseType = case(\n        ChargeCategory != 'Usage', '',\n        x_SkuMeterCategory in ('Virtual Machines', 'Virtual Machine Licenses') and (x_SkuMeterSubcategory contains 'Windows' or coalesce(SkuPriceDetails.x_ImageType, x_SkuDetails.ImageType) == 'Windows Server BYOL'), 'Windows Server',\n        isnotempty(tmp_SqlAhb) or x_SkuMeterSubcategory == 'SQL Server Azure Hybrid Benefit', 'SQL Server',\n        ''\n    )\n    | extend x_SkuLicenseStatus = case(\n        isempty(x_SkuLicenseType), '',\n        coalesce(SkuPriceDetails.x_ImageType, x_SkuDetails.ImageType) == 'Windows Server BYOL' or tmp_SqlAhb == 'true' or x_SkuMeterSubcategory contains 'Azure Hybrid Benefit', 'Enabled',\n        (x_SkuMeterSubcategory contains 'Windows') or tmp_SqlAhb == 'false', 'Not Enabled',\n        ''\n    )\n    | extend x_SkuLicenseQuantity = case(\n        isempty(x_SkuCoreCount) or isempty(x_SkuLicenseType), int(null),\n        x_SkuCoreCount <= 8, int(8),\n        x_SkuCoreCount > 8, x_SkuCoreCount,\n        int(null)\n    )\n    | extend x_SkuLicenseUnit = iff(isnotempty(x_SkuLicenseQuantity), 'Cores', '')\n    //\n    // Savings\n    | extend x_CommitmentDiscountSavings = iff(isempty(ContractedCost)      or ContractedCost      == 0 or ContractedCost      - EffectiveCost         < 0.0001, real(0), ContractedCost - EffectiveCost)\n    | extend x_NegotiatedDiscountSavings = iff(isempty(ListCost)            or ListCost            == 0 or ListCost            - ContractedCost        < 0.0001, real(0), ListCost - ContractedCost)\n    | extend x_TotalSavings              = iff(isempty(ListCost)            or ListCost            == 0 or ListCost            - EffectiveCost         < 0.0001, real(0), ListCost - EffectiveCost)\n    | extend x_CommitmentDiscountPercent = iff(isempty(ContractedUnitPrice) or ContractedUnitPrice == 0 or ContractedUnitPrice - x_EffectiveUnitPrice  < 0.0001, real(0), (ContractedUnitPrice - x_EffectiveUnitPrice) / ContractedUnitPrice)\n    | extend x_NegotiatedDiscountPercent = iff(isempty(ListUnitPrice)       or ListUnitPrice       == 0 or ListUnitPrice       - ContractedUnitPrice   < 0.0001, real(0), (ListUnitPrice - ContractedUnitPrice) / ListUnitPrice)\n    | extend x_TotalDiscountPercent      = iff(isempty(ListUnitPrice)       or ListUnitPrice       == 0 or ListUnitPrice       - x_EffectiveUnitPrice  < 0.0001, real(0), (ListUnitPrice - x_EffectiveUnitPrice) / ListUnitPrice)\n    //\n    // Minor fixes\n    | extend old_BillingPeriodEnd = BillingPeriodEnd, BillingPeriodEnd = startofmonth(BillingPeriodEnd)\n    | extend old_BillingPeriodStart = BillingPeriodStart, BillingPeriodStart = startofmonth(BillingPeriodStart)\n    //\n    // Sort columns and apply final transforms\n    | project\n        AvailabilityZone,\n        BilledCost,\n        BillingAccountId,\n        BillingAccountName,\n        BillingAccountType,\n        BillingCurrency,\n        BillingPeriodEnd,\n        BillingPeriodStart,\n        CapacityReservationId,\n        CapacityReservationStatus,\n        ChargeCategory,\n        ChargeClass,\n        ChargeDescription,\n        ChargeFrequency,\n        ChargePeriodEnd,\n        ChargePeriodStart,\n        CommitmentDiscountCategory,\n        CommitmentDiscountId,\n        CommitmentDiscountName,\n        CommitmentDiscountQuantity,\n        CommitmentDiscountStatus,\n        CommitmentDiscountType,\n        CommitmentDiscountUnit,\n        ConsumedQuantity,\n        ConsumedUnit,\n        ContractedCost = coalesce(ContractedCost, x_OnDemandCost, x_Cost),\n        ContractedUnitPrice = coalesce(ContractedUnitPrice, x_OnDemandUnitPrice),\n        EffectiveCost,\n        InvoiceId = coalesce(InvoiceId, x_InvoiceId),\n        InvoiceIssuerName,\n        ListCost,\n        ListUnitPrice,\n        PricingCategory,\n        PricingCurrency = coalesce(PricingCurrency, x_PricingCurrency),\n        PricingQuantity,\n        PricingUnit,\n        ProviderName,\n        PublisherName,\n        RegionId,\n        RegionName,\n        ResourceId,\n        ResourceName,\n        ResourceType,\n        ServiceCategory,\n        ServiceName,\n        ServiceSubcategory,  // TODO: Populate ServiceSubcategory from ServiceName when missing\n        SkuId,\n        SkuMeter = coalesce(SkuMeter, x_SkuMeterName),\n        SkuPriceDetails,\n        SkuPriceId,\n        SubAccountId,\n        SubAccountName = iff(isempty(SubAccountId), '', SubAccountName),\n        SubAccountType,\n        Tags,\n        x_AccountId      = iff(x_AccountId == '-2', '', x_AccountId),\n        x_AccountName    = iff(x_AccountId == '-2', '', x_AccountName),\n        x_AccountOwnerId = iff(x_AccountId == '-2', '', x_AccountOwnerId),\n        x_AmortizationClass,\n        x_BilledCostInUsd,\n        x_BilledUnitPrice,\n        x_BillingAccountAgreement = case(\n            ProviderName == 'Microsoft' and x_BillingAccountId == x_BillingProfileId, 'EA',\n            ProviderName == 'Microsoft' and x_BillingAccountId != x_BillingProfileId, 'MCA',\n            ProviderName\n        ),\n        x_BillingAccountId,\n        x_BillingAccountName,\n        x_BillingExchangeRate,\n        x_BillingExchangeRateDate,\n        x_BillingItemCode,\n        x_BillingItemName,\n        x_BillingProfileId,\n        x_BillingProfileName,\n        x_ChargeId,\n        x_CommitmentDiscountNormalizedRatio,\n        x_CommitmentDiscountPercent,\n        x_CommitmentDiscountSavings,\n        x_CommitmentDiscountSpendEligibility = '',  // TODO: Add x_CommitmentDiscountSpendEligibility for Costs\n        x_CommitmentDiscountUsageEligibility = '',  // TODO: Add x_CommitmentDiscountUsageEligibility for Costs\n        x_CommitmentDiscountUtilizationAmount,\n        x_CommitmentDiscountUtilizationPotential,\n        x_CommodityCode,\n        x_CommodityName,\n        x_ComponentName,\n        x_ComponentType,\n        x_ConsumedCoreHours,\n        x_ContractedCostInUsd = coalesce(x_ContractedCostInUsd, x_OnDemandCostInUsd),\n        x_CostAllocationRuleName,\n        x_CostCategories = parse_json(x_CostCategories),\n        x_CostCenter,\n        x_CostType,\n        x_Credits = parse_json(x_Credits),\n        x_CurrencyConversionRate,\n        x_CustomerId,\n        x_CustomerName,\n        x_Discount = parse_json(x_Discount),\n        x_EffectiveCostInUsd,\n        x_EffectiveUnitPrice,\n        x_ExportTime,\n        x_IngestionTime,\n        x_InstanceID,\n        x_InvoiceIssuerId,\n        x_InvoiceSectionId = case(\n            x_InvoiceSectionId == '-2', '',\n            x_InvoiceSectionId\n        ),\n        x_InvoiceSectionName = case(\n            x_InvoiceSectionName == 'Unassigned', '',\n            x_InvoiceSectionName\n        ),\n        x_ListCostInUsd,\n        x_Location,\n        x_NegotiatedDiscountPercent,\n        x_NegotiatedDiscountSavings,\n        x_Operation,\n        x_OwnerAccountID,\n        x_PartnerCreditApplied,\n        x_PartnerCreditRate,\n        x_PricingBlockSize,\n        x_PricingSubcategory,\n        x_PricingUnitDescription = iff(x_PricingUnitDescription == 'Unassigned', '', x_PricingUnitDescription),\n        x_Project,\n        x_PublisherCategory,\n        x_PublisherId,\n        x_ResellerId,\n        x_ResellerName,\n        x_ResourceGroupName = tolower(x_ResourceGroupName),\n        x_ResourceType,\n        x_ServiceCode,\n        x_ServiceId,\n        x_ServiceModel,  // TODO: Populate from ServiceName when missing\n        x_ServicePeriodEnd,\n        x_ServicePeriodStart,\n        x_SkuCoreCount,\n        x_SkuDescription,\n        x_SkuDetails,\n        x_SkuInstanceType,\n        x_SkuIsCreditEligible,\n        x_SkuLicenseQuantity,\n        x_SkuLicenseStatus,\n        x_SkuLicenseType,\n        x_SkuLicenseUnit,\n        x_SkuMeterCategory,\n        x_SkuMeterId,\n        x_SkuMeterSubcategory,\n        x_SkuOfferId,\n        x_SkuOperatingSystem,\n        x_SkuOrderId,\n        x_SkuOrderName,\n        x_SkuPartNumber,\n        x_SkuPlanName,\n        x_SkuRegion,\n        x_SkuServiceFamily,\n        x_SkuTerm,\n        x_SkuTier,\n        x_SourceChanges,\n        x_SourceName,\n        x_SourceProvider,\n        x_SourceType,\n        x_SourceValues = bag_merge(\n            checkString('BillingPeriodEnd',           old_BillingPeriodEnd,           BillingPeriodEnd),\n            checkString('BillingPeriodStart',         old_BillingPeriodStart,         BillingPeriodStart),\n            checkString('CapacityReservationStatus',  old_CapacityReservationStatus,  CapacityReservationStatus),\n            checkString('ChargeCategory',             old_ChargeCategory,             ChargeCategory),\n            checkString('ChargeClass',                old_ChargeClass,                ChargeClass),\n            checkString('ChargeSubcategory',          old_ChargeSubcategory,          ''),  // Not included in final schema; use empty string\n            checkString('ChargeFrequency',            old_ChargeFrequency,            ChargeFrequency),\n            checkReal('CommitmentDiscountQuantity',   old_CommitmentDiscountQuantity, CommitmentDiscountQuantity),\n            checkString('CommitmentDiscountUnit',     old_CommitmentDiscountUnit,     CommitmentDiscountUnit),\n            checkString('CommitmentDiscountStatus',   old_CommitmentDiscountStatus,   CommitmentDiscountStatus),\n            checkReal('ConsumedQuantity',             old_ConsumedQuantity,           ConsumedQuantity),\n            checkString('ConsumedUnit',               old_ConsumedUnit,               ConsumedUnit),\n            checkReal('ContractedCost',               old_ContractedCost,             ContractedCost),\n            checkReal('ContractedUnitPrice',          old_ContractedUnitPrice,        ContractedUnitPrice),\n            checkReal('EffectiveCost',                old_EffectiveCost,              EffectiveCost),\n            checkReal('ListCost',                     old_ListCost,                   ListCost),\n            checkReal('ListUnitPrice',                old_ListUnitPrice,              ListUnitPrice),\n            checkString('PricingCategory',            old_PricingCategory,            PricingCategory),\n            checkReal('PricingQuantity',              old_PricingQuantity,            PricingQuantity),\n            checkString('ProviderName',               old_ProviderName,               ProviderName),\n            checkString('PublisherName',              old_PublisherName,              PublisherName),\n            checkString('Region',                     old_Region,                     ''),  // Not included in final schema; use empty string\n            checkString('RegionId',                   old_RegionId,                   RegionId),\n            checkString('ResourceId',                 old_ResourceId,                 ResourceId),\n            checkString('ResourceName',               old_ResourceName,               ResourceName),\n            checkString('ResourceType',               old_ResourceType,               ResourceType),\n            checkString('x_AmortizationClass',        old_x_AmortizationClass,        x_AmortizationClass),\n            checkReal('x_EffectiveCostInUsd',         old_x_EffectiveCostInUsd,       x_EffectiveCostInUsd),\n            checkReal('x_EffectiveUnitPrice',         old_x_EffectiveUnitPrice,       x_EffectiveUnitPrice),\n            checkString('x_ResourceType',             old_x_ResourceType,             x_ResourceType)\n        ),\n        x_SourceVersion,\n        x_SubproductName,\n        x_TotalDiscountPercent,\n        x_TotalSavings,\n        x_UsageType\n}\n\n// Costs_final_v1_2 table\n.create-merge table Costs_final_v1_2 (\n    AvailabilityZone:           string,\n    BilledCost:                 real,\n    BillingAccountId:           string,\n    BillingAccountName:         string,\n    BillingAccountType:         string,\n    BillingCurrency:            string,\n    BillingPeriodEnd:           datetime,\n    BillingPeriodStart:         datetime,\n    CapacityReservationId:      string,\n    CapacityReservationStatus:  string,\n    ChargeCategory:             string,\n    ChargeClass:                string,\n    ChargeDescription:          string,\n    ChargeFrequency:            string,\n    ChargePeriodEnd:            datetime,\n    ChargePeriodStart:          datetime,\n    CommitmentDiscountCategory: string,\n    CommitmentDiscountId:       string,\n    CommitmentDiscountName:     string,\n    CommitmentDiscountQuantity: real,\n    CommitmentDiscountStatus:   string,\n    CommitmentDiscountType:     string,\n    CommitmentDiscountUnit:     string,\n    ConsumedQuantity:           real,\n    ConsumedUnit:               string,\n    ContractedCost:             real,\n    ContractedUnitPrice:        real,\n    EffectiveCost:              real,\n    InvoiceId:                  string,\n    InvoiceIssuerName:          string,\n    ListCost:                   real,\n    ListUnitPrice:              real,\n    PricingCategory:            string,\n    PricingCurrency:            string,\n    PricingQuantity:            real,\n    PricingUnit:                string,\n    ProviderName:               string,\n    PublisherName:              string,\n    RegionId:                   string,\n    RegionName:                 string,\n    ResourceId:                 string,\n    ResourceName:               string,\n    ResourceType:               string,\n    ServiceCategory:            string,\n    ServiceName:                string,\n    ServiceSubcategory:         string,\n    SkuId:                      string,\n    SkuMeter:                   string,\n    SkuPriceDetails:            dynamic,\n    SkuPriceId:                 string,\n    SubAccountId:               string,\n    SubAccountName:             string,\n    SubAccountType:             string,\n    Tags:                       dynamic,\n    x_AccountId:                string,    // Azure 1.0-preview(v1)+\n    x_AccountName:              string,    // Azure 1.0-preview(v1)+\n    x_AccountOwnerId:           string,    // Azure 1.0-preview(v1)+\n    x_AmortizationClass:        string,    // Azure 1.2-preview+\n    x_BilledCostInUsd:          real,      // Azure 1.0-preview(v1)+\n    x_BilledUnitPrice:          real,      // Azure 1.0-preview(v1)+\n    x_BillingAccountAgreement:  string,    // Hubs add-on\n    x_BillingAccountId:         string,    // Azure 1.0-preview(v1)+\n    x_BillingAccountName:       string,    // Azure 1.0-preview(v1)+\n    x_BillingExchangeRate:      real,      // Azure 1.0-preview(v1)+\n    x_BillingExchangeRateDate:  datetime,  // Azure 1.0-preview(v1)+\n    x_BillingItemCode:          string,    // Alibaba 1.0\n    x_BillingItemName:          string,    // Alibaba 1.0\n    x_BillingProfileId:         string,    // Azure 1.0-preview(v1)+\n    x_BillingProfileName:       string,    // Azure 1.0-preview(v1)+\n    x_ChargeId:                 string,    // Azure 1.0-preview(v1) only\n    x_CommitmentDiscountNormalizedRatio:      real,    // Azure 1.2-preview+\n    x_CommitmentDiscountPercent:              real,    // Hubs add-on\n    x_CommitmentDiscountSavings:              real,    // Hubs add-on\n    x_CommitmentDiscountSpendEligibility:     string,  // Hubs add-on\n    x_CommitmentDiscountUsageEligibility:     string,  // Hubs add-on\n    x_CommitmentDiscountUtilizationAmount:    real,    // Hubs add-on\n    x_CommitmentDiscountUtilizationPotential: real,    // Hubs add-on\n    x_CommodityCode:            string,    // Alibaba 1.0\n    x_CommodityName:            string,    // Alibaba 1.0\n    x_ComponentName:            string,    // Tencent 1.0\n    x_ComponentType:            string,    // Tencent 1.0\n    x_ConsumedCoreHours:        real,      // Hubs add-on\n    x_ContractedCostInUsd:      real,      // Azure 1.0+\n    x_CostAllocationRuleName:   string,    // Azure 1.0-preview(v1)+\n    x_CostCategories:           dynamic,   // AWS 1.0 (JSON)\n    x_CostCenter:               string,    // Azure 1.0-preview(v1)+\n    x_CostType:                 string,    // GCP Jan 2024\n    x_Credits:                  dynamic,   // GCP Jan 2024\n    x_CurrencyConversionRate:   real,      // GCP Jun 2024\n    x_CustomerId:               string,    // Azure 1.0-preview(v1)+\n    x_CustomerName:             string,    // Azure 1.0-preview(v1)+\n    x_Discount:                 dynamic,   // AWS 1.0 (JSON)\n    x_EffectiveCostInUsd:       real,      // Azure 1.0-preview(v1)+\n    x_EffectiveUnitPrice:       real,      // Azure 1.0-preview(v1)+\n    x_ExportTime:               datetime,  // GCP Jan 2024 / Tencent 1.0\n    x_IngestionTime:            datetime,  // Hubs add-on\n    x_InstanceID:               string,    // Alibaba 1.0\n    x_InvoiceIssuerId:          string,    // Azure 1.0-preview(v1)+\n    x_InvoiceSectionId:         string,    // Azure 1.0-preview(v1)+\n    x_InvoiceSectionName:       string,    // Azure 1.0-preview(v1)+\n    x_ListCostInUsd:            real,      // Azure 1.0-preview(v1)+\n    x_Location:                 string,    // GCP Jan 2024\n    x_NegotiatedDiscountPercent:real,      // Hubs add-on\n    x_NegotiatedDiscountSavings:real,      // Hubs add-on\n    x_Operation:                string,    // AWS 1.0\n    x_OwnerAccountID:           string,    // Tencent 1.0\n    x_PartnerCreditApplied:     string,    // Azure 1.0-preview(v1)+\n    x_PartnerCreditRate:        string,    // Azure 1.0-preview(v1)+\n    x_PricingBlockSize:         real,      // Azure 1.0-preview(v1)+\n    x_PricingSubcategory:       string,    // Azure 1.0-preview(v1)+\n    x_PricingUnitDescription:   string,    // Azure 1.0-preview(v1)+\n    x_Project:                  string,    // GCP Jan 2024\n    x_PublisherCategory:        string,    // Azure 1.0-preview(v1)+\n    x_PublisherId:              string,    // Azure 1.0-preview(v1)+\n    x_ResellerId:               string,    // Azure 1.0-preview(v1)+\n    x_ResellerName:             string,    // Azure 1.0-preview(v1)+\n    x_ResourceGroupName:        string,    // Azure 1.0-preview(v1)+\n    x_ResourceType:             string,    // Azure 1.0-preview(v1)+\n    x_ServiceCode:              string,    // AWS 1.0\n    x_ServiceId:                string,    // GCP Jan 2024\n    x_ServiceModel:             string,    // Azure 1.2-preview+\n    x_ServicePeriodEnd:         datetime,  // Azure 1.0-preview(v1)+\n    x_ServicePeriodStart:       datetime,  // Azure 1.0-preview(v1)+\n    x_SkuCoreCount:             int,       // Hubs add-on\n    x_SkuDescription:           string,    // Azure 1.0-preview(v1)+\n    x_SkuDetails:               dynamic,   // Azure 1.0-preview(v1)+\n    x_SkuInstanceType:          string,    // Hubs add-on\n    x_SkuIsCreditEligible:      bool,      // Azure 1.0-preview(v1)+\n    x_SkuLicenseQuantity:       int,       // Hubs add-on\n    x_SkuLicenseStatus:         string,    // Hubs add-on\n    x_SkuLicenseType:           string,    // Hubs add-on\n    x_SkuLicenseUnit:           string,    // Hubs add-on\n    x_SkuMeterCategory:         string,    // Azure 1.0-preview(v1)+\n    x_SkuMeterId:               string,    // Azure 1.0-preview(v1)+\n    x_SkuMeterSubcategory:      string,    // Azure 1.0-preview(v1)+\n    x_SkuOfferId:               string,    // Azure 1.0-preview(v1)+\n    x_SkuOperatingSystem:       string,    // Hubs add-on\n    x_SkuOrderId:               string,    // Azure 1.0-preview(v1)+\n    x_SkuOrderName:             string,    // Azure 1.0-preview(v1)+\n    x_SkuPartNumber:            string,    // Azure 1.0-preview(v1)+\n    x_SkuPlanName:              string,    // Azure 1.2-preview+\n    x_SkuRegion:                string,    // Azure 1.0-preview(v1)+\n    x_SkuServiceFamily:         string,    // Azure 1.0-preview(v1)+\n    x_SkuTerm:                  int,       // Azure 1.0-preview(v1)+\n    x_SkuTier:                  string,    // Azure 1.0-preview(v1)+\n    x_SourceChanges:            string,    // Hubs add-on\n    x_SourceName:               string,    // Hubs add-on\n    x_SourceProvider:           string,    // Hubs add-on\n    x_SourceType:               string,    // Hubs add-on\n    x_SourceValues:             dynamic,   // Hubs add-on\n    x_SourceVersion:            string,    // Hubs add-on\n    x_SubproductName:           string,    // Tencent 1.0\n    x_TotalDiscountPercent:     real,      // Hubs add-on\n    x_TotalSavings:             real,      // Hubs add-on\n    x_UsageType:                string     // AWS 1.0\n)\n\n// Update policy for Costs_raw -> Costs_final_v1_2 table\n.alter table Costs_final_v1_2 policy update\n```\n[{\n    \"IsEnabled\": true,\n    \"Source\": \"Costs_raw\",\n    \"Query\": \"Costs_transform_v1_2()\",\n    \"IsTransactional\": true,\n    \"PropagateIngestionProperties\": true\n}]\n```\n\n\n//===| Actual costs |===================================================================================================\n// Supported versions:\n// - C360-2025-04\n//======================================================================================================================\n\n// ActualCosts_transform_v1_2 function\n.create-or-alter function\nwith (docstring='ActualCost exports transformed to FOCUS 1.2.', folder='Costs')\nActualCosts_transform_v1_2()\n{\n    // NOTE: All open issues and questions are tracked @ https://github.com/microsoft/finops-toolkit/issues/1111\n    ActualCosts_raw\n    | where ChargeType in ('Purchase', 'Refund') and isnotempty(ReservationId)\n    //\n    //\n    // !!! The rest of the query is reused for both the ActualCosts and AmortizedCosts queries -- Copy all changes in both transform functions !!!\n    //\n    //\n    | extend x_AmortizationClass = case(\n        ChargeType in ('Purchase', 'Refund') and (tolower(ResourceId) contains '/microsoft.capacity/reservationorders/' or tolower(ResourceId) contains '/microsoft.billingbenefits/savingsplanorders/'), 'Principal',\n        ChargeType == 'Usage' and isnotempty(ReservationId) and ChargeType != 'UnusedSavingsPlan', 'Amortized Charge',\n        ''\n    )\n    | extend tmp_ResourceInfo = parse_resourceid(ResourceId)\n    // TODO: PricingCategory needs to include savings plan usage and spot usage\n    | extend PricingCategory = case(\n        x_AmortizationClass == 'Amortized Charge', 'Committed',\n        ChargeType in ('Usage', 'Purchase'), 'Standard',\n        ''\n    )\n    | extend x_ResourceType = tostring(tmp_ResourceInfo.x_ResourceType)\n    | project-rename\n        PricingQuantity = Quantity,\n        x_PricingUnitDescription = UnitOfMeasure\n    | join kind=leftouter (PricingUnits) on x_PricingUnitDescription\n    | join kind=leftouter (Regions) on ResourceLocation\n    | join kind=leftouter (ResourceTypes | project x_ResourceType, ResourceType = SingularDisplayName) on x_ResourceType\n    // TODO: Add the following in 1.2: PublisherName, x_PublisherCategory, x_Environment\n    | join kind=leftouter (Services | where isnotempty(x_ResourceType) | project x_ResourceType, ServiceName, ServiceCategory, ServiceSubcategory, x_ServiceModel) on x_ResourceType\n    | join kind=leftouter (Services | where isnotempty(x_ConsumedService) | summarize take_any(ServiceName), take_any(ServiceCategory), take_any(ServiceSubcategory), take_any(x_ServiceModel) by ConsumedService = x_ConsumedService) on ConsumedService\n    | extend CommitmentDiscountCategory = iff(isnotempty(ReservationId), 'Usage', '')  // TODO: CommitmentDiscountCategory needs to handle savings plans\n    | project\n        AvailabilityZone = AvailabilityZone,\n        BilledCost = iff(x_AmortizationClass == 'Amortized Charge', real(0), Cost),\n        BillingAccountId = strcat('/providers/microsoft.billing/billingaccounts/', BillingAccountId, iff(BillingAccountId == BillingProfileId or isempty(BillingProfileId), '', strcat('/billingprofiles/', BillingProfileId))),\n        BillingAccountName = coalesce(BillingProfileName, BillingAccountName),\n        BillingAccountType = iff(BillingAccountId == BillingProfileId or isempty(BillingProfileId), 'Billing Profile', 'Billing Account'),\n        BillingCurrency,\n        BillingPeriodEnd = startofmonth(BillingPeriodEndDate, 1),\n        BillingPeriodStart = startofmonth(BillingPeriodStartDate),\n        CapacityReservationId = '',\n        CapacityReservationStatus = '',\n        ChargeCategory = case(\n            ChargeType in ('Usage', 'Purchase', 'Credit', 'Tax'), ChargeType,\n            ChargeType in ('UnusedReservation', 'UnusedSavingsPlan'), 'Usage',\n            ChargeType == 'Refund', 'Purchase',\n            'Adjustment'\n        ),\n        ChargeClass = iff(ChargeType == 'Refund', 'Correction', ''),\n        ChargeDescription = Product,\n        ChargeFrequency = case(\n            Frequency == 'UsageBased', 'Usage-Based',\n            Frequency == 'OneTime', 'One-Time',\n            Frequency  // \"Recurring\" and any fallback\n        ),\n        ChargePeriodEnd = Date + 1d,\n        ChargePeriodStart = Date,\n        ChargeSubcategory = '',\n        // TODO: CommitmentDiscount* columns need to handle savings plans\n        CommitmentDiscountCategory,\n        CommitmentDiscountId = iff(isnotempty(ReservationId), strcat('/providers/microsoft.capacity/reservationorders/', ProductOrderId, '/reservations/', ReservationId), ''),\n        CommitmentDiscountName = ReservationName,\n        CommitmentDiscountQuantity = real(null),\n        CommitmentDiscountStatus = case(\n            isempty(ReservationId), '',\n            isnotempty(ReservationId) and ChargeType == 'Usage', 'Used',\n            ChargeType startswith 'Unused', 'Unused',\n            'Unused'\n        ),\n        CommitmentDiscountType = iff(isnotempty(ReservationId), 'Reservation', ''),\n        CommitmentDiscountUnit = '',\n        ConsumedQuantity = PricingQuantity * x_PricingBlockSize,\n        ConsumedUnit = PricingUnit,\n        ContractedCost = UnitPrice * PricingQuantity,\n        ContractedUnitPrice = UnitPrice,\n        EffectiveCost = iff(x_AmortizationClass == 'Principal', real(0), Cost),\n        InvoiceId = '',\n        InvoiceIssuerName = 'Microsoft',\n        ListCost = real(null),\n        ListUnitPrice = real(null),\n        PricingCategory,\n        PricingCurrency = iff(BillingAccountId == BillingProfileId, BillingCurrency, ''),\n        PricingQuantity,\n        PricingUnit,\n        ProviderName = 'Microsoft',\n        PublisherName = iff(PublisherType == 'Marketplace', PublisherName, 'Microsoft'),\n        Region = '',\n        RegionId,\n        RegionName,\n        ResourceId = tostring(tmp_ResourceInfo.ResourceId),\n        ResourceName = tostring(tmp_ResourceInfo.ResourceName),\n        ResourceType,\n        ServiceCategory,\n        ServiceName,\n        ServiceSubcategory,\n        SkuId = '',\n        SkuMeter = MeterName,\n        SkuPriceDetails = '',\n        SkuPriceId = '',\n        SubAccountId = strcat('/subscriptions/', SubscriptionId),\n        SubAccountName = iff(isempty(SubscriptionId), '', SubscriptionName),\n        SubAccountType = iff(isempty(SubscriptionId), '', 'Subscription'),\n        Tags = iff(Tags startswith '{', Tags, strcat('{', Tags, '}')),\n        UsageAmount = real(null),\n        UsageQuantity = real(null),\n        UsageUnit = '',\n        x_AccountId = '',\n        x_AccountName = AccountName,\n        x_AccountOwnerId = AccountOwnerId,\n        x_AmortizationClass = '',\n        x_BilledCostInUsd = real(null),\n        x_BilledUnitPrice = iff(ChargeType == 'Usage' and isnotempty(ReservationId) and ChargeType != 'UnusedSavingsPlan', real(0), UnitPrice),\n        x_BillingAccountId = BillingAccountId,\n        x_BillingAccountName = BillingAccountName,\n        x_BillingExchangeRate = real(null),\n        x_BillingExchangeRateDate = datetime(null),\n        x_BillingItemCode = '',\n        x_BillingItemName = '',\n        x_BillingProfileId = BillingProfileId,\n        x_BillingProfileName = BillingProfileName,\n        x_ChargeId = '',\n        x_CommodityCode = '',\n        x_CommodityName = '',\n        x_ComponentType = '',\n        x_ComponentName = '',\n        x_ContractedCostInUsd = real(null),\n        x_Cost = real(null),\n        x_CostAllocationRuleName = '',\n        x_CostCategories = '',\n        x_CostCenter = CostCenter,\n        x_CostType = '',\n        x_Credits = '',\n        x_CurrencyConversionRate = real(null),\n        x_CustomerId = '',\n        x_CustomerName = '',\n        x_Discount = '',\n        x_EffectiveCostInUsd = real(null),\n        x_EffectiveUnitPrice = iff(ChargeType == 'Usage' and isnotempty(ReservationId) and ChargeType != 'UnusedSavingsPlan', real(0), EffectivePrice),\n        x_ExportTime = datetime(null),\n        x_InstanceID = '',\n        x_InvoiceId = '',\n        x_InvoiceIssuerId = '',\n        x_InvoiceSectionId = InvoiceSectionId,\n        x_InvoiceSectionName = InvoiceSection,\n        x_ListCostInUsd = real(null),\n        x_Location = '',\n        x_OnDemandCost = real(null),\n        x_OnDemandCostInUsd = real(null),\n        x_OnDemandUnitPrice = real(null),\n        x_Operation = '',\n        x_OwnerAccountID = '',\n        x_PartnerCreditApplied = '',\n        x_PartnerCreditRate = '',\n        x_PricingBlockSize,\n        x_PricingCurrency = '',\n        x_PricingSubcategory = case(\n            // TODO: Add x_SkuTier when supported by C360 -- PricingCategory == 'Standard' and isnotempty(x_SkuTier), 'Tiered',\n            PricingCategory == 'Standard', 'Standard',\n            PricingCategory == 'Committed', strcat('Committed ', CommitmentDiscountCategory),\n            PricingCategory == 'Dynamic', 'Spot',\n            ''\n        ),\n        x_PricingUnitDescription,\n        x_Project = '',\n        x_PublisherCategory = iff(PublisherType == 'Marketplace', 'Vendor', 'Cloud Provider'),\n        x_PublisherId = '',\n        x_ResellerId = '',\n        x_ResellerName = '',\n        x_ResourceGroupName = ResourceGroup,\n        x_ResourceType,\n        x_ServiceCode = '',\n        x_ServiceId = '',\n        x_ServiceModel,\n        x_ServicePeriodEnd = datetime(null),\n        x_ServicePeriodStart = datetime(null),\n        x_SkuDescription = Product,\n        x_SkuDetails = iff(AdditionalInfo startswith '{', AdditionalInfo, strcat('{', AdditionalInfo, '}')),\n        x_SkuIsCreditEligible = IsAzureCreditEligible,\n        x_SkuMeterCategory = MeterCategory,\n        x_SkuMeterId = MeterId,\n        x_SkuMeterName = MeterName,\n        x_SkuMeterSubcategory = MeterSubCategory,\n        x_SkuOfferId = OfferId,\n        x_SkuOrderId = ProductOrderId,\n        x_SkuOrderName = ProductOrderName,\n        x_SkuPartNumber = PartNumber,\n        x_SkuPlanName = '',\n        x_SkuRegion = MeterRegion,\n        x_SkuServiceFamily = ServiceFamily,\n        x_SkuTerm = toint(Term),\n        x_SkuTier = '',\n        x_SourceName = 'C360',\n        x_SourceProvider = 'Microsoft',\n        x_SourceType = 'ActualCost',\n        x_SourceVersion = 'C360-2025-04',\n        x_SubproductName = '',\n        x_UsageType = ''\n}\n\n// Update policy for ActualCosts_raw -> Costs_raw table\n.alter table Costs_raw policy update\n``` \n[{\n    \"IsEnabled\": true,\n    \"Source\": \"ActualCosts_raw\",\n    \"Query\": \"ActualCosts_transform_v1_2()\",\n    \"IsTransactional\": true,\n    \"PropagateIngestionProperties\": true\n}]\n```\n\n\n//===| Amortized costs |================================================================================================\n// Supported versions:\n// - C360-2025-04\n//======================================================================================================================\n\n// AmortizedCosts_transform_v1_2 function\n.create-or-alter function\nwith (docstring='ActualCost exports transformed to FOCUS 1.2.', folder='Costs')\nAmortizedCosts_transform_v1_2()\n{\n    // NOTE: All open issues and questions are tracked @ https://github.com/microsoft/finops-toolkit/issues/1111\n    AmortizedCosts_raw\n    //\n    //\n    // !!! The rest of the query is reused for both the ActualCosts and AmortizedCosts queries -- Copy all changes in both transform functions !!!\n    //\n    //\n    | extend x_AmortizationClass = case(\n        ChargeType in ('Purchase', 'Refund') and (tolower(ResourceId) contains '/microsoft.capacity/reservationorders/' or tolower(ResourceId) contains '/microsoft.billingbenefits/savingsplanorders/'), 'Principal',\n        ChargeType == 'Usage' and isnotempty(ReservationId) and ChargeType != 'UnusedSavingsPlan', 'Amortized Charge',\n        ''\n    )\n    | extend tmp_ResourceInfo = parse_resourceid(ResourceId)\n    // TODO: PricingCategory needs to include savings plan usage and spot usage\n    | extend PricingCategory = case(\n        x_AmortizationClass == 'Amortized Charge', 'Committed',\n        ChargeType in ('Usage', 'Purchase'), 'Standard',\n        ''\n    )\n    | extend x_ResourceType = tostring(tmp_ResourceInfo.x_ResourceType)\n    | project-rename\n        PricingQuantity = Quantity,\n        x_PricingUnitDescription = UnitOfMeasure\n    | join kind=leftouter (PricingUnits) on x_PricingUnitDescription\n    | join kind=leftouter (Regions) on ResourceLocation\n    | join kind=leftouter (ResourceTypes | project x_ResourceType, ResourceType = SingularDisplayName) on x_ResourceType\n    // TODO: Add the following in 1.2: PublisherName, x_PublisherCategory, x_Environment\n    | join kind=leftouter (Services | where isnotempty(x_ResourceType) | project x_ResourceType, ServiceName, ServiceCategory, ServiceSubcategory, x_ServiceModel) on x_ResourceType\n    | join kind=leftouter (Services | where isnotempty(x_ConsumedService) | summarize take_any(ServiceName), take_any(ServiceCategory), take_any(ServiceSubcategory), take_any(x_ServiceModel) by ConsumedService = x_ConsumedService) on ConsumedService\n    | extend CommitmentDiscountCategory = iff(isnotempty(ReservationId), 'Usage', '')  // TODO: CommitmentDiscountCategory needs to handle savings plans\n    | project\n        AvailabilityZone = AvailabilityZone,\n        BilledCost = iff(x_AmortizationClass == 'Amortized Charge', real(0), Cost),\n        BillingAccountId = strcat('/providers/microsoft.billing/billingaccounts/', BillingAccountId, iff(BillingAccountId == BillingProfileId or isempty(BillingProfileId), '', strcat('/billingprofiles/', BillingProfileId))),\n        BillingAccountName = coalesce(BillingProfileName, BillingAccountName),\n        BillingAccountType = iff(BillingAccountId == BillingProfileId or isempty(BillingProfileId), 'Billing Profile', 'Billing Account'),\n        BillingCurrency,\n        BillingPeriodEnd = startofmonth(BillingPeriodEndDate, 1),\n        BillingPeriodStart = startofmonth(BillingPeriodStartDate),\n        CapacityReservationId = '',\n        CapacityReservationStatus = '',\n        ChargeCategory = case(\n            ChargeType in ('Usage', 'Purchase', 'Credit', 'Tax'), ChargeType,\n            ChargeType in ('UnusedReservation', 'UnusedSavingsPlan'), 'Usage',\n            ChargeType == 'Refund', 'Purchase',\n            'Adjustment'\n        ),\n        ChargeClass = iff(ChargeType == 'Refund', 'Correction', ''),\n        ChargeDescription = Product,\n        ChargeFrequency = case(\n            Frequency == 'UsageBased', 'Usage-Based',\n            Frequency == 'OneTime', 'One-Time',\n            Frequency  // \"Recurring\" and any fallback\n        ),\n        ChargePeriodEnd = Date + 1d,\n        ChargePeriodStart = Date,\n        ChargeSubcategory = '',\n        // TODO: CommitmentDiscount* columns need to handle savings plans\n        CommitmentDiscountCategory,\n        CommitmentDiscountId = iff(isnotempty(ReservationId), strcat('/providers/microsoft.capacity/reservationorders/', ProductOrderId, '/reservations/', ReservationId), ''),\n        CommitmentDiscountName = ReservationName,\n        CommitmentDiscountQuantity = real(null),\n        CommitmentDiscountStatus = case(\n            isempty(ReservationId), '',\n            isnotempty(ReservationId) and ChargeType == 'Usage', 'Used',\n            ChargeType startswith 'Unused', 'Unused',\n            'Unused'\n        ),\n        CommitmentDiscountType = iff(isnotempty(ReservationId), 'Reservation', ''),\n        CommitmentDiscountUnit = '',\n        ConsumedQuantity = PricingQuantity * x_PricingBlockSize,\n        ConsumedUnit = PricingUnit,\n        ContractedCost = UnitPrice * PricingQuantity,\n        ContractedUnitPrice = UnitPrice,\n        EffectiveCost = iff(x_AmortizationClass == 'Principal', real(0), Cost),\n        InvoiceId = '',\n        InvoiceIssuerName = 'Microsoft',\n        ListCost = real(null),\n        ListUnitPrice = real(null),\n        PricingCategory,\n        PricingCurrency = iff(BillingAccountId == BillingProfileId, BillingCurrency, ''),\n        PricingQuantity,\n        PricingUnit,\n        ProviderName = 'Microsoft',\n        PublisherName = iff(PublisherType == 'Marketplace', PublisherName, 'Microsoft'),\n        Region = '',\n        RegionId,\n        RegionName,\n        ResourceId = tostring(tmp_ResourceInfo.ResourceId),\n        ResourceName = tostring(tmp_ResourceInfo.ResourceName),\n        ResourceType,\n        ServiceCategory,\n        ServiceName,\n        ServiceSubcategory,\n        SkuId = '',\n        SkuMeter = MeterName,\n        SkuPriceDetails = '',\n        SkuPriceId = '',\n        SubAccountId = strcat('/subscriptions/', SubscriptionId),\n        SubAccountName = iff(isempty(SubscriptionId), '', SubscriptionName),\n        SubAccountType = iff(isempty(SubscriptionId), '', 'Subscription'),\n        Tags = iff(Tags startswith '{', Tags, strcat('{', Tags, '}')),\n        UsageAmount = real(null),\n        UsageQuantity = real(null),\n        UsageUnit = '',\n        x_AccountId = '',\n        x_AccountName = AccountName,\n        x_AccountOwnerId = AccountOwnerId,\n        x_AmortizationClass = '',\n        x_BilledCostInUsd = real(null),\n        x_BilledUnitPrice = iff(ChargeType == 'Usage' and isnotempty(ReservationId) and ChargeType != 'UnusedSavingsPlan', real(0), UnitPrice),\n        x_BillingAccountId = BillingAccountId,\n        x_BillingAccountName = BillingAccountName,\n        x_BillingExchangeRate = real(null),\n        x_BillingExchangeRateDate = datetime(null),\n        x_BillingItemCode = '',\n        x_BillingItemName = '',\n        x_BillingProfileId = BillingProfileId,\n        x_BillingProfileName = BillingProfileName,\n        x_ChargeId = '',\n        x_CommodityCode = '',\n        x_CommodityName = '',\n        x_ComponentType = '',\n        x_ComponentName = '',\n        x_ContractedCostInUsd = real(null),\n        x_Cost = real(null),\n        x_CostAllocationRuleName = '',\n        x_CostCategories = '',\n        x_CostCenter = CostCenter,\n        x_CostType = '',\n        x_Credits = '',\n        x_CurrencyConversionRate = real(null),\n        x_CustomerId = '',\n        x_CustomerName = '',\n        x_Discount = '',\n        x_EffectiveCostInUsd = real(null),\n        x_EffectiveUnitPrice = iff(ChargeType == 'Usage' and isnotempty(ReservationId) and ChargeType != 'UnusedSavingsPlan', real(0), EffectivePrice),\n        x_ExportTime = datetime(null),\n        x_InstanceID = '',\n        x_InvoiceId = '',\n        x_InvoiceIssuerId = '',\n        x_InvoiceSectionId = InvoiceSectionId,\n        x_InvoiceSectionName = InvoiceSection,\n        x_ListCostInUsd = real(null),\n        x_Location = '',\n        x_OnDemandCost = real(null),\n        x_OnDemandCostInUsd = real(null),\n        x_OnDemandUnitPrice = real(null),\n        x_Operation = '',\n        x_OwnerAccountID = '',\n        x_PartnerCreditApplied = '',\n        x_PartnerCreditRate = '',\n        x_PricingBlockSize,\n        x_PricingCurrency = '',\n        x_PricingSubcategory = case(\n            // TODO: Add x_SkuTier when supported by C360 -- PricingCategory == 'Standard' and isnotempty(x_SkuTier), 'Tiered',\n            PricingCategory == 'Standard', 'Standard',\n            PricingCategory == 'Committed', strcat('Committed ', CommitmentDiscountCategory),\n            PricingCategory == 'Dynamic', 'Spot',\n            ''\n        ),\n        x_PricingUnitDescription,\n        x_Project = '',\n        x_PublisherCategory = iff(PublisherType == 'Marketplace', 'Vendor', 'Cloud Provider'),\n        x_PublisherId = '',\n        x_ResellerId = '',\n        x_ResellerName = '',\n        x_ResourceGroupName = ResourceGroup,\n        x_ResourceType,\n        x_ServiceCode = '',\n        x_ServiceId = '',\n        x_ServiceModel,\n        x_ServicePeriodEnd = datetime(null),\n        x_ServicePeriodStart = datetime(null),\n        x_SkuDescription = Product,\n        x_SkuDetails = iff(AdditionalInfo startswith '{', AdditionalInfo, strcat('{', AdditionalInfo, '}')),\n        x_SkuIsCreditEligible = IsAzureCreditEligible,\n        x_SkuMeterCategory = MeterCategory,\n        x_SkuMeterId = MeterId,\n        x_SkuMeterName = MeterName,\n        x_SkuMeterSubcategory = MeterSubCategory,\n        x_SkuOfferId = OfferId,\n        x_SkuOrderId = ProductOrderId,\n        x_SkuOrderName = ProductOrderName,\n        x_SkuPartNumber = PartNumber,\n        x_SkuPlanName = '',\n        x_SkuRegion = MeterRegion,\n        x_SkuServiceFamily = ServiceFamily,\n        x_SkuTerm = toint(Term),\n        x_SkuTier = '',\n        x_SourceName = 'C360',\n        x_SourceProvider = 'Microsoft',\n        x_SourceType = 'ActualCost',\n        x_SourceVersion = 'C360-2025-04',\n        x_SubproductName = '',\n        x_UsageType = ''\n}\n\n// Update policy for AmortizedCosts_raw -> Costs_raw table\n.alter table Costs_raw policy update\n``` \n[{\n    \"IsEnabled\": true,\n    \"Source\": \"AmortizedCosts_raw\",\n    \"Query\": \"AmortizedCosts_transform_v1_2()\",\n    \"IsTransactional\": true,\n    \"PropagateIngestionProperties\": true\n}]\n```\n\n\n//===| CommitmentDiscountUsage |========================================================================================\n// Supported versions:\n// - MS EA reservation details: 2023-03-01  -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/reservation-details-ea\n// - MS MCA reservation details: 2023-03-01 -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/reservation-details-mca\n//======================================================================================================================\n\n// CommitmentDiscountUsage_transform_v1_2 function\n.create-or-alter function\nwith (docstring='All commitment discount usage transformed to FOCUS 1.2. This includes reservationdeatils_raw.', folder='Commitment discounts')\nCommitmentDiscountUsage_transform_v1_2()\n{\n    // NOTE: All open issues and questions are tracked @ https://github.com/microsoft/finops-toolkit/issues/1111\n    CommitmentDiscountUsage_raw\n    //\n    // Set ProviderName\n    | extend ProviderName = 'Microsoft'\n    //\n    // Handle resource columns\n    | extend ResourceId = tolower(InstanceId)\n    | extend tmp_ResourceDetails = parse_resourceid(ResourceId)\n    | extend ResourceName        = tostring(tmp_ResourceDetails.ResourceName)\n    | extend SubAccountId        = tostring(tmp_ResourceDetails.SubAccountId)\n    | extend x_ResourceGroupName = tostring(tmp_ResourceDetails.x_ResourceGroupName)\n    | extend x_ResourceType      = tostring(tmp_ResourceDetails.x_ResourceType)\n    | lookup kind=leftouter (ResourceTypes | distinct x_ResourceType, ResourceType = SingularDisplayName) on x_ResourceType\n    | lookup kind=leftouter (Services | distinct x_ResourceType, ServiceName, ServiceCategory, ServiceSubcategory, x_ServiceModel) on x_ResourceType\n    //\n    // Sort columns and apply final transforms\n    | project\n        ChargePeriodEnd                     = UsageDate + 1d,\n        ChargePeriodStart                   = UsageDate,\n        CommitmentDiscountCategory          = 'Usage',\n        CommitmentDiscountId                = tolower(strcat('/providers/microsoft.capacity/reservationorders/', ReservationOrderId, '/reservations/', ReservationId)),\n        CommitmentDiscountQuantity          = UsedHours * InstanceFlexibilityRatio,\n        CommitmentDiscountType              = 'Reservation',\n        CommitmentDiscountUnit              = case(\n            InstanceFlexibilityRatio == 1, 'Hours',\n            InstanceFlexibilityRatio != 1, 'Normalized Hours',\n            ''\n        ),\n        ConsumedQuantity                    = UsedHours,\n        ProviderName,\n        ResourceId,\n        ResourceName,\n        ResourceType,\n        ServiceCategory,\n        ServiceName,\n        ServiceSubcategory,\n        SubAccountId,\n        x_CommitmentDiscountCommittedCount  = TotalReservedQuantity,\n        x_CommitmentDiscountCommittedAmount = ReservedHours,\n        // TODO: Is this needed? -- x_CommitmentDiscountKind            = Kind,\n        x_CommitmentDiscountNormalizedGroup = iff(InstanceFlexibilityGroup == 'NA', '', InstanceFlexibilityGroup),\n        x_CommitmentDiscountNormalizedRatio = InstanceFlexibilityRatio,\n        x_IngestionTime                     = ingestion_time(),\n        x_ResourceGroupName,\n        x_ResourceType,\n        // x_RowId = hash_sha256(strcat(\n        //     // DO NOT CHANGE COLUMNS OR COLUMN ORDER\n        //     CommitmentDiscountId,\n        //     ResourceId,\n        //     ChargePeriodStart\n        // )),\n        x_ServiceModel,\n        x_SkuOrderId                        = ReservationOrderId,\n        x_SkuSize                           = iff(SkuName == 'NA', '', SkuName),\n        x_SourceName                        = coalesce(x_SourceName, iff(ProviderName == 'Microsoft', 'Cost Management', ProviderName)),\n        x_SourceProvider                    = coalesce(x_SourceProvider, ProviderName),\n        x_SourceType                        = coalesce(x_SourceType, iff(ProviderName == 'Microsoft', 'ReservationDetails', '')),\n        x_SourceVersion                     = coalesce(x_SourceVersion, iff(ProviderName == 'Microsoft', '2024-03-01', ''))\n}\n\n// CommitmentDiscountUsage_final_v1_2 table\n.create-merge table CommitmentDiscountUsage_final_v1_2 (\n    ChargePeriodEnd:                     datetime,  // Hubs add-on\n    ChargePeriodStart:                   datetime,  // MS 2023-03-01\n    CommitmentDiscountCategory:          string,    // Hubs add-on\n    CommitmentDiscountId:                string,    // MS 2023-03-01\n    CommitmentDiscountQuantity:          real,      // MS 2023-03-01\n    CommitmentDiscountType:              string,    // Hubs add-on\n    CommitmentDiscountUnit:              string,    // Hubs add-on\n    ConsumedQuantity:                    real,      // MS 2023-03-01\n    ProviderName:                        string,    // Hubs add-on\n    ResourceId:                          string,    // MS 2023-03-01\n    ResourceName:                        string,    // Hubs add-on\n    ResourceType:                        string,    // Hubs add-on\n    ServiceCategory:                     string,    // Hubs add-on\n    ServiceName:                         string,    // Hubs add-on\n    ServiceSubcategory:                  string,    // Hubs add-on\n    SubAccountId:                        string,    // Hubs add-on\n    x_CommitmentDiscountCommittedCount:  real,      // MS 2023-03-01\n    x_CommitmentDiscountCommittedAmount: real,      // MS 2023-03-01\n    x_CommitmentDiscountNormalizedGroup: string,    // MS 2023-03-01\n    x_CommitmentDiscountNormalizedRatio: real,      // MS 2023-03-01\n    x_IngestionTime:                     datetime,  // Hubs add-on\n    x_ResourceGroupName:                 string,    // Hubs add-on\n    x_ResourceType:                      string,    // Hubs add-on\n    x_ServiceModel:                      string,    // Hubs add-on\n    x_SkuOrderId:                        string,    // MS 2023-03-01\n    x_SkuSize:                           string,    // MS 2023-03-01\n    x_SourceName:                        string,    // Hubs add-on\n    x_SourceProvider:                    string,    // Hubs add-on\n    x_SourceType:                        string,    // Hubs add-on\n    x_SourceVersion:                     string     // Hubs add-on\n)\n\n// Update policy for CommitmentDiscountUsage_raw -> CommitmentDiscountUsage_final_v1_2 table\n.alter table CommitmentDiscountUsage_final_v1_2 policy update\n```\n[{\n    \"IsEnabled\": true,\n    \"Source\": \"CommitmentDiscountUsage_raw\",\n    \"Query\": \"CommitmentDiscountUsage_transform_v1_2()\",\n    \"IsTransactional\": true,\n    \"PropagateIngestionProperties\": true\n}]\n```\n\n\n//===| Recommendations |================================================================================================\n// Supported datasets/versions:\n// - MS CM EA reservation recommendations: 2023-05-01  -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/reservation-recommendations-ea\n// - MS CM MCA reservation recommendations: 2023-05-01 -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/reservation-recommendations-mca\n//======================================================================================================================\n\n// Recommendations_transform_v1_2 function\n.create-or-alter function\nwith (docstring='All recommendations transformed to FOCUS 1.2.', folder='Recommendations')\nRecommendations_transform_v1_2()\n{\n    // NOTE: All open issues and questions are tracked @ https://github.com/microsoft/finops-toolkit/issues/1111\n    let isoMonths = (duration: string) {\n        let number = toint(replace_regex(duration, @'[PMY]', ''));\n        toint(case(\n            duration == '', int(null),\n            duration endswith \"Y\", number * 12,\n            duration endswith \"M\", number,\n            -1\n        ))\n    };\n    Recommendations_raw\n    | extend x_IngestionTime = ingestion_time()\n    //\n    // Set ProviderName\n    | extend ProviderName = 'Microsoft'\n    //\n    // Set source columns\n    | extend x_SourceName     = coalesce(x_SourceName, iff(ProviderName == 'Microsoft', 'Cost Management', ProviderName))\n    | extend x_SourceProvider = coalesce(x_SourceProvider, ProviderName)\n    | extend x_SourceType     = coalesce(x_SourceType, iff(ProviderName == 'Microsoft', 'ReservationRecommendations', ''))\n    | extend x_SourceVersion  = coalesce(x_SourceVersion, iff(ProviderName == 'Microsoft', '2023-05-01', ''))\n    //\n    // Convert JSON cost columns to real\n    | extend CostWithNoReservedInstances    = case(isnotempty(CostWithNoReservedInstances),    CostWithNoReservedInstances,    isnotempty(CostWithNoReservedInstancesJson),    toreal(extract(@'\"value\":([0-9\\.]+)', 1, CostWithNoReservedInstancesJson)),    CostWithNoReservedInstances)\n    | extend NetSavings                     = case(isnotempty(NetSavings),                     NetSavings,                     isnotempty(NetSavingsJson),                     toreal(extract(@'\"value\":([0-9\\.]+)', 1, NetSavingsJson)),                     NetSavings)\n    | extend TotalCostWithReservedInstances = case(isnotempty(TotalCostWithReservedInstances), TotalCostWithReservedInstances, isnotempty(TotalCostWithReservedInstancesJson), toreal(extract(@'\"value\":([0-9\\.]+)', 1, TotalCostWithReservedInstancesJson)), TotalCostWithReservedInstances)\n    //\n    // Parse x_RecommendationDetails from JSON string (ARG queries serialize to string for Parquet compatibility)\n    | extend x_RecommendationDetails = iff(gettype(x_RecommendationDetails) == 'string', parse_json(tostring(x_RecommendationDetails)), x_RecommendationDetails)\n    //\n    // Normalize x_RecommendationDetails keys to x_PascalCase (Advisor extendedProperties use camelCase)\n    // Guard: inject a placeholder key so mv-apply doesn't drop rows with null/empty bags\n    | extend x_RecommendationDetails = bag_merge(coalesce(x_RecommendationDetails, dynamic({})), bag_pack('__placeholder', ''))\n    | mv-apply k = bag_keys(x_RecommendationDetails) on (\n        where isnotempty(tostring(k)) and tostring(k) != '__placeholder'\n        | extend newKey = iff(tostring(k) startswith 'x_', tostring(k), strcat('x_', toupper(substring(tostring(k), 0, 1)), substring(tostring(k), 1)))\n        | summarize x_RecommendationDetails = make_bag(bag_pack(newKey, x_RecommendationDetails[tostring(k)]))\n    )\n    //\n    // Build recommendation details\n    | lookup kind=leftouter (Regions | summarize RegionName = make_set(RegionName)[0] by Location = RegionId) on Location\n    | extend x_RecommendationDetails = case(\n        // Use incoming x_RecommendationDetails first\n        isnotempty(x_RecommendationDetails), x_RecommendationDetails,\n        // Create one for reservation recommendations if needed\n        x_SourceType == 'ReservationRecommendations', bag_pack(\n            'CommitmentDiscountNormalizedGroup', InstanceFlexibilityGroup,\n            'CommitmentDiscountNormalizedRatio', InstanceFlexibilityRatio,\n            'CommitmentDiscountNormalizedSize', NormalizedSize,\n            'CommitmentDiscountResourceType', ResourceType,\n            'CommitmentDiscountScope', Scope,\n            'LookbackPeriodDuration', case(\n                LookBackPeriod matches regex @'^Last([0-9]+)Days$', replace_regex(LookBackPeriod, @'^Last([0-9]+)Days$', @'P\\1D'),\n                LookBackPeriod matches regex @'^[0-9]+$',           strcat('P', LookBackPeriod, 'D'),\n                ''\n            ),\n            'LookbackPeriodStart', FirstUsageDate,\n            'RecommendedQuantity', RecommendedQuantity,\n            'RecommendedQuantityNormalized', RecommendedQuantityNormalized,\n            'RegionId', Location,\n            'RegionName', RegionName,\n            'SkuMeterId', MeterId,\n            'SkuPriceDetails', SkuProperties,\n            'SkuSize', coalesce(SKU, SkuName),\n            'SkuTerm', isoMonths(Term)\n        ),\n        dynamic({})\n    )\n    //\n    // Prefer specified date, then fall back to generating a date based on reservation recommendation lookback period, then validate to ensure it's not in the future\n    | extend x_RecommendationDate = coalesce(x_RecommendationDate, FirstUsageDate + (toint(extract(@'^P([0-9]+)D$', 1, tostring(x_RecommendationDetails.LookbackPeriodDuration))) * 1d))\n    | extend x_RecommendationDate = iff(x_RecommendationDate > now(), startofday(now()), x_RecommendationDate)\n    //\n    // Derive x_ResourceType from ResourceId\n    | extend tmp_ResourceType = tostring(parse_resourceid(ResourceId).x_ResourceType)\n    | extend x_RecommendationDetails = iff(isnotempty(tmp_ResourceType), bag_merge(bag_pack('x_ResourceType', tmp_ResourceType), x_RecommendationDetails), x_RecommendationDetails)\n    //\n    // Set ResourceType display name from x_ResourceType code\n    | extend ResourceType = coalesce(ResourceType, tostring(resource_type(tmp_ResourceType).SingularDisplayName), tmp_ResourceType)\n    //\n    | project\n        ProviderName,\n        ResourceId = tolower(ResourceId),      // Force lowercase for consistent grouping/filtering\n        ResourceName = tolower(iff(tmp_ResourceType =~ 'microsoft.resources/subscriptions', coalesce(SubAccountName, ResourceName), ResourceName)),  // Use subscription name for subscription-level recommendations\n        ResourceType,\n        SubAccountId = coalesce(SubAccountId, iff(isnotempty(SubscriptionId), strcat('/subscriptions/', SubscriptionId), '')),\n        SubAccountName,\n        x_EffectiveCostAfter = coalesce(x_EffectiveCostAfter, TotalCostWithReservedInstances),\n        x_EffectiveCostBefore = coalesce(x_EffectiveCostBefore, CostWithNoReservedInstances),\n        x_EffectiveCostSavings = coalesce(x_EffectiveCostSavings, NetSavings, toreal(x_RecommendationDetails.x_SavingsAmount), toreal(x_RecommendationDetails.x_AnnualSavingsAmount) / 12),\n        x_IngestionTime,\n        x_RecommendationCategory,  // TODO: Set for reservation recommendations\n        x_RecommendationDate,\n        x_RecommendationDescription = coalesce(x_RecommendationDescription, tostring(x_RecommendationDetails.x_RecommendationSolution), tostring(x_RecommendationDetails.x_RecommendationSubCategory)),\n        x_RecommendationDetails,\n        x_RecommendationId = tolower(x_RecommendationId),    // TODO: Set for reservation recommendations; force lowercase for consistent grouping/filtering\n        x_ResourceGroupName = tolower(x_ResourceGroupName),  // Force lowercase for consistent grouping/filtering\n        x_SourceName,\n        x_SourceProvider,\n        x_SourceType,\n        x_SourceVersion\n}\n\n// Recommendations_final_v1_2 table\n.create-merge table Recommendations_final_v1_2 (\n    ProviderName:                string,\n    ResourceId:                  string,\n    ResourceName:                string,\n    ResourceType:                string,\n    SubAccountId:                string,\n    SubAccountName:              string,\n    x_EffectiveCostAfter:        real,\n    x_EffectiveCostBefore:       real,\n    x_EffectiveCostSavings:      real,\n    x_IngestionTime:             datetime,\n    x_RecommendationCategory:    string,\n    x_RecommendationDate:        datetime,\n    x_RecommendationDescription: string,\n    x_RecommendationDetails:     dynamic,\n    x_RecommendationId:          string,\n    x_ResourceGroupName:         string,\n    x_SourceName:                string,\n    x_SourceProvider:            string,\n    x_SourceType:                string,\n    x_SourceVersion:             string\n)\n\n// Update policy for Recommendations_raw -> Recommendations_final_v1_2 table\n.alter table Recommendations_final_v1_2 policy update\n```\n[{\n    \"IsEnabled\": true,\n    \"Source\": \"Recommendations_raw\",\n    \"Query\": \"Recommendations_transform_v1_2()\",\n    \"IsTransactional\": true,\n    \"PropagateIngestionProperties\": true\n}]\n```\n\n\n//===| Transactions |===================================================================================================\n// Supported versions:\n// - MS CM EA reservation transactions: 2023-05-01  -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/reservation-transactions-ea\n// - MS CM MCA reservation transactions: 2023-05-01 -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/reservation-transactions-mca\n//======================================================================================================================\n\n// Transactions_transform_v1_2 function\n.create-or-alter function\nwith (docstring='All transactions transformed to FOCUS 1.2.', folder='Transactions')\nTransactions_transform_v1_2()\n{\n    // NOTE: All open issues and questions are tracked @ https://github.com/microsoft/finops-toolkit/issues/1111\n    let isoMonths = (duration: string) {\n        let number = toint(replace_regex(duration, @'[PMY]', ''));\n        toint(case(\n            duration == '', int(null),\n            duration endswith \"Y\", number * 12,\n            duration endswith \"M\", number,\n            -1\n        ))\n    };\n    Transactions_raw\n    //\n    // Set ProviderName\n    | extend ProviderName = 'Microsoft'\n    //\n    // Set source columns\n    | extend x_SourceName     = coalesce(x_SourceName, iff(ProviderName == 'Microsoft', 'Cost Management', ProviderName))\n    | extend x_SourceProvider = coalesce(x_SourceProvider, ProviderName)\n    | extend x_SourceType     = coalesce(x_SourceType, iff(ProviderName == 'Microsoft', 'ReservationTransactions', ''))\n    | extend x_SourceVersion  = coalesce(x_SourceVersion, iff(ProviderName == 'Microsoft', '2023-05-01', ''))\n    //\n    // Handle BillingPeriodStart/End\n    | extend BillingMonth = tostring(BillingMonth)\n    | extend BillingPeriodStart = iff(isempty(BillingMonth), datetime(null), todatetime(strcat(substring(BillingMonth, 0, 4), \"-\", substring(BillingMonth, 4, 2), \"-\", substring(BillingMonth, 6, 2))))\n    | extend BillingPeriodEnd = iff(isempty(BillingMonth), datetime(null), startofmonth(endofmonth(BillingPeriodStart) + 1d))\n    //\n    // Sort columns and apply final transforms\n    | project\n        BilledCost = Amount,\n        BillingAccountId = case(\n            BillingProfileId startswith '/', BillingProfileId,\n            isnotempty(CurrentEnrollmentId), strcat('/providers/Microsoft.Billing/billingAccounts/', CurrentEnrollmentId),\n            isnotempty(BillingProfileId), strcat('/providers/Microsoft.Billing/billingProfiles/', BillingProfileId),\n            ''\n        ),\n        BillingAccountName = coalesce(BillingProfileName, CurrentEnrollmentId),\n        BillingCurrency = Currency,\n        BillingPeriodEnd,\n        BillingPeriodStart,\n        ChargeCategory = case(\n            EventType in ('Cancel', 'Purchase', 'Refund'), 'Purchase',\n            'Adjustment'\n        ),\n        ChargeClass = case(\n            EventType == 'Cancel', 'Cancel',  // FOCUS does not handle this scenario\n            EventType == 'Refund', 'Correction',\n            ''\n        ),\n        ChargeDescription = Description,\n        ChargeFrequency   = case(\n            BillingFrequency == 'OneTime', 'One-Time',\n            BillingFrequency == 'Recurring', 'Recurring',\n            BillingFrequency\n        ),\n        ChargePeriodStart    = EventDate,\n        InvoiceId,\n        PricingQuantity      = Quantity,\n        PricingUnit          = 'Reservations',\n        ProviderName,\n        RegionId             = Region,\n        RegionName           = Region,\n        SubAccountId         = iff(isempty(PurchasingSubscriptionGuid), '', strcat('/subscriptions/', PurchasingSubscriptionGuid)),\n        SubAccountName       = iff(isempty(PurchasingSubscriptionGuid), '', PurchasingSubscriptionName),\n        x_AccountName        = AccountName,\n        x_AccountOwnerId     = AccountOwnerEmail,\n        x_CostCenter         = CostCenter,\n        x_InvoiceNumber      = Invoice,\n        x_InvoiceSectionId   = InvoiceSectionId,\n        x_InvoiceSectionName = coalesce(InvoiceSectionName, DepartmentName),\n        x_IngestionTime      = ingestion_time(),\n        x_MonetaryCommitment = MonetaryCommitment,\n        x_Overage            = Overage,\n        x_PurchasingBillingAccountId = PurchasingEnrollment,\n        x_SkuOrderId         = ReservationOrderId,\n        x_SkuOrderName       = ReservationOrderName,\n        x_SkuSize            = ArmSkuName,\n        x_SkuTerm            = isoMonths(Term),\n        x_SourceName,\n        x_SourceProvider,\n        x_SourceType,\n        x_SourceVersion,\n        x_SubscriptionId  = PurchasingSubscriptionGuid,\n        x_TransactionType = EventType\n}\n\n// Transactions_final_v1_2 table\n.create-merge table Transactions_final_v1_2 (\n    BilledCost:                   real,      // MS CM EA+MCA 2023-05-01\n    BillingAccountId:             string,    // MS CM EA+MCA 2023-05-01\n    BillingAccountName:           string,    // MS CM EA+MCA 2023-05-01\n    BillingCurrency:              string,    // MS CM EA+MCA 2023-05-01\n    BillingPeriodEnd:             datetime,  // MS CM EA+MCA 2023-05-01\n    BillingPeriodStart:           datetime,  // MS CM EA+MCA 2023-05-01\n    ChargeCategory:               string,    // Hubs add-on\n    ChargeClass:                  string,    // Hubs add-on\n    ChargeDescription:            string,    // MS CM EA+MCA 2023-05-01\n    ChargeFrequency:              string,    // MS CM EA+MCA 2023-05-01\n    ChargePeriodStart:            datetime,  // MS CM EA+MCA 2023-05-01\n    InvoiceId:                    string,    // MS CM MCA 2023-05-01\n    PricingQuantity:              real,      // MS CM EA+MCA 2023-05-01\n    PricingUnit:                  string,    // Hubs add-on\n    ProviderName:                 string,    // Hubs add-on\n    RegionId:                     string,    // MS CM EA+MCA 2023-05-01\n    RegionName:                   string,    // MS CM EA+MCA 2023-05-01\n    SubAccountId:                 string,    // MS CM EA+MCA 2023-05-01\n    SubAccountName:               string,    // MS CM EA+MCA 2023-05-01\n    x_AccountName:                string,    // MS CM EA 2023-05-01\n    x_AccountOwnerId:             string,    // MS CM EA 2023-05-01\n    x_CostCenter:                 string,    // MS CM EA 2023-05-01\n    x_InvoiceNumber:              string,    // MS CM MCA 2023-05-01\n    x_InvoiceSectionId:           string,    // MS CM MCA 2023-05-01\n    x_InvoiceSectionName:         string,    // MS CM MCA 2023-05-01\n    x_IngestionTime:              datetime,  // Hubs add-on\n    x_MonetaryCommitment:         real,      // MS CM EA 2023-05-01\n    x_Overage:                    real,      // MS CM EA 2023-05-01\n    x_PurchasingBillingAccountId: string,    // MS CM EA 2023-05-01\n    x_SkuOrderId:                 string,    // MS CM EA+MCA 2023-05-01\n    x_SkuOrderName:               string,    // MS CM EA+MCA 2023-05-01\n    x_SkuSize:                    string,    // MS CM EA+MCA 2023-05-01\n    x_SkuTerm:                    int,       // MS CM EA+MCA 2023-05-01\n    x_SourceName:                 string,    // Hubs add-on\n    x_SourceProvider:             string,    // Hubs add-on\n    x_SourceType:                 string,    // Hubs add-on\n    x_SourceVersion:              string,    // Hubs add-on\n    x_SubscriptionId:             string,    // MS CM EA+MCA 2023-05-01\n    x_TransactionType:            string     // MS CM EA+MCA 2023-05-01\n)\n\n// Update policy for Transactions_raw -> Transactions_final_v1_2 table\n.alter table Transactions_final_v1_2 policy update\n```\n[{\n    \"IsEnabled\": true,\n    \"Source\": \"Transactions_raw\",\n    \"Query\": \"Transactions_transform_v1_2()\",\n    \"IsTransactional\": true,\n    \"PropagateIngestionProperties\": true\n}]\n```\n",
-                    "$fxv#11": "// Copyright (c) Microsoft Corporation.\n// Licensed under the MIT License.\n\n//======================================================================================================================\n// Common utility functions\n//\n// TIP: Use Ctrl+K,Ctrl+0 to collapse all regions in VS Code\n//======================================================================================================================\n\n\n//===| Date functions |=================================================================================================\n\n// monthstring\n.create-or-alter function \nwith (docstring = @'Returns the name of the month for the specified date (e.g. Jan or January)', folder =@'Common') \nmonthstring(['date']: datetime, length: int = 9)\n{\n    substring(dynamic(['January','February','March','April','May','June','July','August','September','October','November','December'])[getmonth(['date']) - 1], 0, length)\n}\n\n// datestring\n.create-or-alter function \nwith (docstring = @'Converts 2 dates into a simple, user-friendly date range (e.g. Jan 1-Jan 3)', folder =@'Common') \ndatestring(start: datetime, end: datetime = datetime('0001-01-01'))\n{\n    let month = (d: datetime) { monthstring(d, 3) };\n    let endDate = iff(end == datetime('0001-01-01'), start, end);\n    let sameDate = startofday(start) == startofday(endDate);\n    let sameMonth = startofmonth(start) == startofmonth(endDate);\n    let sameYear = startofyear(start) == startofyear(endDate);\n    let fullMonth = startofday(start) == startofmonth(start) and startofday(endDate) == startofday(endofmonth(endDate));\n    let fullYear = startofday(start) == startofyear(start) and startofday(endDate) == startofday(endofyear(endDate));\n    let currentYear = sameYear and startofyear(start) == startofyear(now());\n    case(\n        // Full year             | yyyy (same year) / yyyy-yyyy (diff years)\n        fullYear,\n            strcat(getyear(start), iff(sameYear, '', strcat('-', getyear(endDate)))),\n        // 1 full mo, same year  | Mmm yyyy\n        fullMonth and sameMonth and sameYear,\n            strcat(month(start), ' ', getyear(start)),\n        // 2+ full mo, same year | Mmm-Mmm (current year) / Mmm-Mmm yyyy (other year)\n        fullMonth and sameYear,\n            strcat(month(start), '-', month(endDate), iff(currentYear, '', strcat(' ', getyear(endDate)))),\n        // Full mo, diff year    | Mmm yyyy-Mmm yyyy\n        fullMonth and not(sameYear),\n            strcat(month(start), ' ', getyear(start), '-', month(endDate), ' ', getyear(endDate)),\n        // Same date             | Mmm d (current year) / Mmm d, yyyy (other year)\n        sameDate,\n            strcat(month(start), ' ', dayofmonth(start), iff(currentYear, '', strcat(', ', getyear(endDate)))),\n        // 1 partial M, same Y   | Mmm d-d (current year) / Mmm d-d, yyyy (other year)\n        not(fullMonth) and sameMonth and sameYear,\n            strcat(month(start), ' ', dayofmonth(start), '-', dayofmonth(endDate), iff(currentYear, '', strcat(' ', getyear(endDate)))),\n        // 2+ partial M, same Y  | Mmm d-Mmm d (current year) / Mmm d-Mmm d, yyyy (other year)\n        not(fullMonth) and not(sameMonth) and sameYear,\n            strcat(month(start), ' ', dayofmonth(start), '-', month(endDate), ' ', dayofmonth(endDate), iff(currentYear, '', strcat(', ', getyear(endDate)))),\n        // All other cases       | Mmm d, yyyy-Mmm d, yyyy\n        strcat(month(start), ' ', dayofmonth(start), ', ', getyear(start), '-', month(endDate), ' ', dayofmonth(endDate), ', ', getyear(endDate))\n    )\n}\n\n// daterange\n.create-or-alter function \nwith (docstring = @'DEPRECATED: Please use datestring(); function will be removed on or after the Jan 2026 release', folder =@'Common') \ndaterange(start: datetime, end: datetime = datetime('0001-01-01'))\n{\n    datestring(start, end)\n}\n\n// monthsago\n.create-or-alter function \nwith (docstring = 'DEPRECATED: Please use startofmonth(now(), -<# of months>); function will be removed on or after the Jan 2026 release', folder = 'Common')\nmonthsago(months: int)\n{\n    datetime_add('month', -months, startofmonth(now()))\n}\n\n\n//===| Number functions |===============================================================================================\n// NOTE: Must be defined before string converters\n\n// delta\n.create-or-alter function \nwith (docstring = @'Compares 2 values and returns the percentage change from oldval to newval', folder =@'Common') \ndelta(oldval: double, newval: double)\n{\n    (newval - todouble(oldval))/oldval\n}\n\n// percentOfTotal\n// NOTE: Must be before percent() function\n.create-or-alter function \nwith (docstring = @'Calculates the percentage of each record based on a required Count column', folder =@'Common') \npercentOfTotal(t: (Count: long), tot: long)\n{\n    let total = todouble(tot);\n    t \n    | extend Percent = round(Count / total * 100, 3) \n    | order by Count desc\n}\n\n// percent\n.create-or-alter function \nwith (docstring = @'Calculates the percentage of each record based on a required Count column', folder =@'Common') \npercent(t: (Count: long))\n{\n    let total = todouble(toscalar(t | summarize sum(Count)));\n    percentOfTotal(t, total)\n}\n\n// plusminus\n.create-or-alter function \nwith (docstring = 'Shows a +/- sign based on the direction of the number', folder = 'Common')\nplusminus(val: string)\n{\n    let neg = substring(val, 0, 1) == '-';\n    iff(neg, val, strcat('+', val))\n}\n\n// updown\n.create-or-alter function \nwith (docstring = 'Shows an up/down arrow based on the direction of the number', folder = 'Common')\nupdown(val: string)\n{\n    // TODO: Handle 0\n    let neg = substring(val, 0, 1) == '-';\n    iff(neg, strcat('↓', substring(val, 1)), strcat('↑', val))\n}\n\n\n//===| String functions |===============================================================================================\n\n// percentstring\n// NOTE: Must be defined before deltastring\n.create-or-alter function \nwith (docstring = 'Calculate a percentage and render as a string', folder = 'Common')\npercentstring(num: double, total: double = 1.0, places: int = 9)\n{\n    let value = 1.0 * num / total * 100;\n    strcat(case(\n        places != 9, round(value, places),\n        value < 10,  round(value, 2),\n        round(value, 1)\n    ), '%')\n}\n\n//----------------------------------------------------------------------------------------------------------------------\n\n// arraystring\n.create-or-alter function \nwith (docstring = 'Convert an array to a comma-delimited string', folder = 'Common')\narraystring(arr: dynamic)\n{\n    replace_string(replace_regex(replace_regex(replace_regex(replace_regex(replace_regex(\n        tostring(arr)\n        , @'^\\[\"', '')\n        , @'\"\\]$', '')\n        , @'^, ', '')\n        , @', $', '')\n        , @'^\\[]$', '')\n        , '\",\"', ', ')\n}\n\n// deltastring\n.create-or-alter function \nwith (docstring = 'Calculate a delta percentage and render as a string', folder = 'Common')\ndeltastring(oldval: double, newval: double, places: int = 1, useArrows: bool = false)\n{\n    let d = delta(oldval, newval);\n    strcat(case(useArrows and d > 0, '↑', useArrows and d < 0, '↓', d < 0, '-', ''), percentstring(abs(d), 1, places))\n}\n\n// diffstring\n.create-or-alter function \nwith (docstring = 'Calculate the difference and render as a string', folder = 'Common')\ndiffstring(oldval: double, newval: double, places: int = 1)\n{\n    plusminus(round(newval - oldval, places))\n}\n\n// numberstring\n.create-or-alter function \nwith (docstring = 'Convert a number to a string', folder = 'Common')\nnumberstring(num: double, abbrev: bool = true)\n{\n    replace_regex(case(\n        num >= 10000000000000, strcat(round(1.0 * num / 1000000000000, 1), 'T'),\n        num >= 1000000000000,  strcat(round(1.0 * num / 1000000000000, 2), 'T'),\n        num >= 10000000000,    strcat(round(1.0 * num / 1000000000, 1), 'B'),\n        num >= 1000000000,     strcat(round(1.0 * num / 1000000000, 2), 'B'),\n        num >= 10000000,       strcat(round(1.0 * num / 1000000, 1), 'M'),\n        num >= 1000000,        strcat(round(1.0 * num / 1000000, 2), 'M'),\n        num >= 10000,          strcat(round(1.0 * num / 1000, 1), 'K'),\n        // Kusto doesn't support back-refs yet -- num > 1000, replace_regex(tostring(num), @'(\\d)(?=(\\d{3})+\\.)', @'\\1,'), // See https://docs.microsoft.com/azure/data-explorer/kusto/query/re2-library\n        num > 1000, replace_regex(tostring(num), @'([0-9]{3})$', @',\\1'), //num / 1000, ',', substring(tostring(num), 0) - (num / 1000 * 1000)),\n        tostring(num)\n    ), @'\\.0$', '')\n}\n\n\n//===| Other |==========================================================================================================\n\n// ifempty\n.create-or-alter function \nwith (docstring = 'Replaces an empty value with the specified default value', folder = 'Common')\nifempty(val: dynamic, defaultVal: dynamic)\n{\n    iff(isempty(val), defaultVal, val)\n}\n",
-                    "$fxv#12": "// Copyright (c) Microsoft Corporation.\n// Licensed under the MIT License.\n\n//======================================================================================================================\n// Hub database / Open data functions\n// Wrap Ingestion database tables for easy access.\n//======================================================================================================================\n\n// For allowed commands, see https://learn.microsoft.com/azure/data-explorer/database-script\n\n\n// PricingUnits\n.create-or-alter function\nwith (docstring = 'Gets pricing units from the FinOps toolkit PricingUnits open data.', folder = 'OpenData')\nPricingUnits()\n{\n    database('Ingestion').PricingUnits\n}\n\n// Regions\n.create-or-alter function\nwith (docstring = 'Gets regions from the FinOps toolkit Regions open data.', folder = 'OpenData')\nRegion()\n{\n    database('Ingestion').Regions\n}\n\n// ResourceTypes\n.create-or-alter function\nwith (docstring = 'Gets resource types from the FinOps toolkit ResourceTypes open data.', folder = 'OpenData')\nResourceType()\n{\n    database('Ingestion').ResourceTypes\n}\n\n// Services\n.create-or-alter function\nwith (docstring = 'Gets services from the FinOps toolkit Services open data.', folder = 'OpenData')\nServices()\n{\n    database('Ingestion').Services\n}\n",
-                    "$fxv#13": "// Copyright (c) Microsoft Corporation.\n// Licensed under the MIT License.\n\n//======================================================================================================================\n// Hub database / FOCUS 1.0 functions\n// Used for reporting with backward compatibility.\n//======================================================================================================================\n\n// For allowed commands, see https://learn.microsoft.com/azure/data-explorer/database-script\n\n\n// CommitmentDiscountUsage_final_v1_0\n.create-or-alter function\nwith (docstring = 'Gets all commitment discount usage records aligned to FOCUS 1.0.', folder = 'CommitmentDiscountUsage')\nCommitmentDiscountUsage_v1_0()\n{\n    database('Ingestion').CommitmentDiscountUsage_final_v1_0\n    | union (\n        database('Ingestion').CommitmentDiscountUsage_final_v1_2\n        // Convert real to decimal\n        | extend\n            CommitmentDiscountQuantity          = todecimal(CommitmentDiscountQuantity),\n            ConsumedQuantity                    = todecimal(ConsumedQuantity),\n            x_CommitmentDiscountCommittedCount  = todecimal(x_CommitmentDiscountCommittedCount),\n            x_CommitmentDiscountCommittedAmount = todecimal(x_CommitmentDiscountCommittedAmount),\n            x_CommitmentDiscountNormalizedRatio = todecimal(x_CommitmentDiscountNormalizedRatio)\n    )\n    | project\n        ChargePeriodEnd,\n        ChargePeriodStart,\n        CommitmentDiscountCategory,\n        CommitmentDiscountId,\n        CommitmentDiscountType,\n        ConsumedQuantity,\n        ProviderName,\n        ResourceId,\n        ResourceName,\n        ResourceType,\n        ServiceCategory,\n        ServiceName,\n        SubAccountId,\n        x_CommitmentDiscountCommittedCount,\n        x_CommitmentDiscountCommittedAmount,\n        x_CommitmentDiscountNormalizedGroup,\n        x_CommitmentDiscountNormalizedRatio,\n        x_CommitmentDiscountQuantity,\n        x_IngestionTime,\n        x_ResourceGroupName,\n        x_ResourceType,\n        x_ServiceModel,\n        x_SkuOrderId,\n        x_SkuSize,\n        x_SourceName,\n        x_SourceProvider,\n        x_SourceType,\n        x_SourceVersion\n}\n\n\n// Costs_final_v1_0\n.create-or-alter function\nwith (docstring = 'Gets all cost and usage records aligned to FOCUS 1.0.', folder = 'Costs')\nCosts_v1_0()\n{\n    database('Ingestion').Costs_final_v1_0\n    | union (\n        database('Ingestion').Costs_final_v1_2\n        // Convert real to decimal\n        | extend\n            BilledCost                          = todecimal(BilledCost),\n            CommitmentDiscountQuantity          = todecimal(CommitmentDiscountQuantity),\n            ConsumedQuantity                    = todecimal(ConsumedQuantity),\n            ContractedCost                      = todecimal(ContractedCost),\n            ContractedUnitPrice                 = todecimal(ContractedUnitPrice),\n            EffectiveCost                       = todecimal(EffectiveCost),\n            ListCost                            = todecimal(ListCost),\n            ListUnitPrice                       = todecimal(ListUnitPrice),\n            PricingQuantity                     = todecimal(PricingQuantity),\n            x_BilledCostInUsd                   = todecimal(x_BilledCostInUsd),\n            x_BilledUnitPrice                   = todecimal(x_BilledUnitPrice),\n            x_BillingExchangeRate               = todecimal(x_BillingExchangeRate),\n            x_CommitmentDiscountNormalizedRatio = todecimal(x_CommitmentDiscountNormalizedRatio),\n            x_ContractedCostInUsd               = todecimal(x_ContractedCostInUsd),\n            x_CurrencyConversionRate            = todecimal(x_CurrencyConversionRate),\n            x_EffectiveCostInUsd                = todecimal(x_EffectiveCostInUsd),\n            x_EffectiveUnitPrice                = todecimal(x_EffectiveUnitPrice),\n            x_ListCostInUsd                     = todecimal(x_ListCostInUsd),\n            x_PricingBlockSize                  = todecimal(x_PricingBlockSize)\n        // Rename columns\n        | project-rename\n            x_InvoiceId = InvoiceId,\n            x_PricingCurrency = PricingCurrency,\n            x_SkuMeterName = SkuMeter\n        // Generate historical x_SkuDetails format from SkuPriceDetails\n        | extend x_SkuDetails = iff(isnotempty(x_SkuDetails), x_SkuDetails, parse_json(replace_regex(tostring(SkuPriceDetails), @'([\\{,])\"x_', @'\\1\"')))\n    )\n    | project\n        AvailabilityZone,\n        BilledCost,\n        BillingAccountId,\n        BillingAccountName,\n        BillingAccountType,\n        BillingCurrency,\n        BillingPeriodEnd,\n        BillingPeriodStart,\n        ChargeCategory,\n        ChargeClass,\n        ChargeDescription,\n        ChargeFrequency,\n        ChargePeriodEnd,\n        ChargePeriodStart,\n        CommitmentDiscountCategory,\n        CommitmentDiscountId,\n        CommitmentDiscountName,\n        CommitmentDiscountStatus,\n        CommitmentDiscountType,\n        ConsumedQuantity,\n        ConsumedUnit,\n        ContractedCost,\n        ContractedUnitPrice,\n        EffectiveCost,\n        InvoiceIssuerName,\n        ListCost,\n        ListUnitPrice,\n        PricingCategory,\n        PricingQuantity,\n        PricingUnit,\n        ProviderName,\n        PublisherName,\n        RegionId,\n        RegionName,\n        ResourceId,\n        ResourceName,\n        ResourceType,\n        ServiceCategory,\n        ServiceName,\n        SkuId,\n        SkuPriceId,\n        SubAccountId,\n        SubAccountName,\n        SubAccountType,\n        Tags,\n        x_AccountId,\n        x_AccountName,\n        x_AccountOwnerId,\n        x_BilledCostInUsd,\n        x_BilledUnitPrice,\n        x_BillingAccountAgreement,\n        x_BillingAccountId,\n        x_BillingAccountName,\n        x_BillingExchangeRate,\n        x_BillingExchangeRateDate,\n        x_BillingProfileId,\n        x_BillingProfileName,\n        x_ChargeId,\n        x_ContractedCostInUsd,\n        x_CostAllocationRuleName,\n        x_CostCategories,\n        x_CostCenter,\n        x_Credits,\n        x_CostType,\n        x_CurrencyConversionRate,\n        x_CustomerId,\n        x_CustomerName,\n        x_Discount,\n        x_EffectiveCostInUsd,\n        x_EffectiveUnitPrice,\n        x_ExportTime,\n        x_IngestionTime,\n        x_InvoiceId,\n        x_InvoiceIssuerId,\n        x_InvoiceSectionId,\n        x_InvoiceSectionName,\n        x_ListCostInUsd,\n        x_Location,\n        x_Operation,\n        x_PartnerCreditApplied,\n        x_PartnerCreditRate,\n        x_PricingBlockSize,\n        x_PricingCurrency,\n        x_PricingSubcategory,\n        x_PricingUnitDescription,\n        x_Project,\n        x_PublisherCategory,\n        x_PublisherId,\n        x_ResellerId,\n        x_ResellerName,\n        x_ResourceGroupName,\n        x_ResourceType,\n        x_ServiceCode,\n        x_ServiceId,\n        x_ServicePeriodEnd,\n        x_ServicePeriodStart,\n        x_SkuDescription,\n        x_SkuDetails,\n        x_SkuIsCreditEligible,\n        x_SkuMeterCategory,\n        x_SkuMeterId,\n        x_SkuMeterName,\n        x_SkuMeterSubcategory,\n        x_SkuOfferId,\n        x_SkuOrderId,\n        x_SkuOrderName,\n        x_SkuPartNumber,\n        x_SkuRegion,\n        x_SkuServiceFamily,\n        x_SkuTerm,\n        x_SkuTier,\n        x_SourceChanges,\n        x_SourceName,\n        x_SourceProvider,\n        x_SourceType,\n        x_SourceVersion,\n        x_UsageType\n}\n\n\n// Prices_final_v1_0\n.create-or-alter function\nwith (docstring = 'Gets all prices aligned to FOCUS 1.0.', folder = 'Prices')\nPrices_v1_0()\n{\n    database('Ingestion').Prices_final_v1_0\n    | union (\n        database('Ingestion').Prices_final_v1_2\n        // Convert real to decimal\n        | extend\n            ContractedUnitPrice                  = todecimal(ContractedUnitPrice),\n            ListUnitPrice                        = todecimal(ListUnitPrice),\n            x_BaseUnitPrice                      = todecimal(x_BaseUnitPrice),\n            x_CommitmentDiscountNormalizedRatio  = todecimal(x_CommitmentDiscountNormalizedRatio),\n            x_ContractedUnitPriceDiscount        = todecimal(x_ContractedUnitPriceDiscount),\n            x_ContractedUnitPriceDiscountPercent = todecimal(x_ContractedUnitPriceDiscountPercent),\n            x_EffectiveUnitPrice                 = todecimal(x_EffectiveUnitPrice),\n            x_EffectiveUnitPriceDiscount         = todecimal(x_EffectiveUnitPriceDiscount),\n            x_EffectiveUnitPriceDiscountPercent  = todecimal(x_EffectiveUnitPriceDiscountPercent),\n            x_PricingBlockSize                   = todecimal(x_PricingBlockSize),\n            x_SkuIncludedQuantity                = todecimal(x_SkuIncludedQuantity),\n            x_SkuTier                            = todecimal(x_SkuTier),\n            x_TotalUnitPriceDiscount             = todecimal(x_TotalUnitPriceDiscount),\n            x_TotalUnitPriceDiscountPercent      = todecimal(x_TotalUnitPriceDiscountPercent) \n        // Rename columns\n        | project-rename\n            x_PricingCurrency = PricingCurrency,\n            x_SkuMeterName = SkuMeter\n    )\n    | project\n        BillingAccountId,\n        BillingAccountName,\n        BillingCurrency,\n        ChargeCategory,\n        CommitmentDiscountCategory,\n        CommitmentDiscountType,\n        ContractedUnitPrice,\n        ListUnitPrice,\n        PricingCategory,\n        PricingUnit,\n        SkuId,\n        SkuPriceId,\n        SkuPriceIdv2,\n        x_BaseUnitPrice,\n        x_BillingAccountAgreement,\n        x_BillingAccountId,\n        x_BillingProfileId,\n        x_CommitmentDiscountSpendEligibility,\n        x_CommitmentDiscountUsageEligibility,\n        x_ContractedUnitPriceDiscount,\n        x_ContractedUnitPriceDiscountPercent,\n        x_EffectivePeriodEnd,\n        x_EffectivePeriodStart,\n        x_EffectiveUnitPrice,\n        x_EffectiveUnitPriceDiscount,\n        x_EffectiveUnitPriceDiscountPercent,\n        x_IngestionTime,\n        x_PricingBlockSize,\n        x_PricingCurrency,\n        x_PricingSubcategory,\n        x_PricingUnitDescription,\n        x_SkuDescription,\n        x_SkuId,\n        x_SkuIncludedQuantity,\n        x_SkuMeterCategory,\n        x_SkuMeterId,\n        x_SkuMeterName,\n        x_SkuMeterSubcategory,\n        x_SkuMeterType,\n        x_SkuPriceType,\n        x_SkuProductId,\n        x_SkuRegion,\n        x_SkuServiceFamily,\n        x_SkuOfferId,\n        x_SkuPartNumber,\n        x_SkuTerm,\n        x_SkuTier,\n        x_SourceName,\n        x_SourceProvider,\n        x_SourceType,\n        x_SourceVersion,\n        x_TotalUnitPriceDiscount,\n        x_TotalUnitPriceDiscountPercent\n}\n\n\n// Recommendations_final_v1_0\n.create-or-alter function\nwith (docstring = 'Gets all recommendations aligned to FOCUS 1.0.', folder = 'Recommendations')\nRecommendations_v1_0()\n{\n    database('Ingestion').Recommendations_final_v1_0\n    | union (\n        database('Ingestion').Recommendations_final_v1_2\n        // Convert real to decimal\n        | extend\n            x_EffectiveCostAfter   = todecimal(x_EffectiveCostAfter),\n            x_EffectiveCostBefore  = todecimal(x_EffectiveCostBefore),\n            x_EffectiveCostSavings = todecimal(x_EffectiveCostSavings)\n    )\n    | project\n        ProviderName,\n        SubAccountId,\n        x_IngestionTime,\n        x_EffectiveCostAfter,\n        x_EffectiveCostBefore,\n        x_EffectiveCostSavings,\n        x_RecommendationDate,\n        x_RecommendationDetails,\n        x_SourceName,\n        x_SourceProvider,\n        x_SourceType,\n        x_SourceVersion\n}\n\n\n// Transactions_final_v1_0\n.create-or-alter function\nwith (docstring = 'Gets all transactions aligned to FOCUS 1.0.', folder = 'Transactions')\nTransactions_v1_0()\n{\n    database('Ingestion').Transactions_final_v1_0\n    | union (\n        database('Ingestion').Transactions_final_v1_2\n        // Convert real to decimal\n        | extend\n            BilledCost           = todecimal(BilledCost),\n            PricingQuantity      = todecimal(PricingQuantity),\n            x_MonetaryCommitment = todecimal(x_MonetaryCommitment),\n            x_Overage            = todecimal(x_Overage)\n        // Rename columns\n        | project-rename\n            x_InvoiceId = InvoiceId\n    )\n    | project\n        BilledCost,\n        BillingAccountId,\n        BillingAccountName,\n        BillingCurrency,\n        BillingPeriodEnd,\n        BillingPeriodStart,\n        ChargeCategory,\n        ChargeClass,\n        ChargeDescription,\n        ChargeFrequency,\n        ChargePeriodStart,\n        PricingQuantity,\n        PricingUnit,\n        ProviderName,\n        RegionId,\n        RegionName,\n        SubAccountId,\n        SubAccountName,\n        x_AccountName,\n        x_AccountOwnerId,\n        x_CostCenter,\n        x_InvoiceId,\n        x_InvoiceNumber,\n        x_InvoiceSectionId,\n        x_InvoiceSectionName,\n        x_IngestionTime,\n        x_MonetaryCommitment,\n        x_Overage,\n        x_PurchasingBillingAccountId,\n        x_SkuOrderId,\n        x_SkuOrderName,\n        x_SkuSize,\n        x_SkuTerm,\n        x_SourceName,\n        x_SourceProvider,\n        x_SourceType,\n        x_SourceVersion,\n        x_SubscriptionId,\n        x_TransactionType\n}\n",
-                    "$fxv#14": "// Copyright (c) Microsoft Corporation.\n// Licensed under the MIT License.\n\n//======================================================================================================================\n// Hub database / FOCUS 1.2 functions\n// Used for reporting with backward compatibility.\n//======================================================================================================================\n\n// For allowed commands, see https://learn.microsoft.com/azure/data-explorer/database-script\n\n\n// CommitmentDiscountUsage_final_v1_2\n.create-or-alter function\nwith (docstring = 'Gets all commitment discount usage records aligned to FOCUS 1.2.', folder = 'CommitmentDiscountUsage')\nCommitmentDiscountUsage_v1_2()\n{\n    database('Ingestion').CommitmentDiscountUsage_final_v1_2\n    | union (\n        database('Ingestion').CommitmentDiscountUsage_final_v1_0\n        // Convert decimal to real\n        | extend\n            ConsumedQuantity                    = toreal(ConsumedQuantity),\n            x_CommitmentDiscountCommittedCount  = toreal(x_CommitmentDiscountCommittedCount),\n            x_CommitmentDiscountCommittedAmount = toreal(x_CommitmentDiscountCommittedAmount),\n            x_CommitmentDiscountNormalizedRatio = toreal(x_CommitmentDiscountNormalizedRatio)\n        // Add new columns\n        | lookup kind=leftouter (Services | distinct x_ResourceType, ServiceSubcategory) on x_ResourceType\n        | extend CommitmentDiscountQuantity = ConsumedQuantity * x_CommitmentDiscountNormalizedRatio\n        | extend CommitmentDiscountUnit = case(\n            x_CommitmentDiscountNormalizedRatio == 1, 'Hours',\n            x_CommitmentDiscountNormalizedRatio > 1, 'Normalized Hours',\n            ''\n        )\n    )\n    | project\n        ChargePeriodEnd,\n        ChargePeriodStart,\n        CommitmentDiscountCategory,\n        CommitmentDiscountId,\n        CommitmentDiscountQuantity,\n        CommitmentDiscountType,\n        CommitmentDiscountUnit,\n        ConsumedQuantity,\n        ProviderName,\n        ResourceId,\n        ResourceName,\n        ResourceType,\n        ServiceCategory,\n        ServiceName,\n        ServiceSubcategory,\n        SubAccountId,\n        x_CommitmentDiscountCommittedCount,\n        x_CommitmentDiscountCommittedAmount,\n        x_CommitmentDiscountNormalizedGroup,\n        x_CommitmentDiscountNormalizedRatio,\n        x_IngestionTime,\n        x_ResourceGroupName,\n        x_ResourceType,\n        x_ServiceModel,\n        x_SkuOrderId,\n        x_SkuSize,\n        x_SourceName,\n        x_SourceProvider,\n        x_SourceType,\n        x_SourceVersion\n}\n\n\n// Costs_final_v1_2\n.create-or-alter function\nwith (docstring = 'Gets all cost and usage records aligned to FOCUS 1.2.', folder = 'Costs')\nCosts_v1_2()\n{\n    database('Ingestion').Costs_final_v1_2\n    | union (\n        database('Ingestion').Costs_final_v1_0\n        // Convert decimal to real\n        | extend\n            BilledCost                          = toreal(BilledCost),\n            ConsumedQuantity                    = toreal(ConsumedQuantity),\n            ContractedCost                      = toreal(ContractedCost),\n            ContractedUnitPrice                 = toreal(ContractedUnitPrice),\n            EffectiveCost                       = toreal(EffectiveCost),\n            ListCost                            = toreal(ListCost),\n            ListUnitPrice                       = toreal(ListUnitPrice),\n            PricingQuantity                     = toreal(PricingQuantity),\n            x_BilledCostInUsd                   = toreal(x_BilledCostInUsd),\n            x_BilledUnitPrice                   = toreal(x_BilledUnitPrice),\n            x_BillingExchangeRate               = toreal(x_BillingExchangeRate),\n            x_ContractedCostInUsd               = toreal(x_ContractedCostInUsd),\n            x_CurrencyConversionRate            = toreal(x_CurrencyConversionRate),\n            x_EffectiveCostInUsd                = toreal(x_EffectiveCostInUsd),\n            x_EffectiveUnitPrice                = toreal(x_EffectiveUnitPrice),\n            x_ListCostInUsd                     = toreal(x_ListCostInUsd),\n            x_PricingBlockSize                  = toreal(x_PricingBlockSize)\n        // Rename columns\n        | project-rename\n            InvoiceId = x_InvoiceId,\n            PricingCurrency = x_PricingCurrency,\n            SkuMeter = x_SkuMeterName\n        // Add new columns\n        | lookup kind=leftouter (Services | where isnotempty(x_ResourceType) | summarize take_any(ServiceSubcategory), take_any(x_ServiceModel) by x_ResourceType) on x_ResourceType\n        | extend CapacityReservationId = tostring(x_SkuDetails.VMCapacityReservationId)\n        | extend CapacityReservationStatus = case(\n            isempty(CapacityReservationId), '',\n            tolower(x_ResourceType) == 'microsoft.compute/capacityreservationgroups/capacityreservations', 'Unused',\n            'Used'\n        )\n        | extend x_CommitmentDiscountNormalizedRatio = case(\n            // Not applicable\n            isempty(CommitmentDiscountStatus), real(null),\n            // Parse from SKU details if not specified explicitly\n            toreal(coalesce(x_SkuDetails.RINormalizationRatio, dynamic(1)))\n        )\n        | extend CommitmentDiscountQuantity = case(\n            isempty(CommitmentDiscountStatus), real(null),\n            CommitmentDiscountCategory == 'Spend', EffectiveCost / coalesce(x_BillingExchangeRate, real(1)),\n            CommitmentDiscountCategory == 'Usage' and isnotempty(x_CommitmentDiscountNormalizedRatio), PricingQuantity / coalesce(x_PricingBlockSize, real(1)) * x_CommitmentDiscountNormalizedRatio,\n            real(null)\n        )\n        | extend CommitmentDiscountUnit = case(\n            isempty(CommitmentDiscountQuantity), '',\n            CommitmentDiscountCategory == 'Spend', PricingCurrency,\n            CommitmentDiscountCategory == 'Usage' and x_CommitmentDiscountNormalizedRatio == real(1), ConsumedUnit,\n            CommitmentDiscountCategory == 'Usage' and x_CommitmentDiscountNormalizedRatio > real(1), strcat('Normalized ', ConsumedUnit),\n            ''\n        )\n        | extend x_AmortizationClass = case(\n            ChargeCategory == 'Purchase' and (tolower(ResourceId) contains '/microsoft.capacity/reservationorders/' or tolower(ResourceId) contains '/microsoft.billingbenefits/savingsplanorders/'), 'Principal',\n            ChargeCategory == 'Usage' and isnotempty(CommitmentDiscountId) and isnotempty(CommitmentDiscountStatus), 'Amortized Charge',\n            ''\n        )\n        // Hubs add-ons\n        | extend x_CommitmentDiscountUtilizationPotential = case(\n            ChargeCategory == 'Purchase', real(0),\n            ProviderName == 'Microsoft' and isnotempty(CommitmentDiscountCategory), EffectiveCost,\n            CommitmentDiscountCategory == 'Usage', ConsumedQuantity,\n            CommitmentDiscountCategory == 'Spend', EffectiveCost,\n            real(0)\n        )\n        | extend x_CommitmentDiscountUtilizationAmount = iff(CommitmentDiscountStatus == 'Used', x_CommitmentDiscountUtilizationPotential, real(0))\n        | extend x_SkuCoreCount = toint(coalesce(x_SkuDetails.VCPUs, x_SkuDetails.VCores, x_SkuDetails.vCores))\n        | extend x_SkuInstanceType = tostring(coalesce(x_SkuDetails.ServiceType, x_SkuDetails.ServerSku))\n        | extend x_SkuOperatingSystem = case(\n            x_SkuDetails.ImageType == 'Canonical', 'Linux',\n            x_SkuDetails.ImageType == 'Windows Server BYOL', 'Windows Server',\n            x_SkuMeterSubcategory endswith ' Series Windows', 'Windows Server',\n            x_SkuDetails.ImageType\n        )\n        | extend x_ConsumedCoreHours = iff(ConsumedUnit == 'Hours' and isnotempty(x_SkuCoreCount), x_SkuCoreCount * ConsumedQuantity, real(null))\n        | extend tmp_SqlAhb = tolower(x_SkuDetails.AHB)\n        | extend x_SkuLicenseType = case(\n            x_SkuDetails.ImageType contains 'Windows Server BYOL', 'Windows Server',\n            x_SkuMeterSubcategory == 'SQL Server Azure Hybrid Benefit', 'SQL Server',\n            ''\n        )\n        | extend x_SkuLicenseStatus = case(\n            isnotempty(x_SkuLicenseType) or tmp_SqlAhb == 'true' or (x_SkuMeterSubcategory contains 'Azure Hybrid Benefit'), 'Enabled',\n            (x_SkuMeterSubcategory contains 'Windows') or tmp_SqlAhb == 'false', 'Not enabled',\n            ''\n        )\n        | extend x_SkuLicenseQuantity = case(\n            isempty(x_SkuCoreCount), int(null),\n            x_SkuCoreCount <= 8, int(8),\n            x_SkuCoreCount > 8, x_SkuCoreCount,\n            int(null)\n        )\n        | extend x_SkuLicenseUnit = iff(isnotempty(x_SkuLicenseQuantity), 'Cores', '')\n        | extend x_CommitmentDiscountSavings = iff(ContractedCost < EffectiveCost,  real(0), ContractedCost - EffectiveCost)\n        | extend x_NegotiatedDiscountSavings = iff(ListCost       < ContractedCost, real(0), ListCost - ContractedCost)\n        | extend x_TotalSavings              = iff(ListCost       < EffectiveCost,  real(0), ListCost - EffectiveCost)\n        | extend x_CommitmentDiscountPercent = iff(ContractedUnitPrice == 0,        real(0), (ContractedUnitPrice - x_EffectiveUnitPrice) / ContractedUnitPrice)\n        | extend x_NegotiatedDiscountPercent = iff(ListUnitPrice == 0,              real(0), (ListUnitPrice - ContractedUnitPrice) / ListUnitPrice)\n        | extend x_TotalDiscountPercent      = iff(ListUnitPrice == 0,              real(0), (ListUnitPrice - x_EffectiveUnitPrice) / ListUnitPrice)\n        // SkuPriceDetails conversion -- Must be after hubs add-ons\n        | extend SkuPriceDetails = parse_json(replace_regex(replace_regex(replace_regex(replace_regex(replace_regex(replace_regex(tostring(x_SkuDetails)\n            // Prefix all keys with x_ first to avoid double-prefixing\n            , @'([\\{,])\"', @'\\1\"x_')\n            // CoreCount for number of CPUs/vCPUs/cores/vCores\n            , @'\"x_(VCPUs|VCores|vCores)\":', @'\"CoreCount\":')\n            // TODO: DiskMaxIops for disk I/O operations per second (IOPS)\n            // TODO: DiskSpace for disk size in GiB\n            // TODO: DiskType for the kind of disk (e.g., SSD, HDD, NVMe)\n            // TODO: GpuCount for the number of GPUs\n            // InstanceType for the resource size/SKU (e.g., ArmSkuName)\n            , @'\"x_(ServerSku|ServiceType)\":', @'\"InstanceType\":')\n            // TODO: InstanceSeries for the size family/series\n            // TODO: MemorySize for the RAM in GiB\n            // TODO: NetworkMaxIops for network I/O operations per second (IOPS)\n            // TODO: NetworkMaxThroughput for network max throughput for data transfer in Mbps\n            // OperatingSystem for the OS name\n            , @'(\"x_ImageType\":\"Canonical\")', @'\\1,\"OperatingSystem\":\"Linux\"')\n            , @'(\"x_ImageType\":\"Windows Server( BYOL)?\")', @'\\1,\"OperatingSystem\":\"Windows Server\"')\n            , @'(\"x_ImageType\":(\"[^\"]+\"))', @'\\1,\"OperatingSystem\":\\2')\n            // TODO: Redundancy for the level of redundancy (e.g., Local, Zonal, Global)\n            // TODO: StorageClass for the tier of storage (e.g., Hot, Archive, Nearline)\n        )\n        | extend SkuPriceDetails = iff(isempty(SkuPriceDetails.OperatingSystem) and isnotempty(x_SkuOperatingSystem),\n            parse_json(replace_string(tostring(SkuPriceDetails), '}', strcat(@',\"OperatingSystem\":\"', x_SkuOperatingSystem, '\"}'))),\n            SkuPriceDetails)\n    )\n    | extend SkuPriceDetails = iff(isnotempty(SkuPriceDetails), SkuPriceDetails, parse_json(replace_regex(tostring(x_SkuDetails), @'([\\{,])\"', @'\\1\"x_')))\n    | project\n        AvailabilityZone,\n        BilledCost,\n        BillingAccountId,\n        BillingAccountName,\n        BillingAccountType,\n        BillingCurrency,\n        BillingPeriodEnd,\n        BillingPeriodStart,\n        CapacityReservationId,\n        CapacityReservationStatus,\n        ChargeCategory,\n        ChargeClass,\n        ChargeDescription,\n        ChargeFrequency,\n        ChargePeriodEnd,\n        ChargePeriodStart,\n        CommitmentDiscountCategory,\n        CommitmentDiscountId,\n        CommitmentDiscountName,\n        CommitmentDiscountQuantity,\n        CommitmentDiscountStatus,\n        CommitmentDiscountType,\n        CommitmentDiscountUnit,\n        ConsumedQuantity,\n        ConsumedUnit,\n        ContractedCost,\n        ContractedUnitPrice,\n        EffectiveCost,\n        InvoiceId,\n        InvoiceIssuerName,\n        ListCost,\n        ListUnitPrice,\n        PricingCategory,\n        PricingCurrency,\n        PricingQuantity,\n        PricingUnit,\n        ProviderName,\n        PublisherName,\n        RegionId,\n        RegionName,\n        ResourceId,\n        ResourceName,\n        ResourceType,\n        ServiceCategory,\n        ServiceName,\n        ServiceSubcategory,\n        SkuId,\n        SkuMeter,\n        SkuPriceDetails,\n        SkuPriceId,\n        SubAccountId,\n        SubAccountName,\n        SubAccountType,\n        Tags,\n        x_AccountId,\n        x_AccountName,\n        x_AccountOwnerId,\n        x_AmortizationClass,\n        x_BilledCostInUsd,\n        x_BilledUnitPrice,\n        x_BillingAccountAgreement,\n        x_BillingAccountId,\n        x_BillingAccountName,\n        x_BillingExchangeRate,\n        x_BillingExchangeRateDate,\n        x_BillingItemCode,\n        x_BillingItemName,\n        x_BillingProfileId,\n        x_BillingProfileName,\n        x_ChargeId,\n        x_CommitmentDiscountNormalizedRatio,\n        x_CommitmentDiscountPercent,\n        x_CommitmentDiscountSavings,\n        x_CommitmentDiscountSpendEligibility,\n        x_CommitmentDiscountUsageEligibility,\n        x_CommitmentDiscountUtilizationAmount,\n        x_CommitmentDiscountUtilizationPotential,\n        x_CommodityCode,\n        x_CommodityName,\n        x_ComponentName,\n        x_ComponentType,\n        x_ConsumedCoreHours,\n        x_ContractedCostInUsd,\n        x_CostAllocationRuleName,\n        x_CostCategories,\n        x_CostCenter,\n        x_CostType,\n        x_Credits,\n        x_CurrencyConversionRate,\n        x_CustomerId,\n        x_CustomerName,\n        x_Discount,\n        x_EffectiveCostInUsd,\n        x_EffectiveUnitPrice,\n        x_ExportTime,\n        x_IngestionTime,\n        x_InstanceID,\n        x_InvoiceIssuerId,\n        x_InvoiceSectionId,\n        x_InvoiceSectionName,\n        x_ListCostInUsd,\n        x_Location,\n        x_NegotiatedDiscountPercent,\n        x_NegotiatedDiscountSavings,\n        x_Operation,\n        x_OwnerAccountID,\n        x_PartnerCreditApplied,\n        x_PartnerCreditRate,\n        x_PricingBlockSize,\n        x_PricingSubcategory,\n        x_PricingUnitDescription,\n        x_Project,\n        x_PublisherCategory,\n        x_PublisherId,\n        x_ResellerId,\n        x_ResellerName,\n        x_ResourceGroupName,\n        x_ResourceType,\n        x_ServiceCode,\n        x_ServiceId,\n        x_ServiceModel,\n        x_ServicePeriodEnd,\n        x_ServicePeriodStart,\n        x_SkuCoreCount,\n        x_SkuDescription,\n        x_SkuDetails,\n        x_SkuInstanceType,\n        x_SkuIsCreditEligible,\n        x_SkuLicenseQuantity,\n        x_SkuLicenseStatus,\n        x_SkuLicenseType,\n        x_SkuLicenseUnit,\n        x_SkuMeterCategory,\n        x_SkuMeterId,\n        x_SkuMeterSubcategory,\n        x_SkuOfferId,\n        x_SkuOperatingSystem,\n        x_SkuOrderId,\n        x_SkuOrderName,\n        x_SkuPartNumber,\n        x_SkuPlanName,\n        x_SkuRegion,\n        x_SkuServiceFamily,\n        x_SkuTerm,\n        x_SkuTier,\n        x_SourceChanges,\n        x_SourceName,\n        x_SourceProvider,\n        x_SourceType,\n        x_SourceValues,\n        x_SourceVersion,\n        x_SubproductName,\n        x_TotalDiscountPercent,\n        x_TotalSavings,\n        x_UsageType\n}\n\n\n// Prices_final_v1_2\n.create-or-alter function\nwith (docstring = 'Gets all prices aligned to FOCUS 1.2.', folder = 'Prices')\nPrices_v1_2()\n{\n    database('Ingestion').Prices_final_v1_2\n    | union (\n        database('Ingestion').Prices_final_v1_0\n        // Convert decimal to real\n        | extend\n            ContractedUnitPrice                  = toreal(ContractedUnitPrice),\n            ListUnitPrice                        = toreal(ListUnitPrice),\n            x_BaseUnitPrice                      = toreal(x_BaseUnitPrice),\n            x_ContractedUnitPriceDiscount        = toreal(x_ContractedUnitPriceDiscount),\n            x_ContractedUnitPriceDiscountPercent = toreal(x_ContractedUnitPriceDiscountPercent),\n            x_EffectiveUnitPrice                 = toreal(x_EffectiveUnitPrice),\n            x_EffectiveUnitPriceDiscount         = toreal(x_EffectiveUnitPriceDiscount),\n            x_EffectiveUnitPriceDiscountPercent  = toreal(x_EffectiveUnitPriceDiscountPercent),\n            x_PricingBlockSize                   = toreal(x_PricingBlockSize),\n            x_SkuIncludedQuantity                = toreal(x_SkuIncludedQuantity),\n            x_SkuTier                            = toreal(x_SkuTier),\n            x_TotalUnitPriceDiscount             = toreal(x_TotalUnitPriceDiscount),\n            x_TotalUnitPriceDiscountPercent      = toreal(x_TotalUnitPriceDiscountPercent) \n        // Rename columns\n        | project-rename\n            PricingCurrency = x_PricingCurrency,\n            SkuMeter = x_SkuMeterName\n    )\n    | project\n        BillingAccountId,\n        BillingAccountName,\n        BillingCurrency,\n        ChargeCategory,\n        CommitmentDiscountCategory,\n        CommitmentDiscountType,\n        CommitmentDiscountUnit,\n        ContractedUnitPrice,\n        ListUnitPrice,\n        PricingCategory,\n        PricingCurrency,\n        PricingUnit,\n        SkuId,\n        SkuMeter,\n        SkuPriceId,\n        SkuPriceIdv2,\n        x_BaseUnitPrice,\n        x_BillingAccountAgreement,\n        x_BillingAccountId,\n        x_BillingProfileId,\n        x_CommitmentDiscountNormalizedRatio,\n        x_CommitmentDiscountSpendEligibility,\n        x_CommitmentDiscountUsageEligibility,\n        x_ContractedUnitPriceDiscount,\n        x_ContractedUnitPriceDiscountPercent,\n        x_EffectivePeriodEnd,\n        x_EffectivePeriodStart,\n        x_EffectiveUnitPrice,\n        x_EffectiveUnitPriceDiscount,\n        x_EffectiveUnitPriceDiscountPercent,\n        x_IngestionTime,\n        x_PricingBlockSize,\n        x_PricingSubcategory,\n        x_PricingUnitDescription,\n        x_SkuDescription,\n        x_SkuId,\n        x_SkuIncludedQuantity,\n        x_SkuMeterCategory,\n        x_SkuMeterId,\n        x_SkuMeterSubcategory,\n        x_SkuMeterType,\n        x_SkuPriceType,\n        x_SkuProductId,\n        x_SkuRegion,\n        x_SkuServiceFamily,\n        x_SkuOfferId,\n        x_SkuPartNumber,\n        x_SkuTerm,\n        x_SkuTier,\n        x_SourceName,\n        x_SourceProvider,\n        x_SourceType,\n        x_SourceVersion,\n        x_TotalUnitPriceDiscount,\n        x_TotalUnitPriceDiscountPercent\n}\n\n\n// Recommendations_final_v1_2\n.create-or-alter function\nwith (docstring = 'Gets all recommendations aligned to FOCUS 1.2.', folder = 'Recommendations')\nRecommendations_v1_2()\n{\n    database('Ingestion').Recommendations_final_v1_2\n    | union (\n        database('Ingestion').Recommendations_final_v1_0\n        // Convert decimal to real\n        | extend\n            x_EffectiveCostAfter   = toreal(x_EffectiveCostAfter),\n            x_EffectiveCostBefore  = toreal(x_EffectiveCostBefore),\n            x_EffectiveCostSavings = toreal(x_EffectiveCostSavings)\n    )\n    | project\n        ProviderName,\n        ResourceId,\n        ResourceName,\n        ResourceType,\n        SubAccountId,\n        SubAccountName,\n        x_EffectiveCostAfter,\n        x_EffectiveCostBefore,\n        x_EffectiveCostSavings,\n        x_IngestionTime,\n        x_RecommendationCategory,\n        x_RecommendationDate,\n        x_RecommendationDescription,\n        x_RecommendationDetails,\n        x_RecommendationId,\n        x_ResourceGroupName,\n        x_SourceName,\n        x_SourceProvider,\n        x_SourceType,\n        x_SourceVersion\n}\n\n\n// Transactions_final_v1_2\n.create-or-alter function\nwith (docstring = 'Gets all transactions aligned to FOCUS 1.2.', folder = 'Transactions')\nTransactions_v1_2()\n{\n    database('Ingestion').Transactions_final_v1_2\n    | union (\n        database('Ingestion').Transactions_final_v1_0\n        // Convert decimal to real\n        | extend\n            BilledCost           = toreal(BilledCost),\n            PricingQuantity      = toreal(PricingQuantity),\n            x_MonetaryCommitment = toreal(x_MonetaryCommitment),\n            x_Overage            = toreal(x_Overage)\n        // Rename columns\n        | project-rename\n            InvoiceId = x_InvoiceId\n    )\n    | project\n        BilledCost,\n        BillingAccountId,\n        BillingAccountName,\n        BillingCurrency,\n        BillingPeriodEnd,\n        BillingPeriodStart,\n        ChargeCategory,\n        ChargeClass,\n        ChargeDescription,\n        ChargeFrequency,\n        ChargePeriodStart,\n        InvoiceId,\n        PricingQuantity,\n        PricingUnit,\n        ProviderName,\n        RegionId,\n        RegionName,\n        SubAccountId,\n        SubAccountName,\n        x_AccountName,\n        x_AccountOwnerId,\n        x_CostCenter,\n        x_InvoiceNumber,\n        x_InvoiceSectionId,\n        x_InvoiceSectionName,\n        x_IngestionTime,\n        x_MonetaryCommitment,\n        x_Overage,\n        x_PurchasingBillingAccountId,\n        x_SkuOrderId,\n        x_SkuOrderName,\n        x_SkuSize,\n        x_SkuTerm,\n        x_SourceName,\n        x_SourceProvider,\n        x_SourceType,\n        x_SourceVersion,\n        x_SubscriptionId,\n        x_TransactionType\n}\n\n\n//======================================================================================================================\n// Latest FOCUS version\n//======================================================================================================================\n\n.create-or-alter function\nwith (docstring = 'Gets all commitment discount usage records with the latest supported version of the FOCUS schema.', folder = 'CommitmentDiscountUsage')\nCommitmentDiscountUsage()\n{\n    CommitmentDiscountUsage_v1_2()\n}\n\n\n.create-or-alter function\nwith (docstring = 'Gets all cost and usage records with the latest supported version of the FOCUS schema.', folder = 'Costs')\nCosts()\n{\n    Costs_v1_2()\n}\n\n\n.create-or-alter function\nwith (docstring = 'Gets all prices with the latest supported version of the FOCUS schema.', folder = 'Prices')\nPrices()\n{\n    Prices_v1_2()\n}\n\n\n.create-or-alter function\nwith (docstring = 'Gets all recommendations with the latest supported version of the FOCUS schema.', folder = 'Recommendations')\nRecommendations()\n{\n    Recommendations_v1_2()\n}\n\n\n.create-or-alter function\nwith (docstring = 'Gets all transactions with the latest supported version of the FOCUS schema.', folder = 'Transactions')\nTransactions()\n{\n    Transactions_v1_2()\n}\n",
-                    "$fxv#15": "// Copyright (c) Microsoft Corporation.\n// Licensed under the MIT License.\n\n//======================================================================================================================\n// Hub database / Latest FOCUS version functions\n// Used for ad hoc queries.\n//======================================================================================================================\n\n// For allowed commands, see https://learn.microsoft.com/azure/data-explorer/database-script\n\n\n.create-or-alter function\nwith (docstring = 'Gets all commitment discount usage records with the latest supported version of the FOCUS schema.', folder = 'CommitmentDiscountUsage')\nCommitmentDiscountUsage()\n{\n    CommitmentDiscountUsage_v1_2()\n}\n\n\n.create-or-alter function\nwith (docstring = 'Gets all cost and usage records with the latest supported version of the FOCUS schema.', folder = 'Costs')\nCosts()\n{\n    Costs_v1_2()\n}\n\n\n.create-or-alter function\nwith (docstring = 'Gets all prices with the latest supported version of the FOCUS schema.', folder = 'Prices')\nPrices()\n{\n    Prices_v1_2()\n}\n\n\n.create-or-alter function\nwith (docstring = 'Gets all recommendations with the latest supported version of the FOCUS schema.', folder = 'Recommendations')\nRecommendations()\n{\n    Recommendations_v1_2()\n}\n\n\n.create-or-alter function\nwith (docstring = 'Gets all transactions with the latest supported version of the FOCUS schema.', folder = 'Transactions')\nTransactions()\n{\n    Transactions_v1_2()\n}\n",
-                    "$fxv#2": "// Copyright (c) Microsoft Corporation.\n// Licensed under the MIT License.\n\n.create-or-alter function \nwith (docstring = 'Return details about the specified ID.', folder = 'OpenData/Internal')\n_resource_type_3(id: string) {\n    dynamic({\n        \"microsoft.hybridnetwork/vendors\": { \"SingularDisplayName\": \"Azure Network Function Manager ? vendor\" }\n        ,\"microsoft.hybridonboarding/extensionmanagers\": { \"SingularDisplayName\": \"Microsoft.HybridOnboarding extension manager\" }\n        ,\"microsoft.impact/connectors\": { \"SingularDisplayName\": \"Impact Reporting Connector\" }\n        ,\"microsoft.impact/impactcategories\": { \"SingularDisplayName\": \"Microsoft.Impact impact category\" }\n        ,\"microsoft.impact/topologyimpacts\": { \"SingularDisplayName\": \"Microsoft.Impact topology impact\" }\n        ,\"microsoft.impact/workloadimpacts\": { \"SingularDisplayName\": \"Microsoft.Impact workload impact\" }\n        ,\"microsoft.impact/workloadimpacts/insights\": { \"SingularDisplayName\": \"Microsoft.Impact workload impacts insight\" }\n        ,\"microsoft.importexport/jobs\": { \"SingularDisplayName\": \"Microsoft.ImportExport job\" }\n        ,\"microsoft.insights/actiongroups\": { \"SingularDisplayName\": \"Action group\" }\n        ,\"microsoft.insights/activitylogalerts\": { \"SingularDisplayName\": \"Activity log alert rule\" }\n        ,\"microsoft.insights/alertrules\": { \"SingularDisplayName\": \"Microsoft.Insights alertrule\" }\n        ,\"microsoft.insights/alertrules/incidents\": { \"SingularDisplayName\": \"Microsoft.insights alertrules incident\" }\n        ,\"microsoft.insights/autoscalesettings\": { \"SingularDisplayName\": \"Microsoft.Insights autoscalesetting\" }\n        ,\"microsoft.insights/components\": { \"SingularDisplayName\": \"Application Insights app\" }\n        ,\"microsoft.insights/datacollectionendpoints\": { \"SingularDisplayName\": \"Data collection endpoint\" }\n        ,\"microsoft.insights/datacollectionruleassociations\": { \"SingularDisplayName\": \"Microsoft.Insights data collection rule association\" }\n        ,\"microsoft.insights/datacollectionrules\": { \"SingularDisplayName\": \"Data collection rule\" }\n        ,\"microsoft.insights/datacollectionrulesresources\": { \"SingularDisplayName\": \"Data collection rule associated resource\" }\n        ,\"microsoft.insights/diagnosticsettings\": { \"SingularDisplayName\": \"Diagnostic settings\" }\n        ,\"microsoft.insights/diagnosticsettingscategories\": { \"SingularDisplayName\": \"Microsoft.Insights diagnostic settings category\" }\n        ,\"microsoft.insights/guestdiagnosticsettings\": { \"SingularDisplayName\": \"Microsoft.insights guest diagnostic setting\" }\n        ,\"microsoft.insights/guestdiagnosticsettingsassociation\": { \"SingularDisplayName\": \"Microsoft.insights guest diagnostic settings association\" }\n        ,\"microsoft.insights/logprofiles\": { \"SingularDisplayName\": \"Microsoft.Insights logprofile\" }\n        ,\"microsoft.insights/metricalerts\": { \"SingularDisplayName\": \"Metric alert rule\" }\n        ,\"microsoft.insights/notificationstatus\": { \"SingularDisplayName\": \"Microsoft.Insights notification statu\" }\n        ,\"microsoft.insights/privatelinkscopeoperationstatuses\": { \"SingularDisplayName\": \"Microsoft.insights private link scope operation statuse\" }\n        ,\"microsoft.insights/privatelinkscopes\": { \"SingularDisplayName\": \"Azure Monitor Private Link Scope\" }\n        ,\"microsoft.insights/scheduledqueryrules\": { \"SingularDisplayName\": \"Log search alert rule\" }\n        ,\"microsoft.insights/tenantactiongroups\": { \"SingularDisplayName\": \"Microsoft.Insights tenant action group\" }\n        ,\"microsoft.insights/tenantactiongroups/notificationstatus\": { \"SingularDisplayName\": \"Microsoft.Insights tenant action groups notification statu\" }\n        ,\"microsoft.insights/vminsightsonboardingstatuses\": { \"SingularDisplayName\": \"Microsoft.Insights VM insights onboarding statuse\" }\n        ,\"microsoft.insights/webtests\": { \"SingularDisplayName\": \"Application Insights availability test\" }\n        ,\"microsoft.insights/workbooks\": { \"SingularDisplayName\": \"Azure Workbook\" }\n        ,\"microsoft.insights/workbooktemplates\": { \"SingularDisplayName\": \"Azure Workbook Template\" }\n        ,\"microsoft.integrationspaces/spaces\": { \"SingularDisplayName\": \"Integration Environment\" }\n        ,\"microsoft.intelligentitdigitaltwin/digitaltwins\": { \"SingularDisplayName\": \"Microsoft.IntelligentITDigitalTwin digital twin\" }\n        ,\"microsoft.intelligentitdigitaltwin/digitaltwins/assets\": { \"SingularDisplayName\": \"Microsoft.IntelligentITDigitalTwin digital twins asset\" }\n        ,\"microsoft.intelligentitdigitaltwin/digitaltwins/executionplans\": { \"SingularDisplayName\": \"Microsoft.IntelligentITDigitalTwin digital twins execution plan\" }\n        ,\"microsoft.intelligentitdigitaltwin/digitaltwins/testplans\": { \"SingularDisplayName\": \"Microsoft.IntelligentITDigitalTwin digital twins test plan\" }\n        ,\"microsoft.intelligentitdigitaltwin/digitaltwins/tests\": { \"SingularDisplayName\": \"Microsoft.IntelligentITDigitalTwin digital twins test\" }\n        ,\"microsoft.inventory/subscriptioninternalproperties\": { \"SingularDisplayName\": \"Microsoft.Inventory subscription internal property\" }\n        ,\"microsoft.iotcentral/iotapps\": { \"SingularDisplayName\": \"IoT Central Application\" }\n        ,\"microsoft.iotfirmwaredefense/workspaces\": { \"SingularDisplayName\": \"Firmware analysis workspace\" }\n        ,\"microsoft.iotfirmwaredefense/workspaces/firmwares\": { \"SingularDisplayName\": \"Microsoft.IoTFirmwareDefense workspaces firmware\" }\n        ,\"microsoft.iotfirmwaredefense/workspaces/firmwares/summaries\": { \"SingularDisplayName\": \"Microsoft.IoTFirmwareDefense workspaces firmwares summary\" }\n        ,\"microsoft.iotoperations/instances\": { \"SingularDisplayName\": \"Azure IoT Operations\" }\n        ,\"microsoft.iotoperations/instances/brokers\": { \"SingularDisplayName\": \"Microsoft.IoTOperations instances broker\" }\n        ,\"microsoft.iotoperations/instances/brokers/authentications\": { \"SingularDisplayName\": \"Microsoft.IoTOperations instances brokers authentication\" }\n        ,\"microsoft.iotoperations/instances/brokers/authorizations\": { \"SingularDisplayName\": \"Microsoft.IoTOperations instances brokers authorization\" }\n        ,\"microsoft.iotoperations/instances/brokers/listeners\": { \"SingularDisplayName\": \"Microsoft.IoTOperations instances brokers listener\" }\n        ,\"microsoft.iotoperations/instances/dataflowendpoints\": { \"SingularDisplayName\": \"Microsoft.IoTOperations instances dataflow endpoint\" }\n        ,\"microsoft.iotoperations/instances/dataflowprofiles\": { \"SingularDisplayName\": \"Microsoft.IoTOperations instances dataflow profile\" }\n        ,\"microsoft.iotoperations/instances/dataflowprofiles/dataflows\": { \"SingularDisplayName\": \"Microsoft.IoTOperations instances dataflow profiles dataflow\" }\n        ,\"microsoft.iotoperationsdataprocessor/instances\": { \"SingularDisplayName\": \"Microsoft.IoTOperationsDataProcessor instance\" }\n        ,\"microsoft.iotoperationsdataprocessor/instances/datasets\": { \"SingularDisplayName\": \"Microsoft.IoTOperationsDataProcessor instances dataset\" }\n        ,\"microsoft.iotoperationsdataprocessor/instances/pipelines\": { \"SingularDisplayName\": \"Microsoft.IoTOperationsDataProcessor instances pipeline\" }\n        ,\"microsoft.iotoperationsmq/mq\": { \"SingularDisplayName\": \"IoT Operations Ops MQ\" }\n        ,\"microsoft.iotoperationsmq/mq/broker\": { \"SingularDisplayName\": \"Microsoft.IoTOperationsMQ mq broker\" }\n        ,\"microsoft.iotoperationsmq/mq/broker/authentication\": { \"SingularDisplayName\": \"Microsoft.IoTOperationsMQ mq broker authentication\" }\n        ,\"microsoft.iotoperationsmq/mq/broker/authorization\": { \"SingularDisplayName\": \"Microsoft.IoTOperationsMQ mq broker authorization\" }\n        ,\"microsoft.iotoperationsmq/mq/broker/listener\": { \"SingularDisplayName\": \"Microsoft.IoTOperationsMQ mq broker listener\" }\n        ,\"microsoft.iotoperationsmq/mq/datalakeconnector\": { \"SingularDisplayName\": \"Microsoft.IoTOperationsMQ mq data lake connector\" }\n        ,\"microsoft.iotoperationsmq/mq/datalakeconnector/topicmap\": { \"SingularDisplayName\": \"Microsoft.IoTOperationsMQ mq data lake connector topic map\" }\n        ,\"microsoft.iotoperationsmq/mq/diagnosticservice\": { \"SingularDisplayName\": \"Microsoft.IoTOperationsMQ mq diagnostic service\" }\n        ,\"microsoft.iotoperationsmq/mq/kafkaconnector\": { \"SingularDisplayName\": \"Microsoft.IoTOperationsMQ mq kafka connector\" }\n        ,\"microsoft.iotoperationsmq/mq/kafkaconnector/topicmap\": { \"SingularDisplayName\": \"Microsoft.IoTOperationsMQ mq kafka connector topic map\" }\n        ,\"microsoft.iotoperationsmq/mq/mqttbridgeconnector\": { \"SingularDisplayName\": \"Microsoft.IoTOperationsMQ mq mqtt bridge connector\" }\n        ,\"microsoft.iotoperationsmq/mq/mqttbridgeconnector/topicmap\": { \"SingularDisplayName\": \"Microsoft.IoTOperationsMQ mq mqtt bridge connector topic map\" }\n        ,\"microsoft.iotoperationsorchestrator/instances\": { \"SingularDisplayName\": \"Microsoft.IoTOperationsOrchestrator instance\" }\n        ,\"microsoft.iotoperationsorchestrator/solutions\": { \"SingularDisplayName\": \"Microsoft.IoTOperationsOrchestrator solution\" }\n        ,\"microsoft.iotoperationsorchestrator/targets\": { \"SingularDisplayName\": \"Microsoft.IoTOperationsOrchestrator target\" }\n        ,\"microsoft.iotsecurity/alerttypes\": { \"SingularDisplayName\": \"Microsoft.IoTSecurity alert type\" }\n        ,\"microsoft.iotsecurity/defendersettings\": { \"SingularDisplayName\": \"Microsoft.IoTSecurity defender setting\" }\n        ,\"microsoft.iotsecurity/onpremisesensors\": { \"SingularDisplayName\": \"Microsoft.IoTSecurity on premise sensor\" }\n        ,\"microsoft.iotsecurity/recommendationtypes\": { \"SingularDisplayName\": \"Microsoft.IoTSecurity recommendation type\" }\n        ,\"microsoft.iotsecurity/sensors\": { \"SingularDisplayName\": \"Microsoft.IoTSecurity sensor\" }\n        ,\"microsoft.iotsecurity/sites\": { \"SingularDisplayName\": \"Microsoft.IoTSecurity site\" }\n        ,\"microsoft.keyvault/managedhsms\": { \"SingularDisplayName\": \"Azure Key Vault Managed HSM\" }\n        ,\"microsoft.keyvault/vaults\": { \"SingularDisplayName\": \"Key vault\" }\n        ,\"microsoft.kubernetes/connectedclusters\": { \"SingularDisplayName\": \"Kubernetes - Azure Arc\" }\n        ,\"microsoft.kubernetes/connectedclusters/microsoft.kubernetesconfiguration/extensions\": { \"SingularDisplayName\": \"Kubernetes - Azure Arc extension\" }\n        ,\"microsoft.kubernetes/connectedclusters/microsoft.kubernetesconfiguration/fluxconfigurations\": { \"SingularDisplayName\": \"GitOps configuration\" }\n        ,\"microsoft.kubernetes/connectedclusters/microsoft.kubernetesconfiguration/namespaces\": { \"SingularDisplayName\": \"Kubernetes - Azure Arc namespace\" }\n        ,\"microsoft.kubernetesconfiguration/extensions\": { \"SingularDisplayName\": \"Kubernetes service extension\" }\n        ,\"microsoft.kubernetesconfiguration/extensiontypes\": { \"SingularDisplayName\": \"Microsoft.KubernetesConfiguration extension type\" }\n        ,\"microsoft.kubernetesconfiguration/extensiontypes/versions\": { \"SingularDisplayName\": \"Microsoft.KubernetesConfiguration extension types version\" }\n        ,\"microsoft.kubernetesconfiguration/fluxconfigurations\": { \"SingularDisplayName\": \"Microsoft.KubernetesConfiguration flux configuration\" }\n        ,\"microsoft.kubernetesconfiguration/fluxconfigurations/operations\": { \"SingularDisplayName\": \"Microsoft.KubernetesConfiguration flux configurations operation\" }\n        ,\"microsoft.kubernetesconfiguration/privatelinkscopes\": { \"SingularDisplayName\": \"Microsoft.KubernetesConfiguration private link scope\" }\n        ,\"microsoft.kubernetesconfiguration/privatelinkscopes/privateendpointconnections\": { \"SingularDisplayName\": \"Microsoft.KubernetesConfiguration private link scopes private endpoint connection\" }\n        ,\"microsoft.kubernetesconfiguration/privatelinkscopes/privatelinkresources\": { \"SingularDisplayName\": \"Microsoft.KubernetesConfiguration private link scopes private link resource\" }\n        ,\"microsoft.kubernetesconfiguration/sourcecontrolconfigurations\": { \"SingularDisplayName\": \"Microsoft.KubernetesConfiguration source control configuration\" }\n        ,\"microsoft.kubernetesruntime/bgppeers\": { \"SingularDisplayName\": \"Microsoft.KubernetesRuntime bgp peer\" }\n        ,\"microsoft.kubernetesruntime/loadbalancers\": { \"SingularDisplayName\": \"Arc Load Balancer\" }\n        ,\"microsoft.kubernetesruntime/services\": { \"SingularDisplayName\": \"Microsoft.KubernetesRuntime service\" }\n        ,\"microsoft.kubernetesruntime/storageclasses\": { \"SingularDisplayName\": \"Microsoft.KubernetesRuntime storage class\" }\n        ,\"microsoft.kusto/clusters\": { \"SingularDisplayName\": \"Azure Data Explorer Cluster\" }\n        ,\"microsoft.kusto/clusters/databases\": { \"SingularDisplayName\": \"Azure Data Explorer Database\" }\n        ,\"microsoft.labservices/labaccounts\": { \"SingularDisplayName\": \"Lab account\" }\n        ,\"microsoft.labservices/labaccounts/labs\": { \"SingularDisplayName\": \"Lab\" }\n        ,\"microsoft.labservices/labplans\": { \"SingularDisplayName\": \"Lab plan\" }\n        ,\"microsoft.labservices/labs\": { \"SingularDisplayName\": \"Lab\" }\n        ,\"microsoft.liftrpilot/organizations\": { \"SingularDisplayName\": \"Azure Pilot\" }\n        ,\"microsoft.loadtestservice/loadtestmappings\": { \"SingularDisplayName\": \"Microsoft.LoadTestService load test mapping\" }\n        ,\"microsoft.loadtestservice/loadtestprofilemappings\": { \"SingularDisplayName\": \"Microsoft.LoadTestService load test profile mapping\" }\n        ,\"microsoft.loadtestservice/loadtests\": { \"SingularDisplayName\": \"Azure Load Testing\" }\n        ,\"microsoft.loadtestservice/playwrightworkspaces\": { \"SingularDisplayName\": \"Playwright Workspace\" }\n        ,\"microsoft.logic/businessprocesses\": { \"SingularDisplayName\": \"Business Process\" }\n        ,\"microsoft.logic/integrationaccounts\": { \"SingularDisplayName\": \"Logic app integration account\" }\n        ,\"microsoft.logic/integrationserviceenvironments\": { \"SingularDisplayName\": \"Integration Service Environment\" }\n        ,\"microsoft.logic/integrationserviceenvironments/health\": { \"SingularDisplayName\": \"Microsoft.Logic integration service environments health\" }\n        ,\"microsoft.logic/integrationserviceenvironments/managedapis\": { \"SingularDisplayName\": \"Managed Connector\" }\n        ,\"microsoft.logic/templates\": { \"SingularDisplayName\": \"Logic Apps Template\" }\n        ,\"microsoft.logic/workflows\": { \"SingularDisplayName\": \"Logic app\" }\n        ,\"microsoft.logz/monitors\": { \"SingularDisplayName\": \"Logz.io\" }\n        ,\"microsoft.logz/monitors/accounts\": { \"SingularDisplayName\": \"Logz sub account\" }\n        ,\"microsoft.m365/m365resources\": { \"SingularDisplayName\": \"Microsoft.M365 m365 resource\" }\n        ,\"microsoft.m365consumptionservices/services\": { \"SingularDisplayName\": \"Microsoft.M365ConsumptionServices service\" }\n        ,\"microsoft.machinelearning/commitmentplans\": { \"SingularDisplayName\": \"Microsoft.MachineLearning commitment plan\" }\n        ,\"microsoft.machinelearning/commitmentplans/commitmentassociations\": { \"SingularDisplayName\": \"Microsoft.MachineLearning commitment plans commitment association\" }\n        ,\"microsoft.machinelearning/webservices\": { \"SingularDisplayName\": \"Machine Learning Studio (classic) web service\" }\n        ,\"microsoft.machinelearning/workspaces\": { \"SingularDisplayName\": \"Machine Learning Studio (classic) workspace\" }\n        ,\"microsoft.machinelearningexperimentation/accounts\": { \"SingularDisplayName\": \"Microsoft.MachineLearningExperimentation account\" }\n        ,\"microsoft.machinelearningexperimentation/accounts/workspaces\": { \"SingularDisplayName\": \"Microsoft.MachineLearningExperimentation accounts workspace\" }\n        ,\"microsoft.machinelearningexperimentation/accounts/workspaces/projects\": { \"SingularDisplayName\": \"Microsoft.MachineLearningExperimentation accounts workspaces project\" }\n        ,\"microsoft.machinelearningservices/aistudio\": { \"SingularDisplayName\": \"Azure AI Foundry\" }\n        ,\"microsoft.machinelearningservices/aistudiocreate\": { \"SingularDisplayName\": \"Azure AI Foundry\" }\n        ,\"microsoft.machinelearningservices/registries\": { \"SingularDisplayName\": \"Azure Machine Learning registry\" }\n        ,\"microsoft.machinelearningservices/workspaces\": { \"SingularDisplayName\": \"Azure Machine Learning workspace\" }\n        ,\"microsoft.machinelearningservices/workspaces/onlineendpoints\": { \"SingularDisplayName\": \"Machine learning online endpoint\" }\n        ,\"microsoft.machinelearningservices/workspaces/onlineendpoints/deployments\": { \"SingularDisplayName\": \"Machine learning online deployment\" }\n        ,\"microsoft.machinelearningservices/workspacescreate\": { \"SingularDisplayName\": \"Azure Machine Learning workspace\" }\n        ,\"microsoft.maintenance/configurationassignments\": { \"SingularDisplayName\": \"Microsoft.Maintenance configuration assignment\" }\n        ,\"microsoft.maintenance/maintenanceconfigurations\": { \"SingularDisplayName\": \"Maintenance Configuration\" }\n        ,\"microsoft.maintenance/maintenanceconfigurationsaumbladeresource\": { \"SingularDisplayName\": \"Maintenance configuration\" }\n        ,\"microsoft.maintenance/maintenanceconfigurationsbladeresource\": { \"SingularDisplayName\": \"Maintenance configuration\" }\n        ,\"microsoft.maintenance/publicmaintenanceconfigurations\": { \"SingularDisplayName\": \"Microsoft.Maintenance public maintenance configuration\" }\n        ,\"microsoft.managedidentity/identities\": { \"SingularDisplayName\": \"Microsoft.ManagedIdentity identity\" }\n        ,\"microsoft.managedidentity/userassignedidentities\": { \"SingularDisplayName\": \"Managed Identity\" }\n        ,\"microsoft.managednetwork/managednetworks\": { \"SingularDisplayName\": \"Microsoft.ManagedNetwork managed network\" }\n        ,\"microsoft.managednetwork/managednetworks/managednetworkgroups\": { \"SingularDisplayName\": \"Microsoft.ManagedNetwork managed networks managed network group\" }\n        ,\"microsoft.managednetwork/managednetworks/managednetworkpeeringpolicies\": { \"SingularDisplayName\": \"Microsoft.ManagedNetwork managed networks managed network peering policy\" }\n        ,\"microsoft.managednetworkfabric/accesscontrollists\": { \"SingularDisplayName\": \"Access Control List (Operator Nexus)\" }\n        ,\"microsoft.managednetworkfabric/internetgatewayrules\": { \"SingularDisplayName\": \"Internet Gateway Rule (Operator Nexus)\" }\n        ,\"microsoft.managednetworkfabric/internetgateways\": { \"SingularDisplayName\": \"Internet Gateway (Operator Nexus)\" }\n        ,\"microsoft.managednetworkfabric/ipcommunities\": { \"SingularDisplayName\": \"IP Community (Operator Nexus)\" }\n        ,\"microsoft.managednetworkfabric/ipextendedcommunities\": { \"SingularDisplayName\": \"IP Extended Community (Operator Nexus)\" }\n        ,\"microsoft.managednetworkfabric/ipprefixes\": { \"SingularDisplayName\": \"IP Prefix (Operator Nexus)\" }\n        ,\"microsoft.managednetworkfabric/l2isolationdomains\": { \"SingularDisplayName\": \"Layer 2 Isolation Domain (Operator Nexus)\" }\n        ,\"microsoft.managednetworkfabric/l3isolationdomains\": { \"SingularDisplayName\": \"Layer 3 Isolation Domain (Operator Nexus)\" }\n        ,\"microsoft.managednetworkfabric/l3isolationdomains/externalnetworks\": { \"SingularDisplayName\": \"External Network (Operator Nexus)\" }\n        ,\"microsoft.managednetworkfabric/l3isolationdomains/internalnetworks\": { \"SingularDisplayName\": \"Internal Network (Operator Nexus)\" }\n        ,\"microsoft.managednetworkfabric/neighborgroups\": { \"SingularDisplayName\": \"Neighbor Group (Operator Nexus)\" }\n        ,\"microsoft.managednetworkfabric/networkdevices\": { \"SingularDisplayName\": \"Network Device (Operator Nexus)\" }\n        ,\"microsoft.managednetworkfabric/networkdevices/networkinterfaces\": { \"SingularDisplayName\": \"Network Interface (Operator Nexus)\" }\n        ,\"microsoft.managednetworkfabric/networkfabriccontrollers\": { \"SingularDisplayName\": \"Network Fabric Controller (Operator Nexus)\" }\n        ,\"microsoft.managednetworkfabric/networkfabrics\": { \"SingularDisplayName\": \"Network Fabric (Operator Nexus)\" }\n        ,\"microsoft.managednetworkfabric/networkfabrics/networktonetworkinterconnects\": { \"SingularDisplayName\": \"Network to Network Interconnect (Operator Nexus)\" }\n        ,\"microsoft.managednetworkfabric/networkfabricskus\": { \"SingularDisplayName\": \"Network Fabric SKU (Operator Nexus)\" }\n        ,\"microsoft.managednetworkfabric/networkmonitors\": { \"SingularDisplayName\": \"Microsoft.ManagedNetworkFabric network monitor\" }\n        ,\"microsoft.managednetworkfabric/networkpacketbrokers\": { \"SingularDisplayName\": \"Network Packet Broker (Operator Nexus)\" }\n        ,\"microsoft.managednetworkfabric/networkracks\": { \"SingularDisplayName\": \"Network Rack (Operator Nexus)\" }\n        ,\"microsoft.managednetworkfabric/networktaprules\": { \"SingularDisplayName\": \"Network Tap Rule (Operator Nexus)\" }\n        ,\"microsoft.managednetworkfabric/networktaps\": { \"SingularDisplayName\": \"Network Tap (Operator Nexus)\" }\n        ,\"microsoft.managednetworkfabric/routepolicies\": { \"SingularDisplayName\": \"Route Policy (Operator Nexus)\" }\n        ,\"microsoft.managedservices/marketplaceregistrationdefinitions\": { \"SingularDisplayName\": \"Microsoft.ManagedServices marketplace registration definition\" }\n        ,\"microsoft.managedservices/registrationassignments\": { \"SingularDisplayName\": \"Microsoft.ManagedServices registration assignment\" }\n        ,\"microsoft.managedservices/registrationdefinitions\": { \"SingularDisplayName\": \"Azure Lighthouse\" }\n        ,\"microsoft.management/managementgroups\": { \"SingularDisplayName\": \"Microsoft.Management management group\" }\n        ,\"microsoft.management/managementgroups/microsoft.resources/deploymentstacks\": { \"SingularDisplayName\": \"Deployment stack\" }\n        ,\"microsoft.management/managementgroups/providers/privatelinkassociations\": { \"SingularDisplayName\": \"Application Gateway\" }\n        ,\"microsoft.management/managementgroups/providers/templatespecs\": { \"SingularDisplayName\": \"Template spec\" }\n        ,\"microsoft.management/managementgroups/settings\": { \"SingularDisplayName\": \"Microsoft.Management management groups setting\" }\n        ,\"microsoft.management/managementgroups/subscriptions\": { \"SingularDisplayName\": \"Microsoft.Management management groups subscription\" }\n        ,\"microsoft.management/servicegroups\": { \"SingularDisplayName\": \"Service group\" }\n        ,\"microsoft.managementpartner/partners\": { \"SingularDisplayName\": \"Microsoft.ManagementPartner partner\" }\n        ,\"microsoft.manufacturingplatform/manufacturingdataservices\": { \"SingularDisplayName\": \"Factory Operations Agent in Azure AI Foundry\" }\n        ,\"microsoft.maps/accounts\": { \"SingularDisplayName\": \"Azure Maps Account\" }\n        ,\"microsoft.maps/accounts/creators\": { \"SingularDisplayName\": \"Azure Maps Creator Resource\" }\n        ,\"microsoft.marketplace/privatestores\": { \"SingularDisplayName\": \"Microsoft.Marketplace private store\" }\n        ,\"microsoft.marketplace/privatestores/adminrequestapprovals\": { \"SingularDisplayName\": \"Microsoft.Marketplace private stores admin request approval\" }\n        ,\"microsoft.marketplace/privatestores/collections\": { \"SingularDisplayName\": \"Microsoft.Marketplace private stores collection\" }\n        ,\"microsoft.marketplace/privatestores/collections/offers\": { \"SingularDisplayName\": \"Microsoft.Marketplace private stores collections offer\" }\n        ,\"microsoft.marketplace/privatestores/offers\": { 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,\"microsoft.netapp/netappaccounts/snapshotpolicies\": { \"SingularDisplayName\": \"Snapshot policy\" }\n        ,\"microsoft.netapp/netappaccounts/volumegroups\": { \"SingularDisplayName\": \"VolumeGroup\" }\n        ,\"microsoft.network/applicationgatewayavailablessloptions\": { \"SingularDisplayName\": \"Microsoft.Network application gateway available ssl option\" }\n        ,\"microsoft.network/applicationgatewayavailablessloptions/predefinedpolicies\": { \"SingularDisplayName\": \"Microsoft.Network application gateway available ssl options predefined policy\" }\n        ,\"microsoft.network/applicationgateways\": { \"SingularDisplayName\": \"Application gateway\" }\n        ,\"microsoft.network/applicationgatewaywebapplicationfirewallpolicies\": { \"SingularDisplayName\": \"Application Gateway WAF policy\" }\n        ,\"microsoft.network/applicationsecuritygroups\": { \"SingularDisplayName\": \"Application security group\" }\n        ,\"microsoft.network/azurefirewalls\": { \"SingularDisplayName\": \"Firewall\" }\n        ,\"microsoft.network/azurewebcategories\": { \"SingularDisplayName\": \"Microsoft.Network Azure web category\" }\n        ,\"microsoft.network/bastionhosts\": { \"SingularDisplayName\": \"Bastion\" }\n        ,\"microsoft.network/cloudserviceslots\": { \"SingularDisplayName\": \"Microsoft.Network cloud service slot\" }\n        ,\"microsoft.network/connections\": { \"SingularDisplayName\": \"Connection\" }\n        ,\"microsoft.network/customipprefixes\": { \"SingularDisplayName\": \"Custom IP Prefix\" }\n        ,\"microsoft.network/ddoscustompolicies\": { \"SingularDisplayName\": \"Microsoft.Network DDoS custom policy\" }\n        ,\"microsoft.network/ddosprotectionplans\": { \"SingularDisplayName\": \"DDoS protection plan\" }\n        ,\"microsoft.network/dnsforwardingrulesets\": { \"SingularDisplayName\": \"DNS forwarding ruleset\" }\n        ,\"microsoft.network/dnsresolverdomainlists\": { \"SingularDisplayName\": \"DNS Domain List\" }\n        ,\"microsoft.network/dnsresolverpolicies\": { \"SingularDisplayName\": \"DNS Security Policy\" }\n        ,\"microsoft.network/dnsresolvers\": { \"SingularDisplayName\": \"DNS private resolver\" }\n        ,\"microsoft.network/dnszones\": { \"SingularDisplayName\": \"DNS zone\" }\n        ,\"microsoft.network/dscpconfigurations\": { \"SingularDisplayName\": \"Microsoft.Network DSCP configuration\" }\n        ,\"microsoft.network/expressroutecircuits\": { \"SingularDisplayName\": \"ExpressRoute circuit\" }\n        ,\"microsoft.network/expressroutecrossconnections\": { \"SingularDisplayName\": \"Microsoft.Network express route cross connection\" }\n        ,\"microsoft.network/expressroutecrossconnections/peerings\": { \"SingularDisplayName\": \"Microsoft.Network express route cross connections peering\" }\n        ,\"microsoft.network/expressroutegateways\": { \"SingularDisplayName\": \"ExpressRoute Gateway\" }\n        ,\"microsoft.network/expressroutegateways/expressrouteconnections\": { \"SingularDisplayName\": \"Microsoft.Network express route gateways express route connection\" }\n        ,\"microsoft.network/expressrouteports\": { \"SingularDisplayName\": \"ExpressRoute Direct\" }\n        ,\"microsoft.network/expressrouteportslocations\": { \"SingularDisplayName\": \"Microsoft.Network express route ports location\" }\n        ,\"microsoft.network/firewallpolicies\": { \"SingularDisplayName\": \"Firewall Policy\" }\n        ,\"microsoft.network/frontdoors\": { \"SingularDisplayName\": \"Front Door and CDN profiles\" }\n        ,\"microsoft.network/frontdoorwebapplicationfirewallpolicies\": { \"SingularDisplayName\": \"Front Door WAF policy\" }\n        ,\"microsoft.network/ipallocations\": { \"SingularDisplayName\": \"Microsoft.Network IP allocation\" }\n        ,\"microsoft.network/ipgroups\": { \"SingularDisplayName\": \"IP Group\" }\n        ,\"microsoft.network/loadbalancers\": { \"SingularDisplayName\": \"Load balancer\" }\n        ,\"microsoft.network/localnetworkgateways\": { \"SingularDisplayName\": \"Local network gateway\" }\n        ,\"microsoft.network/natgateways\": { \"SingularDisplayName\": \"NAT gateway\" }\n        ,\"microsoft.network/networkexperimentprofiles\": { \"SingularDisplayName\": \"Microsoft.Network network experiment profile\" }\n        ,\"microsoft.network/networkexperimentprofiles/experiments\": { \"SingularDisplayName\": \"Microsoft.Network network experiment profiles experiment\" }\n        ,\"microsoft.network/networkinterfaces\": { \"SingularDisplayName\": \"Network interface\" }\n        ,\"microsoft.network/networkmanagerconnections\": { \"SingularDisplayName\": \"Microsoft.Network network manager connection\" }\n        ,\"microsoft.network/networkmanagers\": { \"SingularDisplayName\": \"Network manager\" }\n        ,\"microsoft.network/networkmanagers/connectivityconfigurations\": { \"SingularDisplayName\": \"Network manager\" }\n        ,\"microsoft.network/networkmanagers/ipampools\": { \"SingularDisplayName\": \"IP address pool\" }\n        ,\"microsoft.network/networkmanagers/networkgroups\": { \"SingularDisplayName\": \"Network manager\" }\n        ,\"microsoft.network/networkmanagers/routingconfigurations\": { \"SingularDisplayName\": \"Network manager\" }\n        ,\"microsoft.network/networkmanagers/securityadminconfigurations\": { \"SingularDisplayName\": \"Network manager\" }\n        ,\"microsoft.network/networkmanagers/securityuserconfigurations\": { \"SingularDisplayName\": \"Network manager\" }\n        ,\"microsoft.network/networkmanagers/verifierworkspaces\": { \"SingularDisplayName\": \"Verifier Workspace\" }\n        ,\"microsoft.network/networkprofiles\": { \"SingularDisplayName\": \"Microsoft.Network network profile\" }\n        ,\"microsoft.network/networksecuritygroups\": { \"SingularDisplayName\": \"Network security group\" }\n        ,\"microsoft.network/networksecurityperimeters\": { \"SingularDisplayName\": \"Network Security Perimeter\" }\n        ,\"microsoft.network/networksecurityperimeters/profiles\": { \"SingularDisplayName\": \"Network Security Perimeter Profile\" }\n        ,\"microsoft.network/networkverifiers\": { \"SingularDisplayName\": \"Virtual Network Verifier\" }\n        ,\"microsoft.network/networkvirtualappliances\": { \"SingularDisplayName\": \"Microsoft.Network network virtual appliance\" }\n        ,\"microsoft.network/networkwatchers\": { \"SingularDisplayName\": \"Network Watcher\" }\n        ,\"microsoft.network/networkwatchers/flowlogs\": { \"SingularDisplayName\": \"Flow log\" }\n        ,\"microsoft.network/p2svpngateways\": { \"SingularDisplayName\": \"VPN Gateway (Point to Site)\" }\n        ,\"microsoft.network/privatednszones\": { \"SingularDisplayName\": \"Private DNS zone\" }\n        ,\"microsoft.network/privatednszones/virtualnetworklinks\": { \"SingularDisplayName\": \"Virtual network link\" }\n        ,\"microsoft.network/privateendpoints\": { \"SingularDisplayName\": \"Private endpoint\" }\n        ,\"microsoft.network/privatelinkservices\": { \"SingularDisplayName\": \"Private link service\" }\n        ,\"microsoft.network/publicipaddresses\": { \"SingularDisplayName\": \"Public IP address\" }\n        ,\"microsoft.network/publicipprefixes\": { \"SingularDisplayName\": \"Public IP Prefix\" }\n        ,\"microsoft.network/routefilters\": { \"SingularDisplayName\": \"Route filter\" }\n        ,\"microsoft.network/routetables\": { \"SingularDisplayName\": \"Route table\" }\n        ,\"microsoft.network/securitypartnerproviders\": { \"SingularDisplayName\": \"Microsoft.Network security partner provider\" }\n        ,\"microsoft.network/serviceendpointpolicies\": { \"SingularDisplayName\": \"Service endpoint policy\" }\n        ,\"microsoft.network/trafficmanagergeographichierarchies\": { \"SingularDisplayName\": \"Microsoft.Network traffic manager geographic hierarchy\" }\n        ,\"microsoft.network/trafficmanagerprofiles\": { \"SingularDisplayName\": \"Traffic Manager profile\" }\n        ,\"microsoft.network/trafficmanagerusermetricskeys\": { \"SingularDisplayName\": \"Microsoft.Network traffic manager user metrics key\" }\n        ,\"microsoft.network/virtualhubs\": { \"SingularDisplayName\": \"Microsoft.Network/virtualHub\" }\n        ,\"microsoft.network/virtualnetworkgateways\": { \"SingularDisplayName\": \"Virtual network gateway\" }\n        ,\"microsoft.network/virtualnetworks\": { \"SingularDisplayName\": \"Virtual network\" }\n        ,\"microsoft.network/virtualnetworktaps\": { \"SingularDisplayName\": \"Virtual network terminal access point\" }\n        ,\"microsoft.network/virtualrouters\": { \"SingularDisplayName\": \"Microsoft.Network virtual router\" }\n        ,\"microsoft.network/virtualrouters/peerings\": { \"SingularDisplayName\": \"Microsoft.Network virtual routers peering\" }\n        ,\"microsoft.network/virtualwans\": { \"SingularDisplayName\": \"Virtual WAN\" }\n        ,\"microsoft.network/vpngateways\": { \"SingularDisplayName\": \"VPN Gateway (Site to Site)\" }\n        ,\"microsoft.network/vpngateways/vpnconnections\": { \"SingularDisplayName\": \"Microsoft.Network VPN gateways VPN connection\" }\n        ,\"microsoft.network/vpngateways/vpnconnections/vpnlinkconnections\": { \"SingularDisplayName\": \"Microsoft.Network VPN gateways VPN connections VPN link connection\" }\n        ,\"microsoft.network/vpnserverconfigurations\": { \"SingularDisplayName\": \"Microsoft.Network VPN server configuration\" }\n        ,\"microsoft.network/vpnsites\": { \"SingularDisplayName\": \"Microsoft.Network VPN site\" }\n        ,\"microsoft.network/vpnsites/vpnsitelinks\": { \"SingularDisplayName\": \"Microsoft.Network VPN sites VPN site link\" }\n        ,\"microsoft.networkanalytics/dataconnectors\": { \"SingularDisplayName\": \"AIOps - Data Connector\" }\n        ,\"microsoft.networkanalytics/datalakehouses\": { \"SingularDisplayName\": \"AIOps - Data LakeHouse\" }\n        ,\"microsoft.networkanalytics/dataproducts\": { \"SingularDisplayName\": \"Azure Operator Insights ? Data Product\" }\n        ,\"microsoft.networkanalytics/dataproducts/datatypes\": { \"SingularDisplayName\": \"Data Type\" }\n        ,\"microsoft.networkanalytics/dataproductscatalogs\": { \"SingularDisplayName\": \"Microsoft.NetworkAnalytics data products catalog\" }\n        ,\"microsoft.networkanalytics/metricsingestionendpoints\": { \"SingularDisplayName\": \"Microsoft.NetworkAnalytics metrics ingestion endpoint\" }\n        ,\"microsoft.networkanalytics/networkanalyticsproducts\": { \"SingularDisplayName\": \"Microsoft.NetworkAnalytics network analytics product\" }\n        ,\"microsoft.networkcloud/baremetalmachines\": { \"SingularDisplayName\": \"Bare Metal Machine (Operator Nexus)\" }\n        ,\"microsoft.networkcloud/cloudservicesnetworks\": { \"SingularDisplayName\": \"Cloud Services Network (Operator Nexus)\" }\n        ,\"microsoft.networkcloud/clustermanagers\": { \"SingularDisplayName\": \"Cluster Manager (Operator Nexus)\" }\n        ,\"microsoft.networkcloud/clusters\": { \"SingularDisplayName\": \"Cluster (Operator Nexus)\" }\n        ,\"microsoft.networkcloud/clusters/baremetalmachinekeysets\": { \"SingularDisplayName\": \"Cluster Bare Metal Machine Key Set (Operator Nexus)\" }\n        ,\"microsoft.networkcloud/clusters/bmckeysets\": { \"SingularDisplayName\": \"Cluster Baseboard Management Controller Key Set (Operator Nexus)\" }\n        ,\"microsoft.networkcloud/clusters/metricsconfigurations\": { \"SingularDisplayName\": \"Cluster Metrics Configuration (Operator Nexus)\" }\n        ,\"microsoft.networkcloud/edgeclustermachineskus\": { \"SingularDisplayName\": \"Microsoft.NetworkCloud edge cluster machine SKU\" }\n        ,\"microsoft.networkcloud/edgeclusterruntimeversions\": { \"SingularDisplayName\": \"Microsoft.NetworkCloud edge cluster runtime version\" }\n        ,\"microsoft.networkcloud/edgeclusters\": { \"SingularDisplayName\": \"Microsoft.NetworkCloud edge cluster\" }\n        ,\"microsoft.networkcloud/edgeclusters/nodes\": { \"SingularDisplayName\": \"Microsoft.NetworkCloud edge clusters node\" }\n        ,\"microsoft.networkcloud/edgeclusterskus\": { \"SingularDisplayName\": \"Microsoft.NetworkCloud edge cluster SKU\" }\n        ,\"microsoft.networkcloud/kubernetesclusters\": { \"SingularDisplayName\": \"Kubernetes Cluster (Operator Nexus)\" }\n        ,\"microsoft.networkcloud/kubernetesclusters/agentpools\": { \"SingularDisplayName\": \"Agent Pool (Operator Nexus)\" }\n        ,\"microsoft.networkcloud/kubernetesclusters/features\": { \"SingularDisplayName\": \"Kubernetes Cluster Feature (Operator Nexus)\" }\n        ,\"microsoft.networkcloud/l2networks\": { \"SingularDisplayName\": \"Layer 2 Network (Operator Nexus)\" }\n        ,\"microsoft.networkcloud/l3networks\": { \"SingularDisplayName\": \"Layer 3 Network (Operator Nexus)\" }\n        ,\"microsoft.networkcloud/racks\": { \"SingularDisplayName\": \"Compute Rack (Operator Nexus)\" }\n        ,\"microsoft.networkcloud/rackskus\": { \"SingularDisplayName\": \"Microsoft.NetworkCloud rack SKU\" }\n        ,\"microsoft.networkcloud/registrationhubs\": { \"SingularDisplayName\": \"Microsoft.NetworkCloud registration hub\" }\n        ,\"microsoft.networkcloud/registrationhubs/images\": { \"SingularDisplayName\": \"Microsoft.NetworkCloud registration hubs image\" }\n        ,\"microsoft.networkcloud/registrationhubs/machines\": { \"SingularDisplayName\": \"Microsoft.NetworkCloud registration hubs machine\" }\n        ,\"microsoft.networkcloud/storageappliances\": { \"SingularDisplayName\": \"Storage Appliance (Operator Nexus)\" }\n        ,\"microsoft.networkcloud/trunkednetworks\": { \"SingularDisplayName\": \"Trunked Network (Operator Nexus)\" }\n        ,\"microsoft.networkcloud/virtualmachines\": { \"SingularDisplayName\": \"Virtual Machine (Operator Nexus)\" }\n        ,\"microsoft.networkcloud/virtualmachines/consoles\": { \"SingularDisplayName\": \"Virtual Machine Console (Operator Nexus)\" }\n        ,\"microsoft.networkcloud/volumes\": { \"SingularDisplayName\": \"Volume (Operator Nexus)\" }\n        ,\"microsoft.networkfunction/azuretrafficcollectors\": { \"SingularDisplayName\": \"ExpressRoute traffic collector\" }\n        ,\"microsoft.networkfunction/meshvpns\": { \"SingularDisplayName\": \"Mesh VPN\" }\n        ,\"microsoft.nexusidentity/identitycontrollers\": { \"SingularDisplayName\": \"Microsoft.NexusIdentity identity controller\" }\n        ,\"microsoft.nexusidentity/identitysets\": { \"SingularDisplayName\": \"Microsoft.NexusIdentity identity set\" }\n        ,\"microsoft.notebooks/notebookproxies\": { \"SingularDisplayName\": \"Microsoft.Notebooks notebook proxy\" }\n        ,\"microsoft.notificationhubs/namespaces\": { \"SingularDisplayName\": \"Notification Hub Namespace\" }\n        ,\"microsoft.notificationhubs/namespaces/notificationhubs\": { \"SingularDisplayName\": \"Notification Hub\" }\n        ,\"microsoft.objectstore/osnamespaces\": { \"SingularDisplayName\": \"Microsoft.ObjectStore os namespace\" }\n    })[tolower(id)]\n}\n",
-                    "$fxv#3": "// Copyright (c) Microsoft Corporation.\n// Licensed under the MIT License.\n\n.create-or-alter function \nwith (docstring = 'Return details about the specified ID.', folder = 'OpenData/Internal')\n_resource_type_4(id: string) {\n    dynamic({\n        \"microsoft.offazure/hypervsites\": { \"SingularDisplayName\": \"Microsoft.OffAzure hyperv site\" }\n        ,\"microsoft.offazure/hypervsites/clusters\": { \"SingularDisplayName\": \"Microsoft.OffAzure hyperv sites cluster\" }\n        ,\"microsoft.offazure/hypervsites/hosts\": { \"SingularDisplayName\": \"Microsoft.OffAzure hyperv sites host\" }\n        ,\"microsoft.offazure/hypervsites/jobs\": { \"SingularDisplayName\": \"Microsoft.OffAzure hyperv sites job\" }\n        ,\"microsoft.offazure/hypervsites/machines\": { \"SingularDisplayName\": \"Microsoft.OffAzure hyperv sites machine\" }\n        ,\"microsoft.offazure/hypervsites/machines/softwareinventories\": { \"SingularDisplayName\": \"Microsoft.OffAzure hyperv sites machines software inventory\" }\n        ,\"microsoft.offazure/hypervsites/operationsstatus\": { \"SingularDisplayName\": \"Microsoft.OffAzure hyperv sites operations statu\" }\n        ,\"microsoft.offazure/hypervsites/runasaccounts\": { \"SingularDisplayName\": \"Microsoft.OffAzure hyperv sites run as account\" }\n        ,\"microsoft.offazure/importsites\": { \"SingularDisplayName\": \"Microsoft.OffAzure import site\" }\n        ,\"microsoft.offazure/importsites/deletejobs\": { \"SingularDisplayName\": \"Microsoft.OffAzure import sites delete job\" }\n        ,\"microsoft.offazure/importsites/exportjobs\": { \"SingularDisplayName\": \"Microsoft.OffAzure import sites export job\" }\n        ,\"microsoft.offazure/importsites/importjobs\": { \"SingularDisplayName\": \"Microsoft.OffAzure import sites import job\" }\n        ,\"microsoft.offazure/importsites/jobs\": { \"SingularDisplayName\": \"Microsoft.OffAzure import sites job\" }\n        ,\"microsoft.offazure/importsites/machines\": { \"SingularDisplayName\": \"Microsoft.OffAzure import sites machine\" }\n        ,\"microsoft.offazure/mastersites\": { \"SingularDisplayName\": \"Microsoft.OffAzure master site\" }\n        ,\"microsoft.offazure/mastersites/operationsstatus\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites operations statu\" }\n        ,\"microsoft.offazure/mastersites/privateendpointconnections\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites private endpoint connection\" }\n        ,\"microsoft.offazure/mastersites/privatelinkresources\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites private link resource\" }\n        ,\"microsoft.offazure/mastersites/sqlsites\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites sql site\" }\n        ,\"microsoft.offazure/mastersites/sqlsites/discoverysitedatasources\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites sql sites discovery site data source\" }\n        ,\"microsoft.offazure/mastersites/sqlsites/jobs\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites sql sites job\" }\n        ,\"microsoft.offazure/mastersites/sqlsites/operationsstatus\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites sql sites operations statu\" }\n        ,\"microsoft.offazure/mastersites/sqlsites/runasaccounts\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites sql sites run as account\" }\n        ,\"microsoft.offazure/mastersites/sqlsites/sqlavailabilitygroups\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites sql sites sql availability group\" }\n        ,\"microsoft.offazure/mastersites/sqlsites/sqldatabases\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites sql sites sql database\" }\n        ,\"microsoft.offazure/mastersites/sqlsites/sqlservers\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites sql sites sql server\" }\n        ,\"microsoft.offazure/mastersites/webappsites\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites web app site\" }\n        ,\"microsoft.offazure/mastersites/webappsites/discoverysitedatasources\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites web app sites discovery site data source\" }\n        ,\"microsoft.offazure/mastersites/webappsites/extendedmachines\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites web app sites extended machine\" }\n        ,\"microsoft.offazure/mastersites/webappsites/iiswebapplications\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites web app sites iis web application\" }\n        ,\"microsoft.offazure/mastersites/webappsites/iiswebservers\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites web app sites iis web server\" }\n        ,\"microsoft.offazure/mastersites/webappsites/runasaccounts\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites web app sites runasaccount\" }\n        ,\"microsoft.offazure/mastersites/webappsites/tomcatwebapplications\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites web app sites tomcat web application\" }\n        ,\"microsoft.offazure/mastersites/webappsites/tomcatwebservers\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites web app sites tomcat web server\" }\n        ,\"microsoft.offazure/serversites\": { \"SingularDisplayName\": \"Microsoft.OffAzure server site\" }\n        ,\"microsoft.offazure/serversites/jobs\": { \"SingularDisplayName\": \"Microsoft.OffAzure server sites job\" }\n        ,\"microsoft.offazure/serversites/machines\": { \"SingularDisplayName\": \"Microsoft.OffAzure server sites machine\" }\n        ,\"microsoft.offazure/serversites/machines/softwareinventories\": { \"SingularDisplayName\": \"Microsoft.OffAzure server sites machines software inventory\" }\n        ,\"microsoft.offazure/serversites/operationsstatus\": { \"SingularDisplayName\": \"Microsoft.OffAzure server sites operations statu\" }\n        ,\"microsoft.offazure/serversites/runasaccounts\": { \"SingularDisplayName\": \"Microsoft.OffAzure server sites run as account\" }\n        ,\"microsoft.offazure/vmwaresites\": { \"SingularDisplayName\": \"Microsoft.OffAzure vmware site\" }\n        ,\"microsoft.offazure/vmwaresites/hosts\": { \"SingularDisplayName\": \"Microsoft.OffAzure vmware sites host\" }\n        ,\"microsoft.offazure/vmwaresites/jobs\": { \"SingularDisplayName\": \"Microsoft.OffAzure vmware sites job\" }\n        ,\"microsoft.offazure/vmwaresites/machines\": { \"SingularDisplayName\": \"Microsoft.OffAzure vmware sites machine\" }\n        ,\"microsoft.offazure/vmwaresites/machines/softwareinventories\": { \"SingularDisplayName\": \"Microsoft.OffAzure vmware sites machines software inventory\" }\n        ,\"microsoft.offazure/vmwaresites/operationsstatus\": { \"SingularDisplayName\": \"Microsoft.OffAzure vmware sites operations statu\" }\n        ,\"microsoft.offazure/vmwaresites/runasaccounts\": { \"SingularDisplayName\": \"Microsoft.OffAzure vmware sites run as account\" }\n        ,\"microsoft.offazure/vmwaresites/vcenters\": { \"SingularDisplayName\": \"Microsoft.OffAzure vmware sites vcenter\" }\n        ,\"microsoft.offazurespringboot/springbootsites\": { \"SingularDisplayName\": \"Microsoft.OffAzureSpringBoot springbootsite\" }\n        ,\"microsoft.offazurespringboot/springbootsites/errorsummaries\": { \"SingularDisplayName\": \"Microsoft.OffAzureSpringBoot springbootsites error summary\" }\n        ,\"microsoft.offazurespringboot/springbootsites/springbootapps\": { \"SingularDisplayName\": \"Microsoft.OffAzureSpringBoot springbootsites springbootapp\" }\n        ,\"microsoft.offazurespringboot/springbootsites/springbootservers\": { \"SingularDisplayName\": \"Microsoft.OffAzureSpringBoot springbootsites springbootserver\" }\n        ,\"microsoft.offazurespringboot/springbootsites/summaries\": { \"SingularDisplayName\": \"Microsoft.OffAzureSpringBoot springbootsites summary\" }\n        ,\"microsoft.onlineexperimentation/workspaces\": { \"SingularDisplayName\": \"Online Experimentation Workspace\" }\n        ,\"microsoft.openenergyplatform/energyservices\": { \"SingularDisplayName\": \"Azure Data Manager for Energy\" }\n        ,\"microsoft.openlogisticsplatform/workspaces\": { \"SingularDisplayName\": \"Microsoft.OpenLogisticsPlatform workspace\" }\n        ,\"microsoft.openlogisticsplatform/workspaces/applicationregistrations\": { \"SingularDisplayName\": \"Microsoft.OpenLogisticsPlatform workspaces application registration\" }\n        ,\"microsoft.openlogisticsplatform/workspaces/applications\": { \"SingularDisplayName\": \"Microsoft.OpenLogisticsPlatform workspaces application\" }\n        ,\"microsoft.openlogisticsplatform/workspaces/eventgridfilters\": { \"SingularDisplayName\": \"Microsoft.OpenLogisticsPlatform workspaces event grid filter\" }\n        ,\"microsoft.openlogisticsplatform/workspaces/shares\": { \"SingularDisplayName\": \"Microsoft.OpenLogisticsPlatform workspaces share\" }\n        ,\"microsoft.openlogisticsplatform/workspaces/sharesubscriptions\": { \"SingularDisplayName\": \"Microsoft.OpenLogisticsPlatform workspaces share subscription\" }\n        ,\"microsoft.operationalinsights/clusters\": { \"SingularDisplayName\": \"Log Analytics dedicated cluster\" }\n        ,\"microsoft.operationalinsights/querypacks\": { \"SingularDisplayName\": \"Log Analytics query pack\" }\n        ,\"microsoft.operationalinsights/workspaces\": { \"SingularDisplayName\": \"Log Analytics workspace\" }\n        ,\"microsoft.operationsmanagement/managementassociations\": { \"SingularDisplayName\": \"Microsoft.OperationsManagement management association\" }\n        ,\"microsoft.operationsmanagement/solutions\": { \"SingularDisplayName\": \"Solution\" }\n        ,\"microsoft.operatorvoicemail/operatorvoicemailinstances\": { \"SingularDisplayName\": \"Microsoft.OperatorVoicemail operator voicemail instance\" }\n        ,\"microsoft.oraclediscovery/oraclesites\": { \"SingularDisplayName\": \"Microsoft.OracleDiscovery oracle site\" }\n        ,\"microsoft.oraclediscovery/oraclesites/errorsummaries\": { \"SingularDisplayName\": \"Microsoft.OracleDiscovery oracle sites error summary\" }\n        ,\"microsoft.oraclediscovery/oraclesites/oracledatabases\": { \"SingularDisplayName\": \"Microsoft.OracleDiscovery oracle sites oracle database\" }\n        ,\"microsoft.oraclediscovery/oraclesites/oracleservers\": { \"SingularDisplayName\": \"Microsoft.OracleDiscovery oracle sites oracle server\" }\n        ,\"microsoft.oraclediscovery/oraclesites/summaries\": { \"SingularDisplayName\": \"Microsoft.OracleDiscovery oracle sites summary\" }\n        ,\"microsoft.orbital/cloudaccessrouters\": { \"SingularDisplayName\": \"Cloud Access Router\" }\n        ,\"microsoft.orbital/contactprofiles\": { \"SingularDisplayName\": \"Contact Profile\" }\n        ,\"microsoft.orbital/edgesites\": { \"SingularDisplayName\": \"Edge Site\" }\n        ,\"microsoft.orbital/geocatalogs\": { \"SingularDisplayName\": \"GeoCatalog\" }\n        ,\"microsoft.orbital/globalcommunicationssites\": { \"SingularDisplayName\": \"Microsoft.Orbital global communications site\" }\n        ,\"microsoft.orbital/groundstations\": { \"SingularDisplayName\": \"Ground Station\" }\n        ,\"microsoft.orbital/l2connections\": { \"SingularDisplayName\": \"L2 Connection\" }\n        ,\"microsoft.orbital/sdwancontrollers\": { \"SingularDisplayName\": \"SDWAN Controller\" }\n        ,\"microsoft.orbital/spacecrafts\": { \"SingularDisplayName\": \"Spacecraft\" }\n        ,\"microsoft.orbital/spacecrafts/contacts\": { \"SingularDisplayName\": \"Contact\" }\n        ,\"microsoft.orbital/terminals\": { \"SingularDisplayName\": \"Cloud Access Terminal\" }\n        ,\"microsoft.partnermanagedconsumerrecurrence/recurrences\": { \"SingularDisplayName\": \"Microsoft.PartnerManagedConsumerRecurrence recurrence\" }\n        ,\"microsoft.partnermanagedconsumerrecurrence/recurrences/operationresult\": { \"SingularDisplayName\": \"Microsoft.PartnerManagedConsumerRecurrence recurrences operation result\" }\n        ,\"microsoft.peering/peerasns\": { \"SingularDisplayName\": \"Microsoft.Peering peer asn\" }\n        ,\"microsoft.peering/peerings\": { \"SingularDisplayName\": \"Peering\" }\n        ,\"microsoft.peering/peerings/registeredasns\": { \"SingularDisplayName\": \"Registered ASN\" }\n        ,\"microsoft.peering/peerings/registeredprefixes\": { \"SingularDisplayName\": \"Registered prefix\" }\n        ,\"microsoft.peering/peeringservices\": { \"SingularDisplayName\": \"Peering Service\" }\n        ,\"microsoft.peering/peeringservices/prefixes\": { \"SingularDisplayName\": \"Peering Service Prefix\" }\n        ,\"microsoft.pki/pkis\": { \"SingularDisplayName\": \"Microsoft.Pki PKI\" }\n        ,\"microsoft.pki/pkis/certificateauthorities\": { \"SingularDisplayName\": \"Microsoft.Pki pkis certificate authority\" }\n        ,\"microsoft.pki/pkis/enrollmentpolicies\": { \"SingularDisplayName\": \"Microsoft.Pki pkis enrollment policy\" }\n        ,\"microsoft.policyinsights/attestations\": { \"SingularDisplayName\": \"Microsoft.PolicyInsights attestation\" }\n        ,\"microsoft.policyinsights/policymetadata\": { \"SingularDisplayName\": \"Microsoft.PolicyInsights policy metadata\" }\n        ,\"microsoft.policyinsights/remediations\": { \"SingularDisplayName\": \"Microsoft.PolicyInsights remediation\" }\n        ,\"microsoft.portal/consoles\": { \"SingularDisplayName\": \"Microsoft.Portal console\" }\n        ,\"microsoft.portal/dashboards\": { \"SingularDisplayName\": \"Shared dashboard\" }\n        ,\"microsoft.portal/tenantconfigurations\": { \"SingularDisplayName\": \"Microsoft.Portal tenant configuration\" }\n        ,\"microsoft.portal/usersettings\": { \"SingularDisplayName\": \"Microsoft.Portal user setting\" }\n        ,\"microsoft.portal/virtual-privatedashboards\": { \"SingularDisplayName\": \"Private dashboard\" }\n        ,\"microsoft.portalservices/copilotsettings\": { \"SingularDisplayName\": \"Microsoft.PortalServices copilot setting\" }\n        ,\"microsoft.portalservices/dashboards\": { \"SingularDisplayName\": \"Shared dashboard\" }\n        ,\"microsoft.portalservices/extensions\": { \"SingularDisplayName\": \"Portal Extension\" }\n        ,\"microsoft.portalservices/extensions/deployments\": { \"SingularDisplayName\": \"Extension Deployment\" }\n        ,\"microsoft.portalservices/extensions/slots\": { \"SingularDisplayName\": \"Extension Slot\" }\n        ,\"microsoft.portalservices/extensions/versions\": { \"SingularDisplayName\": \"Extension Version\" }\n        ,\"microsoft.portalservices/settings\": { \"SingularDisplayName\": \"Microsoft.PortalServices setting\" }\n        ,\"microsoft.powerbi/privatelinkservicesforpowerbi\": { \"SingularDisplayName\": \"Microsoft.PowerBI private link services for power bi\" }\n        ,\"microsoft.powerbi/privatelinkservicesforpowerbi/privateendpointconnections\": { \"SingularDisplayName\": \"Microsoft.PowerBI private link services for power bi private endpoint connection\" }\n        ,\"microsoft.powerbi/privatelinkservicesforpowerbi/privatelinkresources\": { \"SingularDisplayName\": \"Microsoft.PowerBI private link services for power bi private link resource\" }\n        ,\"microsoft.powerbi/workspacecollections\": { \"SingularDisplayName\": \"Microsoft.PowerBI workspace collection\" }\n        ,\"microsoft.powerbidedicated/autoscalevcores\": { \"SingularDisplayName\": \"Microsoft.PowerBIDedicated auto scale vcore\" }\n        ,\"microsoft.powerbidedicated/capacities\": { \"SingularDisplayName\": \"Power BI Embedded\" }\n        ,\"microsoft.powerplatform/accounts\": { \"SingularDisplayName\": \"Microsoft.PowerPlatform account\" }\n        ,\"microsoft.premonition/libraries\": { \"SingularDisplayName\": \"Microsoft.Premonition library\" }\n        ,\"microsoft.premonition/libraries/analyses\": { \"SingularDisplayName\": \"Microsoft.Premonition libraries analyse\" }\n        ,\"microsoft.premonition/libraries/samples\": { \"SingularDisplayName\": \"Microsoft.Premonition libraries sample\" }\n        ,\"microsoft.professionalservice/resources\": { \"SingularDisplayName\": \"Professional Service\" }\n        ,\"microsoft.programmableconnectivity/gateways\": { \"SingularDisplayName\": \"APC Gateway\" }\n        ,\"microsoft.programmableconnectivity/operatorapiconnections\": { \"SingularDisplayName\": \"APC Operator API Connection\" }\n        ,\"microsoft.programmableconnectivity/operatorapiplans\": { \"SingularDisplayName\": \"APC Operator API Plan\" }\n        ,\"microsoft.proposal/proposals\": { \"SingularDisplayName\": \"Microsoft.Proposal proposal\" }\n        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\"Microsoft.StorSimple managers devices volume container\" }\n        ,\"microsoft.storsimple/managers/devices/volumecontainers/volumes\": { \"SingularDisplayName\": \"Microsoft.StorSimple managers devices volume containers volume\" }\n        ,\"microsoft.storsimple/managers/encryptionsettings\": { \"SingularDisplayName\": \"Microsoft.StorSimple managers encryption setting\" }\n        ,\"microsoft.storsimple/managers/extendedinformation\": { \"SingularDisplayName\": \"Microsoft.StorSimple managers extended information\" }\n        ,\"microsoft.storsimple/managers/storageaccountcredentials\": { \"SingularDisplayName\": \"Microsoft.StorSimple managers storage account credential\" }\n        ,\"microsoft.storsimple/managers/storagedomains\": { \"SingularDisplayName\": \"Microsoft.StorSimple managers storage domain\" }\n        ,\"microsoft.streamanalytics/clusters\": { \"SingularDisplayName\": \"Stream Analytics cluster\" }\n        ,\"microsoft.streamanalytics/streamingjobs\": { \"SingularDisplayName\": \"Stream Analytics job\" }\n        ,\"microsoft.subscription/aliases\": { \"SingularDisplayName\": \"Microsoft.Subscription aliase\" }\n        ,\"microsoft.subscription/changetenantrequest\": { \"SingularDisplayName\": \"Microsoft.Subscription change tenant request\" }\n        ,\"microsoft.subscription/policies\": { \"SingularDisplayName\": \"Microsoft.Subscription policy\" }\n        ,\"microsoft.subscription/subscriptiondefinitions\": { \"SingularDisplayName\": \"Microsoft.Subscription subscription definition\" }\n        ,\"microsoft.subscription/subscriptionoperations\": { \"SingularDisplayName\": \"Microsoft.Subscription subscription operation\" }\n        ,\"microsoft.support/fileworkspaces\": { \"SingularDisplayName\": \"Microsoft.Support file workspace\" }\n        ,\"microsoft.support/fileworkspaces/files\": { \"SingularDisplayName\": \"Microsoft.Support file workspaces file\" }\n        ,\"microsoft.support/services\": { \"SingularDisplayName\": \"Microsoft.Support service\" }\n        ,\"microsoft.support/services/problemclassifications\": { \"SingularDisplayName\": \"Microsoft.Support services problem classification\" }\n        ,\"microsoft.support/supporttickets\": { \"SingularDisplayName\": \"Support Request\" }\n        ,\"microsoft.sustainabilityservices/calculations\": { \"SingularDisplayName\": \"Project Sustainability Calculator\" }\n        ,\"microsoft.symphony/instances\": { \"SingularDisplayName\": \"Microsoft.Symphony instance\" }\n        ,\"microsoft.symphony/solutions\": { \"SingularDisplayName\": \"Microsoft.Symphony solution\" }\n        ,\"microsoft.symphony/targets\": { \"SingularDisplayName\": \"Microsoft.Symphony target\" }\n        ,\"microsoft.synapse/privatelinkhubs\": { \"SingularDisplayName\": \"Synapse private link hub\" }\n        ,\"microsoft.synapse/workspaces\": { \"SingularDisplayName\": \"Synapse workspace\" }\n        ,\"microsoft.synapse/workspaces/bigdatapools\": { \"SingularDisplayName\": \"Apache Spark pool\" }\n        ,\"microsoft.synapse/workspaces/kustopools\": { \"SingularDisplayName\": \"Data Explorer pool\" }\n        ,\"microsoft.synapse/workspaces/kustopools/databases\": { \"SingularDisplayName\": \"Data Explorer Database\" }\n        ,\"microsoft.synapse/workspaces/scopepools\": { \"SingularDisplayName\": \"SCOPE pool\" }\n        ,\"microsoft.synapse/workspaces/sqlpools\": { \"SingularDisplayName\": \"Dedicated SQL pool\" }\n        ,\"microsoft.syntex/accounts\": { \"SingularDisplayName\": \"Microsoft.Syntex account\" }\n        ,\"microsoft.syntex/documentprocessors\": { \"SingularDisplayName\": \"Microsoft.Syntex document processor\" }\n        ,\"microsoft.test/healthdataaiservices\": { \"SingularDisplayName\": \"Azure Health Data and AI Services\" }\n        ,\"microsoft.timeseriesinsights/environments\": { \"SingularDisplayName\": \"Microsoft.TimeSeriesInsights environment\" }\n        ,\"microsoft.timeseriesinsights/environments/accesspolicies\": { \"SingularDisplayName\": \"Microsoft.TimeSeriesInsights environments access policy\" }\n        ,\"microsoft.timeseriesinsights/environments/eventsources\": { \"SingularDisplayName\": \"Microsoft.TimeSeriesInsights environments event source\" }\n        ,\"microsoft.timeseriesinsights/environments/referencedatasets\": { \"SingularDisplayName\": \"Microsoft.TimeSeriesInsights environments reference data set\" }\n        ,\"microsoft.toolchainorchestrator/activations\": { \"SingularDisplayName\": \"Microsoft.ToolchainOrchestrator activation\" }\n        ,\"microsoft.toolchainorchestrator/campaigns\": { \"SingularDisplayName\": \"Microsoft.ToolchainOrchestrator campaign\" }\n        ,\"microsoft.toolchainorchestrator/campaigns/versions\": { \"SingularDisplayName\": \"Microsoft.ToolchainOrchestrator campaigns version\" }\n        ,\"microsoft.toolchainorchestrator/catalogs\": { \"SingularDisplayName\": \"Microsoft.ToolchainOrchestrator catalog\" }\n        ,\"microsoft.toolchainorchestrator/catalogs/versions\": { \"SingularDisplayName\": \"Microsoft.ToolchainOrchestrator catalogs version\" }\n        ,\"microsoft.toolchainorchestrator/diagnostics\": { \"SingularDisplayName\": \"Microsoft.ToolchainOrchestrator diagnostic\" }\n        ,\"microsoft.toolchainorchestrator/instances\": { \"SingularDisplayName\": \"Microsoft.ToolchainOrchestrator instance\" }\n        ,\"microsoft.toolchainorchestrator/instances/versions\": { \"SingularDisplayName\": \"Microsoft.ToolchainOrchestrator instances version\" }\n        ,\"microsoft.toolchainorchestrator/solutions\": { \"SingularDisplayName\": \"Microsoft.ToolchainOrchestrator solution\" }\n        ,\"microsoft.toolchainorchestrator/solutions/versions\": { \"SingularDisplayName\": \"Microsoft.ToolchainOrchestrator solutions version\" }\n        ,\"microsoft.toolchainorchestrator/targets\": { \"SingularDisplayName\": \"Microsoft.ToolchainOrchestrator target\" }\n        ,\"microsoft.toolchainorchestrator/targets/versions\": { \"SingularDisplayName\": \"Microsoft.ToolchainOrchestrator targets version\" }\n        ,\"microsoft.updatemanager/updaterules\": { \"SingularDisplayName\": \"Update Rule\" }\n        ,\"microsoft.usagebilling/accounts\": { \"SingularDisplayName\": \"Microsoft.UsageBilling account\" }\n        ,\"microsoft.usagebilling/accounts/dataexports\": { \"SingularDisplayName\": \"Microsoft.UsageBilling accounts data export\" }\n        ,\"microsoft.usagebilling/accounts/inputs\": { \"SingularDisplayName\": \"Microsoft.UsageBilling accounts input\" }\n        ,\"microsoft.usagebilling/accounts/metricexports\": { \"SingularDisplayName\": \"Microsoft.UsageBilling accounts metric export\" }\n        ,\"microsoft.usagebilling/accounts/pav2outputs\": { \"SingularDisplayName\": \"Microsoft.UsageBilling accounts pav2output\" }\n        ,\"microsoft.usagebilling/accounts/pipelines\": { \"SingularDisplayName\": \"Microsoft.UsageBilling accounts pipeline\" }\n        ,\"microsoft.usagebilling/accounts/pipelines/outputselectors\": { \"SingularDisplayName\": \"Microsoft.UsageBilling accounts pipelines output selector\" }\n        ,\"microsoft.verifiedid/authorities\": { \"SingularDisplayName\": \"Microsoft.VerifiedId authority\" }\n        ,\"microsoft.videoindexer/accounts\": { \"SingularDisplayName\": \"Azure AI Video Indexer\" }\n        ,\"microsoft.virtualmachineimages/imagetemplates\": { \"SingularDisplayName\": \"Image template\" }\n        ,\"microsoft.visualstudio/account\": { \"SingularDisplayName\": \"Azure DevOps organization\" }\n        ,\"microsoft.vmware/resourcepools\": { \"SingularDisplayName\": \"Microsoft.VMware resource pool\" }\n        ,\"microsoft.vmware/vcenters\": { \"SingularDisplayName\": \"Microsoft.VMware vcenter\" }\n        ,\"microsoft.vmware/vcenters/inventoryitems\": { \"SingularDisplayName\": \"Microsoft.VMware vcenters inventory item\" }\n        ,\"microsoft.vmware/virtualmachines\": { \"SingularDisplayName\": \"Microsoft.VMware virtual machine\" }\n        ,\"microsoft.vmware/virtualmachinetemplates\": { \"SingularDisplayName\": \"Microsoft.VMware virtual machine template\" }\n        ,\"microsoft.vmware/virtualnetworks\": { \"SingularDisplayName\": \"Microsoft.VMware virtual network\" }\n        ,\"microsoft.vmwarecloudsimple/dedicatedcloudnodes\": { \"SingularDisplayName\": \"Microsoft.VMwareCloudSimple dedicated cloud node\" }\n        ,\"microsoft.vmwarecloudsimple/dedicatedcloudservices\": { \"SingularDisplayName\": \"Microsoft.VMwareCloudSimple dedicated cloud service\" }\n        ,\"microsoft.vmwarecloudsimple/virtualmachines\": { \"SingularDisplayName\": \"Microsoft.VMwareCloudSimple virtual machine\" }\n        ,\"microsoft.vnfmanager/devices\": { \"SingularDisplayName\": \"Microsoft.VnfManager device\" }\n        ,\"microsoft.vnfmanager/vendors\": { \"SingularDisplayName\": \"Microsoft.VnfManager vendor\" }\n        ,\"microsoft.vnfmanager/vendors/skus\": { \"SingularDisplayName\": \"Microsoft.VnfManager vendors SKU\" }\n        ,\"microsoft.vnfmanager/vnfs\": { \"SingularDisplayName\": \"Microsoft.VnfManager vnf\" }\n        ,\"microsoft.voiceservices/communicationsgateways\": { \"SingularDisplayName\": \"Communications Gateway\" }\n        ,\"microsoft.voiceservices/communicationsgateways/testlines\": { \"SingularDisplayName\": \"Communications Gateway Test Line\" }\n        ,\"microsoft.vsonline/accounts\": { \"SingularDisplayName\": \"Microsoft.VSOnline account\" }\n        ,\"microsoft.vsonline/plans\": { \"SingularDisplayName\": \"Visual Studio Online Plan\" }\n        ,\"microsoft.web/certificates\": { \"SingularDisplayName\": \"Microsoft.Web certificate\" }\n        ,\"microsoft.web/connectiongateways\": { \"SingularDisplayName\": \"App Service on-premises data gateway\" }\n        ,\"microsoft.web/connections\": { \"SingularDisplayName\": \"App Service API connection\" }\n        ,\"microsoft.web/containerapps\": { \"SingularDisplayName\": \"Microsoft.Web container app\" }\n        ,\"microsoft.web/containerapps/revisions\": { \"SingularDisplayName\": \"Microsoft.Web container apps revision\" }\n        ,\"microsoft.web/customapis\": { \"SingularDisplayName\": \"Logic apps custom connector\" }\n        ,\"microsoft.web/deletedsites\": { \"SingularDisplayName\": \"Microsoft.Web deleted site\" }\n        ,\"microsoft.web/hostingenvironments\": { \"SingularDisplayName\": \"App Service Environment\" }\n        ,\"microsoft.web/ishostingenvironmentnameavailable\": { \"SingularDisplayName\": \"Microsoft.Web ishostingenvironmentnameavailable\" }\n        ,\"microsoft.web/kubeenvironments\": { \"SingularDisplayName\": \"App Service Kubernetes Environment\" }\n        ,\"microsoft.web/logicappstemplate\": { \"SingularDisplayName\": \"Logic Apps Template\" }\n        ,\"microsoft.web/publishingusers\": { \"SingularDisplayName\": \"Microsoft.Web publishing user\" }\n        ,\"microsoft.web/serverfarms\": { \"SingularDisplayName\": \"App Service plan\" }\n        ,\"microsoft.web/sites\": { \"SingularDisplayName\": \"App Service web app\" }\n        ,\"microsoft.web/sites/slots\": { \"SingularDisplayName\": \"App Service deployment slot\" }\n        ,\"microsoft.web/sourcecontrols\": { \"SingularDisplayName\": \"Microsoft.Web sourcecontrol\" }\n        ,\"microsoft.web/staticsites\": { \"SingularDisplayName\": \"Static Web App\" }\n        ,\"microsoft.weightsandbiases/instances\": { \"SingularDisplayName\": \"Azure Native Weights & Biases Cloud Service\" }\n        ,\"microsoft.whiteboxcadlprovider/whiteboxresources\": { \"SingularDisplayName\": \"Microsoft.WhiteBoxCadlProvider white box resource\" }\n        ,\"microsoft.windows365/cloudpcdelegatedmsis\": { \"SingularDisplayName\": \"Microsoft.Windows365 cloud pc delegated msi\" }\n        ,\"microsoft.windowsesu/multipleactivationkeys\": { \"SingularDisplayName\": \"Microsoft.WindowsESU multiple activation key\" }\n        ,\"microsoft.windowsiot/deviceservices\": { \"SingularDisplayName\": \"Microsoft.WindowsIoT device service\" }\n        ,\"microsoft.windowspushnotificationservices/registrations\": { \"SingularDisplayName\": \"Windows Push Notification Service\" }\n        ,\"microsoft.workloadmonitor/monitors\": { \"SingularDisplayName\": \"Microsoft.WorkloadMonitor monitor\" }\n        ,\"microsoft.workloadmonitor/monitors/history\": { \"SingularDisplayName\": \"Microsoft.WorkloadMonitor monitors history\" }\n        ,\"microsoft.workloads/configurationvalidationresults\": { \"SingularDisplayName\": \"Microsoft.Workloads configuration validation result\" }\n        ,\"microsoft.workloads/connectors\": { \"SingularDisplayName\": \"Microsoft.Workloads connector\" }\n        ,\"microsoft.workloads/connectors/acssbackups\": { \"SingularDisplayName\": \"Microsoft.Workloads connectors acss backup\" }\n        ,\"microsoft.workloads/connectors/amsinsights\": { \"SingularDisplayName\": \"Microsoft.Workloads connectors ams insight\" }\n        ,\"microsoft.workloads/connectors/sapvirtualinstancemonitors\": { \"SingularDisplayName\": \"Microsoft.Workloads connectors sap virtual instance monitor\" }\n        ,\"microsoft.workloads/epicvirtualinstances\": { \"SingularDisplayName\": \"Virtual Instance for Epic solution\" }\n        ,\"microsoft.workloads/insights\": { \"SingularDisplayName\": \"Microsoft.Workloads insight\" }\n        ,\"microsoft.workloads/instancegroupmonitors\": { \"SingularDisplayName\": \"Microsoft.Workloads instance group monitor\" }\n        ,\"microsoft.workloads/instancehealthdefinitions\": { \"SingularDisplayName\": \"Microsoft.Workloads instance health definition\" }\n        ,\"microsoft.workloads/instancehealthdefinitions/signaldefinitions\": { \"SingularDisplayName\": \"Microsoft.Workloads instance health definitions signal definition\" }\n        ,\"microsoft.workloads/instancemonitors\": { \"SingularDisplayName\": \"Microsoft.Workloads instance monitor\" }\n        ,\"microsoft.workloads/monitors\": { \"SingularDisplayName\": \"Azure Monitor for SAP solutions\" }\n        ,\"microsoft.workloads/oraclevirtualinstances\": { \"SingularDisplayName\": \"Microsoft.Workloads oracle virtual instance\" }\n        ,\"microsoft.workloads/oraclevirtualinstances/databaseinstances\": { \"SingularDisplayName\": \"Microsoft.Workloads oracle virtual instances database instance\" }\n        ,\"microsoft.workloads/phpworkloads\": { \"SingularDisplayName\": \"Microsoft.Workloads php workload\" }\n        ,\"microsoft.workloads/phpworkloads/wordpressinstances\": { \"SingularDisplayName\": \"Microsoft.Workloads php workloads wordpress instance\" }\n        ,\"microsoft.workloads/sapdiscoverysites\": { \"SingularDisplayName\": \"Microsoft.Workloads sap discovery site\" }\n        ,\"microsoft.workloads/sapdiscoverysites/sapinstances\": { \"SingularDisplayName\": \"Microsoft.Workloads sap discovery sites sap instance\" }\n        ,\"microsoft.workloads/sapdiscoverysites/sapinstances/serverinstances\": { \"SingularDisplayName\": \"Microsoft.Workloads sap discovery sites sap instances server instance\" }\n        ,\"microsoft.workloads/sapvirtualinstances\": { \"SingularDisplayName\": \"Virtual Instance for SAP solutions\" }\n        ,\"microsoft.workloads/sapvirtualinstances/applicationinstances\": { \"SingularDisplayName\": \"App server instance for SAP solutions\" }\n        ,\"microsoft.workloads/sapvirtualinstances/centralinstances\": { \"SingularDisplayName\": \"Central service instance for SAP solutions\" }\n        ,\"microsoft.workloads/sapvirtualinstances/databaseinstances\": { \"SingularDisplayName\": \"Database for SAP solutions\" }\n        ,\"microsoft.workloads/virtualinstances\": { \"SingularDisplayName\": \"Microsoft.Workloads virtual instance\" }\n        ,\"microsoft.workloads/virtualinstances/components\": { \"SingularDisplayName\": \"Microsoft.Workloads virtual instances component\" }\n        ,\"microsoft.workloads/workloadinstance\": { \"SingularDisplayName\": \"My Resource\" }\n        ,\"microsoft.zerotrustsegmentation/segmentationmanagers\": { \"SingularDisplayName\": \"Segmentation Manager\" }\n        ,\"mongodb.atlas/organizations\": { \"SingularDisplayName\": \"MongoDB Atlas Organization\" }\n        ,\"neon.postgres/organizations\": { \"SingularDisplayName\": \"Neon Serverless Postgres Organization\" }\n        ,\"newrelic.observability/monitors\": { \"SingularDisplayName\": \"New Relic\" }\n        ,\"nginx.nginxplus/nginxdeployments\": { \"SingularDisplayName\": \"NGINXaaS\" }\n        ,\"oracle.database/autonomousdatabases\": { \"SingularDisplayName\": \"Autonomous Database\" }\n        ,\"oracle.database/basedb\": { \"SingularDisplayName\": \"Autonomous Database\" }\n        ,\"oracle.database/cloudexadatainfrastructures\": { \"SingularDisplayName\": \"Oracle Exadata Infrastructure\" }\n        ,\"oracle.database/cloudvmclusters\": { \"SingularDisplayName\": \"Oracle Exadata VM Cluster\" }\n        ,\"oracle.database/exadbvmclusters\": { \"SingularDisplayName\": \"Oracle Exascale VM Cluster\" }\n        ,\"oracle.database/exascaledbstoragevaults\": { \"SingularDisplayName\": \"Oracle Exascale DB Storage Vault\" }\n        ,\"oracle.database/networkanchors\": { \"SingularDisplayName\": \"Network Anchor\" }\n        ,\"oracle.database/oraclesubscriptions\": { \"SingularDisplayName\": \"OracleSubscription\" }\n        ,\"oracle.database/resourceanchors\": { \"SingularDisplayName\": \"Resource Anchor\" }\n        ,\"paloaltonetworks.cloudngfw/firewalls\": { \"SingularDisplayName\": \"Cloud NGFW by Palo Alto Networks\" }\n        ,\"paloaltonetworks.cloudngfw/globalrulestacks\": { \"SingularDisplayName\": \"Global Rulestack\" }\n        ,\"paloaltonetworks.cloudngfw/localrulestacks\": { \"SingularDisplayName\": \"Local Rulestack for Cloud NGFW by Palo Alto Networks\" }\n        ,\"pinecone.vectordb/organizations\": { \"SingularDisplayName\": \"Azure Native Pinecone Cloud Service\" }\n        ,\"purestorage.block/reservations\": { \"SingularDisplayName\": \"Azure Native Pure Storage Cloud Service\" }\n        ,\"purestorage.block/storagepools\": { \"SingularDisplayName\": \"Storage pool\" }\n        ,\"purestorage.block/storagepools/avsstoragecontainers\": { \"SingularDisplayName\": \"PureStorage.Block storage pools avs storage container\" }\n    })[tolower(id)]\n}\n",
-                    "$fxv#4": "// Copyright (c) Microsoft Corporation.\n// Licensed under the MIT License.\n\n.create-or-alter function \nwith (docstring = 'Return details about the specified ID.', folder = 'OpenData/Internal')\n_resource_type_5(id: string) {\n    dynamic({\n        \"qumulo.qaas/storages\": { \"SingularDisplayName\": \"Qumulo.QaaS storage\" }\n        ,\"qumulo.storage/filesystems\": { \"SingularDisplayName\": \"Azure Native Qumulo Scalable File Service\" }\n        ,\"solarwinds.observability/organizations\": { \"SingularDisplayName\": \"SolarWinds Observability\" }\n        ,\"splitio.experimentation/experimentationworkspaces\": { \"SingularDisplayName\": \"Split Experimentation Workspace\" }\n        ,\"wandisco.fusion/migrators\": { \"SingularDisplayName\": \"LiveData Migrator\" }\n        ,\"wandisco.fusion/migrators/datatransferagents\": { \"SingularDisplayName\": \"Data Transfer Agent\" }\n        ,\"wandisco.fusion/migrators/exclusiontemplates\": { \"SingularDisplayName\": \"Exclusion\" }\n        ,\"wandisco.fusion/migrators/livedatamigrations\": { \"SingularDisplayName\": \"Migration\" }\n        ,\"wandisco.fusion/migrators/metadatamigrations\": { \"SingularDisplayName\": \"Metadata Migration\" }\n        ,\"wandisco.fusion/migrators/metadatatargets\": { \"SingularDisplayName\": \"Metadata Target\" }\n        ,\"wandisco.fusion/migrators/pathmappings\": { \"SingularDisplayName\": \"Path Mapping\" }\n        ,\"wandisco.fusion/migrators/targets\": { \"SingularDisplayName\": \"Target\" }\n        ,\"wandisco.fusion/migrators/verifications\": { \"SingularDisplayName\": \"Verification\" }\n    })[tolower(id)]\n}\n",
-                    "$fxv#5": "// Copyright (c) Microsoft Corporation.\n// Licensed under the MIT License.\n\n// resource_type\n.create-or-alter function \nwith (docstring = 'Return details about the specified ID.', folder = 'OpenData')\nresource_type(id: string) {\n    coalesce(_resource_type_1(id), _resource_type_2(id), _resource_type_3(id), _resource_type_4(id), _resource_type_5(id))\n}\n",
-                    "$fxv#6": "// Copyright (c) Microsoft Corporation.\n// Licensed under the MIT License.\n\n//======================================================================================================================\n// Common utility functions\n//\n// TIP: Use Ctrl+K,Ctrl+0 to collapse all regions in VS Code\n//======================================================================================================================\n\n\n//===| Date functions |=================================================================================================\n\n// monthstring\n.create-or-alter function \nwith (docstring = @'Returns the name of the month for the specified date (e.g. Jan or January)', folder =@'Common') \nmonthstring(['date']: datetime, length: int = 9)\n{\n    substring(dynamic(['January','February','March','April','May','June','July','August','September','October','November','December'])[getmonth(['date']) - 1], 0, length)\n}\n\n// datestring\n.create-or-alter function \nwith (docstring = @'Converts 2 dates into a simple, user-friendly date range (e.g. Jan 1-Jan 3)', folder =@'Common') \ndatestring(start: datetime, end: datetime = datetime('0001-01-01'))\n{\n    let month = (d: datetime) { monthstring(d, 3) };\n    let endDate = iff(end == datetime('0001-01-01'), start, end);\n    let sameDate = startofday(start) == startofday(endDate);\n    let sameMonth = startofmonth(start) == startofmonth(endDate);\n    let sameYear = startofyear(start) == startofyear(endDate);\n    let fullMonth = startofday(start) == startofmonth(start) and startofday(endDate) == startofday(endofmonth(endDate));\n    let fullYear = startofday(start) == startofyear(start) and startofday(endDate) == startofday(endofyear(endDate));\n    let currentYear = sameYear and startofyear(start) == startofyear(now());\n    case(\n        // Full year             | yyyy (same year) / yyyy-yyyy (diff years)\n        fullYear,\n            strcat(getyear(start), iff(sameYear, '', strcat('-', getyear(endDate)))),\n        // 1 full mo, same year  | Mmm yyyy\n        fullMonth and sameMonth and sameYear,\n            strcat(month(start), ' ', getyear(start)),\n        // 2+ full mo, same year | Mmm-Mmm (current year) / Mmm-Mmm yyyy (other year)\n        fullMonth and sameYear,\n            strcat(month(start), '-', month(endDate), iff(currentYear, '', strcat(' ', getyear(endDate)))),\n        // Full mo, diff year    | Mmm yyyy-Mmm yyyy\n        fullMonth and not(sameYear),\n            strcat(month(start), ' ', getyear(start), '-', month(endDate), ' ', getyear(endDate)),\n        // Same date             | Mmm d (current year) / Mmm d, yyyy (other year)\n        sameDate,\n            strcat(month(start), ' ', dayofmonth(start), iff(currentYear, '', strcat(', ', getyear(endDate)))),\n        // 1 partial M, same Y   | Mmm d-d (current year) / Mmm d-d, yyyy (other year)\n        not(fullMonth) and sameMonth and sameYear,\n            strcat(month(start), ' ', dayofmonth(start), '-', dayofmonth(endDate), iff(currentYear, '', strcat(' ', getyear(endDate)))),\n        // 2+ partial M, same Y  | Mmm d-Mmm d (current year) / Mmm d-Mmm d, yyyy (other year)\n        not(fullMonth) and not(sameMonth) and sameYear,\n            strcat(month(start), ' ', dayofmonth(start), '-', month(endDate), ' ', dayofmonth(endDate), iff(currentYear, '', strcat(', ', getyear(endDate)))),\n        // All other cases       | Mmm d, yyyy-Mmm d, yyyy\n        strcat(month(start), ' ', dayofmonth(start), ', ', getyear(start), '-', month(endDate), ' ', dayofmonth(endDate), ', ', getyear(endDate))\n    )\n}\n\n// daterange\n.create-or-alter function \nwith (docstring = @'DEPRECATED: Please use datestring(); function will be removed on or after the Jan 2026 release', folder =@'Common') \ndaterange(start: datetime, end: datetime = datetime('0001-01-01'))\n{\n    datestring(start, end)\n}\n\n// monthsago\n.create-or-alter function \nwith (docstring = 'DEPRECATED: Please use startofmonth(now(), -<# of months>); function will be removed on or after the Jan 2026 release', folder = 'Common')\nmonthsago(months: int)\n{\n    datetime_add('month', -months, startofmonth(now()))\n}\n\n\n//===| Number functions |===============================================================================================\n// NOTE: Must be defined before string converters\n\n// delta\n.create-or-alter function \nwith (docstring = @'Compares 2 values and returns the percentage change from oldval to newval', folder =@'Common') \ndelta(oldval: double, newval: double)\n{\n    (newval - todouble(oldval))/oldval\n}\n\n// percentOfTotal\n// NOTE: Must be before percent() function\n.create-or-alter function \nwith (docstring = @'Calculates the percentage of each record based on a required Count column', folder =@'Common') \npercentOfTotal(t: (Count: long), tot: long)\n{\n    let total = todouble(tot);\n    t \n    | extend Percent = round(Count / total * 100, 3) \n    | order by Count desc\n}\n\n// percent\n.create-or-alter function \nwith (docstring = @'Calculates the percentage of each record based on a required Count column', folder =@'Common') \npercent(t: (Count: long))\n{\n    let total = todouble(toscalar(t | summarize sum(Count)));\n    percentOfTotal(t, total)\n}\n\n// plusminus\n.create-or-alter function \nwith (docstring = 'Shows a +/- sign based on the direction of the number', folder = 'Common')\nplusminus(val: string)\n{\n    let neg = substring(val, 0, 1) == '-';\n    iff(neg, val, strcat('+', val))\n}\n\n// updown\n.create-or-alter function \nwith (docstring = 'Shows an up/down arrow based on the direction of the number', folder = 'Common')\nupdown(val: string)\n{\n    // TODO: Handle 0\n    let neg = substring(val, 0, 1) == '-';\n    iff(neg, strcat('↓', substring(val, 1)), strcat('↑', val))\n}\n\n\n//===| String functions |===============================================================================================\n\n// percentstring\n// NOTE: Must be defined before deltastring\n.create-or-alter function \nwith (docstring = 'Calculate a percentage and render as a string', folder = 'Common')\npercentstring(num: double, total: double = 1.0, places: int = 9)\n{\n    let value = 1.0 * num / total * 100;\n    strcat(case(\n        places != 9, round(value, places),\n        value < 10,  round(value, 2),\n        round(value, 1)\n    ), '%')\n}\n\n//----------------------------------------------------------------------------------------------------------------------\n\n// arraystring\n.create-or-alter function \nwith (docstring = 'Convert an array to a comma-delimited string', folder = 'Common')\narraystring(arr: dynamic)\n{\n    replace_string(replace_regex(replace_regex(replace_regex(replace_regex(replace_regex(\n        tostring(arr)\n        , @'^\\[\"', '')\n        , @'\"\\]$', '')\n        , @'^, ', '')\n        , @', $', '')\n        , @'^\\[]$', '')\n        , '\",\"', ', ')\n}\n\n// deltastring\n.create-or-alter function \nwith (docstring = 'Calculate a delta percentage and render as a string', folder = 'Common')\ndeltastring(oldval: double, newval: double, places: int = 1, useArrows: bool = false)\n{\n    let d = delta(oldval, newval);\n    strcat(case(useArrows and d > 0, '↑', useArrows and d < 0, '↓', d < 0, '-', ''), percentstring(abs(d), 1, places))\n}\n\n// diffstring\n.create-or-alter function \nwith (docstring = 'Calculate the difference and render as a string', folder = 'Common')\ndiffstring(oldval: double, newval: double, places: int = 1)\n{\n    plusminus(round(newval - oldval, places))\n}\n\n// numberstring\n.create-or-alter function \nwith (docstring = 'Convert a number to a string', folder = 'Common')\nnumberstring(num: double, abbrev: bool = true)\n{\n    replace_regex(case(\n        num >= 10000000000000, strcat(round(1.0 * num / 1000000000000, 1), 'T'),\n        num >= 1000000000000,  strcat(round(1.0 * num / 1000000000000, 2), 'T'),\n        num >= 10000000000,    strcat(round(1.0 * num / 1000000000, 1), 'B'),\n        num >= 1000000000,     strcat(round(1.0 * num / 1000000000, 2), 'B'),\n        num >= 10000000,       strcat(round(1.0 * num / 1000000, 1), 'M'),\n        num >= 1000000,        strcat(round(1.0 * num / 1000000, 2), 'M'),\n        num >= 10000,          strcat(round(1.0 * num / 1000, 1), 'K'),\n        // Kusto doesn't support back-refs yet -- num > 1000, replace_regex(tostring(num), @'(\\d)(?=(\\d{3})+\\.)', @'\\1,'), // See https://docs.microsoft.com/azure/data-explorer/kusto/query/re2-library\n        num > 1000, replace_regex(tostring(num), @'([0-9]{3})$', @',\\1'), //num / 1000, ',', substring(tostring(num), 0) - (num / 1000 * 1000)),\n        tostring(num)\n    ), @'\\.0$', '')\n}\n\n\n//===| Other |==========================================================================================================\n\n// ifempty\n.create-or-alter function \nwith (docstring = 'Replaces an empty value with the specified default value', folder = 'Common')\nifempty(val: dynamic, defaultVal: dynamic)\n{\n    iff(isempty(val), defaultVal, val)\n}\n",
-                    "$fxv#7": "// Copyright (c) Microsoft Corporation.\n// Licensed under the MIT License.\n\n//======================================================================================================================\n// Ingestion database\n// Used for data ingestion, normalization, and cleansing.\n//======================================================================================================================\n\n// For allowed commands, see https://learn.microsoft.com/azure/data-explorer/database-script\n\n//===| Settings |=======================================================================================================\n\n.create-merge table HubSettingsLog (\n    version:   string,\n    scopes:    dynamic,\n    retention: dynamic\n)\n\n//----------------------------------------------------------------------------------------------------------------------\n\n// HubSettings function\n.create-or-alter function\nwith (docstring='Gets the latest version of hub settings.', folder='Settings')\nHubSettings()\n{\n    HubSettingsLog\n    | extend timestamp = ingestion_time()\n    | summarize arg_max(timestamp, *)\n}\n\n//----------------------------------------------------------------------------------------------------------------------\n\n// HubScopes function\n.create-or-alter function\nwith (docstring='Gets the currently configured scopes.', folder='Settings')\nHubScopes()\n{\n    HubSettings\n    | project scopes\n    | mv-expand scopes\n}\n\n\n//===| Open data |======================================================================================================\n\n// PricingUnits -- Create table if it doesn't exist\n.create-merge table PricingUnits ( ignore: string )\n\n// PricingUnits -- Remove all columns\n.alter table PricingUnits ( ignore: string )\n\n// PricingUnits -- Redefine all columns to change types\n.alter table PricingUnits (\n    x_PricingUnitDescription: string,\n    x_PricingBlockSize:       real,\n    PricingUnit:              string\n)\n\n// Regions\n.create-merge table Regions(\n    ResourceLocation: string,\n    RegionId:         string,\n    RegionName:       string\n)\n\n// ResourceTypes\n.create-merge table ResourceTypes(\n    x_ResourceType:           string,\n    SingularDisplayName:      string,\n    PluralDisplayName:        string,\n    LowerSingularDisplayName: string,\n    LowerPluralDisplayName:   string,\n    IsPreview:                bool,\n    Description:              string,\n    IconUri:                  string\n)\n\n// Services\n.create-merge table Services(\n    x_ConsumedService:        string,\n    x_ResourceType:           string,\n    ServiceName:              string,\n    ServiceCategory:          string,\n    ServiceSubcategory:       string,\n    PublisherName:            string,\n    x_PublisherCategory:      string,\n    x_Environment:            string,\n    x_ServiceModel:           string\n)\n\n//----------------------------------------------------------------------------------------------------------------------\n\n// parse_resourceid\n.create-or-alter function\nwith (docstring = 'Parses an Azure resource ID to extract resource attributes like the name, type, resource group, and subaccount ID.', folder = 'Common')\nparse_resourceid(resourceId: string) {\n    let ResourceId = tolower(resourceId);\n    // let ResourceId = tolower('/providers/Microsoft.BillingBenefits/savingsPlanOrders/2d2e284b-0638-427e-b8c6-1b874d4f17c8/sp/xxx');\n    let SubAccountId = tostring(extract('/subscriptions/[^/]+', 1, ResourceId));\n    let x_ResourceGroupName = tostring(extract('/resourcegroups/[^/]+', 1, ResourceId));\n    let tmp_ResourceId = iff(ResourceId !contains '/providers/' and ResourceId startswith '/subscriptions/', strcat('/providers/microsoft.resources', ResourceId), ResourceId);\n    let providerPath = iff(tmp_ResourceId !contains '/providers/', '', tostring(split(tmp_ResourceId, '/providers/')[-1]));\n    let x_ResourceProvider = iff(isempty(providerPath), '', split(providerPath, '/')[0]);\n    let tmp_ResourceProviderPath = iff(isempty(providerPath), '', substring(providerPath, strlen(x_ResourceProvider) + 1));\n    let segments = split(tmp_ResourceProviderPath, '/');\n    let ResourceName = trim(@'/+', replace_string(strcat_array(array_iff(\n        dynamic([false, true, false, true, false, true, false, true, false, true, false, true, false, true, false, true, false, true]),\n        segments, dynamic([])), '/'), '//', '/'));\n    let x_ResourceTypePath = trim(@'/+', replace_string(strcat_array(array_iff(\n        dynamic([true, false, true, false, true, false, true, false, true, false, true, false, true, false, true, false, true, false]),\n        segments, dynamic([])), '/'), '//', '/'));\n    let xRT = iff(isempty(x_ResourceProvider) or isempty(x_ResourceTypePath), '', strcat(x_ResourceProvider, '/', x_ResourceTypePath));\n    // TODO: Remove ResourceType in 0.9\n    bag_pack('ResourceId', ResourceId, 'ResourceName', ResourceName, 'ResourceType', xRT, 'SubAccountId', SubAccountId, 'x_ResourceGroupName', x_ResourceGroupName, 'x_ResourceProvider', x_ResourceProvider, 'x_ResourceType', xRT)\n}\n",
-                    "$fxv#8": "// Copyright (c) Microsoft Corporation.\n// Licensed under the MIT License.\n\n//======================================================================================================================\n// Ingestion database\n// Used for data ingestion, normalization, and cleansing.\n//======================================================================================================================\n\n// For allowed commands, see https://learn.microsoft.com/azure/data-explorer/database-script\n\n//===| ActualCosts |====================================================================================================\n// Supported versions:\n// - C360-2025-04\n//======================================================================================================================\n\n// ActualCosts_raw table -- Create the table if it doesn't exist\n.create-merge table ActualCosts_raw ( ignore: string )\n\n// ActualCosts_raw table -- Remove all columns to allow changing column types\n.alter table ActualCosts_raw ( ignore: string )\n\n// ActualCosts_raw table -- Redefine all columns\n.alter table ActualCosts_raw (\n    AccountName:            string,\n    AccountOwnerId:         string,\n    AdditionalInfo:         string,\n    AvailabilityZone:       string,\n    BillingAccountId:       string, \n    BillingAccountName:     string,\n    BillingCurrency:        string,\n    BillingPeriodEndDate:   datetime,\n    BillingPeriodStartDate: datetime,\n    BillingProfileId:       string,\n    BillingProfileName:     string,\n    ChargeType:             string,\n    ConsumedService:        string,\n    CostCenter:             string,\n    Cost:                   real,\n    Date:                   datetime,\n    EffectivePrice:         real,\n    Frequency:              string,\n    InvoiceSection:         string,\n    InvoiceSectionId:       string,\n    IsAzureCreditEligible:  bool,\n    MeterCategory:          string,\n    MeterId:                string,\n    MeterName:              string,\n    MeterRegion:            string,\n    MeterSubCategory:       string,\n    OfferId:                string,\n    PartNumber:             string,\n    PlanName:               string,\n    Product:                string,\n    ProductOrderId:         string,\n    ProductOrderName:       string,\n    PublisherName:          string,\n    PublisherType:          string,\n    Quantity:               real,\n    ReservationId:          string,\n    ReservationName:        string,\n    ResourceGroup:          string,\n    ResourceId:             string,\n    ResourceLocation:       string,\n    ResourceName:           string,\n    ServiceFamily:          string,\n    ServiceInfo1:           string,\n    ServiceInfo2:           string,\n    SubscriptionId:         string,\n    SubscriptionName:       string,\n    Tags:                   string,\n    Term:                   string,\n    UnitOfMeasure:          string,\n    UnitPrice:              real\n)\n\n// ActualCosts_raw ingestion mapping\n.create-or-alter table ActualCosts_raw ingestion parquet mapping \"ActualCosts_raw_mapping\"\n```\n[\n    { \"Column\": \"AccountName\",            \"Properties\": { \"Field\": \"AccountName\" } },\n    { \"Column\": \"AccountOwnerId\",         \"Properties\": { \"Field\": \"AccountOwnerId\" } },\n    { \"Column\": \"AdditionalInfo\",         \"Properties\": { \"Field\": \"AdditionalInfo\" } },\n    { \"Column\": \"AvailabilityZone\",       \"Properties\": { \"Field\": \"AvailabilityZone\" } },\n    { \"Column\": \"BillingAccountId\",       \"Properties\": { \"Field\": \"BillingAccountId\" } },\n    { \"Column\": \"BillingAccountName\",     \"Properties\": { \"Field\": \"BillingAccountName\" } },\n    { \"Column\": \"BillingCurrency\",        \"Properties\": { \"Field\": \"BillingCurrency\" } },\n    { \"Column\": \"BillingPeriodEndDate\",   \"Properties\": { \"Field\": \"BillingPeriodEndDate\" } },\n    { \"Column\": \"BillingPeriodStartDate\", \"Properties\": { \"Field\": \"BillingPeriodStartDate\" } },\n    { \"Column\": \"BillingProfileId\",       \"Properties\": { \"Field\": \"BillingProfileId\" } },\n    { \"Column\": \"BillingProfileName\",     \"Properties\": { \"Field\": \"BillingProfileName\" } },\n    { \"Column\": \"ChargeType\",             \"Properties\": { \"Field\": \"ChargeType\" } },\n    { \"Column\": \"ConsumedService\",        \"Properties\": { \"Field\": \"ConsumedService\" } },\n    { \"Column\": \"CostCenter\",             \"Properties\": { \"Field\": \"CostCenter\" } },\n    { \"Column\": \"Cost\",                   \"Properties\": { \"Field\": \"Cost\" } },\n    { \"Column\": \"Date\",                   \"Properties\": { \"Field\": \"Date\" } },\n    { \"Column\": \"EffectivePrice\",         \"Properties\": { \"Field\": \"EffectivePrice\" } },\n    { \"Column\": \"Frequency\",              \"Properties\": { \"Field\": \"Frequency\" } },\n    { \"Column\": \"InvoiceSection\",         \"Properties\": { \"Field\": \"InvoiceSection\" } },\n    { \"Column\": \"InvoiceSectionId\",       \"Properties\": { \"Field\": \"InvoiceSectionId\" } },\n    { \"Column\": \"IsAzureCreditEligible\",  \"Properties\": { \"Field\": \"IsAzureCreditEligible\" } },\n    { \"Column\": \"MeterCategory\",          \"Properties\": { \"Field\": \"MeterCategory\" } },\n    { \"Column\": \"MeterId\",                \"Properties\": { \"Field\": \"MeterId\" } },\n    { \"Column\": \"MeterName\",              \"Properties\": { \"Field\": \"MeterName\" } },\n    { \"Column\": \"MeterRegion\",            \"Properties\": { \"Field\": \"MeterRegion\" } },\n    { \"Column\": \"MeterSubCategory\",       \"Properties\": { \"Field\": \"MeterSubCategory\" } },\n    { \"Column\": \"OfferId\",                \"Properties\": { \"Field\": \"OfferId\" } },\n    { \"Column\": \"PartNumber\",             \"Properties\": { \"Field\": \"PartNumber\" } },\n    { \"Column\": \"PlanName\",               \"Properties\": { \"Field\": \"PlanName\" } },\n    { \"Column\": \"Product\",                \"Properties\": { \"Field\": \"Product\" } },\n    { \"Column\": \"ProductOrderId\",         \"Properties\": { \"Field\": \"ProductOrderId\" } },\n    { \"Column\": \"ProductOrderName\",       \"Properties\": { \"Field\": \"ProductOrderName\" } },\n    { \"Column\": \"PublisherName\",          \"Properties\": { \"Field\": \"PublisherName\" } },\n    { \"Column\": \"PublisherType\",          \"Properties\": { \"Field\": \"PublisherType\" } },\n    { \"Column\": \"Quantity\",               \"Properties\": { \"Field\": \"Quantity\" } },\n    { \"Column\": \"ReservationId\",          \"Properties\": { \"Field\": \"ReservationId\" } },\n    { \"Column\": \"ReservationName\",        \"Properties\": { \"Field\": \"ReservationName\" } },\n    { \"Column\": \"ResourceGroup\",          \"Properties\": { \"Field\": \"ResourceGroup\" } },\n    { \"Column\": \"ResourceId\",             \"Properties\": { \"Field\": \"ResourceId\" } },\n    { \"Column\": \"ResourceLocation\",       \"Properties\": { \"Field\": \"ResourceLocation\" } },\n    { \"Column\": \"ResourceName\",           \"Properties\": { \"Field\": \"ResourceName\" } },\n    { \"Column\": \"ServiceFamily\",          \"Properties\": { \"Field\": \"ServiceFamily\" } },\n    { \"Column\": \"ServiceInfo1\",           \"Properties\": { \"Field\": \"ServiceInfo1\" } },\n    { \"Column\": \"ServiceInfo2\",           \"Properties\": { \"Field\": \"ServiceInfo2\" } },\n    { \"Column\": \"SubscriptionId\",         \"Properties\": { \"Field\": \"SubscriptionId\" } },\n    { \"Column\": \"SubscriptionName\",       \"Properties\": { \"Field\": \"SubscriptionName\" } },\n    { \"Column\": \"Tags\",                   \"Properties\": { \"Field\": \"Tags\" } },\n    { \"Column\": \"Term\",                   \"Properties\": { \"Field\": \"Term\" } },\n    { \"Column\": \"UnitOfMeasure\",          \"Properties\": { \"Field\": \"UnitOfMeasure\" } },\n    { \"Column\": \"UnitPrice\",              \"Properties\": { \"Field\": \"UnitPrice\" } }\n]\n```\n\n// ActualCosts_raw retention policy (clear historical data)\n.alter-merge table ActualCosts_raw policy retention softdelete = 0d recoverability = disabled\n\n// ActualCosts_raw retention policy (set the user-defined retention period)\n.alter-merge table ActualCosts_raw policy retention softdelete = $$rawRetentionInDays$$d recoverability = disabled\n\n// Disable ActualCosts_raw streaming ingestion (required for Fabric)\n.alter table ActualCosts_raw policy streamingingestion disable\n\n\n//===| AmortizedCosts |=================================================================================================\n// Supported versions:\n// - C360-2025-04\n//======================================================================================================================\n\n// AmortizedCosts_raw table -- Create the table if it doesn't exist\n.create-merge table AmortizedCosts_raw ( ignore: string )\n\n// AmortizedCosts_raw table -- Remove all columns to allow changing column types\n.alter table AmortizedCosts_raw ( ignore: string )\n\n// AmortizedCosts_raw table -- Redefine all columns\n.alter table AmortizedCosts_raw (\n    AccountName:            string,\n    AccountOwnerId:         string,\n    AdditionalInfo:         string,\n    AvailabilityZone:       string,\n    BillingAccountId:       string, \n    BillingAccountName:     string,\n    BillingCurrency:        string,\n    BillingPeriodEndDate:   datetime,\n    BillingPeriodStartDate: datetime,\n    BillingProfileId:       string,\n    BillingProfileName:     string,\n    ChargeType:             string,\n    ConsumedService:        string,\n    CostCenter:             string,\n    Cost:                   real,\n    Date:                   datetime,\n    EffectivePrice:         real,\n    Frequency:              string,\n    InvoiceSection:         string,\n    InvoiceSectionId:       string,\n    IsAzureCreditEligible:  bool,\n    MeterCategory:          string,\n    MeterId:                string,\n    MeterName:              string,\n    MeterRegion:            string,\n    MeterSubCategory:       string,\n    OfferId:                string,\n    PartNumber:             string,\n    PlanName:               string,\n    Product:                string,\n    ProductOrderId:         string,\n    ProductOrderName:       string,\n    PublisherName:          string,\n    PublisherType:          string,\n    Quantity:               real,\n    ReservationId:          string,\n    ReservationName:        string,\n    ResourceGroup:          string,\n    ResourceId:             string,\n    ResourceLocation:       string,\n    ResourceName:           string,\n    ServiceFamily:          string,\n    ServiceInfo1:           string,\n    ServiceInfo2:           string,\n    SubscriptionId:         string,\n    SubscriptionName:       string,\n    Tags:                   string,\n    Term:                   string,\n    UnitOfMeasure:          string,\n    UnitPrice:              real\n)\n\n// AmortizedCosts_raw ingestion mapping\n.create-or-alter table AmortizedCosts_raw ingestion parquet mapping \"AmortizedCosts_raw_mapping\"\n```\n[\n    { \"Column\": \"AccountName\",            \"Properties\": { \"Field\": \"AccountName\" } },\n    { \"Column\": \"AccountOwnerId\",         \"Properties\": { \"Field\": \"AccountOwnerId\" } },\n    { \"Column\": \"AdditionalInfo\",         \"Properties\": { \"Field\": \"AdditionalInfo\" } },\n    { \"Column\": \"AvailabilityZone\",       \"Properties\": { \"Field\": \"AvailabilityZone\" } },\n    { \"Column\": \"BillingAccountId\",       \"Properties\": { \"Field\": \"BillingAccountId\" } },\n    { \"Column\": \"BillingAccountName\",     \"Properties\": { \"Field\": \"BillingAccountName\" } },\n    { \"Column\": \"BillingCurrency\",        \"Properties\": { \"Field\": \"BillingCurrency\" } },\n    { \"Column\": \"BillingPeriodEndDate\",   \"Properties\": { \"Field\": \"BillingPeriodEndDate\" } },\n    { \"Column\": \"BillingPeriodStartDate\", \"Properties\": { \"Field\": \"BillingPeriodStartDate\" } },\n    { \"Column\": \"BillingProfileId\",       \"Properties\": { \"Field\": \"BillingProfileId\" } },\n    { \"Column\": \"BillingProfileName\",     \"Properties\": { \"Field\": \"BillingProfileName\" } },\n    { \"Column\": \"ChargeType\",             \"Properties\": { \"Field\": \"ChargeType\" } },\n    { \"Column\": \"ConsumedService\",        \"Properties\": { \"Field\": \"ConsumedService\" } },\n    { \"Column\": \"CostCenter\",             \"Properties\": { \"Field\": \"CostCenter\" } },\n    { \"Column\": \"Cost\",                   \"Properties\": { \"Field\": \"Cost\" } },\n    { \"Column\": \"Date\",                   \"Properties\": { \"Field\": \"Date\" } },\n    { \"Column\": \"EffectivePrice\",         \"Properties\": { \"Field\": \"EffectivePrice\" } },\n    { \"Column\": \"Frequency\",              \"Properties\": { \"Field\": \"Frequency\" } },\n    { \"Column\": \"InvoiceSection\",         \"Properties\": { \"Field\": \"InvoiceSection\" } },\n    { \"Column\": \"InvoiceSectionId\",       \"Properties\": { \"Field\": \"InvoiceSectionId\" } },\n    { \"Column\": \"IsAzureCreditEligible\",  \"Properties\": { \"Field\": \"IsAzureCreditEligible\" } },\n    { \"Column\": \"MeterCategory\",          \"Properties\": { \"Field\": \"MeterCategory\" } },\n    { \"Column\": \"MeterId\",                \"Properties\": { \"Field\": \"MeterId\" } },\n    { \"Column\": \"MeterName\",              \"Properties\": { \"Field\": \"MeterName\" } },\n    { \"Column\": \"MeterRegion\",            \"Properties\": { \"Field\": \"MeterRegion\" } },\n    { \"Column\": \"MeterSubCategory\",       \"Properties\": { \"Field\": \"MeterSubCategory\" } },\n    { \"Column\": \"OfferId\",                \"Properties\": { \"Field\": \"OfferId\" } },\n    { \"Column\": \"PartNumber\",             \"Properties\": { \"Field\": \"PartNumber\" } },\n    { \"Column\": \"PlanName\",               \"Properties\": { \"Field\": \"PlanName\" } },\n    { \"Column\": \"Product\",                \"Properties\": { \"Field\": \"Product\" } },\n    { \"Column\": \"ProductOrderId\",         \"Properties\": { \"Field\": \"ProductOrderId\" } },\n    { \"Column\": \"ProductOrderName\",       \"Properties\": { \"Field\": \"ProductOrderName\" } },\n    { \"Column\": \"PublisherName\",          \"Properties\": { \"Field\": \"PublisherName\" } },\n    { \"Column\": \"PublisherType\",          \"Properties\": { \"Field\": \"PublisherType\" } },\n    { \"Column\": \"Quantity\",               \"Properties\": { \"Field\": \"Quantity\" } },\n    { \"Column\": \"ReservationId\",          \"Properties\": { \"Field\": \"ReservationId\" } },\n    { \"Column\": \"ReservationName\",        \"Properties\": { \"Field\": \"ReservationName\" } },\n    { \"Column\": \"ResourceGroup\",          \"Properties\": { \"Field\": \"ResourceGroup\" } },\n    { \"Column\": \"ResourceId\",             \"Properties\": { \"Field\": \"ResourceId\" } },\n    { \"Column\": \"ResourceLocation\",       \"Properties\": { \"Field\": \"ResourceLocation\" } },\n    { \"Column\": \"ResourceName\",           \"Properties\": { \"Field\": \"ResourceName\" } },\n    { \"Column\": \"ServiceFamily\",          \"Properties\": { \"Field\": \"ServiceFamily\" } },\n    { \"Column\": \"ServiceInfo1\",           \"Properties\": { \"Field\": \"ServiceInfo1\" } },\n    { \"Column\": \"ServiceInfo2\",           \"Properties\": { \"Field\": \"ServiceInfo2\" } },\n    { \"Column\": \"SubscriptionId\",         \"Properties\": { \"Field\": \"SubscriptionId\" } },\n    { \"Column\": \"SubscriptionName\",       \"Properties\": { \"Field\": \"SubscriptionName\" } },\n    { \"Column\": \"Tags\",                   \"Properties\": { \"Field\": \"Tags\" } },\n    { \"Column\": \"Term\",                   \"Properties\": { \"Field\": \"Term\" } },\n    { \"Column\": \"UnitOfMeasure\",          \"Properties\": { \"Field\": \"UnitOfMeasure\" } },\n    { \"Column\": \"UnitPrice\",              \"Properties\": { \"Field\": \"UnitPrice\" } }\n]\n```\n\n// AmortizedCosts_raw retention policy (clear historical data)\n.alter-merge table AmortizedCosts_raw policy retention softdelete = 0d recoverability = disabled\n\n// AmortizedCosts_raw retention policy (set the user-defined retention period)\n.alter-merge table AmortizedCosts_raw policy retention softdelete = $$rawRetentionInDays$$d recoverability = disabled\n\n// Disable AmortizedCosts_raw streaming ingestion (required for Fabric)\n.alter table AmortizedCosts_raw policy streamingingestion disable\n\n\n//===| CommitmentDiscountUsage |========================================================================================\n// Supported versions:\n// - MS EA reservation details: 2023-03-01  -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/reservation-details-ea\n// - MS MCA reservation details: 2023-03-01 -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/reservation-details-mca\n//======================================================================================================================\n\n// CommitmentDiscountUsage_raw table -- Create the table if it doesn't exist\n.create-merge table CommitmentDiscountUsage_raw ( ignore: string )\n\n// CommitmentDiscountUsage_raw table -- Remove all columns to allow changing column types\n.alter table CommitmentDiscountUsage_raw ( ignore: string )\n\n// CommitmentDiscountUsage_raw table -- Redefine all columns\n.alter table CommitmentDiscountUsage_raw (\n    InstanceFlexibilityGroup: string,\n    InstanceFlexibilityRatio: real,\n    InstanceId:               string,\n    Kind:                     string,\n    ReservationId:            string,\n    ReservationOrderId:       string,\n    ReservedHours:            real,\n    SkuName:                  string,\n    TotalReservedQuantity:    real,\n    UsageDate:                datetime,\n    UsedHours:                real,\n    x_SourceName:             string,    // Hubs v1_0+\n    x_SourceProvider:         string,    // Hubs v1_0+\n    x_SourceType:             string,    // Hubs v1_0+\n    x_SourceVersion:          string     // Hubs v1_0+\n)\n\n// CommitmentDiscountUsage_raw ingestion mapping\n.create-or-alter table CommitmentDiscountUsage_raw ingestion parquet mapping \"CommitmentDiscountUsage_raw_mapping\"\n```\n[\n    { \"Column\": \"InstanceFlexibilityGroup\", \"Properties\": { \"Field\": \"InstanceFlexibilityGroup\" } },\n    { \"Column\": \"InstanceFlexibilityRatio\", \"Properties\": { \"Field\": \"InstanceFlexibilityRatio\" } },\n    { \"Column\": \"InstanceId\",               \"Properties\": { \"Field\": \"InstanceId\" } },\n    { \"Column\": \"Kind\",                     \"Properties\": { \"Field\": \"Kind\" } },\n    { \"Column\": \"ReservationId\",            \"Properties\": { \"Field\": \"ReservationId\" } },\n    { \"Column\": \"ReservationOrderId\",       \"Properties\": { \"Field\": \"ReservationOrderId\" } },\n    { \"Column\": \"ReservedHours\",            \"Properties\": { \"Field\": \"ReservedHours\" } },\n    { \"Column\": \"SkuName\",                  \"Properties\": { \"Field\": \"SkuName\" } },\n    { \"Column\": \"TotalReservedQuantity\",    \"Properties\": { \"Field\": \"TotalReservedQuantity\" } },\n    { \"Column\": \"UsageDate\",                \"Properties\": { \"Field\": \"UsageDate\" } },\n    { \"Column\": \"UsedHours\",                \"Properties\": { \"Field\": \"UsedHours\" } },\n    { \"Column\": \"x_SourceName\",             \"Properties\": { \"Field\": \"x_SourceName\" } },\n    { \"Column\": \"x_SourceProvider\",         \"Properties\": { \"Field\": \"x_SourceProvider\" } },\n    { \"Column\": \"x_SourceType\",             \"Properties\": { \"Field\": \"x_SourceType\" } },\n    { \"Column\": \"x_SourceVersion\",          \"Properties\": { \"Field\": \"x_SourceVersion\" } }\n]\n```\n\n// CommitmentDiscountUsage_raw retention policy (clear historical data)\n.alter-merge table CommitmentDiscountUsage_raw policy retention softdelete = 0d recoverability = disabled\n\n// CommitmentDiscountUsage_raw retention policy (set the user-defined retention period)\n.alter-merge table CommitmentDiscountUsage_raw policy retention softdelete = $$rawRetentionInDays$$d recoverability = disabled\n\n// Disable CommitmentDiscountUsage_raw streaming ingestion (required for Fabric)\n.alter table CommitmentDiscountUsage_raw policy streamingingestion disable\n\n\n//===| Costs |==========================================================================================================\n// Supported versions:\n// - MS: 1.0, 1.0-preview(v1) -- See https://aka.ms/costmgmt/exports/focus\n// - AWS: 1.0                 -- See https://docs.aws.amazon.com/cur/latest/userguide/table-dictionary-focus-1-0-aws-columns.html\n// - GCP: Jan-Jun 2024        -- See https://cloud.google.com/resources/google-cloud-focus?e=48754805&hl=en\n//                                   Links to (Aug 2024): https://services.google.com/fh/files/misc/focus_guide_v1.pdf\n//                               See also:\n//                               - https://cloud.google.com/billing/docs/how-to/export-data-bigquery-tables/standard-usage\n//                               - https://cloud.google.com/billing/docs/how-to/export-data-bigquery-tables/detailed-usage\n// - OCI: 1.0                 -- See https://docs.oracle.com/iaas/Content/Billing/Concepts/costusagereportsoverview.htm#costreports__focus-cost-report-schema\n// - Tencent: 1.0             -- See https://www.tencentcloud.com/document/product/555/67495 / https://www.tencentcloud.com/document/product/555/67496\n// - Alibaba: 1.0             -- See https://www.alibabacloud.com/help/en/user-center/user-guide/export-alibaba-cloud-standard-billing-focus\n//\n// Support for non-Azure data is limited to ingestion only. Data is not transformed across versions.\n//======================================================================================================================\n\n// Costs_raw table -- Create the table if it doesn't exist\n.create-merge table Costs_raw ( ignore: string )\n\n// Costs_raw table -- Remove all columns to allow changing column types\n.alter table Costs_raw ( ignore: string )\n\n// Costs_raw table -- Redefine all columns\n.alter table Costs_raw (\n    AvailabilityZone:           string,    // FOCUS 0.5+\n    BilledCost:                 real,      // FOCUS 0.5+\n    BillingAccountId:           string,    // FOCUS 0.5+\n    BillingAccountName:         string,    // FOCUS 0.5+\n    BillingAccountType:         string,    // Azure 1.0-preview(v1)+\n    BillingCurrency:            string,    // FOCUS 0.5+\n    BillingPeriodEnd:           datetime,  // FOCUS 0.5+\n    BillingPeriodStart:         datetime,  // FOCUS 0.5+\n    CapacityReservationId:      string,    // FOCUS 1.1+\n    CapacityReservationStatus:  string,    // FOCUS 1.1+\n    ChargeCategory:             string,    // FOCUS 1.0-preview+\n    ChargeClass:                string,    // FOCUS 1.0+\n    ChargeDescription:          string,    // FOCUS 1.0+\n    ChargeFrequency:            string,    // FOCUS 1.0+\n    ChargePeriodEnd:            datetime,  // FOCUS 0.5+\n    ChargePeriodStart:          datetime,  // FOCUS 0.5+\n    ChargeSubcategory:          string,    // FOCUS 1.0-preview only\n    CommitmentDiscountCategory: string,    // FOCUS 1.0-preview+\n    CommitmentDiscountId:       string,    // FOCUS 1.0-preview+\n    CommitmentDiscountName:     string,    // FOCUS 1.0-preview+\n    CommitmentDiscountQuantity: real,      // FOCUS 1.1+\n    CommitmentDiscountStatus:   string,    // FOCUS 1.0+\n    CommitmentDiscountType:     string,    // FOCUS 1.0-preview+\n    CommitmentDiscountUnit:     string,    // FOCUS 1.1+\n    ConsumedQuantity:           real,      // FOCUS 1.0+\n    ConsumedUnit:               string,    // FOCUS 1.0+\n    ContractedCost:             real,      // FOCUS 1.0+\n    ContractedUnitPrice:        real,      // FOCUS 1.0+\n    EffectiveCost:              real,      // FOCUS 1.0-preview+\n    InvoiceId:                  string,    // FOCUS 1.2+\n    InvoiceIssuerName:          string,    // FOCUS 0.5+\n    ListCost:                   real,      // FOCUS 1.0-preview+\n    ListUnitPrice:              real,      // FOCUS 1.0-preview+\n    PricingCategory:            string,    // FOCUS 1.0-preview+\n    PricingCurrency:            string,    // FOCUS 1.2+\n    PricingQuantity:            real,      // FOCUS 1.0-preview+\n    PricingUnit:                string,    // FOCUS 1.0-preview+\n    ProviderName:               string,    // FOCUS 0.5+\n    PublisherName:              string,    // FOCUS 0.5+\n    Region:                     string,    // FOCUS 0.5-1.0-preview (deprecated)\n    RegionId:                   string,    // FOCUS 1.0+\n    RegionName:                 string,    // FOCUS 1.0+\n    ResourceId:                 string,    // FOCUS 0.5+\n    ResourceName:               string,    // FOCUS 0.5+\n    ResourceType:               string,    // FOCUS 1.0-preview+\n    ServiceCategory:            string,    // FOCUS 0.5+\n    ServiceName:                string,    // FOCUS 0.5+\n    ServiceSubcategory:         string,    // FOCUS 1.1+\n    SkuId:                      string,    // FOCUS 1.0-preview+\n    SkuMeter:                   string,    // FOCUS 1.1+\n    SkuPriceDetails:            string,    // FOCUS 1.1+\n    SkuPriceId:                 string,    // FOCUS 1.0-preview+\n    SubAccountId:               string,    // FOCUS 0.5+\n    SubAccountName:             string,    // FOCUS 0.5+\n    SubAccountType:             string,    // Azure 1.0-preview(v1)+\n    Tags:                       string,    // FOCUS 1.0-preview+\n    UsageAmount:                real,      // GCP Jan 2024 -- Removed Mar 2024 (UsageQuantity)\n    UsageQuantity:              real,      // FOCUS 1.0-preview only\n    UsageUnit:                  string,    // FOCUS 1.0-preview only\n    x_AccountId:                string,    // Azure 1.0-preview(v1)+\n    x_AccountName:              string,    // Azure 1.0-preview(v1)+\n    x_AccountOwnerId:           string,    // Azure 1.0-preview(v1)+\n    x_AmortizationClass:        string,    // Azure 1.2-preview+\n    x_BilledCostInUsd:          real,      // Azure 1.0-preview(v1)+\n    x_BilledUnitPrice:          real,      // Azure 1.0-preview(v1)+\n    x_BillingAccountId:         string,    // Azure 1.0-preview(v1)+\n    x_BillingAccountName:       string,    // Azure 1.0-preview(v1)+\n    x_BillingExchangeRate:      real,      // Azure 1.0-preview(v1)+\n    x_BillingExchangeRateDate:  datetime,  // Azure 1.0-preview(v1)+\n    x_BillingItemCode:          string,    // Alibaba 1.0+\n    x_BillingItemName:          string,    // Alibaba 1.0+\n    x_BillingProfileId:         string,    // Azure 1.0-preview(v1)+\n    x_BillingProfileName:       string,    // Azure 1.0-preview(v1)+\n    x_ChargeId:                 string,    // Azure 1.0-preview(v1) only\n    x_CommodityCode:            string,    // Alibaba 1.0+\n    x_CommodityName:            string,    // Alibaba 1.0+\n    x_ComponentName:            string,    // Tencent 1.0+\n    x_ComponentType:            string,    // Tencent 1.0+\n    x_ContractedCostInUsd:      real,      // Azure 1.0+\n    x_Cost:                     real,      // GCP Jan 2024 -- Removed Jun 2024 (ContractedCost)\n    x_CostAllocationRuleName:   string,    // Azure 1.0-preview(v1)+\n    x_CostCategories:           string,    // AWS 1.0 (JSON)\n    x_CostCenter:               string,    // Azure 1.0-preview(v1)+\n    x_CostType:                 string,    // GCP Jan 2024\n    x_Credits:                  string,    // GCP Jan 2024\n    x_CurrencyConversionRate:   real,      // GCP Jun 2024\n    x_CustomerId:               string,    // Azure 1.0-preview(v1)+\n    x_CustomerName:             string,    // Azure 1.0-preview(v1)+\n    x_Discount:                 string,    // AWS 1.0 (JSON)\n    x_EffectiveCostInUsd:       real,      // Azure 1.0-preview(v1)+\n    x_EffectiveUnitPrice:       real,      // Azure 1.0-preview(v1)+\n    x_ExportTime:               datetime,  // GCP Jan 2024 / Tencent 1.0+\n    x_InstanceID:               string,    // Alibaba 1.0+\n    x_InvoiceId:                string,    // Azure 1.0-preview(v1)+\n    x_InvoiceIssuerId:          string,    // Azure 1.0-preview(v1)+\n    x_InvoiceSectionId:         string,    // Azure 1.0-preview(v1)+\n    x_InvoiceSectionName:       string,    // Azure 1.0-preview(v1)+\n    x_ListCostInUsd:            real,      // Azure 1.0-preview(v1)+\n    x_Location:                 string,    // GCP Jan 2024\n    x_OnDemandCost:             real,      // Azure 1.0-preview(v1) only\n    x_OnDemandCostInUsd:        real,      // Azure 1.0-preview(v1) only\n    x_OnDemandUnitPrice:        real,      // Azure 1.0-preview(v1) only\n    x_Operation:                string,    // AWS 1.0\n    x_OwnerAccountID:           string,    // Tencent 1.0+\n    x_PartnerCreditApplied:     string,    // Azure 1.0-preview(v1)+\n    x_PartnerCreditRate:        string,    // Azure 1.0-preview(v1)+\n    x_PricingBlockSize:         real,      // Azure 1.0-preview(v1)+\n    x_PricingCurrency:          string,    // Azure 1.0-preview(v1)-1.0r2\n    x_PricingSubcategory:       string,    // Azure 1.0-preview(v1)+\n    x_PricingUnitDescription:   string,    // Azure 1.0-preview(v1)+\n    x_Project:                  string,    // GCP Jan 2024\n    x_PublisherCategory:        string,    // Azure 1.0-preview(v1)+\n    x_PublisherId:              string,    // Azure 1.0-preview(v1)+\n    x_ResellerId:               string,    // Azure 1.0-preview(v1)+\n    x_ResellerName:             string,    // Azure 1.0-preview(v1)+\n    x_ResourceGroupName:        string,    // Azure 1.0-preview(v1)+\n    x_ResourceType:             string,    // Azure 1.0-preview(v1)+\n    x_ServiceCode:              string,    // AWS 1.0\n    x_ServiceId:                string,    // GCP Jan 2024\n    x_ServiceModel:             string,    // Azure 1.2-preview+\n    x_ServicePeriodEnd:         datetime,  // Azure 1.0-preview(v1)+\n    x_ServicePeriodStart:       datetime,  // Azure 1.0-preview(v1)+\n    x_SkuDescription:           string,    // Azure 1.0-preview(v1)+\n    x_SkuDetails:               string,    // Azure 1.0-preview(v1)-1.2-preview\n    x_SkuIsCreditEligible:      bool,      // Azure 1.0-preview(v1)+\n    x_SkuMeterCategory:         string,    // Azure 1.0-preview(v1)+\n    x_SkuMeterId:               string,    // Azure 1.0-preview(v1)+\n    x_SkuMeterName:             string,    // Azure 1.0-preview(v1)-1.0r2\n    x_SkuMeterSubcategory:      string,    // Azure 1.0-preview(v1)+\n    x_SkuOfferId:               string,    // Azure 1.0-preview(v1)+\n    x_SkuOrderId:               string,    // Azure 1.0-preview(v1)+\n    x_SkuOrderName:             string,    // Azure 1.0-preview(v1)+\n    x_SkuPartNumber:            string,    // Azure 1.0-preview(v1)+\n    x_SkuPlanName:              string,    // Azure 1.2-preview+\n    x_SkuRegion:                string,    // Azure 1.0-preview(v1)+\n    x_SkuServiceFamily:         string,    // Azure 1.0-preview(v1)+\n    x_SkuTerm:                  int,       // Azure 1.0-preview(v1)+\n    x_SkuTier:                  string,    // Azure 1.0-preview(v1)+\n    x_SourceName:               string,    // Hubs v1_0+\n    x_SourceProvider:           string,    // Hubs v1_0+\n    x_SourceType:               string,    // Hubs v1_0+\n    x_SourceVersion:            string,    // Hubs v1_0+\n    x_SubproductName:           string,    // Tencent 1.0+ // cSpell:ignore Subproduct\n    x_UsageType:                string     // AWS 1.0\n)\n\n// Costs_raw ingestion mapping\n.create-or-alter table Costs_raw ingestion parquet mapping \"Costs_raw_mapping\"\n```\n[\n    { \"Column\": \"AvailabilityZone\",           \"Properties\": { \"Field\": \"AvailabilityZone\" } },\n    { \"Column\": \"BilledCost\",                 \"Properties\": { \"Field\": \"BilledCost\" } },\n    { \"Column\": \"BillingAccountId\",           \"Properties\": { \"Field\": \"BillingAccountId\" } },\n    { \"Column\": \"BillingAccountName\",         \"Properties\": { \"Field\": \"BillingAccountName\" } },\n    { \"Column\": \"BillingAccountType\",         \"Properties\": { \"Field\": \"BillingAccountType\" } },\n    { \"Column\": \"BillingCurrency\",            \"Properties\": { \"Field\": \"BillingCurrency\" } },\n    { \"Column\": \"BillingPeriodEnd\",           \"Properties\": { \"Field\": \"BillingPeriodEnd\" } },\n    { \"Column\": \"BillingPeriodStart\",         \"Properties\": { \"Field\": \"BillingPeriodStart\" } },\n    { \"Column\": \"CapacityReservationId\",      \"Properties\": { \"Field\": \"CapacityReservationId\" } },\n    { \"Column\": \"CapacityReservationStatus\",  \"Properties\": { \"Field\": \"CapacityReservationStatus\" } },\n    { \"Column\": \"ChargeCategory\",             \"Properties\": { \"Field\": \"ChargeCategory\" } },\n    { \"Column\": \"ChargeClass\",                \"Properties\": { \"Field\": \"ChargeClass\" } },\n    { \"Column\": \"ChargeDescription\",          \"Properties\": { \"Field\": \"ChargeDescription\" } },\n    { \"Column\": \"ChargeFrequency\",            \"Properties\": { \"Field\": \"ChargeFrequency\" } },\n    { \"Column\": \"ChargePeriodEnd\",            \"Properties\": { \"Field\": \"ChargePeriodEnd\" } },\n    { \"Column\": \"ChargePeriodStart\",          \"Properties\": { \"Field\": \"ChargePeriodStart\" } },\n    { \"Column\": \"ChargeSubcategory\",          \"Properties\": { \"Field\": \"ChargeSubcategory\" } },\n    { \"Column\": \"CommitmentDiscountCategory\", \"Properties\": { \"Field\": \"CommitmentDiscountCategory\" } },\n    { \"Column\": \"CommitmentDiscountId\",       \"Properties\": { \"Field\": \"CommitmentDiscountId\" } },\n    { \"Column\": \"CommitmentDiscountName\",     \"Properties\": { \"Field\": \"CommitmentDiscountName\" } },\n    { \"Column\": \"CommitmentDiscountQuantity\", \"Properties\": { \"Field\": \"CommitmentDiscountQuantity\" } },\n    { \"Column\": \"CommitmentDiscountStatus\",   \"Properties\": { \"Field\": \"CommitmentDiscountStatus\" } },\n    { \"Column\": \"CommitmentDiscountType\",     \"Properties\": { \"Field\": \"CommitmentDiscountType\" } },\n    { \"Column\": \"CommitmentDiscountUnit\",     \"Properties\": { \"Field\": \"CommitmentDiscountUnit\" } },\n    { \"Column\": \"ConsumedQuantity\",           \"Properties\": { \"Field\": \"ConsumedQuantity\" } },\n    { \"Column\": \"ConsumedUnit\",               \"Properties\": { \"Field\": \"ConsumedUnit\" } },\n    { \"Column\": \"ContractedCost\",             \"Properties\": { \"Field\": \"ContractedCost\" } },\n    { \"Column\": \"ContractedUnitPrice\",        \"Properties\": { \"Field\": \"ContractedUnitPrice\" } },\n    { \"Column\": \"EffectiveCost\",              \"Properties\": { \"Field\": \"EffectiveCost\" } },\n    { \"Column\": \"InvoiceId\",                  \"Properties\": { \"Field\": \"InvoiceId\" } },\n    { \"Column\": \"InvoiceIssuerName\",          \"Properties\": { \"Field\": \"InvoiceIssuerName\" } },\n    { \"Column\": \"ListCost\",                   \"Properties\": { \"Field\": \"ListCost\" } },\n    { \"Column\": \"ListUnitPrice\",              \"Properties\": { \"Field\": \"ListUnitPrice\" } },\n    { \"Column\": \"PricingCategory\",            \"Properties\": { \"Field\": \"PricingCategory\" } },\n    { \"Column\": \"PricingCurrency\",            \"Properties\": { \"Field\": \"PricingCurrency\" } },\n    { \"Column\": \"PricingQuantity\",            \"Properties\": { \"Field\": \"PricingQuantity\" } },\n    { \"Column\": \"PricingUnit\",                \"Properties\": { \"Field\": \"PricingUnit\" } },\n    { \"Column\": \"ProviderName\",               \"Properties\": { \"Field\": \"ProviderName\" } },\n    { \"Column\": \"PublisherName\",              \"Properties\": { \"Field\": \"PublisherName\" } },\n    { \"Column\": \"Region\",                     \"Properties\": { \"Field\": \"Region\" } },\n    { \"Column\": \"RegionId\",                   \"Properties\": { \"Field\": \"RegionId\" } },\n    { \"Column\": \"RegionName\",                 \"Properties\": { \"Field\": \"RegionName\" } },\n    { \"Column\": \"ResourceId\",                 \"Properties\": { \"Field\": \"ResourceId\" } },\n    { \"Column\": \"ResourceName\",               \"Properties\": { \"Field\": \"ResourceName\" } },\n    { \"Column\": \"ResourceType\",               \"Properties\": { \"Field\": \"ResourceType\" } },\n    { \"Column\": \"ServiceCategory\",            \"Properties\": { \"Field\": \"ServiceCategory\" } },\n    { \"Column\": \"ServiceName\",                \"Properties\": { \"Field\": \"ServiceName\" } },\n    { \"Column\": \"ServiceSubcategory\",         \"Properties\": { \"Field\": \"ServiceSubcategory\" } },\n    { \"Column\": \"SkuId\",                      \"Properties\": { \"Field\": \"SkuId\" } },\n    { \"Column\": \"SkuMeter\",                   \"Properties\": { \"Field\": \"SkuMeter\" } },\n    { \"Column\": \"SkuPriceDetails\",            \"Properties\": { \"Field\": \"SkuPriceDetails\" } },\n    { \"Column\": \"SkuPriceId\",                 \"Properties\": { \"Field\": \"SkuPriceId\" } },\n    { \"Column\": \"SubAccountId\",               \"Properties\": { \"Field\": \"SubAccountId\" } },\n    { \"Column\": \"SubAccountName\",             \"Properties\": { \"Field\": \"SubAccountName\" } },\n    { \"Column\": \"SubAccountType\",             \"Properties\": { \"Field\": \"SubAccountType\" } },\n    { \"Column\": \"Tags\",                       \"Properties\": { \"Field\": \"Tags\" } },\n    { \"Column\": \"UsageAmount\",                \"Properties\": { \"Field\": \"UsageAmount\" } },\n    { \"Column\": \"UsageQuantity\",              \"Properties\": { \"Field\": \"UsageQuantity\" } },\n    { \"Column\": \"UsageUnit\",                  \"Properties\": { \"Field\": \"UsageUnit\" } },\n    { \"Column\": \"x_AccountId\",                \"Properties\": { \"Field\": \"x_AccountId\" } },\n    { \"Column\": \"x_AccountName\",              \"Properties\": { \"Field\": \"x_AccountName\" } },\n    { \"Column\": \"x_AccountOwnerId\",           \"Properties\": { \"Field\": \"x_AccountOwnerId\" } },\n    { \"Column\": \"x_AmortizationClass\",        \"Properties\": { \"Field\": \"x_AmortizationClass\" } },\n    { \"Column\": \"x_BilledCostInUsd\",          \"Properties\": { \"Field\": \"x_BilledCostInUsd\" } },\n    { \"Column\": \"x_BilledUnitPrice\",          \"Properties\": { \"Field\": \"x_BilledUnitPrice\" } },\n    { \"Column\": \"x_BillingAccountId\",         \"Properties\": { \"Field\": \"x_BillingAccountId\" } },\n    { \"Column\": \"x_BillingAccountName\",       \"Properties\": { \"Field\": \"x_BillingAccountName\" } },\n    { \"Column\": \"x_BillingExchangeRate\",      \"Properties\": { \"Field\": \"x_BillingExchangeRate\" } },\n    { \"Column\": \"x_BillingExchangeRateDate\",  \"Properties\": { \"Field\": \"x_BillingExchangeRateDate\" } },\n    { \"Column\": \"x_BillingItemCode\",          \"Properties\": { \"Field\": \"x_BillingItemCode\" } },\n    { \"Column\": \"x_BillingItemName\",          \"Properties\": { \"Field\": \"x_BillingItemName\" } },\n    { \"Column\": \"x_BillingProfileId\",         \"Properties\": { \"Field\": \"x_BillingProfileId\" } },\n    { \"Column\": \"x_BillingProfileName\",       \"Properties\": { \"Field\": \"x_BillingProfileName\" } },\n    { \"Column\": \"x_ChargeId\",                 \"Properties\": { \"Field\": \"x_ChargeId\" } },\n    { \"Column\": \"x_ContractedCostInUsd\",      \"Properties\": { \"Field\": \"x_ContractedCostInUsd\" } },\n    { \"Column\": \"x_CommodityCode\",            \"Properties\": { \"Field\": \"x_CommodityCode\" } },\n    { \"Column\": \"x_CommodityName\",            \"Properties\": { \"Field\": \"x_CommodityName\" } },\n    { \"Column\": \"x_ComponentName\",            \"Properties\": { \"Field\": \"x_ComponentName\" } },\n    { \"Column\": \"x_ComponentType\",            \"Properties\": { \"Field\": \"x_ComponentType\" } },\n    { \"Column\": \"x_Cost\",                     \"Properties\": { \"Field\": \"x_Cost\" } },\n    { \"Column\": \"x_CostAllocationRuleName\",   \"Properties\": { \"Field\": \"x_CostAllocationRuleName\" } },\n    { \"Column\": \"x_CostCategories\",           \"Properties\": { \"Field\": \"x_CostCategories\" } },\n    { \"Column\": \"x_CostCenter\",               \"Properties\": { \"Field\": \"x_CostCenter\" } },\n    { \"Column\": \"x_Credits\",                  \"Properties\": { \"Field\": \"x_Credits\" } },\n    { \"Column\": \"x_CostType\",                 \"Properties\": { \"Field\": \"x_CostType\" } },\n    { \"Column\": \"x_CurrencyConversionRate\",   \"Properties\": { \"Field\": \"x_CurrencyConversionRate\" } },\n    { \"Column\": \"x_CustomerId\",               \"Properties\": { \"Field\": \"x_CustomerId\" } },\n    { \"Column\": \"x_CustomerName\",             \"Properties\": { \"Field\": \"x_CustomerName\" } },\n    { \"Column\": \"x_Discount\",                 \"Properties\": { \"Field\": \"x_Discount\" } },\n    { \"Column\": \"x_EffectiveCostInUsd\",       \"Properties\": { \"Field\": \"x_EffectiveCostInUsd\" } },\n    { \"Column\": \"x_EffectiveUnitPrice\",       \"Properties\": { \"Field\": \"x_EffectiveUnitPrice\" } },\n    { \"Column\": \"x_ExportTime\",               \"Properties\": { \"Field\": \"x_ExportTime\" } },\n    { \"Column\": \"x_InstanceID\",               \"Properties\": { \"Field\": \"x_InstanceID\" } },\n    { \"Column\": \"x_InvoiceId\",                \"Properties\": { \"Field\": \"x_InvoiceId\" } },\n    { \"Column\": \"x_InvoiceIssuerId\",          \"Properties\": { \"Field\": \"x_InvoiceIssuerId\" } },\n    { \"Column\": \"x_InvoiceSectionId\",         \"Properties\": { \"Field\": \"x_InvoiceSectionId\" } },\n    { \"Column\": \"x_InvoiceSectionName\",       \"Properties\": { \"Field\": \"x_InvoiceSectionName\" } },\n    { \"Column\": \"x_ListCostInUsd\",            \"Properties\": { \"Field\": \"x_ListCostInUsd\" } },\n    { \"Column\": \"x_Location\",                 \"Properties\": { \"Field\": \"x_Location\" } },\n    { \"Column\": \"x_OnDemandCost\",             \"Properties\": { \"Field\": \"x_OnDemandCost\" } },\n    { \"Column\": \"x_OnDemandCostInUsd\",        \"Properties\": { \"Field\": \"x_OnDemandCostInUsd\" } },\n    { \"Column\": \"x_OnDemandUnitPrice\",        \"Properties\": { \"Field\": \"x_OnDemandUnitPrice\" } },\n    { \"Column\": \"x_Operation\",                \"Properties\": { \"Field\": \"x_Operation\" } },\n    { \"Column\": \"x_OwnerAccountID\",           \"Properties\": { \"Field\": \"x_OwnerAccountID\" } },\n    { \"Column\": \"x_PartnerCreditApplied\",     \"Properties\": { \"Field\": \"x_PartnerCreditApplied\" } },\n    { \"Column\": \"x_PartnerCreditRate\",        \"Properties\": { \"Field\": \"x_PartnerCreditRate\" } },\n    { \"Column\": \"x_PricingBlockSize\",         \"Properties\": { \"Field\": \"x_PricingBlockSize\" } },\n    { \"Column\": \"x_PricingCurrency\",          \"Properties\": { \"Field\": \"x_PricingCurrency\" } },\n    { \"Column\": \"x_PricingSubcategory\",       \"Properties\": { \"Field\": \"x_PricingSubcategory\" } },\n    { \"Column\": \"x_PricingUnitDescription\",   \"Properties\": { \"Field\": \"x_PricingUnitDescription\" } },\n    { \"Column\": \"x_Project\",                  \"Properties\": { \"Field\": \"x_Project\" } },\n    { \"Column\": \"x_PublisherCategory\",        \"Properties\": { \"Field\": \"x_PublisherCategory\" } },\n    { \"Column\": \"x_PublisherId\",              \"Properties\": { \"Field\": \"x_PublisherId\" } },\n    { \"Column\": \"x_ResellerId\",               \"Properties\": { \"Field\": \"x_ResellerId\" } },\n    { \"Column\": \"x_ResellerName\",             \"Properties\": { \"Field\": \"x_ResellerName\" } },\n    { \"Column\": \"x_ResourceGroupName\",        \"Properties\": { \"Field\": \"x_ResourceGroupName\" } },\n    { \"Column\": \"x_ResourceType\",             \"Properties\": { \"Field\": \"x_ResourceType\" } },\n    { \"Column\": \"x_ServiceCode\",              \"Properties\": { \"Field\": \"x_ServiceCode\" } },\n    { \"Column\": \"x_ServiceId\",                \"Properties\": { \"Field\": \"x_ServiceId\" } },\n    { \"Column\": \"x_ServiceModel\",             \"Properties\": { \"Field\": \"x_ServiceModel\" } },\n    { \"Column\": \"x_ServicePeriodEnd\",         \"Properties\": { \"Field\": \"x_ServicePeriodEnd\" } },\n    { \"Column\": \"x_ServicePeriodStart\",       \"Properties\": { \"Field\": \"x_ServicePeriodStart\" } },\n    { \"Column\": \"x_SkuDescription\",           \"Properties\": { \"Field\": \"x_SkuDescription\" } },\n    { \"Column\": \"x_SkuDetails\",               \"Properties\": { \"Field\": \"x_SkuDetails\" } },\n    { \"Column\": \"x_SkuIsCreditEligible\",      \"Properties\": { \"Field\": \"x_SkuIsCreditEligible\" } },\n    { \"Column\": \"x_SkuMeterCategory\",         \"Properties\": { \"Field\": \"x_SkuMeterCategory\" } },\n    { \"Column\": \"x_SkuMeterId\",               \"Properties\": { \"Field\": \"x_SkuMeterId\" } },\n    { \"Column\": \"x_SkuMeterName\",             \"Properties\": { \"Field\": \"x_SkuMeterName\" } },\n    { \"Column\": \"x_SkuMeterSubcategory\",      \"Properties\": { \"Field\": \"x_SkuMeterSubcategory\" } },\n    { \"Column\": \"x_SkuOfferId\",               \"Properties\": { \"Field\": \"x_SkuOfferId\" } },\n    { \"Column\": \"x_SkuOrderId\",               \"Properties\": { \"Field\": \"x_SkuOrderId\" } },\n    { \"Column\": \"x_SkuOrderName\",             \"Properties\": { \"Field\": \"x_SkuOrderName\" } },\n    { \"Column\": \"x_SkuPartNumber\",            \"Properties\": { \"Field\": \"x_SkuPartNumber\" } },\n    { \"Column\": \"x_SkuPlanName\",              \"Properties\": { \"Field\": \"x_SkuPlanName\" } },\n    { \"Column\": \"x_SkuRegion\",                \"Properties\": { \"Field\": \"x_SkuRegion\" } },\n    { \"Column\": \"x_SkuServiceFamily\",         \"Properties\": { \"Field\": \"x_SkuServiceFamily\" } },\n    { \"Column\": \"x_SkuTerm\",                  \"Properties\": { \"Field\": \"x_SkuTerm\" } },\n    { \"Column\": \"x_SkuTier\",                  \"Properties\": { \"Field\": \"x_SkuTier\" } },\n    { \"Column\": \"x_SourceName\",               \"Properties\": { \"Field\": \"x_SourceName\" } },\n    { \"Column\": \"x_SourceProvider\",           \"Properties\": { \"Field\": \"x_SourceProvider\" } },\n    { \"Column\": \"x_SourceType\",               \"Properties\": { \"Field\": \"x_SourceType\" } },\n    { \"Column\": \"x_SourceVersion\",            \"Properties\": { \"Field\": \"x_SourceVersion\" } },\n    { \"Column\": \"x_SubproductName\",           \"Properties\": { \"Field\": \"x_SubproductName\" } },\n    { \"Column\": \"x_UsageType\",                \"Properties\": { \"Field\": \"x_UsageType\" } }\n]\n```\n\n// Costs_raw retention policy (clear historical data)\n.alter-merge table Costs_raw policy retention softdelete = 0d recoverability = disabled\n\n// Costs_raw retention policy (set the user-defined retention period)\n.alter-merge table Costs_raw policy retention softdelete = $$rawRetentionInDays$$d recoverability = disabled\n\n// Disable Costs_raw streaming ingestion (required for Fabric)\n.alter table Costs_raw policy streamingingestion disable\n\n\n//===| Prices |=========================================================================================================\n// NOTE: Must be before cost details.\n//\n// Supported versions:\n// - MS EA 2023-05-01  -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/price-sheet-ea\n// - MS MCA 2023-05-01 -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/price-sheet-mca\n//======================================================================================================================\n\n// Prices_raw table -- Create the table if it doesn't exist\n.create-merge table Prices_raw ( ignore: string )\n\n// Prices_raw table -- Remove all columns to allow changing column types\n.alter table Prices_raw ( ignore: string )\n\n// Prices_raw table -- Redefine all columns\n.alter table Prices_raw (\n    BasePrice:          real,     // Azure EA + MCA\n    BillingAccountId:   string,   // Azure MCA\n    BillingAccountName: string,   // Azure MCA\n    BillingCurrency:    string,   // Azure MCA\n    BillingProfileId:   string,   // Azure MCA\n    BillingProfileName: string,   // Azure MCA\n    Currency:           string,   // Azure MCA\n    CurrencyCode:       string,   // Azure EA\n    EffectiveEndDate:   datetime, // Azure MCA\n    EffectiveStartDate: datetime, // Azure EA + MCA\n    EnrollmentNumber:   string,   // Azure EA\n    IncludedQuantity:   real,     // Azure EA\n    MarketPrice:        real,     // Azure EA + MCA\n    MeterCategory:      string,   // Azure EA + MCA\n    MeterId:            string,   // Azure MCA\n    MeterID:            string,   // Azure EA\n    MeterName:          string,   // Azure EA + MCA\n    MeterRegion:        string,   // Azure EA + MCA\n    MeterSubCategory:   string,   // Azure EA + MCA\n    MeterType:          string,   // Azure EA + MCA\n    OfferID:            string,   // Azure EA\n    PartNumber:         string,   // Azure EA\n    PriceType:          string,   // Azure EA + MCA\n    Product:            string,   // Azure EA + MCA\n    ProductId:          string,   // Azure MCA\n    ProductID:          string,   // Azure EA\n    ServiceFamily:      string,   // Azure EA + MCA\n    SkuId:              string,   // Azure MCA\n    SkuID:              string,   // Azure EA\n    Term:               string,   // Azure EA + MCA\n    TierMinimumUnits:   real,     // Azure MCA\n    UnitOfMeasure:      string,   // Azure EA + MCA\n    UnitPrice:          real,     // Azure EA + MCA\n    x_SourceName:       string,   // Hubs v1_0+\n    x_SourceProvider:   string,   // Hubs v1_0+\n    x_SourceType:       string,   // Hubs v1_0+\n    x_SourceVersion:    string    // Hubs v1_0+\n)\n\n// Prices_raw ingestion mapping\n.create-or-alter table Prices_raw ingestion parquet mapping \"Prices_raw_mapping\"\n```\n[\n    { \"Column\": \"BasePrice\",          \"Properties\": { \"Field\": \"BasePrice\" } },\n    { \"Column\": \"BillingAccountId\",   \"Properties\": { \"Field\": \"BillingAccountId\" } },\n    { \"Column\": \"BillingAccountName\", \"Properties\": { \"Field\": \"BillingAccountName\" } },\n    { \"Column\": \"BillingCurrency\",    \"Properties\": { \"Field\": \"BillingCurrency\" } },\n    { \"Column\": \"BillingProfileId\",   \"Properties\": { \"Field\": \"BillingProfileId\" } },\n    { \"Column\": \"BillingProfileName\", \"Properties\": { \"Field\": \"BillingProfileName\" } },\n    { \"Column\": \"Currency\",           \"Properties\": { \"Field\": \"Currency\" } },\n    { \"Column\": \"CurrencyCode\",       \"Properties\": { \"Field\": \"CurrencyCode\" } },\n    { \"Column\": \"EffectiveEndDate\",   \"Properties\": { \"Field\": \"EffectiveEndDate\" } },\n    { \"Column\": \"EffectiveStartDate\", \"Properties\": { \"Field\": \"EffectiveStartDate\" } },\n    { \"Column\": \"EnrollmentNumber\",   \"Properties\": { \"Field\": \"EnrollmentNumber\" } },\n    { \"Column\": \"IncludedQuantity\",   \"Properties\": { \"Field\": \"IncludedQuantity\" } },\n    { \"Column\": \"MarketPrice\",        \"Properties\": { \"Field\": \"MarketPrice\" } },\n    { \"Column\": \"MeterCategory\",      \"Properties\": { \"Field\": \"MeterCategory\" } },\n    { \"Column\": \"MeterId\",            \"Properties\": { \"Field\": \"MeterId\" } },\n    { \"Column\": \"MeterID\",            \"Properties\": { \"Field\": \"MeterID\" } },\n    { \"Column\": \"MeterName\",          \"Properties\": { \"Field\": \"MeterName\" } },\n    { \"Column\": \"MeterRegion\",        \"Properties\": { \"Field\": \"MeterRegion\" } },\n    { \"Column\": \"MeterSubCategory\",   \"Properties\": { \"Field\": \"MeterSubCategory\" } },\n    { \"Column\": \"MeterType\",          \"Properties\": { \"Field\": \"MeterType\" } },\n    { \"Column\": \"OfferID\",            \"Properties\": { \"Field\": \"OfferID\" } },\n    { \"Column\": \"PartNumber\",         \"Properties\": { \"Field\": \"PartNumber\" } },\n    { \"Column\": \"PriceType\",          \"Properties\": { \"Field\": \"PriceType\" } },\n    { \"Column\": \"Product\",            \"Properties\": { \"Field\": \"Product\" } },\n    { \"Column\": \"ProductId\",          \"Properties\": { \"Field\": \"ProductId\" } },\n    { \"Column\": \"ProductID\",          \"Properties\": { \"Field\": \"ProductID\" } },\n    { \"Column\": \"ServiceFamily\",      \"Properties\": { \"Field\": \"ServiceFamily\" } },\n    { \"Column\": \"SkuId\",              \"Properties\": { \"Field\": \"SkuId\" } },\n    { \"Column\": \"SkuID\",              \"Properties\": { \"Field\": \"SkuID\" } },\n    { \"Column\": \"Term\",               \"Properties\": { \"Field\": \"Term\" } },\n    { \"Column\": \"TierMinimumUnits\",   \"Properties\": { \"Field\": \"TierMinimumUnits\" } },\n    { \"Column\": \"UnitOfMeasure\",      \"Properties\": { \"Field\": \"UnitOfMeasure\" } },\n    { \"Column\": \"UnitPrice\",          \"Properties\": { \"Field\": \"UnitPrice\" } },\n    { \"Column\": \"x_SourceName\",       \"Properties\": { \"Field\": \"x_SourceName\" } },\n    { \"Column\": \"x_SourceProvider\",   \"Properties\": { \"Field\": \"x_SourceProvider\" } },\n    { \"Column\": \"x_SourceType\",       \"Properties\": { \"Field\": \"x_SourceType\" } },\n    { \"Column\": \"x_SourceVersion\",    \"Properties\": { \"Field\": \"x_SourceVersion\" } }\n]\n```\n\n// Prices_raw retention policy (clear historical data)\n.alter-merge table Prices_raw policy retention softdelete = 0d recoverability = disabled\n\n// Prices_raw retention policy (set the user-defined retention period)\n.alter-merge table Prices_raw policy retention softdelete = $$rawRetentionInDays$$d recoverability = disabled\n\n// Disable Prices_raw streaming ingestion (required for Fabric)\n.alter table Prices_raw policy streamingingestion disable\n\n\n//===| Recommendations |================================================================================================\n// Supported datasets/versions:\n// - MS CM EA reservation recommendations: 2023-05-01  -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/reservation-recommendations-ea\n// - MS CM MCA reservation recommendations: 2023-05-01 -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/reservation-recommendations-mca\n//======================================================================================================================\n\n// Recommendations_raw table -- Create the table if it doesn't exist\n.create-merge table Recommendations_raw ( ignore: string )\n\n// Recommendations_raw table -- Remove all columns to allow changing column types\n.alter table Recommendations_raw ( ignore: string )\n\n// Recommendations_raw table -- Redefine all columns\n.alter table Recommendations_raw (\n    CostWithNoReservedInstances:        real,      // MS CM EA resv reco 2024-05-01\n    CostWithNoReservedInstancesJson:    string,    // MS CM MCA resv reco 2024-05-01 -- Renamed to remove spaces and flag as JSON\n    FirstUsageDate:                     datetime,  // MS CM EA/MCA resv reco 2024-05-01 -- Renamed for MCA\n    InstanceFlexibilityGroup:           string,    // MS CM EA/MCA resv reco 2024-05-01 -- Renamed for MCA\n    InstanceFlexibilityRatio:           real,      // MS CM EA/MCA resv reco 2024-05-01 -- Renamed for MCA\n    Location:                           string,    // MS CM EA+MCA resv reco 2024-05-01\n    LookBackPeriod:                     string,    // MS CM EA+MCA resv reco 2024-05-01\n    MeterId:                            string,    // MS CM EA/MCA resv reco 2024-05-01 -- Renamed for MCA\n    NetSavings:                         real,      // MS CM EA resv reco 2024-05-01\n    NetSavingsJson:                     string,    // MS CM MCA resv reco 2024-05-01 -- Renamed to remove spaces and flag as JSON\n    NormalizedSize:                     string,    // MS CM EA/MCA resv reco 2024-05-01 -- Renamed for MCA\n    ProviderName:                       string,    // Hubs v1_2\n    RecommendedQuantity:                real,      // MS CM EA/MCA resv reco 2024-05-01 -- Renamed for MCA\n    RecommendedQuantityNormalized:      real,      // MS CM EA/MCA resv reco 2024-05-01 -- Renamed for MCA\n    ResourceId:                         string,    // Hubs v1_2\n    ResourceName:                       string,    // Hubs v1_2\n    ResourceType:                       string,    // Hubs v1_2, MS CM EA+MCA resv reco 2024-05-01\n    Scope:                              string,    // MS CM EA/MCA resv reco 2024-05-01 -- Renamed for MCA\n    SKU:                                string,    // MS CM EA resv reco 2024-05-01\n    SkuName:                            string,    // MS CM MCA resv reco 2024-05-01 -- Renamed to remove spaces\n    SkuProperties:                      string,    // MS CM EA/MCA resv reco 2024-05-01 -- Renamed for MCA\n    SubAccountId:                       string,    // Hubs v1_2\n    SubAccountName:                     string,    // Hubs v1_2\n    SubscriptionId:                     string,    // MS CM EA+MCA resv reco 2024-05-01\n    Term:                               string,    // MS CM EA+MCA resv reco 2024-05-01\n    TotalCostWithReservedInstances:     real,      // MS CM EA resv reco 2024-05-01\n    TotalCostWithReservedInstancesJson: string,    // MS CM MCA resv reco 2024-05-01 -- Renamed to remove spaces and flag as JSON\n    x_EffectiveCostAfter:               real,      // Hubs v1_2\n    x_EffectiveCostBefore:              real,      // Hubs v1_2\n    x_EffectiveCostSavings:             real,      // Hubs v1_2\n    x_RecommendationCategory:           string,    // Hubs v1_2\n    x_RecommendationDate:               datetime,  // Hubs v1_2\n    x_RecommendationDescription:        string,    // Hubs v1_2\n    x_RecommendationDetails:            dynamic,   // Hubs v1_2\n    x_RecommendationId:                 string,    // Hubs v1_2\n    x_ResourceGroupName:                string,    // Hubs v1_2\n    x_SourceName:                       string,    // Hubs v1_0+\n    x_SourceProvider:                   string,    // Hubs v1_0+\n    x_SourceType:                       string,    // Hubs v1_0+\n    x_SourceVersion:                    string     // Hubs v1_0+\n)\n\n// Recommendations_raw ingestion mapping\n.create-or-alter table Recommendations_raw ingestion parquet mapping \"Recommendations_raw_mapping\"\n```\n[\n    { \"Column\": \"CostWithNoReservedInstances\",        \"Properties\": { \"Field\": \"CostWithNoReservedInstances\" } },\n    { \"Column\": \"CostWithNoReservedInstancesJson\",    \"Properties\": { \"Field\": \"CostWithNoReservedInstancesJson\" } },\n    { \"Column\": \"FirstUsageDate\",                     \"Properties\": { \"Field\": \"FirstUsageDate\" } },\n    { \"Column\": \"InstanceFlexibilityGroup\",           \"Properties\": { \"Field\": \"InstanceFlexibilityGroup\" } },\n    { \"Column\": \"InstanceFlexibilityRatio\",           \"Properties\": { \"Field\": \"InstanceFlexibilityRatio\" } },\n    { \"Column\": \"Location\",                           \"Properties\": { \"Field\": \"Location\" } },\n    { \"Column\": \"LookBackPeriod\",                     \"Properties\": { \"Field\": \"LookBackPeriod\" } },\n    { \"Column\": \"MeterId\",                            \"Properties\": { \"Field\": \"MeterId\" } },\n    { \"Column\": \"NetSavings\",                         \"Properties\": { \"Field\": \"NetSavings\" } },\n    { \"Column\": \"NetSavingsJson\",                     \"Properties\": { \"Field\": \"NetSavingsJson\" } },\n    { \"Column\": \"NormalizedSize\",                     \"Properties\": { \"Field\": \"NormalizedSize\" } },\n    { \"Column\": \"ProviderName\",                       \"Properties\": { \"Field\": \"ProviderName\" } },\n    { \"Column\": \"RecommendedQuantity\",                \"Properties\": { \"Field\": \"RecommendedQuantity\" } },\n    { \"Column\": \"RecommendedQuantityNormalized\",      \"Properties\": { \"Field\": \"RecommendedQuantityNormalized\" } },\n    { \"Column\": \"ResourceId\",                         \"Properties\": { \"Field\": \"ResourceId\" } },\n    { \"Column\": \"ResourceName\",                       \"Properties\": { \"Field\": \"ResourceName\" } },\n    { \"Column\": \"ResourceType\",                       \"Properties\": { \"Field\": \"ResourceType\" } },\n    { \"Column\": \"Scope\",                              \"Properties\": { \"Field\": \"Scope\" } },\n    { \"Column\": \"SKU\",                                \"Properties\": { \"Field\": \"SKU\" } },\n    { \"Column\": \"SkuName\",                            \"Properties\": { \"Field\": \"SkuName\" } },\n    { \"Column\": \"SkuProperties\",                      \"Properties\": { \"Field\": \"SkuProperties\" } },\n    { \"Column\": \"SubAccountId\",                       \"Properties\": { \"Field\": \"SubAccountId\" } },\n    { \"Column\": \"SubAccountName\",                     \"Properties\": { \"Field\": \"SubAccountName\" } },\n    { \"Column\": \"SubscriptionId\",                     \"Properties\": { \"Field\": \"SubscriptionId\" } },\n    { \"Column\": \"Term\",                               \"Properties\": { \"Field\": \"Term\" } },\n    { \"Column\": \"TotalCostWithReservedInstances\",     \"Properties\": { \"Field\": \"TotalCostWithReservedInstances\" } },\n    { \"Column\": \"TotalCostWithReservedInstancesJson\", \"Properties\": { \"Field\": \"TotalCostWithReservedInstancesJson\" } },\n    { \"Column\": \"x_EffectiveCostAfter\",               \"Properties\": { \"Field\": \"x_EffectiveCostAfter\" } },\n    { \"Column\": \"x_EffectiveCostBefore\",              \"Properties\": { \"Field\": \"x_EffectiveCostBefore\" } },\n    { \"Column\": \"x_EffectiveCostSavings\",             \"Properties\": { \"Field\": \"x_EffectiveCostSavings\" } },\n    { \"Column\": \"x_RecommendationCategory\",           \"Properties\": { \"Field\": \"x_RecommendationCategory\" } },\n    { \"Column\": \"x_RecommendationDate\",               \"Properties\": { \"Field\": \"x_RecommendationDate\" } },\n    { \"Column\": \"x_RecommendationDescription\",        \"Properties\": { \"Field\": \"x_RecommendationDescription\" } },\n    { \"Column\": \"x_RecommendationDetails\",            \"Properties\": { \"Field\": \"x_RecommendationDetails\" } },\n    { \"Column\": \"x_RecommendationId\",                 \"Properties\": { \"Field\": \"x_RecommendationId\" } },\n    { \"Column\": \"x_ResourceGroupName\",                \"Properties\": { \"Field\": \"x_ResourceGroupName\" } },\n    { \"Column\": \"x_SourceName\",                       \"Properties\": { \"Field\": \"x_SourceName\" } },\n    { \"Column\": \"x_SourceProvider\",                   \"Properties\": { \"Field\": \"x_SourceProvider\" } },\n    { \"Column\": \"x_SourceType\",                       \"Properties\": { \"Field\": \"x_SourceType\" } },\n    { \"Column\": \"x_SourceVersion\",                    \"Properties\": { \"Field\": \"x_SourceVersion\" } }\n]\n```\n\n// Recommendations_raw retention policy (clear historical data)\n.alter-merge table Recommendations_raw policy retention softdelete = 0d recoverability = disabled\n\n// Recommendations_raw retention policy (set the user-defined retention period)\n.alter-merge table Recommendations_raw policy retention softdelete = $$rawRetentionInDays$$d recoverability = disabled\n\n// Disable Recommendations_raw streaming ingestion (required for Fabric)\n.alter table Recommendations_raw policy streamingingestion disable\n\n\n//===| Transactions |===================================================================================================\n// Supported versions:\n// - MS CM EA reservation transactions: 2023-05-01  -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/reservation-transactions-ea\n// - MS CM MCA reservation transactions: 2023-05-01 -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/reservation-transactions-mca\n//======================================================================================================================\n\n// Transactions_raw table -- Create the table if it doesn't exist\n.create-merge table Transactions_raw ( ignore: string )\n\n// Transactions_raw table -- Remove all columns to allow changing column types\n.alter table Transactions_raw ( ignore: string )\n\n// Transactions_raw table -- Redefine all columns\n.alter table Transactions_raw (\n    AccountName:                    string,    // MS CM EA resv trans 2023-05-01\n    AccountOwnerEmail:              string,    // MS CM EA resv trans 2023-05-01\n    Amount:                         real,      // MS CM EA+MCA resv trans 2023-05-01\n    ArmSkuName:                     string,    // MS CM EA+MCA resv trans 2023-05-01\n    BillingFrequency:               string,    // MS CM EA+MCA resv trans 2023-05-01\n    BillingMonth:                   string,    // MS CM EA resv trans 2023-05-01\n    BillingProfileId:               string,    // MS CM MCA resv trans 2023-05-01\n    BillingProfileName:             string,    // MS CM MCA resv trans 2023-05-01\n    CostCenter:                     string,    // MS CM EA resv trans 2023-05-01\n    Currency:                       string,    // MS CM EA+MCA resv trans 2023-05-01\n    CurrentEnrollmentId:            string,    // MS CM EA resv trans 2023-05-01\n    DepartmentName:                 string,    // MS CM EA resv trans 2023-05-01\n    Description:                    string,    // MS CM EA+MCA resv trans 2023-05-01\n    EventDate:                      datetime,  // MS CM EA+MCA resv trans 2023-05-01\n    EventType:                      string,    // MS CM EA+MCA resv trans 2023-05-01\n    Invoice:                        string,    // MS CM EA+MCA resv trans 2023-05-01\n    InvoiceId:                      string,    // MS CM EA+MCA resv trans 2023-05-01\n    InvoiceSectionId:               string,    // MS CM MCA resv trans 2023-05-01\n    InvoiceSectionName:             string,    // MS CM MCA resv trans 2023-05-01\n    MonetaryCommitment:             real,      // MS CM EA resv trans 2023-05-01\n    Overage:                        real,      // MS CM EA resv trans 2023-05-01\n    PurchasingEnrollment:           string,    // MS CM EA resv trans 2023-05-01\n    PurchasingSubscriptionGuid:     string,    // MS CM EA+MCA resv trans 2023-05-01\n    PurchasingSubscriptionName:     string,    // MS CM EA+MCA resv trans 2023-05-01\n    Quantity:                       real,      // MS CM EA+MCA resv trans 2023-05-01\n    Region:                         string,    // MS CM EA+MCA resv trans 2023-05-01\n    ReservationOrderId:             string,    // MS CM EA+MCA resv trans 2023-05-01\n    ReservationOrderName:           string,    // MS CM EA+MCA resv trans 2023-05-01\n    Term:                           string,    // MS CM EA+MCA resv trans 2023-05-01\n    x_SourceName:                   string,    // Hubs v1_0+\n    x_SourceProvider:               string,    // Hubs v1_0+\n    x_SourceType:                   string,    // Hubs v1_0+\n    x_SourceVersion:                string     // Hubs v1_0+\n)\n\n// Transactions_raw ingestion mapping\n.create-or-alter table Transactions_raw ingestion parquet mapping \"Transactions_raw_mapping\"\n```\n[\n    { \"Column\": \"AccountName\",                \"Properties\": { \"Field\": \"AccountName\" } },\n    { \"Column\": \"AccountOwnerEmail\",          \"Properties\": { \"Field\": \"AccountOwnerEmail\" } },\n    { \"Column\": \"Amount\",                     \"Properties\": { \"Field\": \"Amount\" } },\n    { \"Column\": \"ArmSkuName\",                 \"Properties\": { \"Field\": \"ArmSkuName\" } },\n    { \"Column\": \"BillingFrequency\",           \"Properties\": { \"Field\": \"BillingFrequency\" } },\n    { \"Column\": \"BillingMonth\",               \"Properties\": { \"Field\": \"BillingMonth\" } },\n    { \"Column\": \"BillingProfileId\",           \"Properties\": { \"Field\": \"BillingProfileId\" } },\n    { \"Column\": \"BillingProfileName\",         \"Properties\": { \"Field\": \"BillingProfileName\" } },\n    { \"Column\": \"CostCenter\",                 \"Properties\": { \"Field\": \"CostCenter\" } },\n    { \"Column\": \"Currency\",                   \"Properties\": { \"Field\": \"Currency\" } },\n    { \"Column\": \"CurrentEnrollmentId\",        \"Properties\": { \"Field\": \"CurrentEnrollmentId\" } },\n    { \"Column\": \"DepartmentName\",             \"Properties\": { \"Field\": \"DepartmentName\" } },\n    { \"Column\": \"Description\",                \"Properties\": { \"Field\": \"Description\" } },\n    { \"Column\": \"EventDate\",                  \"Properties\": { \"Field\": \"EventDate\" } },\n    { \"Column\": \"EventType\",                  \"Properties\": { \"Field\": \"EventType\" } },\n    { \"Column\": \"Invoice\",                    \"Properties\": { \"Field\": \"Invoice\" } },\n    { \"Column\": \"InvoiceId\",                  \"Properties\": { \"Field\": \"InvoiceId\" } },\n    { \"Column\": \"InvoiceSectionId\",           \"Properties\": { \"Field\": \"InvoiceSectionId\" } },\n    { \"Column\": \"InvoiceSectionName\",         \"Properties\": { \"Field\": \"InvoiceSectionName\" } },\n    { \"Column\": \"MonetaryCommitment\",         \"Properties\": { \"Field\": \"MonetaryCommitment\" } },\n    { \"Column\": \"Overage\",                    \"Properties\": { \"Field\": \"Overage\" } },\n    { \"Column\": \"PurchasingEnrollment\",       \"Properties\": { \"Field\": \"PurchasingEnrollment\" } },\n    { \"Column\": \"PurchasingSubscriptionGuid\", \"Properties\": { \"Field\": \"PurchasingSubscriptionGuid\" } },\n    { \"Column\": \"PurchasingSubscriptionName\", \"Properties\": { \"Field\": \"PurchasingSubscriptionName\" } },\n    { \"Column\": \"Quantity\",                   \"Properties\": { \"Field\": \"Quantity\" } },\n    { \"Column\": \"Region\",                     \"Properties\": { \"Field\": \"Region\" } },\n    { \"Column\": \"ReservationOrderId\",         \"Properties\": { \"Field\": \"ReservationOrderId\" } },\n    { \"Column\": \"ReservationOrderName\",       \"Properties\": { \"Field\": \"ReservationOrderName\" } },\n    { \"Column\": \"Term\",                       \"Properties\": { \"Field\": \"Term\" } },\n    { \"Column\": \"x_SourceName\",               \"Properties\": { \"Field\": \"x_SourceName\" } },\n    { \"Column\": \"x_SourceProvider\",           \"Properties\": { \"Field\": \"x_SourceProvider\" } },\n    { \"Column\": \"x_SourceType\",               \"Properties\": { \"Field\": \"x_SourceType\" } },\n    { \"Column\": \"x_SourceVersion\",            \"Properties\": { \"Field\": \"x_SourceVersion\" } }\n]\n```\n\n// Transactions_raw retention policy (clear historical data)\n.alter-merge table Transactions_raw policy retention softdelete = 0d recoverability = disabled\n\n// Transactions_raw retention policy (set the user-defined retention period)\n.alter-merge table Transactions_raw policy retention softdelete = $$rawRetentionInDays$$d recoverability = disabled\n\n// Disable Transactions_raw streaming ingestion (required for Fabric)\n.alter table Transactions_raw policy streamingingestion disable\n\n",
-                    "$fxv#9": "// Copyright (c) Microsoft Corporation.\n// Licensed under the MIT License.\n\n//======================================================================================================================\n// Ingestion database\n// Used for data ingestion, normalization, and cleansing.\n// See known issues @ https://github.com/microsoft/finops-toolkit/issues/1111\n//======================================================================================================================\n\n// For allowed commands, see https://learn.microsoft.com/azure/data-explorer/database-script\n\n//===| Prices |=========================================================================================================\n// Supported versions:\n// - MS EA 2023-05-01  -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/price-sheet-ea\n// - MS MCA 2023-05-01 -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/price-sheet-mca\n//======================================================================================================================\n\n// Prices_transform_v1_0 function\n.create-or-alter function\nwith (docstring='DEPRECATED: All prices transformed to FOCUS 1.0. Use Prices_transform_v1_2() instead.', folder='Prices')\nPrices_transform_v1_0()\n{\n    // NOTE: All open issues and questions are tracked @ https://github.com/microsoft/finops-toolkit/issues/1111\n    let isoMonths = (duration: string) {\n        let number = toint(replace_regex(duration, @'[PMY]', ''));\n        toint(case(\n            duration == '', toint(''),\n            duration endswith \"Y\", number * 12,\n            duration endswith \"M\", number,\n            -1\n        ))\n    };\n    let prices = materialize(\n        Prices_raw\n        //\n        // Change real to decimal\n        | extend\n            BasePrice        = todecimal(BasePrice),\n            IncludedQuantity = todecimal(IncludedQuantity),\n            MarketPrice      = todecimal(MarketPrice),\n            TierMinimumUnits = todecimal(TierMinimumUnits),\n            UnitPrice        = todecimal(UnitPrice)\n        //\n        | extend x_SkuId = coalesce(SkuId, SkuID)\n        | extend x_SkuMeterId = coalesce(MeterId, MeterID)\n        | extend x_SkuProductId = coalesce(ProductId, ProductID)\n        | extend x_SkuTerm = isoMonths(Term)\n        | project-rename\n            x_BaseUnitPrice = BasePrice,\n            x_EffectivePeriodEnd = EffectiveEndDate,\n            x_EffectivePeriodStart = EffectiveStartDate,\n            x_PricingUnitDescription = UnitOfMeasure,\n            x_SkuIncludedQuantity = IncludedQuantity,\n            x_SkuMeterCategory = MeterCategory,\n            x_SkuMeterName = MeterName,\n            x_SkuMeterSubcategory = MeterSubCategory,\n            x_SkuMeterType = MeterType,\n            x_SkuOfferId = OfferID,\n            x_SkuPartNumber = PartNumber,\n            x_SkuPriceType = PriceType,\n            x_SkuRegion = MeterRegion,\n            x_SkuServiceFamily = ServiceFamily,\n            x_SkuTier = TierMinimumUnits\n        | extend ContractedUnitPrice = iff(x_SkuPriceType != 'SavingsPlan', UnitPrice, todecimal(''))  // UnitPrice for savings plan is not the on-demand unit price\n        | extend ListUnitPrice = iff(x_SkuPriceType != 'SavingsPlan', MarketPrice, todecimal(''))  // MarketPrice for savings plan is not the list price\n        | extend ChargeCategory = case(\n            x_SkuPriceType == 'Consumption', 'Usage',\n            x_SkuPriceType == 'ReservedInstance', 'Purchase',\n            x_SkuPriceType == 'SavingsPlan', 'Usage',  // Savings plan prices are for committed usage, not the purchase\n            ''\n        )\n        | extend SkuPriceIdv2 = strcat(case(x_SkuPriceType == 'Consumption', 'OD', x_SkuPriceType == 'ReservedInstance', 'RI', x_SkuPriceType == 'SavingsPlan', 'SP', 'XX'), substring(ChargeCategory, 0, 1), x_SkuTerm, '_', x_SkuProductId, '_', x_SkuId, '_', x_SkuMeterType, '_', x_SkuTier, x_SkuOfferId)\n        | extend x_BillingAccountId = iff(BillingAccountId startswith '/', split(BillingAccountId, '/')[-1], coalesce(BillingAccountId, EnrollmentNumber))\n        | extend x_BillingProfileId = iff(BillingProfileId startswith '/', split(BillingProfileId, '/')[-1], coalesce(BillingProfileId, EnrollmentNumber))\n        | extend tmp_SavingsPlanKey = strcat(x_SkuMeterId, x_SkuProductId, x_SkuId, x_SkuTier, x_SkuOfferId)\n        //\n        // Get latest ingested row based on the unique ID\n        | extend x_IngestionTime = ingestion_time()\n    );\n    //\n    // Meters for reservations and savings plans to identify commitment eligibility\n    let riMeters = prices | where x_SkuPriceType == 'ReservedInstance' | distinct x_SkuMeterId;\n    let spMeters = prices | where x_SkuPriceType == 'SavingsPlan' | distinct x_SkuMeterId;\n    //\n    // Copy list/base/contracted prices from on-demand SKUs\n    prices\n    | where x_SkuPriceType == 'SavingsPlan'\n    // If we use join, specify the shuffle key\n    // TODO: Compare join vs. lookup perf -- | join kind=leftouter hint.strategy=shuffle (prices | where x_SkuPriceType == 'Consumption' | where x_SkuMeterId in (spMeters) | distinct tmp_SavingsPlanKey, ListUnitPrice, ContractedUnitPrice, x_BaseUnitPrice) on tmp_SavingsPlanKey\n    | lookup kind=leftouter (prices | where x_SkuPriceType == 'Consumption' | where x_SkuMeterId in (spMeters) | distinct tmp_SavingsPlanKey, ListUnitPrice, ContractedUnitPrice, x_BaseUnitPrice) on tmp_SavingsPlanKey\n    | extend ListUnitPrice = coalesce(ListUnitPrice, ListUnitPrice1)\n    | extend ContractedUnitPrice = coalesce(ContractedUnitPrice, ContractedUnitPrice1)\n    | extend x_BaseUnitPrice = coalesce(x_BaseUnitPrice, x_BaseUnitPrice1)\n    | project-away ListUnitPrice1, ContractedUnitPrice1, x_BaseUnitPrice1, tmp_SavingsPlanKey\n    | union ((prices | where x_SkuPriceType != 'SavingsPlan'))\n    //\n    // Calculate commitment discount elgibility\n    // TODO: Would a join be faster?\n    | extend x_CommitmentDiscountSpendEligibility = iff(x_SkuMeterId in (riMeters) and x_SkuPriceType != 'ReservedInstance', 'Eligible', 'Not Eligible')\n    | extend x_CommitmentDiscountUsageEligibility = iff(x_SkuMeterId in (spMeters), 'Eligible', 'Not Eligible')\n    //\n    // Add PricingUnit and x_PricingBlockSize\n    // TODO: Compare join vs. lookup perf -- | join kind=leftouter (PricingUnits) on x_PricingUnitDescription | project-away x_PricingUnitDescription1\n    | lookup kind=leftouter (PricingUnits | extend x_PricingBlockSize = todecimal(x_PricingBlockSize)) on x_PricingUnitDescription\n    //\n    | extend x_EffectiveUnitPrice = iff(x_SkuPriceType == 'SavingsPlan', UnitPrice, todecimal(''))  // Savings plan prices are for the effective price, not the contracted price\n    | extend x_EffectiveUnitPriceDiscount = ContractedUnitPrice - x_EffectiveUnitPrice\n    | extend x_ContractedUnitPriceDiscount = ListUnitPrice - ContractedUnitPrice\n    | extend x_TotalUnitPriceDiscount = ListUnitPrice - x_EffectiveUnitPrice\n    | project\n        BillingAccountId = tolower(case(\n            BillingProfileId startswith '/', BillingProfileId,\n            BillingAccountId startswith '/', BillingAccountId,\n            strcat('/providers/microsoft.billing/billingaccounts/', x_BillingAccountId, iff(x_BillingProfileId == x_BillingAccountId, '', strcat('/billingprofiles/', x_BillingProfileId)))\n        )),\n        BillingAccountName = coalesce(BillingProfileName, BillingAccountName, x_BillingProfileId),\n        BillingCurrency = coalesce(BillingCurrency, CurrencyCode, Currency),  // Currency last as a fallback only\n        ChargeCategory,\n        CommitmentDiscountCategory = case(\n            x_SkuPriceType == 'ReservedInstance', 'Usage',\n            x_SkuPriceType == 'SavingsPlan', 'Spend',\n            ''\n        ),\n        CommitmentDiscountType = case(\n            x_SkuPriceType == 'ReservedInstance', 'Reservation',\n            x_SkuPriceType == 'SavingsPlan', 'Savings plan',\n            ''\n        ),\n        ContractedUnitPrice,\n        ListUnitPrice,\n        PricingCategory = case(\n            x_SkuPriceType == 'Consumption', 'Standard',\n            x_SkuPriceType == 'ReservedInstance', 'Standard',  // Reservation purchases are tracked as \"Standard\"\n            x_SkuPriceType == 'SavingsPlan', 'Committed',\n            ''\n        ),\n        PricingUnit,\n        SkuId = coalesce(ProductId, ProductID),\n        SkuPriceId = strcat(x_SkuProductId, '_', x_SkuId, '_', x_SkuMeterType),\n        SkuPriceIdv2,\n        x_BaseUnitPrice,\n        x_BillingAccountAgreement = case(\n            strlen(x_BillingAccountId) > 32, 'MCA',\n            strlen(x_BillingAccountId) < 32, 'EA',\n            'Unknown'\n        ),\n        x_BillingAccountId,\n        x_BillingProfileId,\n        x_CommitmentDiscountSpendEligibility,\n        x_CommitmentDiscountUsageEligibility,\n        x_ContractedUnitPriceDiscount,\n        x_ContractedUnitPriceDiscountPercent = 1.0 * x_ContractedUnitPriceDiscount / ListUnitPrice * 100,\n        x_EffectivePeriodEnd = startofmonth(x_EffectivePeriodEnd + 1h),\n        x_EffectivePeriodStart,\n        x_EffectiveUnitPrice,\n        x_EffectiveUnitPriceDiscount,\n        x_EffectiveUnitPriceDiscountPercent = 1.0 * x_EffectiveUnitPriceDiscount / ContractedUnitPrice * 100,\n        x_IngestionTime,\n        x_PricingBlockSize,\n        x_PricingCurrency = coalesce(Currency, CurrencyCode),  // CurrencyCode last as a fallback only\n        x_PricingSubcategory = case(\n            x_SkuPriceType == 'Consumption' and (x_SkuIncludedQuantity > 0 or x_SkuTier > 0), 'Tiered',\n            x_SkuPriceType == 'Consumption', 'Standard',\n            x_SkuPriceType == 'ReservedInstance', 'Standard', // Reservation purchases are tracked as \"Standard\"\n            x_SkuPriceType == 'SavingsPlan', 'Committed Spend',\n            ''\n        ),\n        x_PricingUnitDescription,\n        x_SkuDescription = Product,\n        x_SkuId,\n        x_SkuIncludedQuantity,\n        x_SkuMeterCategory,\n        x_SkuMeterId,\n        x_SkuMeterName,\n        x_SkuMeterSubcategory,\n        x_SkuMeterType,\n        x_SkuPriceType,\n        x_SkuProductId,\n        x_SkuRegion,\n        x_SkuServiceFamily,\n        x_SkuOfferId,\n        x_SkuPartNumber,\n        x_SkuTerm,\n        x_SkuTier,\n        x_SourceName = coalesce(x_SourceName, 'Cost Management'),\n        x_SourceProvider = coalesce(x_SourceProvider, 'Microsoft'),\n        x_SourceType = coalesce(x_SourceType, 'PriceSheet'),\n        x_SourceVersion = coalesce(x_SourceVersion, '2023-05-01'),\n        x_TotalUnitPriceDiscount,\n        x_TotalUnitPriceDiscountPercent = 1.0 * x_TotalUnitPriceDiscount / ListUnitPrice * 100\n}\n\n// Prices_final_v1_0 table\n.create-merge table Prices_final_v1_0 (\n    BillingAccountId:                     string,\n    BillingAccountName:                   string,\n    BillingCurrency:                      string,\n    ChargeCategory:                       string,\n    CommitmentDiscountCategory:           string,\n    CommitmentDiscountType:               string,\n    ContractedUnitPrice:                  decimal,\n    ListUnitPrice:                        decimal,\n    PricingCategory:                      string,\n    PricingUnit:                          string,\n    SkuId:                                string,\n    SkuPriceId:                           string,\n    SkuPriceIdv2:                         string,    // Hubs add-on\n    x_BaseUnitPrice:                      decimal,   // Azure\n    x_BillingAccountAgreement:            string,    // Hubs add-on\n    x_BillingAccountId:                   string,    // Azure MCA\n    x_BillingProfileId:                   string,    // Azure MCA\n    x_CommitmentDiscountSpendEligibility: string,    // Hubs add-on\n    x_CommitmentDiscountUsageEligibility: string,    // Hubs add-on\n    x_ContractedUnitPriceDiscount:        decimal,   // Hubs add-on\n    x_ContractedUnitPriceDiscountPercent: decimal,   // Hubs add-on\n    x_EffectivePeriodEnd:                 datetime,  // Azure\n    x_EffectivePeriodStart:               datetime,  // Azure\n    x_EffectiveUnitPrice:                 decimal,   // Azure\n    x_EffectiveUnitPriceDiscount:         decimal,   // Hubs add-on\n    x_EffectiveUnitPriceDiscountPercent:  decimal,   // Hubs add-on\n    x_IngestionTime:                      datetime,  // Hubs add-on\n    x_PricingBlockSize:                   decimal,   // Hubs add-on\n    x_PricingCurrency:                    string,    // Azure\n    x_PricingSubcategory:                 string,    // Hubs add-on\n    x_PricingUnitDescription:             string,    // Azure\n    x_SkuDescription:                     string,    // Azure\n    x_SkuId:                              string,    // Azure\n    x_SkuIncludedQuantity:                decimal,   // Azure EA\n    x_SkuMeterCategory:                   string,    // Azure\n    x_SkuMeterId:                         string,    // Azure\n    x_SkuMeterName:                       string,    // Azure\n    x_SkuMeterSubcategory:                string,    // Azure\n    x_SkuMeterType:                       string,    // Azure\n    x_SkuPriceType:                       string,    // Azure\n    x_SkuProductId:                       string,    // Azure\n    x_SkuRegion:                          string,    // Azure\n    x_SkuServiceFamily:                   string,    // Azure\n    x_SkuOfferId:                         string,    // Azure EA\n    x_SkuPartNumber:                      string,    // Azure EA\n    x_SkuTerm:                            int,       // Azure\n    x_SkuTier:                            decimal,   // Azure MCA\n    x_SourceName:                         string,    // Hubs add-on\n    x_SourceProvider:                     string,    // Hubs add-on\n    x_SourceType:                         string,    // Hubs add-on\n    x_SourceVersion:                      string,    // Hubs add-on\n    x_TotalUnitPriceDiscount:             decimal,   // Hubs add-on\n    x_TotalUnitPriceDiscountPercent:      decimal    // Hubs add-on\n)\n\n// Update policy for Prices_raw -> Prices_final_v1_0\n.alter table Prices_final_v1_0 policy update\n```\n[{\n    \"IsEnabled\": false,\n    \"Source\": \"Prices_raw\",\n    \"Query\": \"Prices_transform_v1_0()\",\n    \"IsTransactional\": true,\n    \"PropagateIngestionProperties\": true\n}]\n```\n\n\n//===| Cost and usage |=================================================================================================\n// Supported versions:\n// - MS: 1.0, 1.0-preview(v1) -- See https://aka.ms/costmgmt/exports/focus\n// - AWS: 1.0                 -- See https://docs.aws.amazon.com/cur/latest/userguide/table-dictionary-focus-1-0-aws-columns.html\n// - GCP: Jan-Jun 2024        -- See https://cloud.google.com/resources/google-cloud-focus?e=48754805&hl=en\n//                                   Links to (Aug 2024): https://services.google.com/fh/files/misc/focus_guide_v1.pdf\n//                               See also:\n//                               - https://cloud.google.com/billing/docs/how-to/export-data-bigquery-tables/standard-usage\n//                               - https://cloud.google.com/billing/docs/how-to/export-data-bigquery-tables/detailed-usage\n// - OCI: 1.0                 -- See https://docs.oracle.com/iaas/Content/Billing/Concepts/costusagereportsoverview.htm#costreports__focus-cost-report-schema\n//\n// Support for non-Azure data is limited to ingestion only. Data is not transformed across versions.\n//======================================================================================================================\n\n// Costs_transform_v1_0 function\n.create-or-alter function\nwith (docstring='DEPRECATED: All costs transformed to FOCUS 1.0. Use Costs_transform_v1_2() instead.', folder='Costs')\nCosts_transform_v1_0()\n{\n    // NOTE: All open issues and questions are tracked @ https://github.com/microsoft/finops-toolkit/issues/1111\n    Costs_raw\n    //\n    // Change real to decimal\n    | extend\n        BilledCost                 = todecimal(BilledCost),\n        CommitmentDiscountQuantity = todecimal(CommitmentDiscountQuantity),\n        ConsumedQuantity           = todecimal(ConsumedQuantity),\n        ContractedCost             = todecimal(ContractedCost),\n        ContractedUnitPrice        = todecimal(ContractedUnitPrice),\n        EffectiveCost              = todecimal(EffectiveCost),\n        ListCost                   = todecimal(ListCost),\n        ListUnitPrice              = todecimal(ListUnitPrice),\n        PricingQuantity            = todecimal(PricingQuantity),\n        UsageAmount                = todecimal(UsageAmount),\n        UsageQuantity              = todecimal(UsageQuantity),\n        x_BilledCostInUsd          = todecimal(x_BilledCostInUsd),\n        x_BilledUnitPrice          = todecimal(x_BilledUnitPrice),\n        x_BillingExchangeRate      = todecimal(x_BillingExchangeRate),\n        x_ContractedCostInUsd      = todecimal(x_ContractedCostInUsd),\n        x_Cost                     = todecimal(x_Cost),\n        x_CurrencyConversionRate   = todecimal(x_CurrencyConversionRate),\n        x_EffectiveCostInUsd       = todecimal(x_EffectiveCostInUsd),\n        x_EffectiveUnitPrice       = todecimal(x_EffectiveUnitPrice),\n        x_ListCostInUsd            = todecimal(x_ListCostInUsd),\n        x_OnDemandCost             = todecimal(x_OnDemandCost),\n        x_OnDemandCostInUsd        = todecimal(x_OnDemandCostInUsd),\n        x_OnDemandUnitPrice        = todecimal(x_OnDemandUnitPrice),\n        x_PricingBlockSize         = todecimal(x_PricingBlockSize)\n    //\n    // Dedupe rows\n    | extend x_IngestionTime = ingestion_time()\n    | extend x_ChargeId = ''\n    // TODO: Consider adding a unique charge ID per row\n    // hash_sha256(strcat(\n    //     // DO NOT CHANGE COLUMNS OR COLUMN ORDER\n    //     // 1. Resource hierarchy (including resource name), highest to lowest\n    //     BillingAccountId,\n    //     x_InvoiceSectionId,\n    //     x_AccountOwnerId,\n    //     SubAccountId,\n    //     x_ResourceGroupName,\n    //     ResourceName,\n    //     // 2. Resource details\n    //     ResourceId,\n    //     RegionId,\n    //     Tags,\n    //     CommitmentDiscountId,\n    //     x_CostCenter,\n    //     // 4. Meter details\n    //     SkuPriceId,\n    //     x_SkuMeterId,\n    //     x_SkuPartNumber,\n    //     x_SkuOfferId,\n    //     x_SkuDetails,\n    //     // 5. Date\n    //     ChargePeriodStart\n    // ))\n    //\n    // Identify data quality issues\n    | extend x_SourceChanges = trim_end(',', strcat(\n        iff(ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId) and ChargeFrequency == 'Usage-Based',                 'InvalidChargeFrequency,',           ''),\n        iff(ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId) and EffectiveCost > 0,                                'InvalidEffectiveCost,',             ''),\n        iff((isempty(ContractedCost)      or ContractedCost == 0)      and EffectiveCost != 0,                                      'MissingContractedCost,',            ''),\n        iff((isempty(ContractedUnitPrice) or ContractedUnitPrice == 0) and x_EffectiveUnitPrice != 0,                               'MissingContractedUnitPrice,',       ''),\n        iff(ListCost < ContractedCost,                                                                                              'ListCostLessThanContractedCost,',   ''),\n        iff(ContractedCost < EffectiveCost,                                                                                         'ContractedCostLessThanEffectiveCost,', ''),\n        iff((isempty(ListCost)            or ListCost == 0)            and (ContractedCost != 0      or EffectiveCost != 0),        'MissingListCost,',                  ''),\n        iff((isempty(ListUnitPrice)       or ListUnitPrice == 0)       and (ContractedUnitPrice != 0 or x_EffectiveUnitPrice != 0), 'MissingListUnitPrice,',             ''),\n        iff((isnotempty(x_BilledUnitPrice) and x_BilledUnitPrice != 0 and isnotempty(x_EffectiveUnitPrice) and x_EffectiveUnitPrice != 0 and abs(x_BilledUnitPrice - x_EffectiveUnitPrice) < 0.0001)\n            or (isnotempty(ContractedUnitPrice) and ContractedUnitPrice != 0 and isnotempty(x_EffectiveUnitPrice) and x_EffectiveUnitPrice != 0 and abs(ContractedUnitPrice - x_EffectiveUnitPrice) < 0.0001),\n            'XEffectiveUnitPriceRoundingError,',  ''),\n        iff(ConsumedQuantity == 0 and (EffectiveCost != 0 or BilledCost != 0),                                                      'MissingConsumedQuantity,',              ''),\n        iff(PricingQuantity == 0 and (EffectiveCost != 0 or BilledCost != 0),                                                       'MissingPricingQuantity,',              ''),\n        iff(isempty(ProviderName),                                                                                                  'MissingProviderName,',              ''),\n        iff(isempty(PublisherName),                                                                                                 'MissingPublisherName,',             ''),\n        iff(ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId) and isempty(ResourceId),                              'MissingResourceId,',                ''),\n        iff(ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId) and isempty(ResourceName),                            'MissingResourceName,',              ''),\n        iff(ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId) and isempty(ResourceType),                            'MissingResourceType,',              ''),\n        iff(BilledCost > 0 and x_BilledUnitPrice == 0,                                                                              'MissingXBilledUnitPrice,',          ''),\n        iff(ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId) and isempty(x_ResourceType),                          'MissingXResourceType,',             ''),\n        iff(PricingCategory == 'Standard' and isnotempty(CommitmentDiscountId) and ChargeCategory == 'Usage',                       'PricingCategoryShouldBeCommitted,', ''),\n        iff(x_SkuTerm == '1Year' or x_SkuTerm == '3Years' or x_SkuTerm == '5Years',                                                 'SkuTermShouldBeAnInteger,',         '')\n    ))\n    //\n    // Fix columns needed in other changes\n    | extend ProviderName = case(\n        isnotempty(ProviderName), ProviderName,\n        isnotempty(coalesce(x_CostCategories, x_Discount, x_Operation, x_ServiceCode, x_UsageType)), 'AWS',\n        isnotempty(coalesce(tostring(UsageAmount), tostring(x_Cost), x_Credits, x_CostType, tostring(x_CurrencyConversionRate), tostring(x_ExportTime), x_Project, x_ServiceId)), 'GCP',\n        isnotempty(coalesce(x_BillingProfileId, x_InvoiceSectionId)), 'Microsoft',\n        ''\n    )\n    //\n    // Identify source\n    | extend x_SourceName     = coalesce(x_SourceName, iff(isnotempty(x_BillingProfileId), 'Cost Management', ProviderName))\n    | extend x_SourceProvider = coalesce(x_SourceProvider, ProviderName)\n    | extend x_SourceType     = coalesce(x_SourceType, iff(isnotempty(x_BillingProfileId), 'FocusCost', ''))\n    | extend x_SourceVersion  = coalesce(x_SourceVersion, case(\n        isnotempty(coalesce(InvoiceId, SkuMeter, PricingCurrency)) and isempty(SkuPriceDetails) and isnotempty(x_SkuDetails), '1.2-preview',\n        isnotempty(coalesce(InvoiceId, SkuMeter, PricingCurrency)), '1.2',\n        isnotempty(coalesce(ChargeClass, CommitmentDiscountStatus, tostring(ConsumedQuantity), ConsumedUnit, tostring(ContractedCost), tostring(ContractedUnitPrice), RegionId, RegionName)), '1.0',\n        isnotempty(coalesce(ChargeSubcategory, Region, tostring(UsageQuantity), UsageUnit)), iff(ProviderName == 'Microsoft', '1.0-preview(v1)', '1.0-preview'),\n        ''\n    ))\n    // Append version check error code\n    | extend x_SourceChanges = iff(x_SourceVersion == '1.0', x_SourceChanges,\n        strcat(x_SourceChanges, iff(isempty(x_SourceChanges), '', ','), iff(x_SourceVersion == '', 'UnknownFocusVersion', 'LegacyFocusVersion'))\n    )\n    //\n    // Fix quantities\n    | extend PricingQuantity  = case(\n        PricingQuantity != 0 or (EffectiveCost == 0 and BilledCost == 0), PricingQuantity,\n        PricingQuantity == 0 and isnotempty(BilledCost) and BilledCost != 0 and isnotempty(x_BilledUnitPrice) and x_BilledUnitPrice != 0, BilledCost / x_BilledUnitPrice,\n        PricingQuantity == 0 and isnotempty(BilledCost) and BilledCost != 0 and isnotempty(x_BilledUnitPrice) and x_BilledUnitPrice != 0, BilledCost / x_BilledUnitPrice,\n        PricingQuantity == 0 and isnotempty(EffectiveCost) and EffectiveCost != 0 and isnotempty(x_EffectiveUnitPrice) and x_EffectiveUnitPrice != 0, EffectiveCost / x_EffectiveUnitPrice,\n        PricingQuantity\n    )\n    | extend ConsumedQuantity = case(\n        isnotempty(ConsumedQuantity) and ConsumedQuantity != 0, ConsumedQuantity,\n        ChargeCategory == 'Usage', PricingQuantity / coalesce(x_PricingBlockSize, decimal(1)),\n        ConsumedQuantity\n    )\n    //\n    // Populate missing prices -- mapping to on-demand prices requires meter ID and offer ID\n    | extend tmp_MissingPrices = ProviderName == 'Microsoft'\n        and (ListUnitPrice == 0 or ContractedUnitPrice == 0)\n        and x_EffectiveUnitPrice != 0\n        and not(CommitmentDiscountCategory == 'Spend' and CommitmentDiscountStatus == 'Unused')\n        and isnotempty(strcat(x_SkuMeterId, x_SkuOfferId))\n    | as allCosts\n    | where tmp_MissingPrices\n    | extend tmp_ReservationPriceLookupKey = tolower(strcat(x_BillingProfileId, substring(ChargePeriodStart, 0, 7), x_SkuMeterId, x_SkuOfferId))\n    | as costsWithMissingPrices\n    | join kind=leftouter (\n        Prices_final_v1_0\n        | extend tmp_ReservationPriceLookupKey = tolower(strcat(x_BillingProfileId, substring(x_EffectivePeriodStart, 0, 7), x_SkuMeterId, x_SkuOfferId))\n        | where x_SkuPriceType == 'Consumption' and tmp_ReservationPriceLookupKey in ((costsWithMissingPrices | summarize by tmp_ReservationPriceLookupKey))\n        | summarize ListUnitPrice = min(ListUnitPrice), ContractedUnitPrice = min(ContractedUnitPrice) by tmp_ReservationPriceLookupKey, x_PricingBlockSize, PricingUnit\n    ) on tmp_ReservationPriceLookupKey\n    //\n    // Select the best price to use for each row\n    // TODO: Save values before changing -- | extend x_old_ContractedUnitPrice = ContractedUnitPrice, x_old_EffectiveUnitPrice = x_EffectiveUnitPrice, x_old_ListUnitPrice = ListUnitPrice, x_old_ListCost = ListCost, x_old_ContractedCost = ContractedCost\n    | extend x_EffectiveUnitPrice = case(\n        // If price is a rounding error away from the billed price, use the billed price\n        isnotempty(x_BilledUnitPrice) and x_BilledUnitPrice != 0 and isnotempty(x_EffectiveUnitPrice) and x_EffectiveUnitPrice != 0 and abs(x_BilledUnitPrice - x_EffectiveUnitPrice) < 0.0001, x_BilledUnitPrice,\n        // If price is a rounding error away from the contracted price, use the contracted price\n        isnotempty(ContractedUnitPrice) and ContractedUnitPrice != 0 and isnotempty(x_EffectiveUnitPrice) and x_EffectiveUnitPrice != 0 and abs(ContractedUnitPrice - x_EffectiveUnitPrice) < 0.0001, ContractedUnitPrice,\n        x_EffectiveUnitPrice\n    )\n    | extend ContractedUnitPrice = case(\n        // If price is already correct, keep that\n        (isnotempty(ContractedUnitPrice) and ContractedUnitPrice != 0) or (EffectiveCost == 0 and BilledCost == 0), ContractedUnitPrice,\n        // If both prices use the same scale, use the new one\n        PricingUnit == PricingUnit1 and x_PricingBlockSize == x_PricingBlockSize1, ContractedUnitPrice1 * x_BillingExchangeRate,\n        // If prices are the same unit but not the same scale, use the new one but correct the scale\n        PricingUnit == PricingUnit1 and x_PricingBlockSize != x_PricingBlockSize1 and isnotempty(x_PricingBlockSize) and isnotempty(x_PricingBlockSize1), ContractedUnitPrice1 * x_BillingExchangeRate / x_PricingBlockSize1 * x_PricingBlockSize,\n        // If billed price is available, assume the billed price is the same as contracted price to support aggregations\n        isnotempty(x_BilledUnitPrice) and x_BilledUnitPrice != 0, x_EffectiveUnitPrice,\n        // Otherwise, assume the effective price is the same as contracted price to support aggregations\n        x_EffectiveUnitPrice\n    )\n    | extend ListUnitPrice = case(\n        // If price is already correct, keep that\n        (isnotempty(ListUnitPrice) and ListUnitPrice != 0) or (EffectiveCost == 0 and BilledCost == 0), ListUnitPrice,\n        // If both prices use the same scale, use the new one\n        PricingUnit == PricingUnit1 and x_PricingBlockSize == x_PricingBlockSize1, ListUnitPrice1 * x_BillingExchangeRate,\n        // If prices are the same unit but not the same scale, use the new one but correct the scale\n        PricingUnit == PricingUnit1 and x_PricingBlockSize != x_PricingBlockSize1 and isnotempty(x_PricingBlockSize) and isnotempty(x_PricingBlockSize1), ListUnitPrice1 * x_BillingExchangeRate / x_PricingBlockSize1 * x_PricingBlockSize,\n        // Otherwise, assume the contracted price is the same as list price to support aggregations\n        ContractedUnitPrice\n    )\n    // Calculate missing costs based on new prices -- If cost is already correct, keep that; if not and price is available, recalculate the cost; otherwise, keep the existing cost\n    | extend ContractedCost = case(\n        // If not set or there's no cost, keep the original value\n        (isnotempty(ContractedCost) and ContractedCost != 0) or (EffectiveCost == 0 and BilledCost == 0), ContractedCost,\n        // ContractedCost is 0 in all other scenarios...\n        // If 0 and there's a billed cost and prices are the same, use BilledCost\n        isnotempty(BilledCost)    and BilledCost    != 0 and ContractedUnitPrice == x_BilledUnitPrice,    BilledCost,\n        // If 0 and there's a billed cost and prices are the same, use EffectiveCost\n        isnotempty(EffectiveCost) and EffectiveCost != 0 and ContractedUnitPrice == x_EffectiveUnitPrice, EffectiveCost,\n        // If 0 and there's a price, calculate the cost based on the price\n        isnotempty(ContractedUnitPrice) and ContractedUnitPrice != 0, ContractedUnitPrice * PricingQuantity,\n        // If 0 and there's no price, assume EffectiveCost\n        isempty(ContractedUnitPrice) or ContractedUnitPrice == 0, EffectiveCost,\n        // Fall back to the original value for any unhandled scenarios\n        ContractedCost\n    )\n    | extend ListCost = case(\n        // If not set or there's no cost, keep the original value\n        (isnotempty(ListCost) and ListCost != 0) or (EffectiveCost == 0 and BilledCost == 0), ListCost,\n        // ListCost is 0 in all other scenarios...\n        // If 0 and there's a contracted cost and prices are the same, use ContractedCost\n        isnotempty(ContractedCost) and ContractedCost != 0 and ListUnitPrice == ContractedUnitPrice, ContractedCost,\n        // If 0 and there's a price, calculate the cost based on the price\n        isnotempty(ListUnitPrice) and ListUnitPrice != 0, ListUnitPrice * PricingQuantity,\n        // If 0 and there's no price, assume ContractedCost\n        isempty(ListUnitPrice) or ListUnitPrice == 0, ContractedCost,\n        // Fall back to the original value for any unhandled scenarios\n        ListCost\n    )\n    // Merge the rest of the unmodified cost records and remove excess columns\n    | union (allCosts | where not(tmp_MissingPrices))\n    | project-away x_PricingBlockSize1, PricingUnit1, ListUnitPrice1, ContractedUnitPrice1, tmp_MissingPrices, tmp_ReservationPriceLookupKey, tmp_ReservationPriceLookupKey1\n    //\n    // BUG: Fix ContractedCost that has bad values\n    | extend ContractedCost = iff(ProviderName == 'Microsoft' and isnotempty(PricingQuantity) and isnotempty(x_PricingBlockSize) and ContractedCost != ContractedUnitPrice * PricingQuantity, ContractedUnitPrice * PricingQuantity, ContractedCost)\n    //\n    // Handle FOCUS 1.0-preview UsageQuantity/Unit\n    | extend ConsumedQuantity = iff(ChargeCategory == 'Usage', coalesce(ConsumedQuantity, UsageQuantity, UsageAmount), todecimal(''))\n    | extend ConsumedUnit = iff(ChargeCategory == 'Usage' and isnotempty(ConsumedQuantity), coalesce(ConsumedUnit, UsageUnit, 'Units'), '')\n    //\n    // Convert IDs to lowercase for consistency\n    | extend CommitmentDiscountId = tolower(CommitmentDiscountId)\n    //\n    // BUG: Remove EffectiveCost for commitment discount purchases\n    | extend EffectiveCost = iff(ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId), decimal(0), EffectiveCost)\n    | extend x_EffectiveCostInUsd = iff(ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId), decimal(0), x_EffectiveCostInUsd)\n    //\n    // Clean up resource columns\n    | extend ResourceId = case(\n        isnotempty(ResourceId), ResourceId,\n        ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId), CommitmentDiscountId,\n        ResourceId)\n    | extend ResourceName = tolower(case(\n        isnotempty(ResourceName), ResourceName,\n        ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountName), CommitmentDiscountName,\n        isnotempty(ResourceId), parse_resourceid(ResourceId).ResourceName,\n        ResourceName))\n    | extend x_ResourceType = case(\n        isnotempty(x_ResourceType), x_ResourceType,\n        isnotempty(ResourceId), parse_resourceid(ResourceId).x_ResourceType,\n        x_ResourceType)\n    | extend ResourceType = case(\n        // Use existing resource type display name unless it's an internal resource type ID\n        isnotempty(ResourceType) and tolower(ResourceType) != tolower(x_ResourceType) and ResourceType !contains '/', ResourceType,\n        // Use CommitmentDiscountType for commitment discount purchases\n        ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountType), CommitmentDiscountType,\n        // Look up display name from internal type\n        isnotempty(x_ResourceType), coalesce(resource_type(x_ResourceType).SingularDisplayName, ResourceType, x_ResourceType),\n        ResourceType)\n    //\n    // Sort columns and apply final transforms\n    | project\n        AvailabilityZone,\n        BilledCost,\n        BillingAccountId = tolower(BillingAccountId),\n        BillingAccountName,\n        BillingAccountType,\n        BillingCurrency,\n        BillingPeriodEnd = startofmonth(BillingPeriodEnd),\n        BillingPeriodStart = startofmonth(BillingPeriodStart),\n        ChargeCategory = case(\n            // Handle FOCUS 1.0-preview ChargeSubcategory\n            ChargeSubcategory == 'Credit', 'Credit',\n            ChargeSubcategory == 'Refund', 'Purchase',  // We are assuming purchase refunds since we don't have data to indicate usage refunds\n            ChargeCategory\n        ),\n        ChargeClass = case(ChargeSubcategory == 'Refund', 'Correction', ChargeClass),\n        ChargeDescription,\n        // BUG: ChargeFrequency shows \"Usage-Based\" for monthly recurring savings plan purchases\n        ChargeFrequency = iff(ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId) and ChargeFrequency == 'Usage-Based' and ProviderName == 'Microsoft' and x_SourceVersion startswith '1.0', 'Recurring', ChargeFrequency),\n        ChargePeriodEnd,\n        ChargePeriodStart,\n        CommitmentDiscountCategory,\n        CommitmentDiscountId = tolower(CommitmentDiscountId),\n        CommitmentDiscountName,\n        CommitmentDiscountStatus = case(\n            // Handle FOCUS 1.0-preview ChargeSubcategory\n            ChargeSubcategory == 'Used Commitment', 'Used',\n            ChargeSubcategory == 'Unused Commitment', 'Unused',\n            CommitmentDiscountStatus\n        ),\n        CommitmentDiscountType,\n        ConsumedQuantity,\n        ConsumedUnit,\n        ContractedCost = coalesce(ContractedCost, x_OnDemandCost, x_Cost),\n        ContractedUnitPrice = coalesce(ContractedUnitPrice, x_OnDemandUnitPrice),\n        EffectiveCost,\n        InvoiceIssuerName,\n        ListCost,\n        ListUnitPrice,\n        PricingCategory = case(\n            // Handle FOCUS 1.0-preview PricingCategory values\n            PricingCategory == 'On-Demand', 'Standard',\n            PricingCategory == 'Commitment-Based', 'Committed',\n            PricingCategory\n        ),\n        PricingQuantity,\n        PricingUnit,\n        ProviderName,\n        // Handle missing PublisherName values\n        PublisherName = case(PublisherName == 'Microsoft Corporation', 'Microsoft', isnotempty(PublisherName), PublisherName, x_PublisherCategory == 'Cloud Provider', ProviderName, ''),\n        // Handle FOCUS 1.0-preview Region column\n        RegionId = coalesce(RegionId, iff(ProviderName == 'Microsoft', replace_string(tolower(Region), ' ', ''), Region)),\n        RegionName = coalesce(RegionName, Region),\n        ResourceId,\n        ResourceName,\n        ResourceType,\n        ServiceCategory,\n        ServiceName,\n        SkuId,\n        SkuPriceId,\n        SubAccountId,\n        SubAccountName,\n        SubAccountType,              // Azure 1.0-preview(v1)+\n        Tags = parse_json(Tags),\n        x_AccountId,                 // Azure 1.0-preview(v1)+\n        x_AccountName,               // Azure 1.0-preview(v1)+\n        x_AccountOwnerId,            // Azure 1.0-preview(v1)+\n        x_BilledCostInUsd,           // Azure 1.0-preview(v1)+\n        x_BilledUnitPrice,           // Azure 1.0-preview(v1)+\n        x_BillingAccountAgreement = case(\n            ProviderName == 'Microsoft' and x_BillingAccountId == x_BillingProfileId, 'EA',\n            ProviderName == 'Microsoft' and x_BillingAccountId != x_BillingProfileId, 'MCA',\n            ProviderName\n        ),                           // Hubs add-on\n        x_BillingAccountId,          // Azure 1.0-preview(v1)+\n        x_BillingAccountName,        // Azure 1.0-preview(v1)+\n        x_BillingExchangeRate,       // Azure 1.0-preview(v1)+\n        x_BillingExchangeRateDate,   // Azure 1.0-preview(v1)+\n        x_BillingProfileId,          // Azure 1.0-preview(v1)+\n        x_BillingProfileName,        // Azure 1.0-preview(v1)+\n        x_ChargeId,                  // Azure 1.0-preview(v1) only\n        x_ContractedCostInUsd = coalesce(x_ContractedCostInUsd, x_OnDemandCostInUsd), // Azure 1.0+\n        x_CostAllocationRuleName,    // Azure 1.0-preview(v1)+\n        x_CostCategories = parse_json(x_CostCategories),  // AWS 1.0 (JSON)\n        x_CostCenter,                // Azure 1.0-preview(v1)+\n        x_Credits = parse_json(x_Credits),  // GCP Jan 2024\n        x_CostType,                  // GCP Jan 2024\n        x_CurrencyConversionRate,    // GCP Jun 2024\n        x_CustomerId,                // Azure 1.0-preview(v1)+\n        x_CustomerName,              // Azure 1.0-preview(v1)+\n        x_Discount = parse_json(x_Discount),  // AWS 1.0 (JSON)\n        x_EffectiveCostInUsd,        // Azure 1.0-preview(v1)+\n        x_EffectiveUnitPrice,        // Azure 1.0-preview(v1)+\n        x_ExportTime,                // GCP Jan 2024\n        x_IngestionTime,             // Hubs add-on\n        x_InvoiceId = coalesce(InvoiceId, x_InvoiceId),  // Azure 1.0-preview(v1)+\n        x_InvoiceIssuerId,           // Azure 1.0-preview(v1)+\n        x_InvoiceSectionId = case(   // Azure 1.0-preview(v1)+\n            x_InvoiceSectionId == '-2', '',\n            x_InvoiceSectionId\n        ),\n        x_InvoiceSectionName = case(   // Azure 1.0-preview(v1)+\n            x_InvoiceSectionName == 'Unassigned', '',\n            x_InvoiceSectionName\n        ),\n        x_ListCostInUsd,             // Azure 1.0-preview(v1)+\n        x_Location,                  // GCP Jan 2024\n        x_Operation,                 // AWS 1.0\n        x_PartnerCreditApplied,      // Azure 1.0-preview(v1)+\n        x_PartnerCreditRate,         // Azure 1.0-preview(v1)+\n        x_PricingBlockSize,          // Azure 1.0-preview(v1)+\n        x_PricingCurrency = coalesce(PricingCurrency, x_PricingCurrency),  // Azure 1.0-preview(v1)+\n        x_PricingSubcategory,        // Azure 1.0-preview(v1)+\n        x_PricingUnitDescription,    // Azure 1.0-preview(v1)+\n        x_Project,                   // GCP Jan 2024\n        x_PublisherCategory,         // Azure 1.0-preview(v1)+\n        x_PublisherId,               // Azure 1.0-preview(v1)+\n        x_ResellerId,                // Azure 1.0-preview(v1)+\n        x_ResellerName,              // Azure 1.0-preview(v1)+\n        x_ResourceGroupName = tolower(x_ResourceGroupName),  // Azure 1.0-preview(v1)+\n        x_ResourceType,              // Azure 1.0-preview(v1)+\n        x_ServiceCode,               // AWS 1.0\n        x_ServiceId,                 // GCP Jan 2024\n        x_ServicePeriodEnd,          // Azure 1.0-preview(v1)+\n        x_ServicePeriodStart,        // Azure 1.0-preview(v1)+\n        x_SkuDescription,            // Azure 1.0-preview(v1)+\n        x_SkuDetails = parse_json(x_SkuDetails),  // Azure 1.0-preview(v1)+\n        x_SkuIsCreditEligible,       // Azure 1.0-preview(v1)+\n        x_SkuMeterCategory,          // Azure 1.0-preview(v1)+\n        x_SkuMeterId,                // Azure 1.0-preview(v1)+\n        x_SkuMeterName = coalesce(SkuMeter, x_SkuMeterName),  // Azure 1.0-preview(v1)+\n        x_SkuMeterSubcategory,       // Azure 1.0-preview(v1)+\n        x_SkuOfferId,                // Azure 1.0-preview(v1)+\n        x_SkuOrderId,                // Azure 1.0-preview(v1)+\n        x_SkuOrderName,              // Azure 1.0-preview(v1)+\n        x_SkuPartNumber,             // Azure 1.0-preview(v1)+\n        x_SkuRegion,                 // Azure 1.0-preview(v1)+\n        x_SkuServiceFamily,          // Azure 1.0-preview(v1)+\n        x_SkuTerm,                   // Azure 1.0-preview(v1)+\n        x_SkuTier,                   // Azure 1.0-preview(v1)+\n        x_SourceChanges,             // Hubs add-on\n        x_SourceName,                // Hubs add-on\n        x_SourceProvider,            // Hubs add-on\n        x_SourceType,                // Hubs add-on\n        x_SourceVersion,             // Hubs add-on\n        x_UsageType                  // AWS 1.0\n}\n\n// Costs_final_v1_0 table\n.create-merge table Costs_final_v1_0 (\n    AvailabilityZone:           string,\n    BilledCost:                 decimal,\n    BillingAccountId:           string,\n    BillingAccountName:         string,\n    BillingAccountType:         string,    // Azure 1.0-preview(v1)+\n    BillingCurrency:            string,\n    BillingPeriodEnd:           datetime,\n    BillingPeriodStart:         datetime,\n    ChargeCategory:             string,\n    ChargeClass:                string,\n    ChargeDescription:          string,\n    ChargeFrequency:            string,\n    ChargePeriodEnd:            datetime,\n    ChargePeriodStart:          datetime,\n    CommitmentDiscountCategory: string,    // FOCUS 1.0-preview only\n    CommitmentDiscountId:       string,\n    CommitmentDiscountName:     string,\n    CommitmentDiscountStatus:   string,\n    CommitmentDiscountType:     string,\n    ConsumedQuantity:           decimal,\n    ConsumedUnit:               string,\n    ContractedCost:             decimal,\n    ContractedUnitPrice:        decimal,\n    EffectiveCost:              decimal,\n    InvoiceIssuerName:          string,\n    ListCost:                   decimal,\n    ListUnitPrice:              decimal,\n    PricingCategory:            string,\n    PricingQuantity:            decimal,\n    PricingUnit:                string,\n    ProviderName:               string,\n    PublisherName:              string,\n    RegionId:                   string,\n    RegionName:                 string,\n    ResourceId:                 string,\n    ResourceName:               string,\n    ResourceType:               string,\n    ServiceCategory:            string,\n    ServiceName:                string,\n    SkuId:                      string,\n    SkuPriceId:                 string,\n    SubAccountId:               string,\n    SubAccountName:             string,\n    SubAccountType:             string,\n    Tags:                       dynamic,\n    x_AccountId:                string,    // Azure 1.0-preview(v1)+\n    x_AccountName:              string,    // Azure 1.0-preview(v1)+\n    x_AccountOwnerId:           string,    // Azure 1.0-preview(v1)+\n    x_BilledCostInUsd:          decimal,   // Azure 1.0-preview(v1)+\n    x_BilledUnitPrice:          decimal,   // Azure 1.0-preview(v1)+\n    x_BillingAccountAgreement:  string,    // Hubs add-on\n    x_BillingAccountId:         string,    // Azure 1.0-preview(v1)+\n    x_BillingAccountName:       string,    // Azure 1.0-preview(v1)+\n    x_BillingExchangeRate:      decimal,   // Azure 1.0-preview(v1)+\n    x_BillingExchangeRateDate:  datetime,  // Azure 1.0-preview(v1)+\n    x_BillingProfileId:         string,    // Azure 1.0-preview(v1)+\n    x_BillingProfileName:       string,    // Azure 1.0-preview(v1)+\n    x_ChargeId:                 string,    // Azure 1.0-preview(v1) only\n    x_ContractedCostInUsd:      decimal,   // Azure 1.0+\n    x_CostAllocationRuleName:   string,    // Azure 1.0-preview(v1)+\n    x_CostCategories:           dynamic,   // AWS 1.0 (JSON)\n    x_CostCenter:               string,    // Azure 1.0-preview(v1)+\n    x_Credits:                  dynamic,   // GCP Jan 2024\n    x_CostType:                 string,    // GCP Jan 2024\n    x_CurrencyConversionRate:   decimal,   // GCP Jun 2024\n    x_CustomerId:               string,    // Azure 1.0-preview(v1)+\n    x_CustomerName:             string,    // Azure 1.0-preview(v1)+\n    x_Discount:                 dynamic,   // AWS 1.0 (JSON)\n    x_EffectiveCostInUsd:       decimal,   // Azure 1.0-preview(v1)+\n    x_EffectiveUnitPrice:       decimal,   // Azure 1.0-preview(v1)+\n    x_ExportTime:               datetime,  // GCP Jan 2024\n    x_IngestionTime:            datetime,  // Hubs add-on\n    x_InvoiceId:                string,    // Azure 1.0-preview(v1)+\n    x_InvoiceIssuerId:          string,    // Azure 1.0-preview(v1)+\n    x_InvoiceSectionId:         string,    // Azure 1.0-preview(v1)+\n    x_InvoiceSectionName:       string,    // Azure 1.0-preview(v1)+\n    x_ListCostInUsd:            decimal,   // Azure 1.0-preview(v1)+\n    x_Location:                 string,    // GCP Jan 2024\n    x_Operation:                string,    // AWS 1.0\n    x_PartnerCreditApplied:     string,    // Azure 1.0-preview(v1)+\n    x_PartnerCreditRate:        string,    // Azure 1.0-preview(v1)+\n    x_PricingBlockSize:         decimal,   // Azure 1.0-preview(v1)+\n    x_PricingCurrency:          string,    // Azure 1.0-preview(v1)+\n    x_PricingSubcategory:       string,    // Azure 1.0-preview(v1)+\n    x_PricingUnitDescription:   string,    // Azure 1.0-preview(v1)+\n    x_Project:                  string,    // GCP Jan 2024\n    x_PublisherCategory:        string,    // Azure 1.0-preview(v1)+\n    x_PublisherId:              string,    // Azure 1.0-preview(v1)+\n    x_ResellerId:               string,    // Azure 1.0-preview(v1)+\n    x_ResellerName:             string,    // Azure 1.0-preview(v1)+\n    x_ResourceGroupName:        string,    // Azure 1.0-preview(v1)+\n    x_ResourceType:             string,    // Azure 1.0-preview(v1)+\n    x_ServiceCode:              string,    // AWS 1.0\n    x_ServiceId:                string,    // GCP Jan 2024\n    x_ServicePeriodEnd:         datetime,  // Azure 1.0-preview(v1)+\n    x_ServicePeriodStart:       datetime,  // Azure 1.0-preview(v1)+\n    x_SkuDescription:           string,    // Azure 1.0-preview(v1)+\n    x_SkuDetails:               dynamic,   // Azure 1.0-preview(v1)+\n    x_SkuIsCreditEligible:      bool,      // Azure 1.0-preview(v1)+\n    x_SkuMeterCategory:         string,    // Azure 1.0-preview(v1)+\n    x_SkuMeterId:               string,    // Azure 1.0-preview(v1)+\n    x_SkuMeterName:             string,    // Azure 1.0-preview(v1)+\n    x_SkuMeterSubcategory:      string,    // Azure 1.0-preview(v1)+\n    x_SkuOfferId:               string,    // Azure 1.0-preview(v1)+\n    x_SkuOrderId:               string,    // Azure 1.0-preview(v1)+\n    x_SkuOrderName:             string,    // Azure 1.0-preview(v1)+\n    x_SkuPartNumber:            string,    // Azure 1.0-preview(v1)+\n    x_SkuRegion:                string,    // Azure 1.0-preview(v1)+\n    x_SkuServiceFamily:         string,    // Azure 1.0-preview(v1)+\n    x_SkuTerm:                  int,       // Azure 1.0-preview(v1)+\n    x_SkuTier:                  string,    // Azure 1.0-preview(v1)+\n    x_SourceChanges:            string,    // Hubs add-on\n    x_SourceName:               string,    // Hubs add-on\n    x_SourceProvider:           string,    // Hubs add-on\n    x_SourceType:               string,    // Hubs add-on\n    x_SourceVersion:            string,    // Hubs add-on\n    x_UsageType:                string     // AWS 1.0\n)\n\n// Update policy for Costs_raw -> Costs_final_v1_0 table\n.alter table Costs_final_v1_0 policy update\n```\n[{\n    \"IsEnabled\": false,\n    \"Source\": \"Costs_raw\",\n    \"Query\": \"Costs_transform_v1_0()\",\n    \"IsTransactional\": true,\n    \"PropagateIngestionProperties\": true\n}]\n```\n\n\n//===| Actual costs |===================================================================================================\n// Supported versions:\n// - C360-2025-04\n//======================================================================================================================\n\n// ActualCosts_transform_v1_0 function\n.create-or-alter function\nwith (docstring='DEPRECATED: ActualCost exports transformed to FOCUS 1.0. Use ActualCosts_transform_v1_2() instead.', folder='Costs')\nActualCosts_transform_v1_0()\n{\n    // NOTE: All open issues and questions are tracked @ https://github.com/microsoft/finops-toolkit/issues/1111\n    // TODO: Transform actual costs to FOCUS 1.0 format\n    ActualCosts_raw\n    | where ChargeType in ('Purchase', 'Refund') and isnotempty(ReservationId)\n    //\n    //\n    // !!! The rest of the query is reused for both the ActualCosts and AmortizedCosts queries -- Copy all changes in both transform functions !!!\n    //\n    //\n    | extend x_AmortizationClass = case(\n        ChargeType in ('Purchase', 'Refund') and (tolower(ResourceId) contains '/microsoft.capacity/reservationorders/' or tolower(ResourceId) contains '/microsoft.billingbenefits/savingsplanorders/'), 'Principal',\n        ChargeType == 'Usage' and isnotempty(ReservationId) and ChargeType != 'UnusedSavingsPlan', 'Amortized Charge',\n        ''\n    )\n    | extend tmp_ResourceInfo = parse_resourceid(ResourceId)\n    // TODO: PricingCategory needs to include savings plan usage and spot usage\n    | extend PricingCategory = case(\n        x_AmortizationClass == 'Amortized Charge', 'Committed',\n        ChargeType in ('Usage', 'Purchase'), 'Standard',\n        ''\n    )\n    | extend x_ResourceType = tostring(tmp_ResourceInfo.x_ResourceType)\n    | project-rename\n        PricingQuantity = Quantity,\n        x_PricingUnitDescription = UnitOfMeasure\n    | join kind=leftouter (PricingUnits) on x_PricingUnitDescription\n    | join kind=leftouter (Regions) on ResourceLocation\n    | join kind=leftouter (ResourceTypes | project x_ResourceType, ResourceType = SingularDisplayName) on x_ResourceType\n    // TODO: Add the following in 1.2: ServiceSubcategory, PublisherName, x_PublisherCategory, x_Environment, x_ServiceModel\n    | join kind=leftouter (Services | where isnotempty(x_ResourceType) | project x_ResourceType, ServiceName, ServiceCategory) on x_ResourceType\n    | join kind=leftouter (Services | where isnotempty(x_ConsumedService) | summarize take_any(ServiceName), take_any(ServiceCategory) by ConsumedService = x_ConsumedService) on ConsumedService\n    | extend CommitmentDiscountCategory = iff(isnotempty(ReservationId), 'Usage', '')  // TODO: CommitmentDiscountCategory needs to handle savings plans\n    | project\n        AvailabilityZone = AvailabilityZone,\n        BilledCost = iff(x_AmortizationClass == 'Amortized Charge', real(0), Cost),\n        BillingAccountId = strcat('/providers/microsoft.billing/billingaccounts/', BillingAccountId, iff(BillingAccountId == BillingProfileId or isempty(BillingProfileId), '', strcat('/billingprofiles/', BillingProfileId))),\n        BillingAccountName = coalesce(BillingProfileName, BillingAccountName),\n        BillingAccountType = iff(BillingAccountId == BillingProfileId or isempty(BillingProfileId), 'Billing Profile', 'Billing Account'),\n        BillingCurrency,\n        BillingPeriodEnd = startofmonth(BillingPeriodEndDate, 1),\n        BillingPeriodStart = startofmonth(BillingPeriodStartDate),\n        CapacityReservationId = '',\n        CapacityReservationStatus = '',\n        ChargeCategory = case(\n            ChargeType in ('Usage', 'Purchase', 'Credit', 'Tax'), ChargeType,\n            ChargeType in ('UnusedReservation', 'UnusedSavingsPlan'), 'Usage',\n            ChargeType == 'Refund', 'Purchase',\n            'Adjustment'\n        ),\n        ChargeClass = iff(ChargeType == 'Refund', 'Correction', ''),\n        ChargeDescription = Product,\n        ChargeFrequency = case(\n            Frequency == 'UsageBased', 'Usage-Based',\n            Frequency == 'OneTime', 'One-Time',\n            Frequency  // \"Recurring\" and any fallback\n        ),\n        ChargePeriodStart = Date,\n        ChargePeriodEnd = Date + 1d,\n        ChargeSubcategory = '',\n        // TODO: CommitmentDiscount* columns need to handle savings plans\n        CommitmentDiscountCategory,\n        CommitmentDiscountId = iff(isnotempty(ReservationId), strcat('/providers/microsoft.capacity/reservationorders/', ProductOrderId, '/reservations/', ReservationId), ''),\n        CommitmentDiscountName = ReservationName,\n        CommitmentDiscountQuantity = real(null),\n        CommitmentDiscountStatus = case(\n            isempty(ReservationId), '',\n            isnotempty(ReservationId) and ChargeType == 'Usage', 'Used',\n            ChargeType startswith 'Unused', 'Unused',\n            'Unused'\n        ),\n        CommitmentDiscountType = iff(isnotempty(ReservationId), 'Reservation', ''),\n        CommitmentDiscountUnit = '',\n        ConsumedQuantity = PricingQuantity * x_PricingBlockSize,\n        ConsumedUnit = PricingUnit,\n        ContractedCost = UnitPrice * PricingQuantity,\n        ContractedUnitPrice = UnitPrice,\n        EffectiveCost = iff(x_AmortizationClass == 'Principal', real(0), Cost),\n        InvoiceId = '',\n        InvoiceIssuerName = 'Microsoft',\n        ListCost = real(null),\n        ListUnitPrice = real(null),\n        PricingCategory,\n        PricingCurrency = '',\n        PricingQuantity,\n        PricingUnit,\n        ProviderName = 'Microsoft',\n        PublisherName = iff(PublisherType == 'Marketplace', PublisherName, 'Microsoft'),\n        Region = '',\n        RegionId,\n        RegionName,\n        ResourceId = tostring(tmp_ResourceInfo.ResourceId),\n        ResourceName = tostring(tmp_ResourceInfo.ResourceName),\n        ResourceType,\n        ServiceCategory,\n        ServiceName,\n        ServiceSubcategory = '',\n        SkuId = '',\n        SkuMeter = '',\n        SkuPriceDetails = '',\n        SkuPriceId = '',\n        SubAccountId = strcat('/subscriptions/', SubscriptionId),\n        SubAccountName = SubscriptionName,\n        SubAccountType = iff(isempty(SubscriptionId), '', 'Subscription'),\n        Tags = iff(Tags startswith '{', Tags, strcat('{', Tags, '}')),\n        UsageAmount = real(null),\n        UsageQuantity = real(null),\n        UsageUnit = '',\n        x_AccountId = '',\n        x_AccountName = AccountName,\n        x_AccountOwnerId = AccountOwnerId,\n        x_AmortizationClass = '',\n        x_BilledCostInUsd = real(null),\n        x_BilledUnitPrice = iff(ChargeType == 'Usage' and isnotempty(ReservationId) and ChargeType != 'UnusedSavingsPlan', real(0), UnitPrice),\n        x_BillingAccountId = BillingAccountId,\n        x_BillingAccountName = BillingAccountName,\n        x_BillingExchangeRate = real(null),\n        x_BillingExchangeRateDate = datetime(null),\n        x_BillingProfileId = BillingProfileId,\n        x_BillingProfileName = BillingProfileName,\n        x_BillingItemCode = '',\n        x_BillingItemName = '',\n        x_ChargeId = '',\n        x_CommodityCode = '',\n        x_CommodityName = '',\n        x_ComponentName = '',\n        x_ComponentType = '',\n        x_ContractedCostInUsd = real(null),\n        x_Cost = real(null),\n        x_CostAllocationRuleName = '',\n        x_CostCategories = '',\n        x_CostCenter = CostCenter,\n        x_CostType = '',\n        x_Credits = '',\n        x_CurrencyConversionRate = real(null),\n        x_CustomerId = '',\n        x_CustomerName = '',\n        x_Discount = '',\n        x_EffectiveCostInUsd = real(null),\n        x_EffectiveUnitPrice = iff(ChargeType == 'Usage' and isnotempty(ReservationId) and ChargeType != 'UnusedSavingsPlan', real(0), EffectivePrice),\n        x_ExportTime = datetime(null),\n        x_InstanceID = '',\n        x_InvoiceId = '',\n        x_InvoiceIssuerId = '',\n        x_InvoiceSectionId = InvoiceSectionId,\n        x_InvoiceSectionName = InvoiceSection,\n        x_ListCostInUsd = real(null),\n        x_Location = '',\n        x_OnDemandCost = real(null),\n        x_OnDemandCostInUsd = real(null),\n        x_OnDemandUnitPrice = real(null),\n        x_Operation = '',\n        x_OwnerAccountID = '',\n        x_PartnerCreditApplied = '',\n        x_PartnerCreditRate = '',\n        x_PricingBlockSize,\n        x_PricingCurrency = iff(BillingAccountId == BillingProfileId, BillingCurrency, ''),\n        x_PricingSubcategory = case(\n            // TODO: Add x_SkuTier when supported by C360 -- PricingCategory == 'Standard' and isnotempty(x_SkuTier), 'Tiered',\n            PricingCategory == 'Standard', 'Standard',\n            PricingCategory == 'Committed', strcat('Committed ', CommitmentDiscountCategory),\n            PricingCategory == 'Dynamic', 'Spot',\n            ''\n        ),\n        x_PricingUnitDescription,\n        x_Project = '',\n        x_PublisherCategory = iff(PublisherType == 'Marketplace', 'Vendor', 'Cloud Provider'),\n        x_PublisherId = '',\n        x_ResellerId = '',\n        x_ResellerName = '',\n        x_ResourceGroupName = ResourceGroup,\n        x_ResourceType,\n        x_ServiceCode = '',\n        x_ServiceId = '',\n        x_ServiceModel = '',\n        x_ServicePeriodEnd = datetime(null),\n        x_ServicePeriodStart = datetime(null),\n        x_SkuDescription = Product,\n        x_SkuDetails = iff(AdditionalInfo startswith '{', AdditionalInfo, strcat('{', AdditionalInfo, '}')),\n        x_SkuIsCreditEligible = IsAzureCreditEligible,\n        x_SkuMeterCategory = MeterCategory,\n        x_SkuMeterId = MeterId,\n        x_SkuMeterName = MeterName,\n        x_SkuMeterSubcategory = MeterSubCategory,\n        x_SkuOfferId = OfferId,\n        x_SkuOrderId = ProductOrderId,\n        x_SkuOrderName = ProductOrderName,\n        x_SkuPartNumber = PartNumber,\n        x_SkuPlanName = '',\n        x_SkuRegion = MeterRegion,\n        x_SkuServiceFamily = ServiceFamily,\n        x_SkuTerm = toint(Term),\n        x_SkuTier = '',\n        x_SourceName = 'C360',\n        x_SourceProvider = 'Microsoft',\n        x_SourceType = 'ActualCost',\n        x_SourceVersion = 'C360-2025-04',\n        x_SubproductName = '',\n        x_UsageType = ''\n}\n\n// Update policy for ActualCosts_raw -> Costs_raw table\n.alter table Costs_raw policy update\n``` \n[{\n    \"IsEnabled\": false,\n    \"Source\": \"ActualCosts_raw\",\n    \"Query\": \"ActualCosts_transform_v1_0()\",\n    \"IsTransactional\": true,\n    \"PropagateIngestionProperties\": true\n}]\n```\n\n\n//===| Amortized costs |================================================================================================\n// Supported versions:\n// - C360-2025-04\n//======================================================================================================================\n\n// AmortizedCosts_transform_v1_0 function\n.create-or-alter function\nwith (docstring='DEPRECATED: ActualCost exports transformed to FOCUS 1.0. Use AmortizedCosts_transform_v1_2() instead.', folder='Costs')\nAmortizedCosts_transform_v1_0()\n{\n    // NOTE: All open issues and questions are tracked @ https://github.com/microsoft/finops-toolkit/issues/1111\n    // TODO: Transform actual costs to FOCUS 1.0 format\n    AmortizedCosts_raw\n    //\n    //\n    // !!! The rest of the query is reused for both the ActualCosts and AmortizedCosts queries -- Copy all changes in both transform functions !!!\n    //\n    //\n    | extend x_AmortizationClass = case(\n        ChargeType in ('Purchase', 'Refund') and (tolower(ResourceId) contains '/microsoft.capacity/reservationorders/' or tolower(ResourceId) contains '/microsoft.billingbenefits/savingsplanorders/'), 'Principal',\n        ChargeType == 'Usage' and isnotempty(ReservationId) and ChargeType != 'UnusedSavingsPlan', 'Amortized Charge',\n        ''\n    )\n    | extend tmp_ResourceInfo = parse_resourceid(ResourceId)\n    // TODO: PricingCategory needs to include savings plan usage and spot usage\n    | extend PricingCategory = case(\n        x_AmortizationClass == 'Amortized Charge', 'Committed',\n        ChargeType in ('Usage', 'Purchase'), 'Standard',\n        ''\n    )\n    | extend x_ResourceType = tostring(tmp_ResourceInfo.x_ResourceType)\n    | project-rename\n        PricingQuantity = Quantity,\n        x_PricingUnitDescription = UnitOfMeasure\n    | join kind=leftouter (PricingUnits) on x_PricingUnitDescription\n    | join kind=leftouter (Regions) on ResourceLocation\n    | join kind=leftouter (ResourceTypes | project x_ResourceType, ResourceType = SingularDisplayName) on x_ResourceType\n    // TODO: Add the following in 1.2: ServiceSubcategory, PublisherName, x_PublisherCategory, x_Environment, x_ServiceModel\n    | join kind=leftouter (Services | where isnotempty(x_ResourceType) | project x_ResourceType, ServiceName, ServiceCategory) on x_ResourceType\n    | join kind=leftouter (Services | where isnotempty(x_ConsumedService) | summarize take_any(ServiceName), take_any(ServiceCategory) by ConsumedService = x_ConsumedService) on ConsumedService\n    | extend CommitmentDiscountCategory = iff(isnotempty(ReservationId), 'Usage', '')  // TODO: CommitmentDiscountCategory needs to handle savings plans\n    | project\n        AvailabilityZone = AvailabilityZone,\n        BilledCost = iff(x_AmortizationClass == 'Amortized Charge', real(0), Cost),\n        BillingAccountId = strcat('/providers/microsoft.billing/billingaccounts/', BillingAccountId, iff(BillingAccountId == BillingProfileId or isempty(BillingProfileId), '', strcat('/billingprofiles/', BillingProfileId))),\n        BillingAccountName = coalesce(BillingProfileName, BillingAccountName),\n        BillingAccountType = iff(BillingAccountId == BillingProfileId or isempty(BillingProfileId), 'Billing Profile', 'Billing Account'),\n        BillingCurrency,\n        BillingPeriodEnd = startofmonth(BillingPeriodEndDate, 1),\n        BillingPeriodStart = startofmonth(BillingPeriodStartDate),\n        CapacityReservationId = '',\n        CapacityReservationStatus = '',\n        ChargeCategory = case(\n            ChargeType in ('Usage', 'Purchase', 'Credit', 'Tax'), ChargeType,\n            ChargeType in ('UnusedReservation', 'UnusedSavingsPlan'), 'Usage',\n            ChargeType == 'Refund', 'Purchase',\n            'Adjustment'\n        ),\n        ChargeClass = iff(ChargeType == 'Refund', 'Correction', ''),\n        ChargeDescription = Product,\n        ChargeFrequency = case(\n            Frequency == 'UsageBased', 'Usage-Based',\n            Frequency == 'OneTime', 'One-Time',\n            Frequency  // \"Recurring\" and any fallback\n        ),\n        ChargePeriodStart = Date,\n        ChargePeriodEnd = Date + 1d,\n        ChargeSubcategory = '',\n        // TODO: CommitmentDiscount* columns need to handle savings plans\n        CommitmentDiscountCategory,\n        CommitmentDiscountId = iff(isnotempty(ReservationId), strcat('/providers/microsoft.capacity/reservationorders/', ProductOrderId, '/reservations/', ReservationId), ''),\n        CommitmentDiscountName = ReservationName,\n        CommitmentDiscountQuantity = real(null),\n        CommitmentDiscountStatus = case(\n            isempty(ReservationId), '',\n            isnotempty(ReservationId) and ChargeType == 'Usage', 'Used',\n            ChargeType startswith 'Unused', 'Unused',\n            'Unused'\n        ),\n        CommitmentDiscountType = iff(isnotempty(ReservationId), 'Reservation', ''),\n        CommitmentDiscountUnit = '',\n        ConsumedQuantity = PricingQuantity * x_PricingBlockSize,\n        ConsumedUnit = PricingUnit,\n        ContractedCost = UnitPrice * PricingQuantity,\n        ContractedUnitPrice = UnitPrice,\n        EffectiveCost = iff(x_AmortizationClass == 'Principal', real(0), Cost),\n        InvoiceId = '',\n        InvoiceIssuerName = 'Microsoft',\n        ListCost = real(null),\n        ListUnitPrice = real(null),\n        PricingCategory,\n        PricingCurrency = '',\n        PricingQuantity,\n        PricingUnit,\n        ProviderName = 'Microsoft',\n        PublisherName = iff(PublisherType == 'Marketplace', PublisherName, 'Microsoft'),\n        Region = '',\n        RegionId,\n        RegionName,\n        ResourceId = tostring(tmp_ResourceInfo.ResourceId),\n        ResourceName = tostring(tmp_ResourceInfo.ResourceName),\n        ResourceType,\n        ServiceCategory,\n        ServiceName,\n        ServiceSubcategory = '',\n        SkuId = '',\n        SkuMeter = '',\n        SkuPriceDetails = '',\n        SkuPriceId = '',\n        SubAccountId = strcat('/subscriptions/', SubscriptionId),\n        SubAccountName = SubscriptionName,\n        SubAccountType = iff(isempty(SubscriptionId), '', 'Subscription'),\n        Tags = iff(Tags startswith '{', Tags, strcat('{', Tags, '}')),\n        UsageAmount = real(null),\n        UsageQuantity = real(null),\n        UsageUnit = '',\n        x_AccountId = '',\n        x_AccountName = AccountName,\n        x_AccountOwnerId = AccountOwnerId,\n        x_AmortizationClass = '',\n        x_BilledCostInUsd = real(null),\n        x_BilledUnitPrice = iff(ChargeType == 'Usage' and isnotempty(ReservationId) and ChargeType != 'UnusedSavingsPlan', real(0), UnitPrice),\n        x_BillingAccountId = BillingAccountId,\n        x_BillingAccountName = BillingAccountName,\n        x_BillingExchangeRate = real(null),\n        x_BillingExchangeRateDate = datetime(null),\n        x_BillingProfileId = BillingProfileId,\n        x_BillingProfileName = BillingProfileName,\n        x_BillingItemCode = '',\n        x_BillingItemName = '',\n        x_ChargeId = '',\n        x_CommodityCode = '',\n        x_CommodityName = '',\n        x_ComponentName = '',\n        x_ComponentType = '',\n        x_ContractedCostInUsd = real(null),\n        x_Cost = real(null),\n        x_CostAllocationRuleName = '',\n        x_CostCategories = '',\n        x_CostCenter = CostCenter,\n        x_CostType = '',\n        x_Credits = '',\n        x_CurrencyConversionRate = real(null),\n        x_CustomerId = '',\n        x_CustomerName = '',\n        x_Discount = '',\n        x_EffectiveCostInUsd = real(null),\n        x_EffectiveUnitPrice = iff(ChargeType == 'Usage' and isnotempty(ReservationId) and ChargeType != 'UnusedSavingsPlan', real(0), EffectivePrice),\n        x_ExportTime = datetime(null),\n        x_InstanceID = '',\n        x_InvoiceId = '',\n        x_InvoiceIssuerId = '',\n        x_InvoiceSectionId = InvoiceSectionId,\n        x_InvoiceSectionName = InvoiceSection,\n        x_ListCostInUsd = real(null),\n        x_Location = '',\n        x_OnDemandCost = real(null),\n        x_OnDemandCostInUsd = real(null),\n        x_OnDemandUnitPrice = real(null),\n        x_Operation = '',\n        x_OwnerAccountID = '',\n        x_PartnerCreditApplied = '',\n        x_PartnerCreditRate = '',\n        x_PricingBlockSize,\n        x_PricingCurrency = iff(BillingAccountId == BillingProfileId, BillingCurrency, ''),\n        x_PricingSubcategory = case(\n            // TODO: Add x_SkuTier when supported by C360 -- PricingCategory == 'Standard' and isnotempty(x_SkuTier), 'Tiered',\n            PricingCategory == 'Standard', 'Standard',\n            PricingCategory == 'Committed', strcat('Committed ', CommitmentDiscountCategory),\n            PricingCategory == 'Dynamic', 'Spot',\n            ''\n        ),\n        x_PricingUnitDescription,\n        x_Project = '',\n        x_PublisherCategory = iff(PublisherType == 'Marketplace', 'Vendor', 'Cloud Provider'),\n        x_PublisherId = '',\n        x_ResellerId = '',\n        x_ResellerName = '',\n        x_ResourceGroupName = ResourceGroup,\n        x_ResourceType,\n        x_ServiceCode = '',\n        x_ServiceId = '',\n        x_ServiceModel = '',\n        x_ServicePeriodEnd = datetime(null),\n        x_ServicePeriodStart = datetime(null),\n        x_SkuDescription = Product,\n        x_SkuDetails = iff(AdditionalInfo startswith '{', AdditionalInfo, strcat('{', AdditionalInfo, '}')),\n        x_SkuIsCreditEligible = IsAzureCreditEligible,\n        x_SkuMeterCategory = MeterCategory,\n        x_SkuMeterId = MeterId,\n        x_SkuMeterName = MeterName,\n        x_SkuMeterSubcategory = MeterSubCategory,\n        x_SkuOfferId = OfferId,\n        x_SkuOrderId = ProductOrderId,\n        x_SkuOrderName = ProductOrderName,\n        x_SkuPartNumber = PartNumber,\n        x_SkuPlanName = '',\n        x_SkuRegion = MeterRegion,\n        x_SkuServiceFamily = ServiceFamily,\n        x_SkuTerm = toint(Term),\n        x_SkuTier = '',\n        x_SourceName = 'C360',\n        x_SourceProvider = 'Microsoft',\n        x_SourceType = 'ActualCost',\n        x_SourceVersion = 'C360-2025-04',\n        x_SubproductName = '',\n        x_UsageType = ''\n}\n\n// Update policy for AmortizedCosts_raw -> Costs_raw table\n.alter table Costs_raw policy update\n``` \n[{\n    \"IsEnabled\": false,\n    \"Source\": \"AmortizedCosts_raw\",\n    \"Query\": \"AmortizedCosts_transform_v1_0()\",\n    \"IsTransactional\": true,\n    \"PropagateIngestionProperties\": true\n}]\n```\n\n\n//===| CommitmentDiscountUsage |========================================================================================\n// Supported versions:\n// - MS EA reservation details: 2023-03-01  -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/reservation-details-ea\n// - MS MCA reservation details: 2023-03-01 -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/reservation-details-mca\n//======================================================================================================================\n\n// CommitmentDiscountUsage_transform_v1_0 function\n.create-or-alter function\nwith (docstring='DEPRECATED: All commitment discount usage transformed to FOCUS 1.0. This includes reservationdeatils_raw. Use CommitmentDiscountUsage_transform_v1_2() instead.', folder='Commitment discounts')\nCommitmentDiscountUsage_transform_v1_0()\n{\n    // NOTE: All open issues and questions are tracked @ https://github.com/microsoft/finops-toolkit/issues/1111\n    CommitmentDiscountUsage_raw\n    //\n    // Change real to decimal\n    | extend\n        InstanceFlexibilityRatio = todecimal(InstanceFlexibilityRatio),\n        ReservedHours            = todecimal(ReservedHours),\n        TotalReservedQuantity    = todecimal(TotalReservedQuantity),\n        UsedHours                = todecimal(UsedHours)\n    //\n    // Set ProviderName\n    | extend ProviderName = 'Microsoft'\n    //\n    // Handle resource columns\n    | extend ResourceId = tolower(InstanceId)\n    | extend tmp_ResourceDetails = parse_resourceid(ResourceId)\n    | extend ResourceName        = tostring(tmp_ResourceDetails.ResourceName)\n    | extend SubAccountId        = tostring(tmp_ResourceDetails.SubAccountId)\n    | extend x_ResourceGroupName = tostring(tmp_ResourceDetails.x_ResourceGroupName)\n    | extend x_ResourceType      = tostring(tmp_ResourceDetails.x_ResourceType)\n    | lookup kind=leftouter (ResourceTypes | distinct x_ResourceType, ResourceType = SingularDisplayName) on x_ResourceType\n    | lookup kind=leftouter (Services | distinct x_ResourceType, ServiceName, ServiceCategory, x_ServiceModel) on x_ResourceType\n    //\n    // Sort columns and apply final transforms\n    | project\n        ChargePeriodEnd                     = UsageDate + 1d,\n        ChargePeriodStart                   = UsageDate,\n        CommitmentDiscountCategory          = 'Usage',\n        CommitmentDiscountId                = tolower(strcat('/providers/microsoft.capacity/reservationorders/', ReservationOrderId, '/reservations/', ReservationId)),\n        CommitmentDiscountType              = 'Reservation',\n        ConsumedQuantity                    = UsedHours,\n        ProviderName,\n        ResourceId,\n        ResourceName,\n        ResourceType,\n        ServiceCategory,\n        ServiceName,\n        SubAccountId,\n        x_CommitmentDiscountCommittedCount  = TotalReservedQuantity,\n        x_CommitmentDiscountCommittedAmount = ReservedHours,\n        // TODO: Is this needed? -- x_CommitmentDiscountKind            = Kind,\n        x_CommitmentDiscountNormalizedGroup = iff(InstanceFlexibilityGroup == 'NA', '', InstanceFlexibilityGroup),\n        x_CommitmentDiscountNormalizedRatio = InstanceFlexibilityRatio,\n        x_CommitmentDiscountQuantity        = UsedHours * InstanceFlexibilityRatio,\n        x_IngestionTime                     = ingestion_time(),\n        x_ResourceGroupName,\n        x_ResourceType,\n        // x_RowId = hash_sha256(strcat(\n        //     // DO NOT CHANGE COLUMNS OR COLUMN ORDER\n        //     CommitmentDiscountId,\n        //     ResourceId,\n        //     ChargePeriodStart\n        // )),\n        x_ServiceModel,\n        x_SkuOrderId                        = ReservationOrderId,\n        x_SkuSize                           = iff(SkuName == 'NA', '', SkuName),\n        x_SourceName                        = coalesce(x_SourceName, iff(ProviderName == 'Microsoft', 'Cost Management', ProviderName)),\n        x_SourceProvider                    = coalesce(x_SourceProvider, ProviderName),\n        x_SourceType                        = coalesce(x_SourceType, iff(ProviderName == 'Microsoft', 'ReservationDetails', '')),\n        x_SourceVersion                     = coalesce(x_SourceVersion, iff(ProviderName == 'Microsoft', '2024-03-01', ''))\n}\n\n// CommitmentDiscountUsage_final_v1_0 table\n.create-merge table CommitmentDiscountUsage_final_v1_0 (\n    ChargePeriodEnd:                     datetime,  // Hubs add-on\n    ChargePeriodStart:                   datetime,  // MS 2023-03-01\n    CommitmentDiscountCategory:          string,    // Hubs add-on\n    CommitmentDiscountId:                string,    // MS 2023-03-01\n    CommitmentDiscountType:              string,    // Hubs add-on\n    ConsumedQuantity:                    decimal,   // MS 2023-03-01\n    ProviderName:                        string,    // Hubs add-on\n    ResourceId:                          string,    // MS 2023-03-01\n    ResourceName:                        string,    // Hubs add-on\n    ResourceType:                        string,    // Hubs add-on\n    ServiceCategory:                     string,    // Hubs add-on\n    ServiceName:                         string,    // Hubs add-on\n    SubAccountId:                        string,    // Hubs add-on\n    x_CommitmentDiscountCommittedCount:  decimal,   // MS 2023-03-01\n    x_CommitmentDiscountCommittedAmount: decimal,   // MS 2023-03-01\n    x_CommitmentDiscountNormalizedGroup: string,    // MS 2023-03-01\n    x_CommitmentDiscountNormalizedRatio: decimal,   // MS 2023-03-01\n    x_CommitmentDiscountQuantity:        decimal,   // MS 2023-03-01\n    x_IngestionTime:                     datetime,  // Hubs add-on\n    x_ResourceGroupName:                 string,    // Hubs add-on\n    x_ResourceType:                      string,    // Hubs add-on\n    x_ServiceModel:                      string,    // Hubs add-on\n    x_SkuOrderId:                        string,    // MS 2023-03-01\n    x_SkuSize:                           string,    // MS 2023-03-01\n    x_SourceName:                        string,    // Hubs add-on\n    x_SourceProvider:                    string,    // Hubs add-on\n    x_SourceType:                        string,    // Hubs add-on\n    x_SourceVersion:                     string     // Hubs add-on\n)\n\n// Update policy for CommitmentDiscountUsage_raw -> CommitmentDiscountUsage_final_v1_0 table\n.alter table CommitmentDiscountUsage_final_v1_0 policy update\n```\n[{\n    \"IsEnabled\": false,\n    \"Source\": \"CommitmentDiscountUsage_raw\",\n    \"Query\": \"CommitmentDiscountUsage_transform_v1_0()\",\n    \"IsTransactional\": true,\n    \"PropagateIngestionProperties\": true\n}]\n```\n\n\n//===| Recommendations |================================================================================================\n// Supported datasets/versions:\n// - MS CM EA reservation recommendations: 2023-05-01  -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/reservation-recommendations-ea\n// - MS CM MCA reservation recommendations: 2023-05-01 -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/reservation-recommendations-mca\n//======================================================================================================================\n\n// Recommendations_transform_v1_0 function\n.create-or-alter function\nwith (docstring='DEPRECATED: All recommendations transformed to FOCUS 1.0. Use Recommendations_transform_v1_2() instead.', folder='Recommendations')\nRecommendations_transform_v1_0()\n{\n    // NOTE: All open issues and questions are tracked @ https://github.com/microsoft/finops-toolkit/issues/1111\n    let isoMonths = (duration: string) {\n        let number = toint(replace_regex(duration, @'[PMY]', ''));\n        toint(case(\n            duration == '', toint(''),\n            duration endswith \"Y\", number * 12,\n            duration endswith \"M\", number,\n            -1\n        ))\n    };\n    Recommendations_raw\n    //\n    // Change real to decimal\n    | extend\n        CostWithNoReservedInstances    = todecimal(CostWithNoReservedInstances),\n        InstanceFlexibilityRatio       = todecimal(InstanceFlexibilityRatio),\n        NetSavings                     = todecimal(NetSavings),\n        RecommendedQuantity            = todecimal(RecommendedQuantity),\n        RecommendedQuantityNormalized  = todecimal(RecommendedQuantityNormalized),\n        TotalCostWithReservedInstances = todecimal(TotalCostWithReservedInstances)\n    //\n    | extend x_IngestionTime = ingestion_time()\n    //\n    // Set ProviderName\n    | extend ProviderName = 'Microsoft'\n    //\n    // Set source columns\n    | extend x_SourceName     = coalesce(x_SourceName, iff(ProviderName == 'Microsoft', 'Cost Management', ProviderName))\n    | extend x_SourceProvider = coalesce(x_SourceProvider, ProviderName)\n    | extend x_SourceType     = coalesce(x_SourceType, iff(ProviderName == 'Microsoft', 'ReservationRecommendations', ''))\n    | extend x_SourceVersion  = coalesce(x_SourceVersion, iff(ProviderName == 'Microsoft', '2023-05-01', ''))\n    //\n    // Convert JSON cost columns to decimal\n    | extend CostWithNoReservedInstances    = case(isnotempty(CostWithNoReservedInstances),    CostWithNoReservedInstances,    isnotempty(CostWithNoReservedInstancesJson),    todecimal(extract(@'\"value\":([0-9\\.]+)', 1, CostWithNoReservedInstancesJson)),    CostWithNoReservedInstances)\n    | extend NetSavings                     = case(isnotempty(NetSavings),                     NetSavings,                     isnotempty(NetSavingsJson),                     todecimal(extract(@'\"value\":([0-9\\.]+)', 1, NetSavingsJson)),                     NetSavings)\n    | extend TotalCostWithReservedInstances = case(isnotempty(TotalCostWithReservedInstances), TotalCostWithReservedInstances, isnotempty(TotalCostWithReservedInstancesJson), todecimal(extract(@'\"value\":([0-9\\.]+)', 1, TotalCostWithReservedInstancesJson)), TotalCostWithReservedInstances)\n    //\n    // Build recommendation details\n    | lookup kind=leftouter (Regions | summarize RegionName = make_set(RegionName)[0] by Location = RegionId) on Location\n    | extend x_RecommendationDetails = case(\n      x_SourceType == 'ReservationRecommendations', bag_pack(\n        'CommitmentDiscountNormalizedGroup', InstanceFlexibilityGroup,\n        'CommitmentDiscountNormalizedRatio', InstanceFlexibilityRatio,\n        'CommitmentDiscountNormalizedSize', NormalizedSize,\n        'CommitmentDiscountResourceType', ResourceType,\n        'CommitmentDiscountScope', Scope,\n        'LookbackPeriodDuration', case(\n            LookBackPeriod matches regex @'^Last([0-9]+)Days$', replace_regex(LookBackPeriod, @'^Last([0-9]+)Days$', @'P\\1D'),\n            LookBackPeriod matches regex @'^[0-9]+$',           strcat('P', LookBackPeriod, 'D'),\n            ''\n        ),\n        'LookbackPeriodStart', FirstUsageDate,\n        'RecommendedQuantity', RecommendedQuantity,\n        'RecommendedQuantityNormalized', RecommendedQuantityNormalized,\n        'RegionId', Location,\n        'RegionName', RegionName,\n        'SkuMeterId', MeterId,\n        'SkuPriceDetails', SkuProperties,\n        'SkuSize', coalesce(SKU, SkuName),\n        'SkuTerm', isoMonths(Term)\n      ),\n      dynamic({})\n    )\n    //\n    // Sort columns and apply final transforms\n    | extend x_RecommendationDate = FirstUsageDate + (toint(extract(@'^P([0-9]+)D$', 1, tostring(x_RecommendationDetails.LookbackPeriodDuration))) * 1d)\n    | extend x_RecommendationDate = iff(x_RecommendationDate > now(), startofday(now()), x_RecommendationDate)\n    | project\n      ProviderName,\n      SubAccountId = iff(isnotempty(SubscriptionId), strcat('/subscriptions/', SubscriptionId), ''),\n      x_IngestionTime,\n      x_EffectiveCostAfter = TotalCostWithReservedInstances,\n      x_EffectiveCostBefore = CostWithNoReservedInstances,\n      x_EffectiveCostSavings = NetSavings,\n      x_RecommendationDate = FirstUsageDate + (toint(extract(@'^P([0-9]+)D$', 1, tostring(x_RecommendationDetails.LookbackPeriodDuration))) * 1d),\n      x_RecommendationDetails,\n      x_SourceName,\n      x_SourceProvider,\n      x_SourceType,\n      x_SourceVersion\n}\n\n// Recommendations_final_v1_0 table\n.create-merge table Recommendations_final_v1_0 (\n    ProviderName:            string,\n    SubAccountId:            string,\n    x_IngestionTime:         datetime,\n    x_EffectiveCostAfter:    decimal,\n    x_EffectiveCostBefore:   decimal,\n    x_EffectiveCostSavings:  decimal,\n    x_RecommendationDate:    datetime,\n    x_RecommendationDetails: dynamic,\n    x_SourceName:            string,\n    x_SourceProvider:        string,\n    x_SourceType:            string,\n    x_SourceVersion:         string\n)\n\n// Update policy for Recommendations_raw -> Recommendations_final_v1_0 table\n.alter table Recommendations_final_v1_0 policy update\n```\n[{\n    \"IsEnabled\": false,\n    \"Source\": \"Recommendations_raw\",\n    \"Query\": \"Recommendations_transform_v1_0()\",\n    \"IsTransactional\": true,\n    \"PropagateIngestionProperties\": true\n}]\n```\n\n\n//===| Transactions |===================================================================================================\n// Supported versions:\n// - MS CM EA reservation transactions: 2023-05-01  -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/reservation-transactions-ea\n// - MS CM MCA reservation transactions: 2023-05-01 -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/reservation-transactions-mca\n//======================================================================================================================\n\n// Transactions_transform_v1_0 function\n.create-or-alter function\nwith (docstring='DEPRECATED: All transactions transformed to FOCUS 1.0. Use Transactions_transform_v1_2() instead.', folder='Transactions')\nTransactions_transform_v1_0()\n{\n    // NOTE: All open issues and questions are tracked @ https://github.com/microsoft/finops-toolkit/issues/1111\n    let isoMonths = (duration: string) {\n        let number = toint(replace_regex(duration, @'[PMY]', ''));\n        toint(case(\n            duration == '', toint(''),\n            duration endswith \"Y\", number * 12,\n            duration endswith \"M\", number,\n            -1\n        ))\n    };\n    Transactions_raw\n    //\n    // Change real to decimal\n    | extend\n        Amount             = todecimal(Amount),\n        MonetaryCommitment = todecimal(MonetaryCommitment),\n        Overage            = todecimal(Overage),\n        Quantity           = todecimal(Quantity)\n    //\n    // Set ProviderName\n    | extend ProviderName = 'Microsoft'\n    //\n    // Set source columns\n    | extend x_SourceName     = coalesce(x_SourceName, iff(ProviderName == 'Microsoft', 'Cost Management', ProviderName))\n    | extend x_SourceProvider = coalesce(x_SourceProvider, ProviderName)\n    | extend x_SourceType     = coalesce(x_SourceType, iff(ProviderName == 'Microsoft', 'ReservationTransactions', ''))\n    | extend x_SourceVersion  = coalesce(x_SourceVersion, iff(ProviderName == 'Microsoft', '2023-05-01', ''))\n    //\n    // Handle BillingPeriodStart/End\n    | extend BillingMonth = tostring(BillingMonth)\n    | extend BillingPeriodStart = iff(isempty(BillingMonth), datetime(null), todatetime(strcat(substring(BillingMonth, 0, 4), \"-\", substring(BillingMonth, 4, 2), \"-\", substring(BillingMonth, 6, 2))))\n    | extend BillingPeriodEnd = iff(isempty(BillingMonth), datetime(null), startofmonth(endofmonth(BillingPeriodStart) + 1d))\n    //\n    // Sort columns and apply final transforms\n    | project\n      BilledCost = Amount,\n      BillingAccountId = case(\n        BillingProfileId startswith '/', BillingProfileId,\n        isnotempty(CurrentEnrollmentId), strcat('/providers/Microsoft.Billing/billingAccounts/', CurrentEnrollmentId),\n        isnotempty(BillingProfileId), strcat('/providers/Microsoft.Billing/billingProfiles/', BillingProfileId),\n        ''\n      ),\n      BillingAccountName = coalesce(BillingProfileName, CurrentEnrollmentId),\n      BillingCurrency = Currency,\n      BillingPeriodEnd,\n      BillingPeriodStart,\n      ChargeCategory = case(\n        EventType in ('Cancel', 'Purchase', 'Refund'), 'Purchase',\n        'Adjustment'\n      ),\n      ChargeClass = case(\n        EventType == 'Cancel', 'Cancel',  // FOCUS does not handle this scenario\n        EventType == 'Refund', 'Correction',\n        ''\n      ),\n      ChargeDescription = Description,\n      ChargeFrequency   = case(\n        BillingFrequency == 'OneTime', 'One-Time',\n        BillingFrequency == 'Recurring', 'Recurring',\n        BillingFrequency\n      ),\n      ChargePeriodStart    = EventDate,\n      PricingQuantity      = Quantity,\n      PricingUnit          = 'Reservations',\n      ProviderName,\n      RegionId             = Region,\n      RegionName           = Region,\n      SubAccountId         = iff(isempty(PurchasingSubscriptionGuid), '', strcat('/subscriptions/', PurchasingSubscriptionGuid)),\n      SubAccountName       = iff(isempty(PurchasingSubscriptionGuid), '', PurchasingSubscriptionName),\n      x_AccountName        = AccountName,\n      x_AccountOwnerId     = AccountOwnerEmail,\n      x_CostCenter         = CostCenter,\n      x_InvoiceId          = InvoiceId,\n      x_InvoiceNumber      = Invoice,\n      x_InvoiceSectionId   = InvoiceSectionId,\n      x_InvoiceSectionName = coalesce(InvoiceSectionName, DepartmentName),\n      x_IngestionTime      = ingestion_time(),\n      x_MonetaryCommitment = MonetaryCommitment,\n      x_Overage            = Overage,\n      x_PurchasingBillingAccountId = PurchasingEnrollment,\n      x_SkuOrderId         = ReservationOrderId,\n      x_SkuOrderName       = ReservationOrderName,\n      x_SkuSize            = ArmSkuName,\n      x_SkuTerm            = isoMonths(Term),\n      x_SourceName,\n      x_SourceProvider,\n      x_SourceType,\n      x_SourceVersion,\n      x_SubscriptionId  = PurchasingSubscriptionGuid,\n      x_TransactionType = EventType\n}\n\n// Transactions_final_v1_0 table\n.create-merge table Transactions_final_v1_0 (\n    BilledCost:                   decimal,   // MS CM EA+MCA 2023-05-01\n    BillingAccountId:             string,    // MS CM EA+MCA 2023-05-01\n    BillingAccountName:           string,    // MS CM EA+MCA 2023-05-01\n    BillingCurrency:              string,    // MS CM EA+MCA 2023-05-01\n    BillingPeriodEnd:             datetime,  // MS CM EA+MCA 2023-05-01\n    BillingPeriodStart:           datetime,  // MS CM EA+MCA 2023-05-01\n    ChargeCategory:               string,    // Hubs add-on\n    ChargeClass:                  string,    // Hubs add-on\n    ChargeDescription:            string,    // MS CM EA+MCA 2023-05-01\n    ChargeFrequency:              string,    // MS CM EA+MCA 2023-05-01\n    ChargePeriodStart:            datetime,  // MS CM EA+MCA 2023-05-01\n    PricingQuantity:              decimal,   // MS CM EA+MCA 2023-05-01\n    PricingUnit:                  string,    // Hubs add-on\n    ProviderName:                 string,    // Hubs add-on\n    RegionId:                     string,    // MS CM EA+MCA 2023-05-01\n    RegionName:                   string,    // MS CM EA+MCA 2023-05-01\n    SubAccountId:                 string,    // MS CM EA+MCA 2023-05-01\n    SubAccountName:               string,    // MS CM EA+MCA 2023-05-01\n    x_AccountName:                string,    // MS CM EA 2023-05-01\n    x_AccountOwnerId:             string,    // MS CM EA 2023-05-01\n    x_CostCenter:                 string,    // MS CM EA 2023-05-01\n    x_InvoiceId:                  string,    // MS CM MCA 2023-05-01\n    x_InvoiceNumber:              string,    // MS CM MCA 2023-05-01\n    x_InvoiceSectionId:           string,    // MS CM MCA 2023-05-01\n    x_InvoiceSectionName:         string,    // MS CM MCA 2023-05-01\n    x_IngestionTime:              datetime,  // Hubs add-on\n    x_MonetaryCommitment:         decimal,   // MS CM EA 2023-05-01\n    x_Overage:                    decimal,   // MS CM EA 2023-05-01\n    x_PurchasingBillingAccountId: string,    // MS CM EA 2023-05-01\n    x_SkuOrderId:                 string,    // MS CM EA+MCA 2023-05-01\n    x_SkuOrderName:               string,    // MS CM EA+MCA 2023-05-01\n    x_SkuSize:                    string,    // MS CM EA+MCA 2023-05-01\n    x_SkuTerm:                    int,       // MS CM EA+MCA 2023-05-01\n    x_SourceName:                 string,    // Hubs add-on\n    x_SourceProvider:             string,    // Hubs add-on\n    x_SourceType:                 string,    // Hubs add-on\n    x_SourceVersion:              string,    // Hubs add-on\n    x_SubscriptionId:             string,    // MS CM EA+MCA 2023-05-01\n    x_TransactionType:            string     // MS CM EA+MCA 2023-05-01\n)\n\n// Update policy for Transactions_raw -> Transactions_final_v1_0 table\n.alter table Transactions_final_v1_0 policy update\n```\n[{\n    \"IsEnabled\": false,\n    \"Source\": \"Transactions_raw\",\n    \"Query\": \"Transactions_transform_v1_0()\",\n    \"IsTransactional\": true,\n    \"PropagateIngestionProperties\": true\n}]\n```\n",
+                    "$fxv#0": "// Copyright (c) Microsoft Corporation.\r\n// Licensed under the MIT License.\r\n\r\n.create-or-alter function \r\nwith (docstring = 'Return details about the specified ID.', folder = 'OpenData/Internal')\r\n_resource_type_1(id: string) {\r\n    dynamic({\r\n        \"arizeai.observabilityeval/organizations\": { \"SingularDisplayName\": \"Azure Native Arize AI Cloud Service\" }\r\n        ,\"astronomer.astro/organizations\": { \"SingularDisplayName\": \"Astro Organization\" }\r\n        ,\"citrix.services/xenappessentials\": { \"SingularDisplayName\": \"Citrix Virtual Apps Essentials\" }\r\n        ,\"citrix.services/xendesktopessentials\": { \"SingularDisplayName\": \"Citrix Virtual Desktops Essentials\" }\r\n        ,\"commvault.contentstore/cloudaccounts\": { \"SingularDisplayName\": \"Commvault Cloud Account\" }\r\n        ,\"commvault.contentstore/cloudaccounts/plans\": { \"SingularDisplayName\": \"Commvault.ContentStore cloud accounts plan\" }\r\n        ,\"commvault.contentstore/cloudaccounts/protectiongroups\": { \"SingularDisplayName\": \"Commvault.ContentStore cloud accounts protection group\" }\r\n        ,\"commvault.contentstore/cloudaccounts/protectiongroups/protecteditems\": { \"SingularDisplayName\": \"Commvault.ContentStore cloud accounts protection groups protected item\" }\r\n        ,\"commvault.contentstore/cloudaccounts/storages\": { \"SingularDisplayName\": \"Commvault.ContentStore cloud accounts storage\" }\r\n        ,\"dell.storage/filesystems\": { \"SingularDisplayName\": \"Dell PowerScale\" }\r\n        ,\"dynatrace.observability/monitors\": { \"SingularDisplayName\": \"Dynatrace\" }\r\n        ,\"github.network/networksettings\": { \"SingularDisplayName\": \"GitHub.Network network setting\" }\r\n        ,\"informatica.datamanagement/organizations\": { \"SingularDisplayName\": \"Informatica Organization\" }\r\n        ,\"lambdatest.hyperexecute/organizations\": { \"SingularDisplayName\": \"Azure Native LambdaTest - HyperExecute Cloud Service\" }\r\n        ,\"microsoft.aad/domainservices\": { \"SingularDisplayName\": \"Microsoft Entra Domain Services\" }\r\n        ,\"microsoft.aadiam/diagnosticsettings\": { \"SingularDisplayName\": \"Microsoft.aadiam diagnostic setting\" }\r\n        ,\"microsoft.aadiam/privatelinkforazuread\": { \"SingularDisplayName\": \"Private Link for Microsoft Entra ID\" }\r\n        ,\"microsoft.advisor/advisorscore\": { \"SingularDisplayName\": \"Microsoft.Advisor advisor score\" }\r\n        ,\"microsoft.advisor/assessments\": { \"SingularDisplayName\": \"Microsoft.Advisor assessment\" }\r\n        ,\"microsoft.advisor/configurations\": { \"SingularDisplayName\": \"Microsoft.Advisor configuration\" }\r\n        ,\"microsoft.advisor/generaterecommendations\": { \"SingularDisplayName\": \"Microsoft.Advisor generate recommendation\" }\r\n        ,\"microsoft.advisor/metadata\": { \"SingularDisplayName\": \"Microsoft.Advisor metadata\" }\r\n        ,\"microsoft.advisor/recommendations\": { \"SingularDisplayName\": \"Microsoft.Advisor recommendation\" }\r\n        ,\"microsoft.advisor/recommendations/suppressions\": { \"SingularDisplayName\": \"Microsoft.Advisor recommendations suppression\" }\r\n        ,\"microsoft.advisor/resiliencyreviews\": { \"SingularDisplayName\": \"Microsoft.Advisor resiliency review\" }\r\n        ,\"microsoft.agfoodplatform/farmbeats\": { \"SingularDisplayName\": \"Azure Data Manager for Agriculture\" }\r\n        ,\"microsoft.agfoodplatform/farmbeatsextensiondefinitions\": { \"SingularDisplayName\": \"Microsoft.AgFoodPlatform farm beats extension definition\" }\r\n        ,\"microsoft.agfoodplatform/farmbeatssolutiondefinitions\": { \"SingularDisplayName\": \"Microsoft.AgFoodPlatform farm beats solution definition\" }\r\n        ,\"microsoft.agricultureplatform/agriservices\": { \"SingularDisplayName\": \"Agriculture data solutions\" }\r\n        ,\"microsoft.akshybrid/agentpools\": { \"SingularDisplayName\": \"Microsoft.AksHybrid agent pool\" }\r\n        ,\"microsoft.akshybrid/provisionedclusters\": { \"SingularDisplayName\": \"Microsoft.AksHybrid provisioned cluster\" }\r\n        ,\"microsoft.akshybrid/upgradeprofiles\": { \"SingularDisplayName\": \"Microsoft.AksHybrid upgrade profile\" }\r\n        ,\"microsoft.alertsmanagement/actionrules\": { \"SingularDisplayName\": \"Alert processing rule\" }\r\n        ,\"microsoft.alertsmanagement/alerts\": { \"SingularDisplayName\": \"Microsoft.AlertsManagement alert\" }\r\n        ,\"microsoft.alertsmanagement/alerts/enrichments\": { \"SingularDisplayName\": \"Microsoft.AlertsManagement alerts enrichment\" }\r\n        ,\"microsoft.alertsmanagement/prometheusrulegroups\": { \"SingularDisplayName\": \"Prometheus rule group\" }\r\n        ,\"microsoft.alertsmanagement/smartdetectoralertrules\": { \"SingularDisplayName\": \"Smart detector alert rule\" }\r\n        ,\"microsoft.alertsmanagement/smartgroups\": { \"SingularDisplayName\": \"Microsoft.AlertsManagement smart group\" }\r\n        ,\"microsoft.alertsmanagement/tenantactivitylogalerts\": { \"SingularDisplayName\": \"Microsoft.AlertsManagement tenant activity log alert\" }\r\n        ,\"microsoft.all/arcvirtualmachines\": { \"SingularDisplayName\": \"Azure Arc virtual machine\" }\r\n        ,\"microsoft.all/hcivirtualmachines\": { \"SingularDisplayName\": \"Azure Local Virtual Machine - Azure Arc\" }\r\n        ,\"microsoft.all/virtualmachines\": { \"SingularDisplayName\": \"Virtual machine\" }\r\n        ,\"microsoft.analysisservices/servers\": { \"SingularDisplayName\": \"Analysis Services server\" }\r\n        ,\"microsoft.anybuild/clusters\": { \"SingularDisplayName\": \"AnyBuild cluster\" }\r\n        ,\"microsoft.apicenter/deletedservices\": { \"SingularDisplayName\": \"Microsoft.ApiCenter deleted service\" }\r\n        ,\"microsoft.apicenter/services\": { \"SingularDisplayName\": \"API Center\" }\r\n        ,\"microsoft.apicenter/services/workspaces\": { \"SingularDisplayName\": \"Workspace\" }\r\n        ,\"microsoft.apimanagement/gateways\": { \"SingularDisplayName\": \"API Management gateway\" }\r\n        ,\"microsoft.apimanagement/gateways/configconnections\": { \"SingularDisplayName\": \"Microsoft.ApiManagement gateways config connection\" }\r\n        ,\"microsoft.apimanagement/service\": { \"SingularDisplayName\": \"API Management service\" }\r\n        ,\"microsoft.apimanagement/service/workspaces\": { \"SingularDisplayName\": \"Workspace\" }\r\n        ,\"microsoft.apisecurity/defendersettings\": { \"SingularDisplayName\": \"Microsoft.ApiSecurity defender setting\" }\r\n        ,\"microsoft.app/agents\": { \"SingularDisplayName\": \"SRE Agent\" }\r\n        ,\"microsoft.app/builders\": { \"SingularDisplayName\": \"Microsoft.App builder\" }\r\n        ,\"microsoft.app/builders/builds\": { \"SingularDisplayName\": \"Microsoft.App builders build\" }\r\n        ,\"microsoft.app/connectedenvironments\": { \"SingularDisplayName\": \"Container Apps Connected Environment\" }\r\n        ,\"microsoft.app/containerapps\": { \"SingularDisplayName\": \"Container App\" }\r\n        ,\"microsoft.app/jobs\": { \"SingularDisplayName\": \"Container App Job\" }\r\n        ,\"microsoft.app/logicapps\": { \"SingularDisplayName\": \"Logic app\" }\r\n        ,\"microsoft.app/logicapps/workflows\": { \"SingularDisplayName\": \"Logic app workflow\" }\r\n        ,\"microsoft.app/managedenvironments\": { \"SingularDisplayName\": \"Container Apps Environment\" }\r\n        ,\"microsoft.app/sessionpools\": { \"SingularDisplayName\": \"Container App Session Pool\" }\r\n        ,\"microsoft.app/spaces\": { \"SingularDisplayName\": \"App Space\" }\r\n        ,\"microsoft.appassessment/migrateprojects\": { \"SingularDisplayName\": \"Microsoft.AppAssessment migrate project\" }\r\n        ,\"microsoft.appassessment/migrateprojects/assessments\": { \"SingularDisplayName\": \"Microsoft.AppAssessment migrate projects assessment\" }\r\n        ,\"microsoft.appassessment/migrateprojects/assessments/assessedapplications\": { \"SingularDisplayName\": \"Microsoft.AppAssessment migrate projects assessments assessed application\" }\r\n        ,\"microsoft.appassessment/migrateprojects/assessments/assessedmachines\": { \"SingularDisplayName\": \"Microsoft.AppAssessment migrate projects assessments assessed machine\" }\r\n        ,\"microsoft.appassessment/migrateprojects/assessments/machinestoassess\": { \"SingularDisplayName\": \"Microsoft.AppAssessment migrate projects assessments machines to asses\" }\r\n        ,\"microsoft.appassessment/migrateprojects/sites\": { \"SingularDisplayName\": \"Microsoft.AppAssessment migrate projects site\" }\r\n        ,\"microsoft.appassessment/migrateprojects/sites/applianceconfigurations\": { \"SingularDisplayName\": \"Microsoft.AppAssessment migrate projects sites appliance configuration\" }\r\n        ,\"microsoft.appcomplianceautomation/reports\": { \"SingularDisplayName\": \"Microsoft.AppComplianceAutomation report\" }\r\n        ,\"microsoft.appcomplianceautomation/reports/evidences\": { \"SingularDisplayName\": \"Microsoft.AppComplianceAutomation reports evidence\" }\r\n        ,\"microsoft.appcomplianceautomation/reports/scopingconfigurations\": { \"SingularDisplayName\": \"Microsoft.AppComplianceAutomation reports scoping configuration\" }\r\n        ,\"microsoft.appcomplianceautomation/reports/snapshots\": { \"SingularDisplayName\": \"Microsoft.AppComplianceAutomation reports snapshot\" }\r\n        ,\"microsoft.appcomplianceautomation/reports/snapshots/controls\": { \"SingularDisplayName\": \"Microsoft.AppComplianceAutomation reports snapshots control\" }\r\n        ,\"microsoft.appcomplianceautomation/reports/webhooks\": { \"SingularDisplayName\": \"Microsoft.AppComplianceAutomation reports webhook\" }\r\n        ,\"microsoft.appconfiguration/configurationstores\": { \"SingularDisplayName\": \"App Configuration\" }\r\n        ,\"microsoft.applicationmigration/discoveryhubs\": { \"SingularDisplayName\": \"Microsoft.ApplicationMigration discovery hub\" }\r\n        ,\"microsoft.applicationmigration/discoveryhubs/applications\": { \"SingularDisplayName\": \"Microsoft.ApplicationMigration discovery hubs application\" }\r\n        ,\"microsoft.applicationmigration/discoveryhubs/applications/members\": { \"SingularDisplayName\": \"Microsoft.ApplicationMigration discovery hubs applications member\" }\r\n        ,\"microsoft.applicationmigration/pgsqlsites\": { \"SingularDisplayName\": \"Microsoft.ApplicationMigration pgsqlsite\" }\r\n        ,\"microsoft.applicationmigration/pgsqlsites/agents\": { \"SingularDisplayName\": \"Microsoft.ApplicationMigration pgsqlsites agent\" }\r\n        ,\"microsoft.applicationmigration/pgsqlsites/pgsqldatabases\": { \"SingularDisplayName\": \"Microsoft.ApplicationMigration pgsqlsites pgsqldatabase\" }\r\n        ,\"microsoft.applicationmigration/pgsqlsites/pgsqlinstances\": { \"SingularDisplayName\": \"Microsoft.ApplicationMigration pgsqlsites pgsqlinstance\" }\r\n        ,\"microsoft.appplatform/spring\": { \"SingularDisplayName\": \"Azure Spring Apps\" }\r\n        ,\"microsoft.appsecurity/appprotectmanagedrulesetmanifests\": { \"SingularDisplayName\": \"Microsoft.AppSecurity app protect managed rule set manifest\" }\r\n        ,\"microsoft.appsecurity/policies\": { \"SingularDisplayName\": \"App Protect Policy\" }\r\n        ,\"microsoft.arc/all\": { \"SingularDisplayName\": \"Azure Arc enabled resource\" }\r\n        ,\"microsoft.arc/allfairfax\": { \"SingularDisplayName\": \"Azure Arc enabled resource\" }\r\n        ,\"microsoft.arc/kubernetesresources\": { \"SingularDisplayName\": \"Azure Arc Kubernetes cluster\" }\r\n        ,\"microsoft.arc/kubernetesresourcesfairfax\": { \"SingularDisplayName\": \"Azure Arc Kubernetes cluster\" }\r\n        ,\"microsoft.arcnetworking/arcnwloadbalancers\": { \"SingularDisplayName\": \"Microsoft.ArcNetworking arc nw load balancer\" }\r\n        ,\"microsoft.aszlabhardware/labservers\": { \"SingularDisplayName\": \"Microsoft.AszLabHardware labserver\" }\r\n        ,\"microsoft.aszlabhardware/reservations\": { \"SingularDisplayName\": \"Microsoft.AszLabHardware reservation\" }\r\n        ,\"microsoft.aszlabhardware/reservations/servers\": { \"SingularDisplayName\": \"Microsoft.AszLabHardware reservations server\" }\r\n        ,\"microsoft.aszlabhardware/servers\": { \"SingularDisplayName\": \"Microsoft.AszLabHardware server\" }\r\n        ,\"microsoft.attestation/attestationproviders\": { \"SingularDisplayName\": \"Attestation provider\" }\r\n        ,\"microsoft.authorization/accessreviewhistorydefinitions\": { \"SingularDisplayName\": \"Microsoft.Authorization access review history definition\" }\r\n        ,\"microsoft.authorization/accessreviewscheduledefinitions\": { \"SingularDisplayName\": \"Microsoft.Authorization access review schedule definition\" }\r\n        ,\"microsoft.authorization/accessreviewscheduledefinitions/instances\": { \"SingularDisplayName\": \"Microsoft.Authorization access review schedule definitions instance\" }\r\n        ,\"microsoft.authorization/accessreviewscheduledefinitions/instances/decisions\": { \"SingularDisplayName\": \"Microsoft.Authorization access review schedule definitions instances decision\" }\r\n        ,\"microsoft.authorization/accessreviewschedulesettings\": { \"SingularDisplayName\": \"Microsoft.Authorization access review schedule setting\" }\r\n        ,\"microsoft.authorization/datapolicymanifests\": { \"SingularDisplayName\": \"Microsoft.Authorization data policy manifest\" }\r\n        ,\"microsoft.authorization/denyassignments\": { \"SingularDisplayName\": \"Microsoft.Authorization deny assignment\" }\r\n        ,\"microsoft.authorization/locks\": { \"SingularDisplayName\": \"Microsoft.Authorization lock\" }\r\n        ,\"microsoft.authorization/policyassignments\": { \"SingularDisplayName\": \"Microsoft.Authorization policy assignment\" }\r\n        ,\"microsoft.authorization/policydefinitions\": { \"SingularDisplayName\": \"Microsoft.Authorization policy definition\" }\r\n        ,\"microsoft.authorization/policydefinitions/versions\": { \"SingularDisplayName\": \"Microsoft.Authorization policy definitions version\" }\r\n        ,\"microsoft.authorization/policyexemptions\": { \"SingularDisplayName\": \"Microsoft.Authorization policy exemption\" }\r\n        ,\"microsoft.authorization/policysetdefinitions\": { \"SingularDisplayName\": \"Microsoft.Authorization policy set definition\" }\r\n        ,\"microsoft.authorization/policysetdefinitions/versions\": { \"SingularDisplayName\": \"Microsoft.Authorization policy set definitions version\" }\r\n        ,\"microsoft.authorization/privatelinkassociations\": { \"SingularDisplayName\": \"Microsoft.Authorization private link association\" }\r\n        ,\"microsoft.authorization/provideroperations\": { \"SingularDisplayName\": \"Microsoft.Authorization provider operation\" }\r\n        ,\"microsoft.authorization/resourcemanagementprivatelinks\": { \"SingularDisplayName\": \"Resource management private link\" }\r\n        ,\"microsoft.authorization/roleassignmentapprovals\": { \"SingularDisplayName\": \"Microsoft.Authorization role assignment approval\" }\r\n        ,\"microsoft.authorization/roleassignmentapprovals/stages\": { \"SingularDisplayName\": \"Microsoft.Authorization role assignment approvals stage\" }\r\n        ,\"microsoft.authorization/roleassignments\": { \"SingularDisplayName\": \"Microsoft.Authorization role assignment\" }\r\n        ,\"microsoft.authorization/roleassignmentscheduleinstances\": { \"SingularDisplayName\": \"Microsoft.Authorization role assignment schedule instance\" }\r\n        ,\"microsoft.authorization/roleassignmentschedulerequests\": { \"SingularDisplayName\": \"Microsoft.Authorization role assignment schedule request\" }\r\n        ,\"microsoft.authorization/roleassignmentschedules\": { \"SingularDisplayName\": \"Microsoft.Authorization role assignment schedule\" }\r\n        ,\"microsoft.authorization/roledefinitions\": { \"SingularDisplayName\": \"Microsoft.Authorization role definition\" }\r\n        ,\"microsoft.authorization/roleeligibilityscheduleinstances\": { \"SingularDisplayName\": \"Microsoft.Authorization role eligibility schedule instance\" }\r\n        ,\"microsoft.authorization/roleeligibilityschedulerequests\": { \"SingularDisplayName\": \"Microsoft.Authorization role eligibility schedule request\" }\r\n        ,\"microsoft.authorization/roleeligibilityschedules\": { \"SingularDisplayName\": \"Microsoft.Authorization role eligibility schedule\" }\r\n        ,\"microsoft.authorization/rolemanagementalertconfigurations\": { 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registration\" }\r\n        ,\"microsoft.azurestack/registrations/customersubscriptions\": { \"SingularDisplayName\": \"Microsoft.AzureStack registrations customer subscription\" }\r\n        ,\"microsoft.azurestack/registrations/products\": { \"SingularDisplayName\": \"Microsoft.AzureStack registrations product\" }\r\n        ,\"microsoft.azurestackhci/clusters\": { \"SingularDisplayName\": \"Azure Local\" }\r\n        ,\"microsoft.azurestackhci/clusters/updates/updateruns\": { \"SingularDisplayName\": \"Azure Local\" }\r\n        ,\"microsoft.azurestackhci/clusters/updatesummaries\": { \"SingularDisplayName\": \"Azure Local\" }\r\n        ,\"microsoft.azurestackhci/devicepools\": { \"SingularDisplayName\": \"Azure Stack\" }\r\n        ,\"microsoft.azurestackhci/edgedevices\": { \"SingularDisplayName\": \"Microsoft.AzureStackHCI edge device\" }\r\n        ,\"microsoft.azurestackhci/edgedevices/jobs\": { \"SingularDisplayName\": \"Microsoft.AzureStackHCI edge devices job\" }\r\n        ,\"microsoft.azurestackhci/edgemachines\": { \"SingularDisplayName\": \"Microsoft.AzureStackHCI edge machine\" }\r\n        ,\"microsoft.azurestackhci/edgemachines/jobs\": { \"SingularDisplayName\": \"Microsoft.AzureStackHCI edge machines job\" }\r\n        ,\"microsoft.azurestackhci/edgenodepools\": { \"SingularDisplayName\": \"Azure Stack\" }\r\n        ,\"microsoft.azurestackhci/galleryimages\": { \"SingularDisplayName\": \"Azure Local Gallery image\" }\r\n        ,\"microsoft.azurestackhci/logicalnetworks\": { \"SingularDisplayName\": \"Azure Local Logical network\" }\r\n        ,\"microsoft.azurestackhci/marketplacegalleryimages\": { \"SingularDisplayName\": \"Azure Local Marketplace Gallery image\" }\r\n        ,\"microsoft.azurestackhci/networkinterfaces\": { \"SingularDisplayName\": \"Azure Local VM Network Interface\" }\r\n        ,\"microsoft.azurestackhci/networksecuritygroups\": { \"SingularDisplayName\": \"Azure Local Network Security Group\" }\r\n        ,\"microsoft.azurestackhci/networksecuritygroups/securityrules\": { \"SingularDisplayName\": \"Microsoft.AzureStackHCI network security groups security rule\" }\r\n        ,\"microsoft.azurestackhci/storagecontainers\": { \"SingularDisplayName\": \"Azure Local Storage path\" }\r\n        ,\"microsoft.azurestackhci/virtualharddisks\": { \"SingularDisplayName\": \"Microsoft.AzureStackHCI virtual hard disk\" }\r\n        ,\"microsoft.azurestackhci/virtualmachineinstances\": { \"SingularDisplayName\": \"Microsoft.AzureStackHCI virtual machine instance\" }\r\n        ,\"microsoft.azurestackhci/virtualmachineinstances/guestagents\": { \"SingularDisplayName\": \"Microsoft.AzureStackHCI virtual machine instances guest agent\" }\r\n        ,\"microsoft.azurestackhci/virtualmachineinstances/hybrididentitymetadata\": { \"SingularDisplayName\": \"Microsoft.AzureStackHCI virtual machine instances hybrid identity metadata\" }\r\n        ,\"microsoft.azurestackhci/virtualmachines\": { \"SingularDisplayName\": \"Azure Local virtual machine - Azure Arc\" }\r\n        ,\"microsoft.azurestackhci/virtualnetworks\": { \"SingularDisplayName\": \"Microsoft.AzureStackHCI virtual network\" }\r\n        ,\"microsoft.backupsolutions/vmwareapplications\": { \"SingularDisplayName\": \"Microsoft.BackupSolutions vmware application\" }\r\n        ,\"microsoft.bakeryhybrid/pies\": { \"SingularDisplayName\": \"Microsoft.BakeryHybrid py\" }\r\n        ,\"microsoft.bakeryhybrid/pies/nestedresourcetype\": { \"SingularDisplayName\": \"Microsoft.BakeryHybrid pies nested resource type\" }\r\n        ,\"microsoft.baremetal/baremetalconnections\": { \"SingularDisplayName\": \"Microsoft.BareMetal bare metal connection\" }\r\n        ,\"microsoft.baremetal/crayservers\": { \"SingularDisplayName\": \"Cray Server\" }\r\n        ,\"microsoft.baremetal/monitoringservers\": { \"SingularDisplayName\": \"Monitoring Server\" }\r\n        ,\"microsoft.baremetal/peeringsettings\": { \"SingularDisplayName\": \"Microsoft.BareMetal peering setting\" }\r\n        ,\"microsoft.baremetalinfrastructure/baremetalinstances\": { \"SingularDisplayName\": \"BareMetal Instance\" }\r\n        ,\"microsoft.baremetalinfrastructure/baremetalstorageinstances\": { \"SingularDisplayName\": \"Microsoft.BareMetalInfrastructure bare metal storage instance\" }\r\n        ,\"microsoft.batch/batchaccounts\": { \"SingularDisplayName\": \"Batch account\" }\r\n        ,\"microsoft.billing/billingaccounts\": { \"SingularDisplayName\": \"Microsoft.Billing billing account\" }\r\n        ,\"microsoft.billing/billingaccounts/agreements\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts agreement\" }\r\n        ,\"microsoft.billing/billingaccounts/associatedtenants\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts associated tenant\" }\r\n        ,\"microsoft.billing/billingaccounts/availablebalance\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts available balance\" }\r\n        ,\"microsoft.billing/billingaccounts/billingprofiles\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts billing profile\" }\r\n        ,\"microsoft.billing/billingaccounts/billingprofiles/availablebalance\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts billing profiles available balance\" }\r\n        ,\"microsoft.billing/billingaccounts/billingprofiles/billingroleassignments\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts billing profiles billing role assignment\" }\r\n        ,\"microsoft.billing/billingaccounts/billingprofiles/billingroledefinitions\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts billing profiles billing role definition\" }\r\n        ,\"microsoft.billing/billingaccounts/billingprofiles/billingsubscriptions\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts billing profiles billing subscription\" }\r\n        ,\"microsoft.billing/billingaccounts/billingprofiles/customers\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts billing profiles customer\" }\r\n        ,\"microsoft.billing/billingaccounts/billingprofiles/customers/billingroleassignments\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts billing profiles customers billing role assignment\" }\r\n        ,\"microsoft.billing/billingaccounts/billingprofiles/customers/billingroledefinitions\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts billing profiles customers billing role definition\" }\r\n        ,\"microsoft.billing/billingaccounts/billingprofiles/customers/transfers\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts billing profiles customers transfer\" }\r\n        ,\"microsoft.billing/billingaccounts/billingprofiles/instructions\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts billing profiles instruction\" }\r\n        ,\"microsoft.billing/billingaccounts/billingprofiles/invoices\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts billing profiles invoice\" }\r\n        ,\"microsoft.billing/billingaccounts/billingprofiles/invoicesections\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts billing profiles invoice section\" }\r\n        ,\"microsoft.billing/billingaccounts/billingprofiles/invoicesections/billingroleassignments\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts billing profiles invoice sections billing role assignment\" }\r\n        ,\"microsoft.billing/billingaccounts/billingprofiles/invoicesections/billingroledefinitions\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts billing profiles invoice sections billing role definition\" }\r\n        ,\"microsoft.billing/billingaccounts/billingprofiles/invoicesections/billingsubscriptions\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts billing profiles invoice sections billing subscription\" }\r\n        ,\"microsoft.billing/billingaccounts/billingprofiles/invoicesections/products\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts billing profiles invoice sections product\" }\r\n        ,\"microsoft.billing/billingaccounts/billingprofiles/invoicesections/transfers\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts billing profiles invoice sections transfer\" }\r\n        ,\"microsoft.billing/billingaccounts/billingprofiles/paymentmethodlinks\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts billing profiles payment method link\" }\r\n        ,\"microsoft.billing/billingaccounts/billingprofiles/policies\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts billing profiles policy\" }\r\n        ,\"microsoft.billing/billingaccounts/billingprofiles/transactions\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts billing profiles transaction\" }\r\n        ,\"microsoft.billing/billingaccounts/billingroleassignments\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts billing role assignment\" }\r\n        ,\"microsoft.billing/billingaccounts/billingroledefinitions\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts billing role definition\" }\r\n        ,\"microsoft.billing/billingaccounts/billingsubscriptionaliases\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts billing subscription aliase\" }\r\n        ,\"microsoft.billing/billingaccounts/billingsubscriptions\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts billing subscription\" }\r\n        ,\"microsoft.billing/billingaccounts/billingsubscriptions/invoices\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts billing subscriptions invoice\" }\r\n        ,\"microsoft.billing/billingaccounts/customers\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts customer\" }\r\n        ,\"microsoft.billing/billingaccounts/customers/billingsubscriptions\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts customers billing subscription\" }\r\n        ,\"microsoft.billing/billingaccounts/customers/policies\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts customers policy\" }\r\n        ,\"microsoft.billing/billingaccounts/customers/products\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts customers product\" }\r\n        ,\"microsoft.billing/billingaccounts/departments\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts department\" }\r\n        ,\"microsoft.billing/billingaccounts/departments/billingroleassignments\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts departments billing role assignment\" }\r\n        ,\"microsoft.billing/billingaccounts/departments/billingroledefinitions\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts departments billing role definition\" }\r\n        ,\"microsoft.billing/billingaccounts/departments/enrollmentaccounts\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts departments enrollment account\" }\r\n        ,\"microsoft.billing/billingaccounts/enrollmentaccounts\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts enrollment account\" }\r\n        ,\"microsoft.billing/billingaccounts/enrollmentaccounts/billingroleassignments\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts enrollment accounts billing role assignment\" }\r\n        ,\"microsoft.billing/billingaccounts/enrollmentaccounts/billingroledefinitions\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts enrollment accounts billing role definition\" }\r\n        ,\"microsoft.billing/billingaccounts/incentiveschedules\": { \"SingularDisplayName\": \"Incentive Schedule\" }\r\n        ,\"microsoft.billing/billingaccounts/incentiveschedules/milestones\": { \"SingularDisplayName\": \"Milestone\" }\r\n        ,\"microsoft.billing/billingaccounts/invoices\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts invoice\" }\r\n        ,\"microsoft.billing/billingaccounts/invoicesections\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts invoice section\" }\r\n        ,\"microsoft.billing/billingaccounts/invoicesections/billingsubscriptions\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts invoice sections billing subscription\" }\r\n        ,\"microsoft.billing/billingaccounts/invoicesections/products\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts invoice sections product\" }\r\n        ,\"microsoft.billing/billingaccounts/invoicesections/transfers\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts invoice sections transfer\" }\r\n        ,\"microsoft.billing/billingaccounts/lineofcredit\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts line of credit\" }\r\n        ,\"microsoft.billing/billingaccounts/migrations\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts migration\" }\r\n        ,\"microsoft.billing/billingaccounts/paymentmethods\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts payment method\" }\r\n        ,\"microsoft.billing/billingaccounts/policies\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts policy\" }\r\n        ,\"microsoft.billing/billingaccounts/products\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts product\" }\r\n        ,\"microsoft.billing/billingaccounts/reservationorders\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts reservation order\" }\r\n        ,\"microsoft.billing/billingaccounts/reservationorders/reservations\": { \"SingularDisplayName\": \"Microsoft.Billing billing accounts reservation orders reservation\" }\r\n        ,\"microsoft.billing/billingaccounts/savingsplanorders\": { \"SingularDisplayName\": \"Savings plan order\" }\r\n        ,\"microsoft.billing/billingaccounts/savingsplanorders/savingsplans\": { \"SingularDisplayName\": \"Savings plan\" }\r\n        ,\"microsoft.billing/billingperiods\": { \"SingularDisplayName\": \"Microsoft.Billing billing period\" }\r\n        ,\"microsoft.billing/billingproperty\": { \"SingularDisplayName\": \"Microsoft.Billing billing property\" }\r\n        ,\"microsoft.billing/billingrequests\": { \"SingularDisplayName\": \"Microsoft.Billing billing request\" }\r\n        ,\"microsoft.billing/billingroleassignments\": { \"SingularDisplayName\": \"Microsoft.Billing billing role assignment\" }\r\n        ,\"microsoft.billing/billingroledefinitions\": { \"SingularDisplayName\": \"Microsoft.Billing billing role definition\" }\r\n        ,\"microsoft.billing/enrollmentaccounts\": { \"SingularDisplayName\": \"Microsoft.Billing enrollment account\" }\r\n        ,\"microsoft.billing/paymentmethods\": { \"SingularDisplayName\": \"Microsoft.Billing payment method\" }\r\n        ,\"microsoft.billing/policies\": { \"SingularDisplayName\": \"Microsoft.Billing policy\" }\r\n        ,\"microsoft.billing/promotions\": { \"SingularDisplayName\": \"Microsoft.Billing promotion\" }\r\n        ,\"microsoft.billing/transfers\": { \"SingularDisplayName\": \"Microsoft.Billing transfer\" }\r\n        ,\"microsoft.billingbenefits/credits\": { \"SingularDisplayName\": \"Credit\" }\r\n        ,\"microsoft.billingbenefits/discounts\": { \"SingularDisplayName\": \"Discount\" }\r\n        ,\"microsoft.billingbenefits/incentiveschedules\": { \"SingularDisplayName\": \"Incentive Schedule\" }\r\n        ,\"microsoft.billingbenefits/incentiveschedules/milestones\": { \"SingularDisplayName\": \"Milestone\" }\r\n        ,\"microsoft.billingbenefits/maccs\": { \"SingularDisplayName\": \"Microsoft Azure Consumption Commitment\" }\r\n        ,\"microsoft.billingbenefits/reservationorderaliases\": { \"SingularDisplayName\": \"Microsoft.BillingBenefits reservation order aliase\" }\r\n        ,\"microsoft.billingbenefits/savingsplanorderaliases\": { \"SingularDisplayName\": \"Microsoft.BillingBenefits savings plan order aliase\" }\r\n        ,\"microsoft.billingbenefits/savingsplanorders\": { \"SingularDisplayName\": \"Savings plan order\" }\r\n        ,\"microsoft.billingbenefits/savingsplanorders/savingsplans\": { \"SingularDisplayName\": \"Savings plan\" }\r\n        ,\"microsoft.bing/accounts\": { \"SingularDisplayName\": \"Bing Resource\" }\r\n        ,\"microsoft.blockchain/blockchainmembers\": { \"SingularDisplayName\": \"Microsoft.Blockchain blockchain member\" }\r\n        ,\"microsoft.blockchain/blockchainmembers/transactionnodes\": { \"SingularDisplayName\": \"Microsoft.Blockchain blockchain members transaction node\" }\r\n        ,\"microsoft.blockchaintokens/tokenservices\": { \"SingularDisplayName\": \"Microsoft.BlockchainTokens token service\" }\r\n        ,\"microsoft.blockchaintokens/tokenservices/blockchainnetworks\": { \"SingularDisplayName\": \"Microsoft.BlockchainTokens token services blockchain network\" }\r\n        ,\"microsoft.blockchaintokens/tokenservices/groups\": { \"SingularDisplayName\": \"Microsoft.BlockchainTokens token services group\" }\r\n        ,\"microsoft.blockchaintokens/tokenservices/groups/accounts\": { \"SingularDisplayName\": \"Microsoft.BlockchainTokens token services groups account\" }\r\n        ,\"microsoft.blockchaintokens/tokenservices/tokentemplates\": { \"SingularDisplayName\": \"Microsoft.BlockchainTokens token services token template\" }\r\n        ,\"microsoft.bluefin/instances\": { \"SingularDisplayName\": \"Microsoft.Bluefin instance\" }\r\n        ,\"microsoft.bluefin/instances/datasets\": { \"SingularDisplayName\": \"Microsoft.Bluefin instances dataset\" }\r\n        ,\"microsoft.bluefin/instances/pipelines\": { \"SingularDisplayName\": \"Microsoft.Bluefin instances pipeline\" }\r\n        ,\"microsoft.blueprint/blueprintassignments\": { \"SingularDisplayName\": \"Microsoft.Blueprint blueprint assignment\" }\r\n        ,\"microsoft.blueprint/blueprints\": { \"SingularDisplayName\": \"Microsoft.Blueprint blueprint\" }\r\n        ,\"microsoft.blueprint/blueprints/artifacts\": { \"SingularDisplayName\": \"Microsoft.Blueprint blueprints artifact\" }\r\n        ,\"microsoft.blueprint/blueprints/versions\": { \"SingularDisplayName\": \"Microsoft.Blueprint blueprints version\" }\r\n        ,\"microsoft.botservice/botservices\": { \"SingularDisplayName\": \"Bot Service\" }\r\n        ,\"microsoft.cache/redis\": { \"SingularDisplayName\": \"Redis cache\" }\r\n        ,\"microsoft.cache/redisenterprise\": { \"SingularDisplayName\": \"Azure Managed Redis\" }\r\n        ,\"microsoft.cache/redisenterprise/databases\": { \"SingularDisplayName\": \"Redis Enterprise database\" }\r\n        ,\"microsoft.capacity/reservationorders\": { \"SingularDisplayName\": \"Reservation order\" }\r\n        ,\"microsoft.capacity/reservationorders/reservations\": { \"SingularDisplayName\": \"Reservation\" }\r\n        ,\"microsoft.cascade/sites\": { \"SingularDisplayName\": \"Microsoft.Cascade site\" }\r\n        ,\"microsoft.cdn/cdnwebapplicationfirewallpolicies\": { \"SingularDisplayName\": \"Content Delivery Network WAF policy\" }\r\n        ,\"microsoft.cdn/edgeactions\": { \"SingularDisplayName\": \"Edge Action\" }\r\n        ,\"microsoft.cdn/profiles\": { \"SingularDisplayName\": \"Front Door and CDN profile\" }\r\n        ,\"microsoft.cdn/profiles/afdendpoints\": { \"SingularDisplayName\": \"Endpoint\" }\r\n        ,\"microsoft.cdn/profiles/afdendpoints/routes\": { \"SingularDisplayName\": \"Route\" }\r\n        ,\"microsoft.cdn/profiles/customdomains\": { \"SingularDisplayName\": \"Custom domain\" }\r\n        ,\"microsoft.cdn/profiles/endpoints\": { \"SingularDisplayName\": \"CDN endpoint\" }\r\n        ,\"microsoft.cdn/profiles/endpoints/customdomains\": { \"SingularDisplayName\": \"CDN custom domain\" }\r\n        ,\"microsoft.cdn/profiles/endpoints/origins\": { \"SingularDisplayName\": \"CDN origin\" }\r\n        ,\"microsoft.cdn/profiles/origingroups\": { \"SingularDisplayName\": \"Origin group\" }\r\n        ,\"microsoft.cdn/profiles/origingroups/origins\": { \"SingularDisplayName\": \"Origin\" }\r\n        ,\"microsoft.cdn/profiles/rulesets\": { \"SingularDisplayName\": \"Rule set\" }\r\n        ,\"microsoft.cdn/profiles/rulesets/rules\": { \"SingularDisplayName\": \"Rule\" }\r\n        ,\"microsoft.cdn/profiles/secrets\": { \"SingularDisplayName\": \"Secret\" }\r\n        ,\"microsoft.cdn/profiles/securitypolicies\": { \"SingularDisplayName\": \"Security policy\" }\r\n        ,\"microsoft.certificateregistration/certificateorders\": { \"SingularDisplayName\": \"App Service certificate\" }\r\n        ,\"microsoft.certify/testsuites\": { \"SingularDisplayName\": \"Microsoft.Certify test suite\" }\r\n        ,\"microsoft.certify/validationjobs\": { \"SingularDisplayName\": \"Microsoft.Certify validation job\" }\r\n        ,\"microsoft.changeanalysis/profile\": { \"SingularDisplayName\": \"Microsoft.ChangeAnalysis profile\" }\r\n        ,\"microsoft.changesafety/changestates\": { \"SingularDisplayName\": \"Microsoft.ChangeSafety change state\" }\r\n        ,\"microsoft.changesafety/changestates/stageprogressions\": { \"SingularDisplayName\": \"Microsoft.ChangeSafety change states stage progression\" }\r\n        ,\"microsoft.changesafety/stagemaps\": { \"SingularDisplayName\": \"Microsoft.ChangeSafety stage map\" }\r\n        ,\"microsoft.changesafety/validations\": { \"SingularDisplayName\": \"Microsoft.ChangeSafety validation\" }\r\n        ,\"microsoft.changesafety/validators\": { \"SingularDisplayName\": \"Microsoft.ChangeSafety validator\" }\r\n        ,\"microsoft.changesafety/validators/versions\": { \"SingularDisplayName\": \"Microsoft.ChangeSafety validators version\" }\r\n        ,\"microsoft.chaos/experiments\": { \"SingularDisplayName\": \"Chaos Experiment\" }\r\n        ,\"microsoft.chaos/privateaccesses\": { \"SingularDisplayName\": \"Agent Private Access\" }\r\n        ,\"microsoft.chaos/targets\": { \"SingularDisplayName\": \"Microsoft.Chaos target\" }\r\n        ,\"microsoft.chaos/targets/capabilities\": { \"SingularDisplayName\": \"Microsoft.Chaos targets capability\" }\r\n        ,\"microsoft.classiccompute/domainnames\": { \"SingularDisplayName\": \"Cloud service (classic)\" }\r\n        ,\"microsoft.classiccompute/domainnames/slots/roles\": { \"SingularDisplayName\": \"Cloud service role (classic)\" }\r\n        ,\"microsoft.classiccompute/virtualmachines\": { \"SingularDisplayName\": \"Virtual machine (classic)\" }\r\n        ,\"microsoft.classicnetwork/networksecuritygroups\": { \"SingularDisplayName\": \"Network security group (classic)\" }\r\n        ,\"microsoft.classicnetwork/reservedips\": { \"SingularDisplayName\": \"Reserved IP address (classic)\" }\r\n        ,\"microsoft.classicnetwork/virtualnetworks\": { \"SingularDisplayName\": \"Virtual network (classic)\" }\r\n    })[tolower(id)]\r\n}\r\n",
+                    "$fxv#1": "// Copyright (c) Microsoft Corporation.\r\n// Licensed under the MIT License.\r\n\r\n.create-or-alter function \r\nwith (docstring = 'Return details about the specified ID.', folder = 'OpenData/Internal')\r\n_resource_type_2(id: string) {\r\n    dynamic({\r\n        \"microsoft.classicstorage/storageaccounts\": { \"SingularDisplayName\": \"Storage account (classic)\" }\r\n        ,\"microsoft.classicstorage/storageaccounts/disks\": { \"SingularDisplayName\": \"Disk (classic)\" }\r\n        ,\"microsoft.classicstorage/storageaccounts/osimages\": { \"SingularDisplayName\": \"OS image (classic)\" }\r\n        ,\"microsoft.classicstorage/storageaccounts/vmimages\": { \"SingularDisplayName\": \"VM image (classic)\" }\r\n        ,\"microsoft.cleanroom/cleanrooms\": { \"SingularDisplayName\": \"Microsoft.CleanRoom cleanroom\" }\r\n        ,\"microsoft.cleanroom/collaborations\": { \"SingularDisplayName\": \"Microsoft.CleanRoom collaboration\" }\r\n        ,\"microsoft.cleanroom/collaborations/contracts\": { \"SingularDisplayName\": \"Microsoft.CleanRoom collaborations contract\" }\r\n        ,\"microsoft.cleanroom/consortiums\": { \"SingularDisplayName\": \"Microsoft.CleanRoom consortium\" }\r\n        ,\"microsoft.cleanroom/microservices\": { \"SingularDisplayName\": \"Microsoft.CleanRoom microservice\" }\r\n        ,\"microsoft.cloud/hubs\": { \"SingularDisplayName\": \"FinOps hub\" }\r\n        ,\"microsoft.clouddeviceplatform/delegatedidentities\": { \"SingularDisplayName\": \"Microsoft.CloudDevicePlatform delegated identity\" }\r\n        ,\"microsoft.cloudhealth/healthmodels\": { \"SingularDisplayName\": \"Health Model\" }\r\n        ,\"microsoft.cloudtest/accounts\": { \"SingularDisplayName\": \"CloudTest Account\" }\r\n        ,\"microsoft.cloudtest/buildcaches\": { \"SingularDisplayName\": \"1ES Build Cache\" }\r\n        ,\"microsoft.cloudtest/hostedpools\": { \"SingularDisplayName\": \"1ES Hosted Pool\" }\r\n        ,\"microsoft.cloudtest/images\": { \"SingularDisplayName\": \"1ES Image\" }\r\n        ,\"microsoft.cloudtest/pools\": { \"SingularDisplayName\": \"CloudTest Pool\" }\r\n        ,\"microsoft.clusterstor/nodes\": { \"SingularDisplayName\": \"ClusterStor\" }\r\n        ,\"microsoft.codesigning/codesigningaccounts\": { \"SingularDisplayName\": \"Trusted Signing Account\" }\r\n        ,\"microsoft.codespaces/plans\": { \"SingularDisplayName\": \"Microsoft.Codespaces plan\" }\r\n        ,\"microsoft.cognitiveservices/accounts\": { \"SingularDisplayName\": \"Azure AI Foundry\" }\r\n        ,\"microsoft.cognitiveservices/accounts/projects\": { \"SingularDisplayName\": \"Azure AI Foundry project\" }\r\n        ,\"microsoft.cognitiveservices/commitmentplans\": { \"SingularDisplayName\": \"Microsoft.CognitiveServices commitment plan\" }\r\n        ,\"microsoft.cognitiveservices/commitmentplans/accountassociations\": { \"SingularDisplayName\": \"Microsoft.CognitiveServices commitment plans account association\" }\r\n        ,\"microsoft.communication/communicationservices\": { \"SingularDisplayName\": \"Communication Service\" }\r\n        ,\"microsoft.communication/emailservices\": { \"SingularDisplayName\": \"Email Communication Service\" }\r\n        ,\"microsoft.communication/emailservices/domains\": { \"SingularDisplayName\": \"Email Communication Services Domain\" }\r\n        ,\"microsoft.community/communitytrainings\": { \"SingularDisplayName\": \"Community Training\" }\r\n        ,\"microsoft.compositesolutions/compositesolutiondefinitions\": { \"SingularDisplayName\": \"Microsoft.CompositeSolutions composite solution definition\" }\r\n        ,\"microsoft.compositesolutions/compositesolutions\": { \"SingularDisplayName\": \"Microsoft.CompositeSolutions composite solution\" }\r\n        ,\"microsoft.compute/availabilitysets\": { \"SingularDisplayName\": \"Availability set\" }\r\n        ,\"microsoft.compute/capacityreservationgroups\": { \"SingularDisplayName\": \"Capacity Reservation Group\" }\r\n        ,\"microsoft.compute/capacityreservationgroups/capacityreservations\": { \"SingularDisplayName\": \"Capacity reservation\" }\r\n        ,\"microsoft.compute/capacityreservationgroupscomputehub\": { \"SingularDisplayName\": \"Capacity Reservation Group\" }\r\n        ,\"microsoft.compute/cloudservices\": { \"SingularDisplayName\": \"Cloud service (extended support)\" }\r\n        ,\"microsoft.compute/computefleetinstances\": { \"SingularDisplayName\": \"Instance\" }\r\n        ,\"microsoft.compute/computefleetscalesets\": { \"SingularDisplayName\": \"Virtual machine scale set\" }\r\n        ,\"microsoft.compute/diskaccesses\": { \"SingularDisplayName\": \"Disk Access\" }\r\n        ,\"microsoft.compute/diskencryptionsets\": { \"SingularDisplayName\": \"Disk Encryption Set\" }\r\n        ,\"microsoft.compute/disks\": { \"SingularDisplayName\": \"Disk\" }\r\n        ,\"microsoft.compute/galleries\": { \"SingularDisplayName\": \"Azure compute gallery\" }\r\n        ,\"microsoft.compute/galleries/applications\": { \"SingularDisplayName\": \"VM application definition\" }\r\n        ,\"microsoft.compute/galleries/applications/versions\": { \"SingularDisplayName\": \"VM application version\" }\r\n        ,\"microsoft.compute/galleries/images\": { \"SingularDisplayName\": \"VM image definition\" }\r\n        ,\"microsoft.compute/galleries/images/versions\": { \"SingularDisplayName\": \"VM image version\" }\r\n        ,\"microsoft.compute/galleries/imagescomputehub\": { \"SingularDisplayName\": \"VM image definition\" }\r\n        ,\"microsoft.compute/hostgroups\": { \"SingularDisplayName\": \"Host group\" }\r\n        ,\"microsoft.compute/hostgroups/hosts\": { \"SingularDisplayName\": \"Host\" }\r\n        ,\"microsoft.compute/hostgroupscomputehub\": { \"SingularDisplayName\": \"Host group\" }\r\n        ,\"microsoft.compute/images\": { \"SingularDisplayName\": \"Image\" }\r\n        ,\"microsoft.compute/imagescomputehub\": { \"SingularDisplayName\": \"Image\" }\r\n        ,\"microsoft.compute/locations/communitygalleries/images\": { \"SingularDisplayName\": \"Community image\" }\r\n        ,\"microsoft.compute/locations/communitygalleries/imagescomputehub\": { \"SingularDisplayName\": \"Community image\" }\r\n        ,\"microsoft.compute/proximityplacementgroups\": { \"SingularDisplayName\": \"Proximity placement group\" }\r\n        ,\"microsoft.compute/proximityplacementgroupscomputehub\": { \"SingularDisplayName\": \"Proximity placement group\" }\r\n        ,\"microsoft.compute/restorepointcollections\": { \"SingularDisplayName\": \"Restore Point Collection\" }\r\n        ,\"microsoft.compute/restorepointcollections/restorepoints\": { \"SingularDisplayName\": \"Restore Point\" }\r\n        ,\"microsoft.compute/snapshots\": { \"SingularDisplayName\": \"Snapshot\" }\r\n        ,\"microsoft.compute/sshpublickeys\": { \"SingularDisplayName\": \"SSH key\" }\r\n        ,\"microsoft.compute/standbypoolinstance\": { \"SingularDisplayName\": \"Standby pool\" }\r\n        ,\"microsoft.compute/virtualmachinecomputehub\": { \"SingularDisplayName\": \"Virtual machine\" }\r\n        ,\"microsoft.compute/virtualmachineflexinstances\": { \"SingularDisplayName\": \"Instance\" }\r\n        ,\"microsoft.compute/virtualmachines\": { \"SingularDisplayName\": \"Virtual machine\" }\r\n        ,\"microsoft.compute/virtualmachines/providers/guestconfigurationassignments\": { \"SingularDisplayName\": \"Guest Assignment\" }\r\n        ,\"microsoft.compute/virtualmachinescalesets\": { \"SingularDisplayName\": \"Virtual machine scale set\" }\r\n        ,\"microsoft.compute/virtualmachinescalesets/providers/guestconfigurationassignments\": { \"SingularDisplayName\": \"Guest Assignment\" }\r\n        ,\"microsoft.compute/virtualmachinescalesets/virtualmachines\": { \"SingularDisplayName\": \"Virtual machine scale set instance\" }\r\n        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\"SingularDisplayName\": \"Microsoft.DevSpaces controller\" }\r\n        ,\"microsoft.devtestlab/labs\": { \"SingularDisplayName\": \"DevTest lab\" }\r\n        ,\"microsoft.devtestlab/labs/virtualmachines\": { \"SingularDisplayName\": \"DevTest Lab virtual machine\" }\r\n        ,\"microsoft.devtestlab/schedules\": { \"SingularDisplayName\": \"Microsoft.DevTestLab schedule\" }\r\n        ,\"microsoft.devtunnels/tunnelplans\": { \"SingularDisplayName\": \"Dev Tunnels Domain\" }\r\n        ,\"microsoft.diagnostics/apollo\": { \"SingularDisplayName\": \"Microsoft.Diagnostics apollo\" }\r\n        ,\"microsoft.digitaltwins/digitaltwinsinstances\": { \"SingularDisplayName\": \"Azure Digital Twins\" }\r\n        ,\"microsoft.discovery/agents\": { \"SingularDisplayName\": \"Microsoft Discovery Agent\" }\r\n        ,\"microsoft.discovery/bookshelves\": { \"SingularDisplayName\": \"Microsoft Discovery Bookshelf\" }\r\n        ,\"microsoft.discovery/datacontainers\": { \"SingularDisplayName\": 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Discovery Project\" }\r\n        ,\"microsoft.documentdb/cassandraclusters\": { \"SingularDisplayName\": \"Azure Managed Instance for Apache Cassandra\" }\r\n        ,\"microsoft.documentdb/databaseaccounts\": { \"SingularDisplayName\": \"Cosmos DB account\" }\r\n        ,\"microsoft.documentdb/fleets\": { \"SingularDisplayName\": \"Azure Cosmos DB Fleet\" }\r\n        ,\"microsoft.documentdb/fleetspacepotentialdatabaseaccounts\": { \"SingularDisplayName\": \"Potential Azure Cosmos DB account\" }\r\n        ,\"microsoft.documentdb/fleetspacepotentialdatabaseaccountswithlocations\": { \"SingularDisplayName\": \"Potential Azure Cosmos DB account\" }\r\n        ,\"microsoft.documentdb/mongoclusters\": { \"SingularDisplayName\": \"Azure Cosmos DB for MongoDB (vCore)\" }\r\n        ,\"microsoft.documentdb/throughputpools\": { \"SingularDisplayName\": \"Microsoft.DocumentDB throughput pool\" }\r\n        ,\"microsoft.documentdb/throughputpools/throughputpoolaccounts\": { \"SingularDisplayName\": \"Microsoft.DocumentDB throughput pools throughput pool account\" }\r\n        ,\"microsoft.domainregistration/domains\": { \"SingularDisplayName\": \"App Service Domain\" }\r\n        ,\"microsoft.domainregistration/topleveldomains\": { \"SingularDisplayName\": \"Microsoft.DomainRegistration top level domain\" }\r\n        ,\"microsoft.durabletask/namespaces\": { \"SingularDisplayName\": \"Microsoft.DurableTask namespace\" }\r\n        ,\"microsoft.durabletask/namespaces/taskhubs\": { \"SingularDisplayName\": \"Task Hub\" }\r\n        ,\"microsoft.durabletask/schedulers\": { \"SingularDisplayName\": \"Durable Task Scheduler\" }\r\n        ,\"microsoft.durabletask/schedulers/taskhubs\": { \"SingularDisplayName\": \"Task Hub\" }\r\n        ,\"microsoft.dynamics365fraudprotection/instances\": { \"SingularDisplayName\": \"Microsoft.Dynamics365FraudProtection instance\" }\r\n        ,\"microsoft.easm/workspaces\": { \"SingularDisplayName\": \"Microsoft Defender EASM\" }\r\n        ,\"microsoft.edge/configurations\": { \"SingularDisplayName\": \"Site configuration\" }\r\n        ,\"microsoft.edge/configurations/arcgatewayconfigurations\": { \"SingularDisplayName\": \"Microsoft.Edge configurations arc gateway configuration\" }\r\n        ,\"microsoft.edge/configurations/connectivityconfigurations\": { \"SingularDisplayName\": \"Microsoft.Edge configurations connectivity configuration\" }\r\n        ,\"microsoft.edge/configurations/dynamicconfigurations\": { \"SingularDisplayName\": \"Microsoft.Edge configurations dynamic configuration\" }\r\n        ,\"microsoft.edge/configurations/dynamicconfigurations/versions\": { \"SingularDisplayName\": \"Microsoft.Edge configurations dynamic configurations version\" }\r\n        ,\"microsoft.edge/configurations/networkconfigurations\": { \"SingularDisplayName\": \"Microsoft.Edge configurations network configuration\" }\r\n        ,\"microsoft.edge/configurations/securityconfigurations\": { \"SingularDisplayName\": \"Microsoft.Edge configurations security configuration\" }\r\n        ,\"microsoft.edge/configurations/timeserverconfigurations\": { \"SingularDisplayName\": \"Microsoft.Edge configurations time server configuration\" }\r\n        ,\"microsoft.edge/connectivitystatuses\": { \"SingularDisplayName\": \"Microsoft.Edge connectivity statuse\" }\r\n        ,\"microsoft.edge/disconnectedoperations\": { \"SingularDisplayName\": \"Azure Local - disconnected operations\" }\r\n        ,\"microsoft.edge/siteawareresourcetypes\": { \"SingularDisplayName\": \"Microsoft.Edge site aware resource type\" }\r\n        ,\"microsoft.edge/sites\": { \"SingularDisplayName\": \"Site manager - Azure Arc\" }\r\n        ,\"microsoft.edge/updates\": { \"SingularDisplayName\": \"Microsoft.Edge update\" }\r\n        ,\"microsoft.edgemarketplace/offers\": { \"SingularDisplayName\": \"Microsoft.EdgeMarketplace offer\" }\r\n        ,\"microsoft.edgemarketplace/publishers\": { \"SingularDisplayName\": \"Microsoft.EdgeMarketplace publisher\" }\r\n        ,\"microsoft.edgeorder/addresses\": { \"SingularDisplayName\": \"Azure Edge Hardware Center Address\" }\r\n        ,\"microsoft.edgeorder/bootstrapconfigurations\": { \"SingularDisplayName\": \"Site Key\" }\r\n        ,\"microsoft.edgeorder/orderitems\": { \"SingularDisplayName\": \"Azure Edge Hardware Center\" }\r\n        ,\"microsoft.edgeorder/virtual_orderitems\": { \"SingularDisplayName\": \"Device\" }\r\n        ,\"microsoft.edgezones/extendedzones\": { \"SingularDisplayName\": \"Microsoft.EdgeZones extended zone\" }\r\n        ,\"microsoft.education/grants\": { \"SingularDisplayName\": \"Microsoft.Education grant\" }\r\n        ,\"microsoft.education/labs\": { \"SingularDisplayName\": \"Microsoft.Education lab\" }\r\n        ,\"microsoft.education/labs/joinrequests\": { \"SingularDisplayName\": \"Microsoft.Education labs join request\" }\r\n        ,\"microsoft.education/labs/students\": { \"SingularDisplayName\": \"Microsoft.Education labs student\" }\r\n        ,\"microsoft.education/studentlabs\": { \"SingularDisplayName\": \"Microsoft.Education student lab\" }\r\n        ,\"microsoft.elastic/monitors\": { \"SingularDisplayName\": \"Elastic Cloud Resource\" }\r\n        ,\"microsoft.elasticsan/elasticsans\": { \"SingularDisplayName\": \"Elastic SAN\" }\r\n        ,\"microsoft.energydataplatform/energyservices\": { \"SingularDisplayName\": \"Microsoft.EnergyDataPlatform energy service\" }\r\n        ,\"microsoft.enterpriseknowledgegraph/services\": { \"SingularDisplayName\": \"Microsoft.EnterpriseKnowledgeGraph service\" }\r\n        ,\"microsoft.enterprisesupport/enterprisesupports\": { \"SingularDisplayName\": \"Microsoft.EnterpriseSupport enterprise support\" }\r\n        ,\"microsoft.eventgrid/domains\": { \"SingularDisplayName\": \"Event Grid Domain\" }\r\n        ,\"microsoft.eventgrid/domains/topics\": { \"SingularDisplayName\": \"Event Grid Domain Topic\" }\r\n 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\"SingularDisplayName\": \"Event Grid Partner Namespace\" }\r\n        ,\"microsoft.eventgrid/partnernamespaces/channels\": { \"SingularDisplayName\": \"Event Grid Channel\" }\r\n        ,\"microsoft.eventgrid/partnerregistrations\": { \"SingularDisplayName\": \"Event Grid Partner Registration\" }\r\n        ,\"microsoft.eventgrid/partnertopics\": { \"SingularDisplayName\": \"Event Grid Partner Topic\" }\r\n        ,\"microsoft.eventgrid/systemtopics\": { \"SingularDisplayName\": \"Event Grid System Topic\" }\r\n        ,\"microsoft.eventgrid/systemtopics/eventsubscriptions\": { \"SingularDisplayName\": \"Event Grid Subscriptions\" }\r\n        ,\"microsoft.eventgrid/topics\": { \"SingularDisplayName\": \"Event Grid Topic\" }\r\n        ,\"microsoft.eventgrid/topictypes\": { \"SingularDisplayName\": \"Microsoft.EventGrid topic type\" }\r\n        ,\"microsoft.eventgrid/verifiedpartners\": { \"SingularDisplayName\": \"Microsoft.EventGrid verified partner\" }\r\n        ,\"microsoft.eventhub/clusters\": { \"SingularDisplayName\": \"Event Hubs Cluster\" }\r\n        ,\"microsoft.eventhub/namespaces\": { \"SingularDisplayName\": \"Event Hubs namespace\" }\r\n        ,\"microsoft.eventhub/namespaces/disasterrecoveryconfigs\": { \"SingularDisplayName\": \"Event Hubs Geo-DR Alias\" }\r\n        ,\"microsoft.eventhub/namespaces/eventhubs\": { \"SingularDisplayName\": \"Event Hubs Instance\" }\r\n        ,\"microsoft.eventhub/namespaces/providers/diagnosticsettings\": { \"SingularDisplayName\": \"Diagnostic settings\" }\r\n        ,\"microsoft.eventhub/namespaces/schemagroups\": { \"SingularDisplayName\": \"Schema Group\" }\r\n        ,\"microsoft.experimentation/experimentworkspaces\": { \"SingularDisplayName\": \"Experiment Workspace\" }\r\n        ,\"microsoft.extendedlocation/customlocations\": { \"SingularDisplayName\": \"Custom location\" }\r\n        ,\"microsoft.fabric/capacities\": { \"SingularDisplayName\": \"Fabric Capacity\" }\r\n        ,\"microsoft.fabric/privatelinkservicesforfabric\": { \"SingularDisplayName\": \"Microsoft.Fabric private link services for fabric\" }\r\n        ,\"microsoft.fabric/privatelinkservicesforfabric/operationresults\": { \"SingularDisplayName\": \"Microsoft.Fabric private link services for fabric operation result\" }\r\n        ,\"microsoft.fabric/privatelinkservicesforfabric/privateendpointconnections\": { \"SingularDisplayName\": \"Microsoft.Fabric private link services for fabric private endpoint connection\" }\r\n        ,\"microsoft.fabric/privatelinkservicesforfabric/privatelinkresources\": { \"SingularDisplayName\": \"Microsoft.Fabric private link services for fabric private link resource\" }\r\n        ,\"microsoft.fairfieldgardens/deviceprovisioningstates\": { \"SingularDisplayName\": \"Microsoft.FairfieldGardens device provisioning state\" }\r\n        ,\"microsoft.fairfieldgardens/provisioningresources\": { \"SingularDisplayName\": \"Fairfield Gardens\" }\r\n        ,\"microsoft.fairfieldgardens/provisioningresources/provisioningpolicies\": { \"SingularDisplayName\": \"Provisioning policy\" }\r\n        ,\"microsoft.falcon/namespaces\": { \"SingularDisplayName\": \"Microsoft.Falcon namespace\" }\r\n        ,\"microsoft.features/featureprovidernamespaces/featureconfigurations\": { \"SingularDisplayName\": \"Preview features\" }\r\n        ,\"microsoft.fidalgo/devcenters\": { \"SingularDisplayName\": \"Microsoft.Fidalgo devcenter\" }\r\n        ,\"microsoft.fidalgo/devcenters/attachednetworks\": { \"SingularDisplayName\": \"Microsoft.Fidalgo devcenters attachednetwork\" }\r\n        ,\"microsoft.fidalgo/devcenters/catalogs\": { \"SingularDisplayName\": \"Microsoft.Fidalgo devcenters catalog\" }\r\n        ,\"microsoft.fidalgo/devcenters/catalogs/items\": { \"SingularDisplayName\": \"Microsoft.Fidalgo devcenters catalogs item\" }\r\n        ,\"microsoft.fidalgo/devcenters/devboxdefinitions\": { \"SingularDisplayName\": \"Microsoft.Fidalgo devcenters devboxdefinition\" }\r\n        ,\"microsoft.fidalgo/devcenters/environmenttypes\": { \"SingularDisplayName\": \"Microsoft.Fidalgo devcenters environment type\" }\r\n        ,\"microsoft.fidalgo/devcenters/galleries\": { \"SingularDisplayName\": \"Microsoft.Fidalgo devcenters gallery\" }\r\n        ,\"microsoft.fidalgo/devcenters/galleries/images\": { \"SingularDisplayName\": \"Microsoft.Fidalgo devcenters galleries image\" }\r\n        ,\"microsoft.fidalgo/devcenters/galleries/images/versions\": { \"SingularDisplayName\": \"Microsoft.Fidalgo devcenters galleries images version\" }\r\n        ,\"microsoft.fidalgo/devcenters/mappings\": { \"SingularDisplayName\": \"Microsoft.Fidalgo devcenters mapping\" }\r\n        ,\"microsoft.fidalgo/machinedefinitions\": { \"SingularDisplayName\": \"Microsoft.Fidalgo machinedefinition\" }\r\n        ,\"microsoft.fidalgo/networksettings\": { \"SingularDisplayName\": \"Microsoft.Fidalgo networksetting\" }\r\n        ,\"microsoft.fidalgo/networksettings/healthchecks\": { \"SingularDisplayName\": \"Microsoft.Fidalgo networksettings healthcheck\" }\r\n        ,\"microsoft.fidalgo/projects\": { \"SingularDisplayName\": \"Microsoft.Fidalgo project\" }\r\n        ,\"microsoft.fidalgo/projects/attachednetworks\": { \"SingularDisplayName\": \"Microsoft.Fidalgo projects attachednetwork\" }\r\n        ,\"microsoft.fidalgo/projects/devboxdefinitions\": { \"SingularDisplayName\": \"Microsoft.Fidalgo projects devboxdefinition\" }\r\n        ,\"microsoft.fidalgo/projects/environments\": { \"SingularDisplayName\": \"Microsoft.Fidalgo projects environment\" }\r\n        ,\"microsoft.fidalgo/projects/pools\": { \"SingularDisplayName\": \"Microsoft.Fidalgo projects pool\" }\r\n        ,\"microsoft.fileshares/fileshares\": { \"SingularDisplayName\": \"File share\" }\r\n        ,\"microsoft.fluidrelay/fluidrelayservers\": { \"SingularDisplayName\": \"Fluid Relay\" }\r\n        ,\"microsoft.footprintmonitoring/profiles\": { \"SingularDisplayName\": \"Microsoft.FootprintMonitoring profile\" }\r\n        ,\"microsoft.footprintmonitoring/profiles/experiments\": { \"SingularDisplayName\": \"Microsoft.FootprintMonitoring profiles experiment\" }\r\n        ,\"microsoft.footprintmonitoring/profiles/measurementendpoints\": { \"SingularDisplayName\": \"Microsoft.FootprintMonitoring profiles measurement endpoint\" }\r\n        ,\"microsoft.footprintmonitoring/profiles/measurementendpoints/conditions\": { \"SingularDisplayName\": \"Microsoft.FootprintMonitoring profiles measurement endpoints condition\" }\r\n        ,\"microsoft.gallery/myareas/galleryitems\": { \"SingularDisplayName\": \"Template\" }\r\n        ,\"microsoft.genomics/accounts\": { \"SingularDisplayName\": \"Genomics account\" }\r\n        ,\"microsoft.graph/azureadapplication\": { \"SingularDisplayName\": \"Entra application\" }\r\n        ,\"microsoft.graph/azureadapplicationprototype\": { \"SingularDisplayName\": \"Microsoft.Graph Azure ad application prototype\" }\r\n        ,\"microsoft.graphservices/accounts\": { \"SingularDisplayName\": \"Metered API account\" }\r\n        ,\"microsoft.guestconfiguration/guestconfigurationassignments\": { \"SingularDisplayName\": \"Microsoft.GuestConfiguration guest configuration assignment\" }\r\n        ,\"microsoft.guestconfiguration/guestconfigurationassignments/reports\": { \"SingularDisplayName\": \"Microsoft.GuestConfiguration guest configuration assignments report\" }\r\n        ,\"microsoft.hanaonazure/hanainstances\": { \"SingularDisplayName\": \"SAP HANA on Azure\" }\r\n        ,\"microsoft.hanaonazure/sapmonitors\": { \"SingularDisplayName\": \"Azure Monitor for SAP Solutions (classic)\" }\r\n        ,\"microsoft.hardware/orders\": { \"SingularDisplayName\": \"Microsoft.Hardware order\" }\r\n        ,\"microsoft.hardwaresecuritymodules/cloudhsmclusters\": { \"SingularDisplayName\": \"Azure Cloud HSM\" }\r\n        ,\"microsoft.hdinsight/clusterpools\": { \"SingularDisplayName\": \"Azure HDInsight on AKS cluster pool\" }\r\n        ,\"microsoft.hdinsight/clusterpools/clusters\": { \"SingularDisplayName\": \"Azure HDInsight on AKS cluster\" }\r\n        ,\"microsoft.hdinsight/clusterpools/clusters/instanceviews\": { \"SingularDisplayName\": \"Microsoft.HDInsight clusterpools clusters instance view\" }\r\n        ,\"microsoft.hdinsight/clusters\": { \"SingularDisplayName\": \"HDInsight cluster\" }\r\n        ,\"microsoft.healthbot/healthbots\": { \"SingularDisplayName\": \"Healthcare agent service\" }\r\n        ,\"microsoft.healthcareapis/services\": { \"SingularDisplayName\": \"Azure API for FHIR\" }\r\n        ,\"microsoft.healthcareapis/workspaces\": { \"SingularDisplayName\": \"Health Data Services workspace\" }\r\n        ,\"microsoft.healthcareapis/workspaces/dicomservices\": { \"SingularDisplayName\": \"DICOM service\" }\r\n        ,\"microsoft.healthcareapis/workspaces/fhirservices\": { \"SingularDisplayName\": \"FHIR service\" }\r\n        ,\"microsoft.healthcareapis/workspaces/iotconnectors\": { \"SingularDisplayName\": \"MedTech service\" }\r\n        ,\"microsoft.healthdataaiservices/deidservices\": { \"SingularDisplayName\": \"De-identification Service\" }\r\n        ,\"microsoft.healthmodel/healthmodels\": { \"SingularDisplayName\": \"Health Model\" }\r\n        ,\"microsoft.healthplatform/accounts\": { \"SingularDisplayName\": \"Microsoft.HealthPlatform account\" }\r\n        ,\"microsoft.help/diagnostics\": { \"SingularDisplayName\": \"Microsoft.Help diagnostic\" }\r\n        ,\"microsoft.help/selfhelp\": { \"SingularDisplayName\": \"Microsoft.Help self help\" }\r\n        ,\"microsoft.help/simplifiedsolutions\": { \"SingularDisplayName\": \"Microsoft.Help simplified solution\" }\r\n        ,\"microsoft.help/solutions\": { \"SingularDisplayName\": \"Microsoft.Help solution\" }\r\n        ,\"microsoft.help/troubleshooters\": { \"SingularDisplayName\": \"Microsoft.Help troubleshooter\" }\r\n        ,\"microsoft.hpcworkbench/instances\": { \"SingularDisplayName\": \"Microsoft.HpcWorkbench instance\" }\r\n        ,\"microsoft.hpcworkbench/instances/chambers\": { \"SingularDisplayName\": \"Microsoft.HpcWorkbench instances chamber\" }\r\n        ,\"microsoft.hpcworkbench/instances/chambers/accessprofiles\": { \"SingularDisplayName\": \"Microsoft.HpcWorkbench instances chambers access profile\" }\r\n        ,\"microsoft.hpcworkbench/instances/chambers/filerequests\": { \"SingularDisplayName\": \"Microsoft.HpcWorkbench instances chambers file request\" }\r\n        ,\"microsoft.hpcworkbench/instances/chambers/files\": { \"SingularDisplayName\": \"Microsoft.HpcWorkbench instances chambers file\" }\r\n        ,\"microsoft.hpcworkbench/instances/chambers/storages\": { \"SingularDisplayName\": \"Microsoft.HpcWorkbench instances chambers storage\" }\r\n        ,\"microsoft.hpcworkbench/instances/chambers/workloads\": { \"SingularDisplayName\": \"Microsoft.HpcWorkbench instances chambers workload\" }\r\n        ,\"microsoft.hpcworkbench/instances/consortiums\": { \"SingularDisplayName\": \"Microsoft.HpcWorkbench instances consortium\" }\r\n        ,\"microsoft.hybridcloud/cloudconnections\": { \"SingularDisplayName\": \"Microsoft.HybridCloud cloud connection\" }\r\n        ,\"microsoft.hybridcloud/cloudconnectors\": { \"SingularDisplayName\": \"Microsoft.HybridCloud cloud connector\" }\r\n        ,\"microsoft.hybridcompute/arcgatewayassociatedresources\": { \"SingularDisplayName\": \"Arc gateway associated resource\" }\r\n        ,\"microsoft.hybridcompute/arcserverwithwac\": { \"SingularDisplayName\": \"Machine - Azure Arc\" }\r\n        ,\"microsoft.hybridcompute/gateways\": { \"SingularDisplayName\": \"Arc gateway\" }\r\n        ,\"microsoft.hybridcompute/licenses\": { \"SingularDisplayName\": \"Extended Security Updates - Windows Server 2012/R2\" }\r\n        ,\"microsoft.hybridcompute/machines\": { \"SingularDisplayName\": \"Machine - Azure Arc\" }\r\n        ,\"microsoft.hybridcompute/machines/microsoft.awsconnector/ec2instances\": { \"SingularDisplayName\": \"Microsoft.AwsConnector ec2 instance\" }\r\n        ,\"microsoft.hybridcompute/machines/microsoft.connectedvmwarevsphere/virtualmachineinstances\": { \"SingularDisplayName\": \"VMware + AVS virtual machine\" }\r\n        ,\"microsoft.hybridcompute/machines/providers/guestconfigurationassignments\": { \"SingularDisplayName\": \"Guest Assignment\" }\r\n        ,\"microsoft.hybridcompute/machinesesu\": { \"SingularDisplayName\": \"Machine - Azure Arc\" }\r\n        ,\"microsoft.hybridcompute/machinespaygo\": { \"SingularDisplayName\": \"Machine - Azure Arc\" }\r\n        ,\"microsoft.hybridcompute/machinessoftwareassurance\": { \"SingularDisplayName\": \"Machine - Azure Arc\" }\r\n        ,\"microsoft.hybridcompute/machinessovereign\": { \"SingularDisplayName\": \"Machine - Azure Arc\" }\r\n        ,\"microsoft.hybridcompute/privatelinkscopes\": { \"SingularDisplayName\": \"Azure Arc Private Link Scope\" }\r\n        ,\"microsoft.hybridcompute/settings\": { \"SingularDisplayName\": \"Microsoft.HybridCompute setting\" }\r\n        ,\"microsoft.hybridconnectivity/endpoints\": { \"SingularDisplayName\": \"Microsoft.HybridConnectivity endpoint\" }\r\n        ,\"microsoft.hybridconnectivity/endpoints/serviceconfigurations\": { \"SingularDisplayName\": \"Microsoft.HybridConnectivity endpoints service configuration\" }\r\n        ,\"microsoft.hybridconnectivity/publiccloudconnectors\": { \"SingularDisplayName\": \"Multicloud connector\" }\r\n        ,\"microsoft.hybridconnectivity/solutionconfigurations\": { \"SingularDisplayName\": \"Microsoft.HybridConnectivity solution configuration\" }\r\n        ,\"microsoft.hybridconnectivity/solutionconfigurations/inventory\": { \"SingularDisplayName\": \"Microsoft.HybridConnectivity solution configurations inventory\" }\r\n        ,\"microsoft.hybridconnectivity/solutiontypes\": { \"SingularDisplayName\": \"Microsoft.HybridConnectivity solution type\" }\r\n        ,\"microsoft.hybridcontainerservice/kubernetesversions\": { \"SingularDisplayName\": \"Microsoft.HybridContainerService kubernetes version\" }\r\n        ,\"microsoft.hybridcontainerservice/provisionedclusterinstances\": { \"SingularDisplayName\": \"Microsoft.HybridContainerService provisioned cluster instance\" }\r\n        ,\"microsoft.hybridcontainerservice/provisionedclusterinstances/agentpools\": { \"SingularDisplayName\": \"Microsoft.HybridContainerService provisioned cluster instances agent pool\" }\r\n        ,\"microsoft.hybridcontainerservice/provisionedclusterinstances/hybrididentitymetadata\": { \"SingularDisplayName\": \"Microsoft.HybridContainerService provisioned cluster instances hybrid identity metadata\" }\r\n        ,\"microsoft.hybridcontainerservice/provisionedclusterinstances/upgradeprofiles\": { \"SingularDisplayName\": \"Microsoft.HybridContainerService provisioned cluster instances upgrade profile\" }\r\n        ,\"microsoft.hybridcontainerservice/provisionedclusters\": { \"SingularDisplayName\": \"Kubernetes hybrid - Azure Arc\" }\r\n        ,\"microsoft.hybridcontainerservice/skus\": { \"SingularDisplayName\": \"Microsoft.HybridContainerService SKU\" }\r\n        ,\"microsoft.hybridcontainerservice/storagespaces\": { \"SingularDisplayName\": \"Microsoft.HybridContainerService storage space\" }\r\n        ,\"microsoft.hybridcontainerservice/virtualnetworks\": { \"SingularDisplayName\": \"Microsoft.HybridContainerService virtual network\" }\r\n        ,\"microsoft.hybriddata/datamanagers\": { \"SingularDisplayName\": \"Microsoft.HybridData data manager\" }\r\n        ,\"microsoft.hybriddata/datamanagers/dataservices\": { \"SingularDisplayName\": \"Microsoft.HybridData data managers data service\" }\r\n        ,\"microsoft.hybriddata/datamanagers/dataservices/jobdefinitions\": { \"SingularDisplayName\": \"Microsoft.HybridData data managers data services job definition\" }\r\n        ,\"microsoft.hybriddata/datamanagers/dataservices/jobdefinitions/jobs\": { \"SingularDisplayName\": \"Microsoft.HybridData data managers data services job definitions job\" }\r\n        ,\"microsoft.hybriddata/datamanagers/datastores\": { \"SingularDisplayName\": \"Microsoft.HybridData data managers data store\" }\r\n        ,\"microsoft.hybriddata/datamanagers/datastoretypes\": { \"SingularDisplayName\": \"Microsoft.HybridData data managers data store type\" }\r\n        ,\"microsoft.hybriddata/datamanagers/publickeys\": { \"SingularDisplayName\": \"Microsoft.HybridData data managers public key\" }\r\n        ,\"microsoft.hybridnetwork/configurationgroupvalues\": { \"SingularDisplayName\": \"Configuration Group Value\" }\r\n        ,\"microsoft.hybridnetwork/devices\": { \"SingularDisplayName\": \"Azure Network Function Manager ? Device\" }\r\n        ,\"microsoft.hybridnetwork/networkfunctions\": { \"SingularDisplayName\": \"Azure Network Function Manager ? Network Function\" }\r\n        ,\"microsoft.hybridnetwork/proxypublishers\": { \"SingularDisplayName\": \"Microsoft.HybridNetwork proxy publisher\" }\r\n        ,\"microsoft.hybridnetwork/proxypublishers/artifactstores\": { \"SingularDisplayName\": \"Microsoft.HybridNetwork proxy publishers artifact store\" }\r\n        ,\"microsoft.hybridnetwork/proxypublishers/configurationgroupschemas\": { \"SingularDisplayName\": \"Microsoft.HybridNetwork proxy publishers configuration group schema\" }\r\n        ,\"microsoft.hybridnetwork/proxypublishers/networkfunctiondefinitiongroups\": { \"SingularDisplayName\": \"Microsoft.HybridNetwork proxy publishers network function definition group\" }\r\n        ,\"microsoft.hybridnetwork/proxypublishers/networkfunctiondefinitiongroups/networkfunctiondefinitionversions\": { \"SingularDisplayName\": \"Microsoft.HybridNetwork proxy publishers network function definition groups network function definition version\" }\r\n        ,\"microsoft.hybridnetwork/proxypublishers/networkservicedesigngroups\": { \"SingularDisplayName\": \"Microsoft.HybridNetwork proxy publishers network service design group\" }\r\n        ,\"microsoft.hybridnetwork/proxypublishers/networkservicedesigngroups/networkservicedesignversions\": { \"SingularDisplayName\": \"Microsoft.HybridNetwork proxy publishers network service design groups network service design version\" }\r\n        ,\"microsoft.hybridnetwork/publishers\": { \"SingularDisplayName\": \"Publisher\" }\r\n        ,\"microsoft.hybridnetwork/publishers/artifactstores\": { \"SingularDisplayName\": \"Publisher Artifact Store\" }\r\n        ,\"microsoft.hybridnetwork/publishers/artifactstores/artifactmanifests\": { \"SingularDisplayName\": \"Publisher Artifact Manifest\" }\r\n        ,\"microsoft.hybridnetwork/publishers/configurationgroupschemas\": { \"SingularDisplayName\": \"Configuration Group Schema\" }\r\n        ,\"microsoft.hybridnetwork/publishers/networkfunctiondefinitiongroups\": { \"SingularDisplayName\": \"Network Function Definition\" }\r\n        ,\"microsoft.hybridnetwork/publishers/networkfunctiondefinitiongroups/networkfunctiondefinitionversions\": { \"SingularDisplayName\": \"Network Function Definition Version\" }\r\n        ,\"microsoft.hybridnetwork/publishers/networkservicedesigngroups\": { \"SingularDisplayName\": \"Network Service Design\" }\r\n        ,\"microsoft.hybridnetwork/publishers/networkservicedesigngroups/networkservicedesignversions\": { \"SingularDisplayName\": \"Network Service Design Version\" }\r\n        ,\"microsoft.hybridnetwork/servicemanagementcontainers\": { \"SingularDisplayName\": \"Microsoft.HybridNetwork service management container\" }\r\n        ,\"microsoft.hybridnetwork/servicemanagementcontainers/rolloutsequences\": { \"SingularDisplayName\": \"Microsoft.HybridNetwork service management containers rollout sequence\" }\r\n        ,\"microsoft.hybridnetwork/servicemanagementcontainers/rollouttiers\": { \"SingularDisplayName\": \"Microsoft.HybridNetwork service management containers rollout tier\" }\r\n        ,\"microsoft.hybridnetwork/servicemanagementcontainers/updatespecifications\": { \"SingularDisplayName\": \"Microsoft.HybridNetwork service management containers update specification\" }\r\n        ,\"microsoft.hybridnetwork/servicemanagementcontainers/updatespecifications/rollouts\": { \"SingularDisplayName\": \"Microsoft.HybridNetwork service management containers update specifications rollout\" }\r\n        ,\"microsoft.hybridnetwork/servicemanagementcontainers/updatespecifications/rollouts/statuses\": { \"SingularDisplayName\": \"Microsoft.HybridNetwork service management containers update specifications rollouts statuse\" }\r\n        ,\"microsoft.hybridnetwork/sitenetworkservices\": { \"SingularDisplayName\": \"Site Network Service\" }\r\n        ,\"microsoft.hybridnetwork/sites\": { \"SingularDisplayName\": \"Site\" }\r\n    })[tolower(id)]\r\n}\r\n",
+                    "$fxv#10": "// Copyright (c) Microsoft Corporation.\r\n// Licensed under the MIT License.\r\n\r\n//======================================================================================================================\r\n// Ingestion database\r\n// See known issues @ https://github.com/microsoft/finops-toolkit/issues/1111\r\n//======================================================================================================================\r\n\r\n// For allowed commands, see https://learn.microsoft.com/azure/data-explorer/database-script\r\n\r\n//===| Prices |=========================================================================================================\r\n// Supported versions:\r\n// - MS EA 2023-05-01  -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/price-sheet-ea\r\n// - MS MCA 2023-05-01 -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/price-sheet-mca\r\n//======================================================================================================================\r\n\r\n// Prices_transform_v1_2 function\r\n.create-or-alter function\r\nwith (docstring='Transforms Prices_raw into FOCUS 1.2.', folder='Prices')\r\nPrices_transform_v1_2()\r\n{\r\n    // NOTE: All open issues and questions are tracked @ https://github.com/microsoft/finops-toolkit/issues/1111\r\n    let isoMonths = (duration: string) {\r\n        let number = toint(replace_regex(duration, @'[PMY]', ''));\r\n        toint(case(\r\n            duration == '', int(null),\r\n            duration endswith \"Y\", number * 12,\r\n            duration endswith \"M\", number,\r\n            -1\r\n        ))\r\n    };\r\n    let prices = materialize(\r\n        Prices_raw\r\n        | extend PricingCurrency = coalesce(Currency, CurrencyCode)  // CurrencyCode last as a fallback only\r\n        | extend x_SkuId = coalesce(SkuId, SkuID)\r\n        | extend x_SkuMeterId = coalesce(MeterId, MeterID)\r\n        | extend x_SkuProductId = coalesce(ProductId, ProductID)\r\n        | extend x_SkuTerm = isoMonths(Term)\r\n        | project-rename\r\n            SkuMeter = MeterName,\r\n            x_BaseUnitPrice = BasePrice,\r\n            x_EffectivePeriodEnd = EffectiveEndDate,\r\n            x_EffectivePeriodStart = EffectiveStartDate,\r\n            x_PricingUnitDescription = UnitOfMeasure,\r\n            x_SkuIncludedQuantity = IncludedQuantity,\r\n            x_SkuMeterCategory = MeterCategory,\r\n            x_SkuMeterSubcategory = MeterSubCategory,\r\n            x_SkuMeterType = MeterType,\r\n            x_SkuOfferId = OfferID,\r\n            x_SkuPartNumber = PartNumber,\r\n            x_SkuPriceType = PriceType,\r\n            x_SkuRegion = MeterRegion,\r\n            x_SkuServiceFamily = ServiceFamily,\r\n            x_SkuTier = TierMinimumUnits\r\n        | extend ContractedUnitPrice = iff(x_SkuPriceType != 'SavingsPlan', UnitPrice, real(null))  // UnitPrice for savings plan is not the on-demand unit price\r\n        | extend ListUnitPrice = iff(x_SkuPriceType != 'SavingsPlan', MarketPrice, real(null))  // MarketPrice for savings plan is not the list price\r\n        | extend ChargeCategory = case(\r\n            x_SkuPriceType == 'Consumption', 'Usage',\r\n            x_SkuPriceType == 'ReservedInstance', 'Purchase',\r\n            x_SkuPriceType == 'SavingsPlan', 'Usage',  // Savings plan prices are for committed usage, not the purchase\r\n            ''\r\n        )\r\n        | extend SkuPriceIdv2 = strcat(case(x_SkuPriceType == 'Consumption', 'OD', x_SkuPriceType == 'ReservedInstance', 'RI', x_SkuPriceType == 'SavingsPlan', 'SP', 'XX'), substring(ChargeCategory, 0, 1), x_SkuTerm, '_', x_SkuProductId, '_', x_SkuId, '_', x_SkuMeterType, '_', x_SkuTier, x_SkuOfferId)\r\n        | extend x_BillingAccountId = iff(BillingAccountId startswith '/', split(BillingAccountId, '/')[-1], coalesce(BillingAccountId, EnrollmentNumber))\r\n        | extend x_BillingProfileId = iff(BillingProfileId startswith '/', split(BillingProfileId, '/')[-1], coalesce(BillingProfileId, EnrollmentNumber))\r\n        | extend tmp_SavingsPlanKey = strcat(x_SkuMeterId, x_SkuProductId, x_SkuId, x_SkuTier, x_SkuOfferId)\r\n        //\r\n        // Get latest ingested row based on the unique ID\r\n        | extend x_IngestionTime = ingestion_time()\r\n    );\r\n    //\r\n    // Meters for reservations and savings plans to identify commitment eligibility\r\n    let riMeters = prices | where x_SkuPriceType == 'ReservedInstance' | distinct x_SkuMeterId;\r\n    let spMeters = prices | where x_SkuPriceType == 'SavingsPlan' | distinct x_SkuMeterId;\r\n    //\r\n    // Copy list/base/contracted prices from on-demand SKUs\r\n    prices\r\n    | where x_SkuPriceType == 'SavingsPlan'\r\n    // If we use join, specify the shuffle key\r\n    // TODO: Compare join vs. lookup perf -- | join kind=leftouter hint.strategy=shuffle (prices | where x_SkuPriceType == 'Consumption' | where x_SkuMeterId in (spMeters) | distinct tmp_SavingsPlanKey, ListUnitPrice, ContractedUnitPrice, x_BaseUnitPrice) on tmp_SavingsPlanKey\r\n    | lookup kind=leftouter (prices | where x_SkuPriceType == 'Consumption' | where x_SkuMeterId in (spMeters) | distinct tmp_SavingsPlanKey, ListUnitPrice, ContractedUnitPrice, x_BaseUnitPrice) on tmp_SavingsPlanKey\r\n    | extend ListUnitPrice = coalesce(ListUnitPrice, ListUnitPrice1)\r\n    | extend ContractedUnitPrice = coalesce(ContractedUnitPrice, ContractedUnitPrice1)\r\n    | extend x_BaseUnitPrice = coalesce(x_BaseUnitPrice, x_BaseUnitPrice1)\r\n    | project-away ListUnitPrice1, ContractedUnitPrice1, x_BaseUnitPrice1, tmp_SavingsPlanKey\r\n    | union ((prices | where x_SkuPriceType != 'SavingsPlan'))\r\n    //\r\n    // Set CommitmentDiscountCategory for reuse\r\n    | extend CommitmentDiscountCategory = case(\r\n        x_SkuPriceType == 'ReservedInstance', 'Usage',\r\n        x_SkuPriceType == 'SavingsPlan', 'Spend',\r\n        ''\r\n    )\r\n    //\r\n    // Calculate commitment discount eligibility. FOCUS categorizes a reservation as a\r\n    // \"Usage\" commitment (committed to a quantity of usage) and a savings plan as a \"Spend\"\r\n    // commitment (committed to an amount of money), matching the CommitmentDiscountCategory\r\n    // value this transform assigns, so reservation meters set the usage column and savings plan\r\n    // meters set the spend column.\r\n    // Reservation price rows are excluded from their own eligibility: the column describes what\r\n    // an on-demand charge could be covered by, not the commitment row itself.\r\n    // TODO: Would a join be faster?\r\n    | extend x_CommitmentDiscountSpendEligibility = iff(x_SkuMeterId in (spMeters), 'Eligible', 'Not Eligible')\r\n    | extend x_CommitmentDiscountUsageEligibility = iff(x_SkuMeterId in (riMeters) and x_SkuPriceType != 'ReservedInstance', 'Eligible', 'Not Eligible')\r\n    //\r\n    // TODO: Implement x_CommitmentDiscountNormalizedRatio\r\n    | extend x_CommitmentDiscountNormalizedRatio = real(null)\r\n    //\r\n    // Add PricingUnit and x_PricingBlockSize\r\n    // TODO: Compare join vs. lookup perf -- | join kind=leftouter (PricingUnits) on x_PricingUnitDescription | project-away x_PricingUnitDescription1\r\n    | lookup kind=leftouter (PricingUnits) on x_PricingUnitDescription\r\n    //\r\n    | extend x_EffectiveUnitPrice = iff(x_SkuPriceType == 'SavingsPlan', UnitPrice, real(null))  // Savings plan prices are for the effective price, not the contracted price\r\n    | extend x_EffectiveUnitPriceDiscount = ContractedUnitPrice - x_EffectiveUnitPrice\r\n    | extend x_ContractedUnitPriceDiscount = ListUnitPrice - ContractedUnitPrice\r\n    | extend x_TotalUnitPriceDiscount = ListUnitPrice - x_EffectiveUnitPrice\r\n    | project\r\n        BillingAccountId = tolower(case(\r\n            BillingProfileId startswith '/', BillingProfileId,\r\n            BillingAccountId startswith '/', BillingAccountId,\r\n            strcat('/providers/microsoft.billing/billingaccounts/', x_BillingAccountId, iff(x_BillingProfileId == x_BillingAccountId, '', strcat('/billingprofiles/', x_BillingProfileId)))\r\n        )),\r\n        BillingAccountName = coalesce(BillingProfileName, BillingAccountName, x_BillingProfileId),\r\n        BillingCurrency = coalesce(BillingCurrency, CurrencyCode, Currency),  // Currency last as a fallback only\r\n        ChargeCategory,\r\n        CommitmentDiscountCategory,\r\n        CommitmentDiscountType = case(\r\n            x_SkuPriceType == 'ReservedInstance', 'Reservation',\r\n            x_SkuPriceType == 'SavingsPlan', 'Savings plan',\r\n            ''\r\n        ),\r\n        CommitmentDiscountUnit = case(\r\n            isempty(CommitmentDiscountCategory), '',\r\n            CommitmentDiscountCategory == 'Spend', PricingCurrency,\r\n            CommitmentDiscountCategory == 'Usage' and x_CommitmentDiscountNormalizedRatio == real(1), PricingUnit,\r\n            CommitmentDiscountCategory == 'Usage' and x_CommitmentDiscountNormalizedRatio > real(1), strcat('Normalized ', PricingUnit),\r\n            ''\r\n        ),\r\n        ContractedUnitPrice,\r\n        ListUnitPrice,\r\n        PricingCategory = case(\r\n            x_SkuPriceType == 'Consumption', 'Standard',\r\n            x_SkuPriceType == 'ReservedInstance', 'Standard',  // Reservation purchases are tracked as \"Standard\"\r\n            x_SkuPriceType == 'SavingsPlan', 'Committed',\r\n            ''\r\n        ),\r\n        PricingCurrency,\r\n        PricingUnit,\r\n        SkuId = coalesce(ProductId, ProductID),\r\n        SkuMeter,\r\n        SkuPriceId = strcat(x_SkuProductId, '_', x_SkuId, '_', x_SkuMeterType),\r\n        SkuPriceIdv2,\r\n        x_BaseUnitPrice,\r\n        x_BillingAccountAgreement = case(\r\n            strlen(x_BillingAccountId) > 32, 'MCA',\r\n            strlen(x_BillingAccountId) < 32, 'EA',\r\n            'Unknown'\r\n        ),\r\n        x_BillingAccountId,\r\n        x_BillingProfileId,\r\n        x_CommitmentDiscountNormalizedRatio,\r\n        x_CommitmentDiscountSpendEligibility,\r\n        x_CommitmentDiscountUsageEligibility,\r\n        x_ContractedUnitPriceDiscount,\r\n        x_ContractedUnitPriceDiscountPercent = 1.0 * x_ContractedUnitPriceDiscount / ListUnitPrice * 100,\r\n        x_EffectivePeriodEnd = startofmonth(x_EffectivePeriodEnd + 1h),\r\n        x_EffectivePeriodStart,\r\n        x_EffectiveUnitPrice,\r\n        x_EffectiveUnitPriceDiscount,\r\n        x_EffectiveUnitPriceDiscountPercent = 1.0 * x_EffectiveUnitPriceDiscount / ContractedUnitPrice * 100,\r\n        x_IngestionTime,\r\n        x_PricingBlockSize,\r\n        x_PricingSubcategory = case(\r\n            x_SkuPriceType == 'Consumption' and (x_SkuIncludedQuantity > 0 or x_SkuTier > 0), 'Tiered',\r\n            x_SkuPriceType == 'Consumption', 'Standard',\r\n            x_SkuPriceType == 'ReservedInstance', 'Standard', // Reservation purchases are tracked as \"Standard\"\r\n            x_SkuPriceType == 'SavingsPlan', 'Committed Spend',\r\n            ''\r\n        ),\r\n        x_PricingUnitDescription,\r\n        x_SkuDescription = Product,\r\n        x_SkuId,\r\n        x_SkuIncludedQuantity,\r\n        x_SkuMeterCategory,\r\n        x_SkuMeterId,\r\n        x_SkuMeterSubcategory,\r\n        x_SkuMeterType,\r\n        x_SkuPriceType,\r\n        x_SkuProductId,\r\n        x_SkuRegion,\r\n        x_SkuServiceFamily,\r\n        x_SkuOfferId,\r\n        x_SkuPartNumber,\r\n        x_SkuTerm,\r\n        x_SkuTier,\r\n        x_SourceName = coalesce(x_SourceName, 'Cost Management'),\r\n        x_SourceProvider = coalesce(x_SourceProvider, 'Microsoft'),\r\n        x_SourceType = coalesce(x_SourceType, 'PriceSheet'),\r\n        x_SourceVersion = coalesce(x_SourceVersion, '2023-05-01'),\r\n        x_TotalUnitPriceDiscount,\r\n        x_TotalUnitPriceDiscountPercent = 1.0 * x_TotalUnitPriceDiscount / ListUnitPrice * 100\r\n}\r\n\r\n// Prices_final_v1_2 table\r\n.create-merge table Prices_final_v1_2 (\r\n    BillingAccountId:                     string,\r\n    BillingAccountName:                   string,\r\n    BillingCurrency:                      string,\r\n    ChargeCategory:                       string,\r\n    CommitmentDiscountCategory:           string,\r\n    CommitmentDiscountType:               string,\r\n    CommitmentDiscountUnit:               string,\r\n    ContractedUnitPrice:                  real,\r\n    ListUnitPrice:                        real,\r\n    PricingCategory:                      string,\r\n    PricingCurrency:                      string,    // Azure\r\n    PricingUnit:                          string,\r\n    SkuId:                                string,\r\n    SkuMeter:                             string,    // Azure\r\n    SkuPriceId:                           string,\r\n    SkuPriceIdv2:                         string,    // Hubs add-on\r\n    x_BaseUnitPrice:                      real,      // Azure\r\n    x_BillingAccountAgreement:            string,    // Hubs add-on\r\n    x_BillingAccountId:                   string,    // Azure MCA\r\n    x_BillingProfileId:                   string,    // Azure MCA\r\n    x_CommitmentDiscountNormalizedRatio:  real,      // Hubs add-on\r\n    x_CommitmentDiscountSpendEligibility: string,    // Hubs add-on\r\n    x_CommitmentDiscountUsageEligibility: string,    // Hubs add-on\r\n    x_ContractedUnitPriceDiscount:        real,      // Hubs add-on\r\n    x_ContractedUnitPriceDiscountPercent: real,      // Hubs add-on\r\n    x_EffectivePeriodEnd:                 datetime,  // Azure\r\n    x_EffectivePeriodStart:               datetime,  // Azure\r\n    x_EffectiveUnitPrice:                 real,      // Azure\r\n    x_EffectiveUnitPriceDiscount:         real,      // Hubs add-on\r\n    x_EffectiveUnitPriceDiscountPercent:  real,      // Hubs add-on\r\n    x_IngestionTime:                      datetime,  // Hubs add-on\r\n    x_PricingBlockSize:                   real,      // Hubs add-on\r\n    x_PricingSubcategory:                 string,    // Hubs add-on\r\n    x_PricingUnitDescription:             string,    // Azure\r\n    x_SkuDescription:                     string,    // Azure\r\n    x_SkuId:                              string,    // Azure\r\n    x_SkuIncludedQuantity:                real,      // Azure EA\r\n    x_SkuMeterCategory:                   string,    // Azure\r\n    x_SkuMeterId:                         string,    // Azure\r\n    x_SkuMeterSubcategory:                string,    // Azure\r\n    x_SkuMeterType:                       string,    // Azure\r\n    x_SkuPriceType:                       string,    // Azure\r\n    x_SkuProductId:                       string,    // Azure\r\n    x_SkuRegion:                          string,    // Azure\r\n    x_SkuServiceFamily:                   string,    // Azure\r\n    x_SkuOfferId:                         string,    // Azure EA\r\n    x_SkuPartNumber:                      string,    // Azure EA\r\n    x_SkuTerm:                            int,       // Azure\r\n    x_SkuTier:                            real,      // Azure MCA\r\n    x_SourceName:                         string,    // Hubs add-on\r\n    x_SourceProvider:                     string,    // Hubs add-on\r\n    x_SourceType:                         string,    // Hubs add-on\r\n    x_SourceVersion:                      string,    // Hubs add-on\r\n    x_TotalUnitPriceDiscount:             real,      // Hubs add-on\r\n    x_TotalUnitPriceDiscountPercent:      real       // Hubs add-on\r\n)\r\n\r\n// Update policy for Prices_raw -> Prices_final_v1_2\r\n.alter table Prices_final_v1_2 policy update\r\n```\r\n[{\r\n    \"IsEnabled\": true,\r\n    \"Source\": \"Prices_raw\",\r\n    \"Query\": \"Prices_transform_v1_2()\",\r\n    \"IsTransactional\": true,\r\n    \"PropagateIngestionProperties\": true\r\n}]\r\n```\r\n\r\n\r\n//===| Cost and usage |=================================================================================================\r\n// Supported versions:\r\n// - MS: 1.2-preview, 1.0, 1.0-preview(v1)\r\n//   https://aka.ms/costmgmt/exports/focus\r\n// - AWS: 1.0\r\n//   https://docs.aws.amazon.com/cur/latest/userguide/table-dictionary-focus-1-0-aws-columns.html\r\n// - GCP: Jan-Jun 2024\r\n//   https://cloud.google.com/resources/google-cloud-focus?e=48754805&hl=en\r\n//   Links to (Aug 2024): https://services.google.com/fh/files/misc/focus_guide_v1.pdf\r\n//   See also:\r\n//   - https://cloud.google.com/billing/docs/how-to/export-data-bigquery-tables/standard-usage\r\n//   - https://cloud.google.com/billing/docs/how-to/export-data-bigquery-tables/detailed-usage\r\n// - OCI: 1.0                \r\n//   https://docs.oracle.com/iaas/Content/Billing/Concepts/costusagereportsoverview.htm#costreports__focus-cost-report-schema\r\n//\r\n// Support for non-Azure data is limited to ingestion only. Data is not transformed across versions.\r\n//======================================================================================================================\r\n\r\n// Costs_transform_v1_2 function\r\n.create-or-alter function\r\nwith (docstring='All costs transformed to FOCUS 1.2.', folder='Costs')\r\nCosts_transform_v1_2()\r\n{\r\n    let checkString = (column: string, oldValue: string, newValue: string) {\r\n        iff(oldValue == newValue, dynamic({}), bag_pack(column, oldValue))\r\n    };\r\n    let checkInt = (column: string, oldValue: int, newValue: int) {\r\n        iff(oldValue == newValue, dynamic({}), bag_pack(column, oldValue))\r\n    };\r\n    let checkReal = (column: string, oldValue: real, newValue: real) {\r\n        iff(oldValue == newValue, dynamic({}), bag_pack(column, oldValue))\r\n    };\r\n    // NOTE: All open issues and questions are tracked @ https://github.com/microsoft/finops-toolkit/issues/1111\r\n    Costs_raw\r\n    //\r\n    // Dedupe rows\r\n    | extend x_IngestionTime = ingestion_time()\r\n    | extend x_ChargeId = ''\r\n    // TODO: Consider adding a unique charge ID per row\r\n    // hash_sha256(strcat(\r\n    //     // DO NOT CHANGE COLUMNS OR COLUMN ORDER\r\n    //     // 1. Resource hierarchy (including resource name), highest to lowest\r\n    //     BillingAccountId,\r\n    //     x_InvoiceSectionId,\r\n    //     x_AccountOwnerId,\r\n    //     SubAccountId,\r\n    //     x_ResourceGroupName,\r\n    //     ResourceName,\r\n    //     // 2. Resource details\r\n    //     ResourceId,\r\n    //     RegionId,\r\n    //     Tags,\r\n    //     CommitmentDiscountId,\r\n    //     x_CostCenter,\r\n    //     // 4. Meter details\r\n    //     SkuPriceId,\r\n    //     x_SkuMeterId,\r\n    //     x_SkuPartNumber,\r\n    //     x_SkuOfferId,\r\n    //     x_SkuDetails,\r\n    //     // 5. Date\r\n    //     ChargePeriodStart\r\n    // ))\r\n    //\r\n    // Identify data quality issues\r\n    // TODO: Remove x_SourceChanges in v1_3 (or later)\r\n    | extend x_SourceChanges = trim_end(',', strcat(\r\n        iff(ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId) and ChargeFrequency == 'Usage-Based',                 'InvalidChargeFrequency,',           ''),\r\n        iff(ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId) and EffectiveCost > 0,                                'InvalidEffectiveCost,',             ''),\r\n        iff((isempty(ContractedCost)      or ContractedCost == 0)      and EffectiveCost != 0,                                      'MissingContractedCost,',            ''),\r\n        iff((isempty(ContractedUnitPrice) or ContractedUnitPrice == 0) and x_EffectiveUnitPrice != 0,                               'MissingContractedUnitPrice,',       ''),\r\n        iff(ListCost < ContractedCost,                                                                                              'ListCostLessThanContractedCost,',   ''),\r\n        iff(ContractedCost < EffectiveCost,                                                                                         'ContractedCostLessThanEffectiveCost,', ''),\r\n        iff((isempty(ListCost)            or ListCost == 0)            and (ContractedCost != 0      or EffectiveCost != 0),        'MissingListCost,',                  ''),\r\n        iff((isempty(ListUnitPrice)       or ListUnitPrice == 0)       and (ContractedUnitPrice != 0 or x_EffectiveUnitPrice != 0), 'MissingListUnitPrice,',             ''),\r\n        iff((isnotempty(x_BilledUnitPrice) and x_BilledUnitPrice != 0 and isnotempty(x_EffectiveUnitPrice) and x_EffectiveUnitPrice != 0 and abs(x_BilledUnitPrice - x_EffectiveUnitPrice) < 0.0001)\r\n            or (isnotempty(ContractedUnitPrice) and ContractedUnitPrice != 0 and isnotempty(x_EffectiveUnitPrice) and x_EffectiveUnitPrice != 0 and abs(ContractedUnitPrice - x_EffectiveUnitPrice) < 0.0001),\r\n            'XEffectiveUnitPriceRoundingError,',  ''),\r\n        iff(ConsumedQuantity == 0 and (EffectiveCost != 0 or BilledCost != 0),                                                      'MissingConsumedQuantity,',              ''),\r\n        iff(PricingQuantity == 0 and (EffectiveCost != 0 or BilledCost != 0),                                                       'MissingPricingQuantity,',              ''),\r\n        iff(isempty(ProviderName),                                                                                                  'MissingProviderName,',              ''),\r\n        iff(isempty(PublisherName),                                                                                                 'MissingPublisherName,',             ''),\r\n        iff(ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId) and isempty(ResourceId),                              'MissingResourceId,',                ''),\r\n        iff(ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId) and isempty(ResourceName),                            'MissingResourceName,',              ''),\r\n        iff(ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId) and isempty(ResourceType),                            'MissingResourceType,',              ''),\r\n        iff(BilledCost > 0 and x_BilledUnitPrice == 0,                                                                              'MissingXBilledUnitPrice,',          ''),\r\n        iff(ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId) and isempty(x_ResourceType),                          'MissingXResourceType,',             ''),\r\n        iff(PricingCategory == 'Standard' and isnotempty(CommitmentDiscountId) and ChargeCategory == 'Usage',                       'PricingCategoryShouldBeCommitted,', ''),\r\n        iff(x_SkuTerm == '1Year' or x_SkuTerm == '3Years' or x_SkuTerm == '5Years',                                                 'SkuTermShouldBeAnInteger,',         '')\r\n    ))\r\n    //\r\n    // Backup original prices/costs before the merge\r\n    | extend old_ContractedCost = ContractedCost\r\n    | extend old_ContractedUnitPrice = ContractedUnitPrice\r\n    | extend old_ListCost = ListCost\r\n    | extend old_ListUnitPrice = ListUnitPrice\r\n    | extend old_x_EffectiveUnitPrice = x_EffectiveUnitPrice\r\n    //\r\n    // Fix columns needed in other changes\r\n    | extend old_ProviderName = ProviderName, ProviderName = case(\r\n        isnotempty(ProviderName), ProviderName,\r\n        isnotempty(coalesce(x_CostCategories, x_Discount, x_Operation, x_ServiceCode, x_UsageType)), 'AWS',\r\n        isnotempty(coalesce(tostring(UsageAmount), tostring(x_Cost), x_Credits, x_CostType, tostring(x_CurrencyConversionRate), tostring(x_ExportTime), x_Project, x_ServiceId)), 'GCP',\r\n        isnotempty(coalesce(x_BillingProfileId, x_InvoiceSectionId)), 'Microsoft',\r\n        ''\r\n    )\r\n    //\r\n    // Identify source\r\n    | extend x_SourceName     = coalesce(x_SourceName, iff(isnotempty(x_BillingProfileId), 'Cost Management', ProviderName))\r\n    | extend x_SourceProvider = coalesce(x_SourceProvider, ProviderName)\r\n    | extend x_SourceType     = coalesce(x_SourceType, iff(isnotempty(x_BillingProfileId), 'FocusCost', ''))\r\n    | extend x_SourceVersion  = coalesce(x_SourceVersion, case(\r\n        isnotempty(coalesce(InvoiceId, SkuMeter, PricingCurrency)) and isempty(SkuPriceDetails) and isnotempty(x_SkuDetails), '1.2-preview',\r\n        isnotempty(coalesce(InvoiceId, SkuMeter, PricingCurrency)), '1.2',\r\n        isnotempty(coalesce(ChargeClass, CommitmentDiscountStatus, tostring(ConsumedQuantity), ConsumedUnit, tostring(ContractedCost), tostring(ContractedUnitPrice), RegionId, RegionName)), '1.0',\r\n        isnotempty(coalesce(ChargeSubcategory, Region, tostring(UsageQuantity), UsageUnit)), iff(ProviderName == 'Microsoft', '1.0-preview(v1)', '1.0-preview'),\r\n        ''\r\n    ))\r\n    // Append version check error code\r\n    | extend x_SourceChanges = iff(x_SourceVersion == '1.0', x_SourceChanges,\r\n        strcat(x_SourceChanges, iff(isempty(x_SourceChanges), '', ','), iff(x_SourceVersion == '', 'UnknownFocusVersion', 'LegacyFocusVersion'))\r\n    )\r\n    //\r\n    // Handle provider columns that moved to FOCUS -- After version detection, which must only see what the export delivered (backfilling x_PricingCurrency first would make FOCUS 1.0 look like 1.2)\r\n    | extend PricingCurrency = coalesce(PricingCurrency, x_PricingCurrency)\r\n    //\r\n    // Fix quantities\r\n    | extend old_PricingQuantity = PricingQuantity, PricingQuantity = case(\r\n        PricingQuantity != 0 or (EffectiveCost == 0 and BilledCost == 0), PricingQuantity,\r\n        PricingQuantity == 0 and isnotempty(BilledCost) and BilledCost != 0 and isnotempty(x_BilledUnitPrice) and x_BilledUnitPrice != 0, BilledCost / x_BilledUnitPrice,\r\n        PricingQuantity == 0 and isnotempty(BilledCost) and BilledCost != 0 and isnotempty(x_BilledUnitPrice) and x_BilledUnitPrice != 0, BilledCost / x_BilledUnitPrice,\r\n        PricingQuantity == 0 and isnotempty(EffectiveCost) and EffectiveCost != 0 and isnotempty(x_EffectiveUnitPrice) and x_EffectiveUnitPrice != 0, EffectiveCost / x_EffectiveUnitPrice,\r\n        PricingQuantity\r\n    )\r\n    | extend old_ConsumedQuantity = ConsumedQuantity, ConsumedQuantity = case(\r\n        isnotempty(ConsumedQuantity) and ConsumedQuantity != 0, ConsumedQuantity,\r\n        ChargeCategory == 'Usage', PricingQuantity / coalesce(x_PricingBlockSize, real(1)),\r\n        ConsumedQuantity\r\n    )\r\n    //\r\n    // Populate missing prices -- mapping to on-demand prices requires meter ID; offer ID is EA-only, so rows without one are recovered only when they are reservation usage (CommitmentDiscountCategory == 'Usage')\r\n    | extend tmp_MissingPrices = ProviderName == 'Microsoft'\r\n        and (isempty(ListUnitPrice) or isempty(ContractedUnitPrice) or ListUnitPrice == 0 or ContractedUnitPrice == 0)\r\n        and x_EffectiveUnitPrice != 0\r\n        and not(CommitmentDiscountCategory == 'Spend' and CommitmentDiscountStatus == 'Unused')\r\n        and isnotempty(x_SkuMeterId)\r\n        and (isnotempty(x_SkuOfferId) or CommitmentDiscountCategory == 'Usage')\r\n    | as allCosts\r\n    | where tmp_MissingPrices\r\n    | extend tmp_ReservationPriceLookupKey = tolower(strcat(x_BillingProfileId, substring(ChargePeriodStart, 0, 7), x_SkuMeterId, x_SkuOfferId))\r\n    | as costsWithMissingPrices\r\n    | join kind=leftouter (\r\n        Prices_final_v1_2\r\n        | extend tmp_ReservationPriceLookupKey = tolower(strcat(x_BillingProfileId, substring(x_EffectivePeriodStart, 0, 7), x_SkuMeterId, x_SkuOfferId))\r\n        | where x_SkuPriceType == 'Consumption' and tmp_ReservationPriceLookupKey in ((costsWithMissingPrices | summarize by tmp_ReservationPriceLookupKey))\r\n        // When duplicate price rows collapse under one lookup key, use the highest on-demand price as the savings baseline; min() can pick an anomalously low row and underreport savings\r\n        | summarize ListUnitPrice = max(ListUnitPrice), ContractedUnitPrice = max(ContractedUnitPrice) by tmp_ReservationPriceLookupKey, x_PricingBlockSize, PricingUnit\r\n    ) on tmp_ReservationPriceLookupKey\r\n    //\r\n    // Select the best price to use for each row\r\n    | extend x_EffectiveUnitPrice = case(\r\n        // If price is a rounding error away from the billed price, use the billed price\r\n        isnotempty(x_BilledUnitPrice) and x_BilledUnitPrice != 0 and isnotempty(x_EffectiveUnitPrice) and x_EffectiveUnitPrice != 0 and abs(x_BilledUnitPrice - x_EffectiveUnitPrice) < 0.0001, x_BilledUnitPrice,\r\n        // If price is a rounding error away from the contracted price, use the contracted price\r\n        isnotempty(ContractedUnitPrice) and ContractedUnitPrice != 0 and isnotempty(x_EffectiveUnitPrice) and x_EffectiveUnitPrice != 0 and abs(ContractedUnitPrice - x_EffectiveUnitPrice) < 0.0001, ContractedUnitPrice,\r\n        x_EffectiveUnitPrice\r\n    )\r\n    | extend ContractedUnitPrice = case(\r\n        // If price is already correct, keep that\r\n        (isnotempty(ContractedUnitPrice) and ContractedUnitPrice != 0) or (EffectiveCost == 0 and BilledCost == 0), ContractedUnitPrice,\r\n        // If both prices use the same scale, use the new one\r\n        PricingUnit == PricingUnit1 and x_PricingBlockSize == x_PricingBlockSize1, ContractedUnitPrice1 * x_BillingExchangeRate,\r\n        // If prices are the same unit but not the same scale, use the new one but correct the scale\r\n        PricingUnit == PricingUnit1 and x_PricingBlockSize != x_PricingBlockSize1 and isnotempty(x_PricingBlockSize) and isnotempty(x_PricingBlockSize1), ContractedUnitPrice1 * x_BillingExchangeRate / x_PricingBlockSize1 * x_PricingBlockSize,\r\n        // If billed price is available, assume the billed price is the same as contracted price to support aggregations\r\n        isnotempty(x_BilledUnitPrice) and x_BilledUnitPrice != 0, x_EffectiveUnitPrice,\r\n        // Otherwise, assume the effective price is the same as contracted price to support aggregations\r\n        x_EffectiveUnitPrice\r\n    )\r\n    | extend ListUnitPrice = case(\r\n        // If price is already correct, keep that\r\n        (isnotempty(ListUnitPrice) and ListUnitPrice != 0) or (EffectiveCost == 0 and BilledCost == 0), ListUnitPrice,\r\n        // If both prices use the same scale, use the new one\r\n        PricingUnit == PricingUnit1 and x_PricingBlockSize == x_PricingBlockSize1, ListUnitPrice1 * x_BillingExchangeRate,\r\n        // If prices are the same unit but not the same scale, use the new one but correct the scale\r\n        PricingUnit == PricingUnit1 and x_PricingBlockSize != x_PricingBlockSize1 and isnotempty(x_PricingBlockSize) and isnotempty(x_PricingBlockSize1), ListUnitPrice1 * x_BillingExchangeRate / x_PricingBlockSize1 * x_PricingBlockSize,\r\n        // Otherwise, assume the contracted price is the same as list price to support aggregations\r\n        ContractedUnitPrice\r\n    )\r\n    // Calculate missing costs based on new prices -- If cost is already correct, keep that; if not and price is available, recalculate the cost; otherwise, keep the existing cost\r\n    | extend ContractedCost = case(\r\n        // If not set or there's no cost, keep the original value\r\n        (isnotempty(ContractedCost) and ContractedCost != 0) or (EffectiveCost == 0 and BilledCost == 0), ContractedCost,\r\n        // ContractedCost is 0 in all other scenarios...\r\n        // If 0 and there's a billed cost and prices are the same, use BilledCost\r\n        isnotempty(BilledCost)    and BilledCost    != 0 and ContractedUnitPrice == x_BilledUnitPrice,    BilledCost,\r\n        // If 0 and there's a billed cost and prices are the same, use EffectiveCost\r\n        isnotempty(EffectiveCost) and EffectiveCost != 0 and ContractedUnitPrice == x_EffectiveUnitPrice, EffectiveCost,\r\n        // If 0 and there's a price, calculate the cost based on the price\r\n        isnotempty(ContractedUnitPrice) and ContractedUnitPrice != 0, ContractedUnitPrice * PricingQuantity,\r\n        // If 0 and there's no price, assume EffectiveCost\r\n        isempty(ContractedUnitPrice) or ContractedUnitPrice == 0, EffectiveCost,\r\n        // Fall back to the original value for any unhandled scenarios\r\n        ContractedCost\r\n    )\r\n    | extend ListCost = case(\r\n        // If not set or there's no cost, keep the original value\r\n        (isnotempty(ListCost) and ListCost != 0) or (EffectiveCost == 0 and BilledCost == 0), ListCost,\r\n        // ListCost is 0 in all other scenarios...\r\n        // If 0 and there's a contracted cost and prices are the same, use ContractedCost\r\n        isnotempty(ContractedCost) and ContractedCost != 0 and ListUnitPrice == ContractedUnitPrice, ContractedCost,\r\n        // If 0 and there's a price, calculate the cost based on the price\r\n        isnotempty(ListUnitPrice) and ListUnitPrice != 0, ListUnitPrice * PricingQuantity,\r\n        // If 0 and there's no price, assume ContractedCost\r\n        isempty(ListUnitPrice) or ListUnitPrice == 0, ContractedCost,\r\n        // Fall back to the original value for any unhandled scenarios\r\n        ListCost\r\n    )\r\n    // Merge the rest of the unmodified cost records and remove excess columns\r\n    | union (allCosts | where not(tmp_MissingPrices))\r\n    | project-away x_PricingBlockSize1, PricingUnit1, ListUnitPrice1, ContractedUnitPrice1, tmp_MissingPrices, tmp_ReservationPriceLookupKey, tmp_ReservationPriceLookupKey1\r\n    //\r\n    | extend SkuPriceDetails = parse_json(SkuPriceDetails)\r\n    | extend Tags = parse_json(Tags)\r\n    | extend x_SkuDetails = parse_json(x_SkuDetails)\r\n    //\r\n    // Handle FOCUS 1.0-preview\r\n    | extend old_ChargeSubcategory = ChargeSubcategory\r\n    | extend old_ChargeCategory = ChargeCategory, ChargeCategory = case(\r\n        // Handle FOCUS 1.0-preview ChargeSubcategory\r\n        ChargeSubcategory == 'Credit', 'Credit',\r\n        ChargeSubcategory == 'Refund', 'Purchase',  // We are assuming purchase refunds since we don't have data to indicate usage refunds\r\n        ChargeCategory\r\n    )\r\n    | extend old_ChargeClass = ChargeClass, ChargeClass = case(ChargeSubcategory == 'Refund', 'Correction', ChargeClass)\r\n    //\r\n    // Populate CapacityReservationId when not specified\r\n    | extend CapacityReservationId = coalesce(CapacityReservationId, tostring(coalesce(x_SkuDetails.VMCapacityReservationId, SkuPriceDetails.VMCapacityReservationId, SkuPriceDetails.x_VMCapacityReservationId)))\r\n    | extend old_CapacityReservationStatus = CapacityReservationStatus, CapacityReservationStatus = case(\r\n        isempty(CapacityReservationId), '',\r\n        isnotempty(CapacityReservationStatus), CapacityReservationStatus,\r\n        x_ResourceType =~ 'microsoft.compute/capacityreservationgroups/capacityreservations', 'Unused',\r\n        'Used'\r\n    )\r\n    //\r\n    // BUG: ChargeFrequency shows \"Usage-Based\" for monthly recurring savings plan purchases\r\n    | extend old_ChargeFrequency = ChargeFrequency, ChargeFrequency = iff(ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId) and ChargeFrequency == 'Usage-Based' and ProviderName == 'Microsoft' and x_SourceVersion startswith '1.0', 'Recurring', ChargeFrequency)\r\n    //\r\n    // Commitment discounts\r\n    | extend x_CommitmentDiscountNormalizedRatio = case(\r\n        // Calculate from CommitmentDiscountQuantity, if specified\r\n        isnotempty(CommitmentDiscountQuantity) and CommitmentDiscountQuantity != 0, CommitmentDiscountQuantity / PricingQuantity / coalesce(x_PricingBlockSize, real(1)),\r\n        // Not applicable\r\n        isempty(CommitmentDiscountStatus), real(null),\r\n        // Parse from SKU details if not specified explicitly\r\n        toreal(coalesce(x_SkuDetails.RINormalizationRatio, SkuPriceDetails.RINormalizationRatio, SkuPriceDetails.x_RINormalizationRatio, dynamic(1)))\r\n    )\r\n    | extend old_CommitmentDiscountQuantity = CommitmentDiscountQuantity, CommitmentDiscountQuantity = case(\r\n        // FOCUS 1.2\r\n        isnotempty(CommitmentDiscountQuantity), CommitmentDiscountQuantity,\r\n        // FOCUS 1.0-preview, 1.0\r\n        isempty(CommitmentDiscountStatus), real(null),\r\n        CommitmentDiscountCategory == 'Spend', EffectiveCost / coalesce(x_BillingExchangeRate, real(1)),\r\n        CommitmentDiscountCategory == 'Usage' and isnotempty(x_CommitmentDiscountNormalizedRatio), PricingQuantity / coalesce(x_PricingBlockSize, real(1)) * x_CommitmentDiscountNormalizedRatio,\r\n        real(null)\r\n    )\r\n    | extend old_CommitmentDiscountUnit = CommitmentDiscountUnit, CommitmentDiscountUnit = case(\r\n        // FOCUS 1.2\r\n        isnotempty(CommitmentDiscountUnit), CommitmentDiscountUnit,\r\n        // FOCUS 1.0\r\n        isempty(CommitmentDiscountQuantity), '',\r\n        CommitmentDiscountCategory == 'Spend', PricingCurrency,\r\n        CommitmentDiscountCategory == 'Usage' and x_CommitmentDiscountNormalizedRatio == real(1), ConsumedUnit,\r\n        CommitmentDiscountCategory == 'Usage' and x_CommitmentDiscountNormalizedRatio > real(1), strcat('Normalized ', ConsumedUnit),\r\n        ''\r\n    )\r\n    | extend old_CommitmentDiscountStatus = CommitmentDiscountStatus, CommitmentDiscountStatus = case(\r\n        // FOCUS 1.0+\r\n        isnotempty(CommitmentDiscountStatus), CommitmentDiscountStatus,\r\n        // FOCUS 1.0-preview\r\n        ChargeSubcategory == 'Used Commitment', 'Used',\r\n        ChargeSubcategory == 'Unused Commitment', 'Unused',\r\n        ''\r\n    )\r\n    | extend x_CommitmentDiscountUtilizationPotential = case(\r\n        ChargeCategory == 'Purchase', real(0),\r\n        ProviderName == 'Microsoft' and isnotempty(CommitmentDiscountCategory), EffectiveCost,\r\n        CommitmentDiscountCategory == 'Usage', ConsumedQuantity,\r\n        CommitmentDiscountCategory == 'Spend', EffectiveCost,\r\n        real(0)\r\n    )\r\n    | extend x_CommitmentDiscountUtilizationAmount = iff(CommitmentDiscountStatus == 'Used', x_CommitmentDiscountUtilizationPotential, real(0))\r\n    //\r\n    // Pricing\r\n    | extend old_x_AmortizationClass = x_AmortizationClass, x_AmortizationClass = case(\r\n        // FOCUS 1.2\r\n        isnotempty(x_AmortizationClass), x_AmortizationClass,\r\n        // FOCUS 1.0-preview+\r\n        ChargeCategory == 'Purchase' and (ResourceId has '/microsoft.capacity/reservationorders/' or ResourceId has '/microsoft.billingbenefits/savingsplanorders/'), 'Principal',\r\n        ChargeCategory == 'Usage' and isnotempty(CommitmentDiscountId) and isnotempty(CommitmentDiscountStatus), 'Amortized Charge',\r\n        ''\r\n    )\r\n    | extend old_PricingCategory = PricingCategory, PricingCategory = case(\r\n        // FOCUS 1.0+\r\n        isnotempty(PricingCategory), PricingCategory,\r\n        // FOCUS 1.0-preview\r\n        PricingCategory == 'On-Demand', 'Standard',\r\n        PricingCategory == 'Commitment-Based', 'Committed',\r\n        ''\r\n    )\r\n    //\r\n    // Commitment discount utilization\r\n    | extend x_CommitmentDiscountUtilizationPotential = case(\r\n        ChargeCategory == 'Purchase', real(0),\r\n        ProviderName == 'Microsoft' and isnotempty(CommitmentDiscountCategory), EffectiveCost,\r\n        CommitmentDiscountCategory == 'Usage', ConsumedQuantity,\r\n        CommitmentDiscountCategory == 'Spend', EffectiveCost,\r\n        real(0)\r\n    )\r\n    | extend x_CommitmentDiscountUtilizationAmount = iff(CommitmentDiscountStatus == 'Used', x_CommitmentDiscountUtilizationPotential, real(0))\r\n    //\r\n    // BUG: Fix ContractedCost that has bad values\r\n    | extend ContractedCost = iff(ProviderName == 'Microsoft' and isnotempty(PricingQuantity) and isnotempty(x_PricingBlockSize) and isnotempty(ContractedUnitPrice) and (isempty(ContractedCost) or abs(ContractedCost - ContractedUnitPrice * PricingQuantity) >= 0.0001), ContractedUnitPrice * PricingQuantity, ContractedCost)\r\n    //\r\n    // Handle FOCUS 1.0-preview UsageQuantity/Unit\r\n    | extend ConsumedQuantity = iff(ChargeCategory == 'Usage', coalesce(ConsumedQuantity, UsageQuantity, UsageAmount), real(null))\r\n    | extend old_ConsumedUnit = ConsumedUnit, ConsumedUnit = iff(ChargeCategory == 'Usage' and isnotempty(ConsumedQuantity), coalesce(ConsumedUnit, UsageUnit, 'Units'), '')\r\n    //\r\n    // Convert IDs to lowercase for consistency\r\n    | extend BillingAccountId = tolower(BillingAccountId)\r\n    | extend CommitmentDiscountId = tolower(CommitmentDiscountId)\r\n    //\r\n    // BUG: Remove EffectiveCost for commitment discount purchases\r\n    | extend old_EffectiveCost = EffectiveCost, EffectiveCost = iff(ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId), real(0), EffectiveCost)\r\n    | extend old_x_EffectiveCostInUsd = x_EffectiveCostInUsd, x_EffectiveCostInUsd = iff(ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId), real(0), x_EffectiveCostInUsd)\r\n    //\r\n    // Clean up resource columns\r\n    | extend old_ResourceId = ResourceId, ResourceId = case(\r\n        isnotempty(ResourceId), ResourceId,\r\n        ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId), CommitmentDiscountId,\r\n        ResourceId\r\n    )\r\n    | extend old_ResourceName = ResourceName, ResourceName = tolower(case(\r\n        isnotempty(ResourceName), ResourceName,\r\n        ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountName), CommitmentDiscountName,\r\n        isnotempty(ResourceId), parse_resourceid(ResourceId).ResourceName,\r\n        ResourceName\r\n    ))\r\n    | extend old_x_ResourceType = x_ResourceType, x_ResourceType = case(\r\n        isnotempty(x_ResourceType), x_ResourceType,\r\n        isnotempty(ResourceId), parse_resourceid(ResourceId).x_ResourceType,\r\n        x_ResourceType\r\n    )\r\n    | extend old_ResourceType = ResourceType, ResourceType = case(\r\n        // Use existing resource type display name unless it's an internal resource type ID\r\n        isnotempty(ResourceType) and ResourceType !~ x_ResourceType and ResourceType !has '/', ResourceType,\r\n        // Use CommitmentDiscountType for commitment discount purchases\r\n        ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountType), CommitmentDiscountType,\r\n        // Look up display name from internal type\r\n        isnotempty(x_ResourceType), coalesce(tostring(resource_type(x_ResourceType).SingularDisplayName), ResourceType, x_ResourceType),\r\n        ResourceType\r\n    )\r\n    //\r\n    // Handle missing values\r\n    | extend old_PublisherName = PublisherName, PublisherName = case(PublisherName == 'Microsoft Corporation', 'Microsoft', isnotempty(PublisherName), PublisherName, x_PublisherCategory == 'Cloud Provider', ProviderName, '')\r\n    //\r\n    // Handle FOCUS 1.0-preview Region column\r\n    | extend old_Region = Region\r\n    | extend old_RegionId = RegionId, RegionId = coalesce(RegionId, iff(ProviderName == 'Microsoft', replace_string(tolower(Region), ' ', ''), Region))\r\n    | extend RegionName = coalesce(RegionName, Region)\r\n    //\r\n    // SKU properties\r\n    | extend x_SkuCoreCount = toint(coalesce(SkuPriceDetails.CoreCount, SkuPriceDetails.x_VCPUs, x_SkuDetails.VCPUs, SkuPriceDetails.x_VCores, x_SkuDetails.VCores, SkuPriceDetails.x_vCores, x_SkuDetails.vCores))\r\n    | extend x_SkuInstanceType = tostring(coalesce(SkuPriceDetails.InstanceType, SkuPriceDetails.x_ServiceType, x_SkuDetails.ServiceType, SkuPriceDetails.x_ServerSku, x_SkuDetails.ServerSku))\r\n    | extend x_SkuOperatingSystem = case(\r\n        isnotempty(SkuPriceDetails.OperatingSystem), SkuPriceDetails.OperatingSystem,\r\n        coalesce(SkuPriceDetails.x_ImageType, x_SkuDetails.ImageType) == 'Canonical', 'Linux',\r\n        coalesce(SkuPriceDetails.x_ImageType, x_SkuDetails.ImageType) == 'Windows Server BYOL', 'Windows Server',\r\n        x_SkuMeterSubcategory endswith ' Series Windows', 'Windows Server',\r\n        coalesce(SkuPriceDetails.x_ImageType, x_SkuDetails.ImageType)\r\n    )\r\n    | extend x_ConsumedCoreHours = iff(ConsumedUnit == 'Hours' and isnotempty(x_SkuCoreCount), x_SkuCoreCount * ConsumedQuantity, real(null))\r\n    | extend SkuPriceDetails = case(\r\n        // FOCUS 1.2\r\n        isnotempty(SkuPriceDetails), SkuPriceDetails,\r\n        // FOCUS 1.0-preview, 1.0\r\n        parse_json(replace_regex(replace_regex(replace_regex(replace_regex(replace_regex(replace_regex(tostring(x_SkuDetails)\r\n            // Prefix all keys with x_ first to avoid double-prefixing\r\n            , @'([\\{,])\"', @'\\1\"x_')\r\n            // CoreCount for number of CPUs/vCPUs/cores/vCores\r\n            , @'\"x_(VCPUs|VCores|vCores)\":', @'\"CoreCount\":')\r\n            // TODO: DiskMaxIops for disk I/O operations per second (IOPS)\r\n            // TODO: DiskSpace for disk size in GiB\r\n            // TODO: DiskType for the kind of disk (e.g., SSD, HDD, NVMe)\r\n            // TODO: GpuCount for the number of GPUs\r\n            // InstanceType for the resource size/SKU (e.g., ArmSkuName)\r\n            , @'\"x_(ServerSku|ServiceType)\":', @'\"InstanceType\":')\r\n            // TODO: InstanceSeries for the size family/series\r\n            // TODO: MemorySize for the RAM in GiB\r\n            // TODO: NetworkMaxIops for network I/O operations per second (IOPS)\r\n            // TODO: NetworkMaxThroughput for network max throughput for data transfer in Mbps\r\n            // OperatingSystem for the OS name\r\n            , @'(\"x_ImageType\":\"Canonical\")', @'\\1,\"OperatingSystem\":\"Linux\"')\r\n            , @'(\"x_ImageType\":\"Windows Server( BYOL)?\")', @'\\1,\"OperatingSystem\":\"Windows Server\"')\r\n            , @'(\"x_ImageType\":(\"[^\"]+\"))', @'\\1,\"OperatingSystem\":\\2')\r\n            // TODO: Redundancy for the level of redundancy (e.g., Local, Zonal, Global)\r\n            // TODO: StorageClass for the tier of storage (e.g., Hot, Archive, Nearline)\r\n        )\r\n    )\r\n    | extend SkuPriceDetails = iff(isempty(SkuPriceDetails.OperatingSystem) and isnotempty(x_SkuOperatingSystem),\r\n        parse_json(replace_string(tostring(SkuPriceDetails), '}', strcat(@',\"OperatingSystem\":\"', x_SkuOperatingSystem, '\"}'))),\r\n        SkuPriceDetails)\r\n    //\r\n    // Azure Hybrid Benefit\r\n    | extend tmp_SqlAhb = tolower(coalesce(x_SkuDetails.AHB, SkuPriceDetails.x_AHB))\r\n    | extend x_SkuLicenseType = case(\r\n        ChargeCategory != 'Usage', '',\r\n        x_SkuMeterCategory in ('Virtual Machines', 'Virtual Machine Licenses') and (x_SkuMeterSubcategory has 'Windows' or coalesce(SkuPriceDetails.x_ImageType, x_SkuDetails.ImageType) == 'Windows Server BYOL'), 'Windows Server',\r\n        isnotempty(tmp_SqlAhb) or x_SkuMeterSubcategory == 'SQL Server Azure Hybrid Benefit', 'SQL Server',\r\n        ''\r\n    )\r\n    | extend x_SkuLicenseStatus = case(\r\n        isempty(x_SkuLicenseType), '',\r\n        coalesce(SkuPriceDetails.x_ImageType, x_SkuDetails.ImageType) == 'Windows Server BYOL' or tmp_SqlAhb == 'true' or x_SkuMeterSubcategory has 'Azure Hybrid Benefit', 'Enabled',\r\n        (x_SkuMeterSubcategory has 'Windows') or tmp_SqlAhb == 'false', 'Not Enabled',\r\n        ''\r\n    )\r\n    | extend x_SkuLicenseQuantity = case(\r\n        isempty(x_SkuCoreCount) or isempty(x_SkuLicenseType), int(null),\r\n        x_SkuCoreCount <= 8, int(8),\r\n        x_SkuCoreCount > 8, x_SkuCoreCount,\r\n        int(null)\r\n    )\r\n    | extend x_SkuLicenseUnit = iff(isnotempty(x_SkuLicenseQuantity), 'Cores', '')\r\n    //\r\n    // Savings\r\n    | extend x_CommitmentDiscountSavings = iff(isempty(ContractedCost)      or ContractedCost      == 0 or ContractedCost      - EffectiveCost         < 0.0001, real(0), ContractedCost - EffectiveCost)\r\n    | extend x_NegotiatedDiscountSavings = iff(isempty(ListCost)            or ListCost            == 0 or ListCost            - ContractedCost        < 0.0001, real(0), ListCost - ContractedCost)\r\n    | extend x_TotalSavings              = iff(isempty(ListCost)            or ListCost            == 0 or ListCost            - EffectiveCost         < 0.0001, real(0), ListCost - EffectiveCost)\r\n    | extend x_CommitmentDiscountPercent = iff(isempty(ContractedUnitPrice) or ContractedUnitPrice == 0 or ContractedUnitPrice - x_EffectiveUnitPrice  < 0.0001, real(0), (ContractedUnitPrice - x_EffectiveUnitPrice) / ContractedUnitPrice)\r\n    | extend x_NegotiatedDiscountPercent = iff(isempty(ListUnitPrice)       or ListUnitPrice       == 0 or ListUnitPrice       - ContractedUnitPrice   < 0.0001, real(0), (ListUnitPrice - ContractedUnitPrice) / ListUnitPrice)\r\n    | extend x_TotalDiscountPercent      = iff(isempty(ListUnitPrice)       or ListUnitPrice       == 0 or ListUnitPrice       - x_EffectiveUnitPrice  < 0.0001, real(0), (ListUnitPrice - x_EffectiveUnitPrice) / ListUnitPrice)\r\n    //\r\n    // Minor fixes\r\n    | extend old_BillingPeriodEnd = BillingPeriodEnd, BillingPeriodEnd = startofmonth(BillingPeriodEnd)\r\n    | extend old_BillingPeriodStart = BillingPeriodStart, BillingPeriodStart = startofmonth(BillingPeriodStart)\r\n    //\r\n    // Sort columns and apply final transforms\r\n    | project\r\n        AvailabilityZone,\r\n        BilledCost,\r\n        BillingAccountId,\r\n        BillingAccountName,\r\n        BillingAccountType,\r\n        BillingCurrency,\r\n        BillingPeriodEnd,\r\n        BillingPeriodStart,\r\n        CapacityReservationId,\r\n        CapacityReservationStatus,\r\n        ChargeCategory,\r\n        ChargeClass,\r\n        ChargeDescription,\r\n        ChargeFrequency,\r\n        ChargePeriodEnd,\r\n        ChargePeriodStart,\r\n        CommitmentDiscountCategory,\r\n        CommitmentDiscountId,\r\n        CommitmentDiscountName,\r\n        CommitmentDiscountQuantity,\r\n        CommitmentDiscountStatus,\r\n        CommitmentDiscountType,\r\n        CommitmentDiscountUnit,\r\n        ConsumedQuantity,\r\n        ConsumedUnit,\r\n        ContractedCost = coalesce(ContractedCost, x_OnDemandCost, x_Cost),\r\n        ContractedUnitPrice = coalesce(ContractedUnitPrice, x_OnDemandUnitPrice),\r\n        EffectiveCost,\r\n        InvoiceId = coalesce(InvoiceId, x_InvoiceId),\r\n        InvoiceIssuerName,\r\n        ListCost,\r\n        ListUnitPrice,\r\n        PricingCategory,\r\n        PricingCurrency = coalesce(PricingCurrency, x_PricingCurrency),\r\n        PricingQuantity,\r\n        PricingUnit,\r\n        ProviderName,\r\n        PublisherName,\r\n        RegionId,\r\n        RegionName,\r\n        ResourceId,\r\n        ResourceName,\r\n        ResourceType,\r\n        ServiceCategory,\r\n        ServiceName,\r\n        ServiceSubcategory,  // TODO: Populate ServiceSubcategory from ServiceName when missing\r\n        SkuId,\r\n        SkuMeter = coalesce(SkuMeter, x_SkuMeterName),\r\n        SkuPriceDetails,\r\n        SkuPriceId,\r\n        SubAccountId,\r\n        SubAccountName = iff(isempty(SubAccountId), '', SubAccountName),\r\n        SubAccountType,\r\n        Tags,\r\n        x_AccountId      = iff(x_AccountId == '-2', '', x_AccountId),\r\n        x_AccountName    = iff(x_AccountId == '-2', '', x_AccountName),\r\n        x_AccountOwnerId = iff(x_AccountId == '-2', '', x_AccountOwnerId),\r\n        x_AmortizationClass,\r\n        x_BilledCostInUsd,\r\n        x_BilledUnitPrice,\r\n        x_BillingAccountAgreement = case(\r\n            ProviderName == 'Microsoft' and x_BillingAccountId == x_BillingProfileId, 'EA',\r\n            ProviderName == 'Microsoft' and x_BillingAccountId != x_BillingProfileId, 'MCA',\r\n            ProviderName\r\n        ),\r\n        x_BillingAccountId,\r\n        x_BillingAccountName,\r\n        x_BillingExchangeRate,\r\n        x_BillingExchangeRateDate,\r\n        x_BillingItemCode,\r\n        x_BillingItemName,\r\n        x_BillingProfileId,\r\n        x_BillingProfileName,\r\n        x_ChargeId,\r\n        x_CommitmentDiscountNormalizedRatio,\r\n        x_CommitmentDiscountPercent,\r\n        x_CommitmentDiscountSavings,\r\n        x_CommitmentDiscountSpendEligibility = '',  // TODO: Add x_CommitmentDiscountSpendEligibility for Costs\r\n        x_CommitmentDiscountUsageEligibility = '',  // TODO: Add x_CommitmentDiscountUsageEligibility for Costs\r\n        x_CommitmentDiscountUtilizationAmount,\r\n        x_CommitmentDiscountUtilizationPotential,\r\n        x_CommodityCode,\r\n        x_CommodityName,\r\n        x_ComponentName,\r\n        x_ComponentType,\r\n        x_ConsumedCoreHours,\r\n        x_ContractedCostInUsd = coalesce(x_ContractedCostInUsd, x_OnDemandCostInUsd),\r\n        x_CostAllocationRuleName,\r\n        x_CostCategories = parse_json(x_CostCategories),\r\n        x_CostCenter,\r\n        x_CostType,\r\n        x_Credits = parse_json(x_Credits),\r\n        x_CurrencyConversionRate,\r\n        x_CustomerId,\r\n        x_CustomerName,\r\n        x_Discount = parse_json(x_Discount),\r\n        x_EffectiveCostInUsd,\r\n        x_EffectiveUnitPrice,\r\n        x_ExportTime,\r\n        x_IngestionTime,\r\n        x_InstanceID,\r\n        x_InvoiceIssuerId,\r\n        x_InvoiceSectionId = case(\r\n            x_InvoiceSectionId == '-2', '',\r\n            x_InvoiceSectionId\r\n        ),\r\n        x_InvoiceSectionName = case(\r\n            x_InvoiceSectionName == 'Unassigned', '',\r\n            x_InvoiceSectionName\r\n        ),\r\n        x_ListCostInUsd,\r\n        x_Location,\r\n        x_NegotiatedDiscountPercent,\r\n        x_NegotiatedDiscountSavings,\r\n        x_Operation,\r\n        x_OwnerAccountID,\r\n        x_PartnerCreditApplied,\r\n        x_PartnerCreditRate,\r\n        x_PricingBlockSize,\r\n        x_PricingSubcategory,\r\n        x_PricingUnitDescription = iff(x_PricingUnitDescription == 'Unassigned', '', x_PricingUnitDescription),\r\n        x_Project,\r\n        x_PublisherCategory,\r\n        x_PublisherId,\r\n        x_ResellerId,\r\n        x_ResellerName,\r\n        x_ResourceGroupName = tolower(x_ResourceGroupName),\r\n        x_ResourceType,\r\n        x_ServiceCode,\r\n        x_ServiceId,\r\n        x_ServiceModel,  // TODO: Populate from ServiceName when missing\r\n        x_ServicePeriodEnd,\r\n        x_ServicePeriodStart,\r\n        x_SkuCoreCount,\r\n        x_SkuDescription,\r\n        x_SkuDetails,\r\n        x_SkuInstanceType,\r\n        x_SkuIsCreditEligible,\r\n        x_SkuLicenseQuantity,\r\n        x_SkuLicenseStatus,\r\n        x_SkuLicenseType,\r\n        x_SkuLicenseUnit,\r\n        x_SkuMeterCategory,\r\n        x_SkuMeterId,\r\n        x_SkuMeterSubcategory,\r\n        x_SkuOfferId,\r\n        x_SkuOperatingSystem,\r\n        x_SkuOrderId,\r\n        x_SkuOrderName,\r\n        x_SkuPartNumber,\r\n        x_SkuPlanName,\r\n        x_SkuRegion,\r\n        x_SkuServiceFamily,\r\n        x_SkuTerm,\r\n        x_SkuTier,\r\n        x_SourceChanges,\r\n        x_SourceName,\r\n        x_SourceProvider,\r\n        x_SourceType,\r\n        x_SourceValues = bag_merge(\r\n            checkString('BillingPeriodEnd',           old_BillingPeriodEnd,           BillingPeriodEnd),\r\n            checkString('BillingPeriodStart',         old_BillingPeriodStart,         BillingPeriodStart),\r\n            checkString('CapacityReservationStatus',  old_CapacityReservationStatus,  CapacityReservationStatus),\r\n            checkString('ChargeCategory',             old_ChargeCategory,             ChargeCategory),\r\n            checkString('ChargeClass',                old_ChargeClass,                ChargeClass),\r\n            checkString('ChargeSubcategory',          old_ChargeSubcategory,          ''),  // Not included in final schema; use empty string\r\n            checkString('ChargeFrequency',            old_ChargeFrequency,            ChargeFrequency),\r\n            checkReal('CommitmentDiscountQuantity',   old_CommitmentDiscountQuantity, CommitmentDiscountQuantity),\r\n            checkString('CommitmentDiscountUnit',     old_CommitmentDiscountUnit,     CommitmentDiscountUnit),\r\n            checkString('CommitmentDiscountStatus',   old_CommitmentDiscountStatus,   CommitmentDiscountStatus),\r\n            checkReal('ConsumedQuantity',             old_ConsumedQuantity,           ConsumedQuantity),\r\n            checkString('ConsumedUnit',               old_ConsumedUnit,               ConsumedUnit),\r\n            checkReal('ContractedCost',               old_ContractedCost,             ContractedCost),\r\n            checkReal('ContractedUnitPrice',          old_ContractedUnitPrice,        ContractedUnitPrice),\r\n            checkReal('EffectiveCost',                old_EffectiveCost,              EffectiveCost),\r\n            checkReal('ListCost',                     old_ListCost,                   ListCost),\r\n            checkReal('ListUnitPrice',                old_ListUnitPrice,              ListUnitPrice),\r\n            checkString('PricingCategory',            old_PricingCategory,            PricingCategory),\r\n            checkReal('PricingQuantity',              old_PricingQuantity,            PricingQuantity),\r\n            checkString('ProviderName',               old_ProviderName,               ProviderName),\r\n            checkString('PublisherName',              old_PublisherName,              PublisherName),\r\n            checkString('Region',                     old_Region,                     ''),  // Not included in final schema; use empty string\r\n            checkString('RegionId',                   old_RegionId,                   RegionId),\r\n            checkString('ResourceId',                 old_ResourceId,                 ResourceId),\r\n            checkString('ResourceName',               old_ResourceName,               ResourceName),\r\n            checkString('ResourceType',               old_ResourceType,               ResourceType),\r\n            checkString('x_AmortizationClass',        old_x_AmortizationClass,        x_AmortizationClass),\r\n            checkReal('x_EffectiveCostInUsd',         old_x_EffectiveCostInUsd,       x_EffectiveCostInUsd),\r\n            checkReal('x_EffectiveUnitPrice',         old_x_EffectiveUnitPrice,       x_EffectiveUnitPrice),\r\n            checkString('x_ResourceType',             old_x_ResourceType,             x_ResourceType)\r\n        ),\r\n        x_SourceVersion,\r\n        x_SubproductName,\r\n        x_TotalDiscountPercent,\r\n        x_TotalSavings,\r\n        x_UsageType\r\n}\r\n\r\n// Costs_final_v1_2 table\r\n.create-merge table Costs_final_v1_2 (\r\n    AvailabilityZone:           string,\r\n    BilledCost:                 real,\r\n    BillingAccountId:           string,\r\n    BillingAccountName:         string,\r\n    BillingAccountType:         string,\r\n    BillingCurrency:            string,\r\n    BillingPeriodEnd:           datetime,\r\n    BillingPeriodStart:         datetime,\r\n    CapacityReservationId:      string,\r\n    CapacityReservationStatus:  string,\r\n    ChargeCategory:             string,\r\n    ChargeClass:                string,\r\n    ChargeDescription:          string,\r\n    ChargeFrequency:            string,\r\n    ChargePeriodEnd:            datetime,\r\n    ChargePeriodStart:          datetime,\r\n    CommitmentDiscountCategory: string,\r\n    CommitmentDiscountId:       string,\r\n    CommitmentDiscountName:     string,\r\n    CommitmentDiscountQuantity: real,\r\n    CommitmentDiscountStatus:   string,\r\n    CommitmentDiscountType:     string,\r\n    CommitmentDiscountUnit:     string,\r\n    ConsumedQuantity:           real,\r\n    ConsumedUnit:               string,\r\n    ContractedCost:             real,\r\n    ContractedUnitPrice:        real,\r\n    EffectiveCost:              real,\r\n    InvoiceId:                  string,\r\n    InvoiceIssuerName:          string,\r\n    ListCost:                   real,\r\n    ListUnitPrice:              real,\r\n    PricingCategory:            string,\r\n    PricingCurrency:            string,\r\n    PricingQuantity:            real,\r\n    PricingUnit:                string,\r\n    ProviderName:               string,\r\n    PublisherName:              string,\r\n    RegionId:                   string,\r\n    RegionName:                 string,\r\n    ResourceId:                 string,\r\n    ResourceName:               string,\r\n    ResourceType:               string,\r\n    ServiceCategory:            string,\r\n    ServiceName:                string,\r\n    ServiceSubcategory:         string,\r\n    SkuId:                      string,\r\n    SkuMeter:                   string,\r\n    SkuPriceDetails:            dynamic,\r\n    SkuPriceId:                 string,\r\n    SubAccountId:               string,\r\n    SubAccountName:             string,\r\n    SubAccountType:             string,\r\n    Tags:                       dynamic,\r\n    x_AccountId:                string,    // Azure 1.0-preview(v1)+\r\n    x_AccountName:              string,    // Azure 1.0-preview(v1)+\r\n    x_AccountOwnerId:           string,    // Azure 1.0-preview(v1)+\r\n    x_AmortizationClass:        string,    // Azure 1.2-preview+\r\n    x_BilledCostInUsd:          real,      // Azure 1.0-preview(v1)+\r\n    x_BilledUnitPrice:          real,      // Azure 1.0-preview(v1)+\r\n    x_BillingAccountAgreement:  string,    // Hubs add-on\r\n    x_BillingAccountId:         string,    // Azure 1.0-preview(v1)+\r\n    x_BillingAccountName:       string,    // Azure 1.0-preview(v1)+\r\n    x_BillingExchangeRate:      real,      // Azure 1.0-preview(v1)+\r\n    x_BillingExchangeRateDate:  datetime,  // Azure 1.0-preview(v1)+\r\n    x_BillingItemCode:          string,    // Alibaba 1.0\r\n    x_BillingItemName:          string,    // Alibaba 1.0\r\n    x_BillingProfileId:         string,    // Azure 1.0-preview(v1)+\r\n    x_BillingProfileName:       string,    // Azure 1.0-preview(v1)+\r\n    x_ChargeId:                 string,    // Azure 1.0-preview(v1) only\r\n    x_CommitmentDiscountNormalizedRatio:      real,    // Azure 1.2-preview+\r\n    x_CommitmentDiscountPercent:              real,    // Hubs add-on\r\n    x_CommitmentDiscountSavings:              real,    // Hubs add-on\r\n    x_CommitmentDiscountSpendEligibility:     string,  // Hubs add-on\r\n    x_CommitmentDiscountUsageEligibility:     string,  // Hubs add-on\r\n    x_CommitmentDiscountUtilizationAmount:    real,    // Hubs add-on\r\n    x_CommitmentDiscountUtilizationPotential: real,    // Hubs add-on\r\n    x_CommodityCode:            string,    // Alibaba 1.0\r\n    x_CommodityName:            string,    // Alibaba 1.0\r\n    x_ComponentName:            string,    // Tencent 1.0\r\n    x_ComponentType:            string,    // Tencent 1.0\r\n    x_ConsumedCoreHours:        real,      // Hubs add-on\r\n    x_ContractedCostInUsd:      real,      // Azure 1.0+\r\n    x_CostAllocationRuleName:   string,    // Azure 1.0-preview(v1)+\r\n    x_CostCategories:           dynamic,   // AWS 1.0 (JSON)\r\n    x_CostCenter:               string,    // Azure 1.0-preview(v1)+\r\n    x_CostType:                 string,    // GCP Jan 2024\r\n    x_Credits:                  dynamic,   // GCP Jan 2024\r\n    x_CurrencyConversionRate:   real,      // GCP Jun 2024\r\n    x_CustomerId:               string,    // Azure 1.0-preview(v1)+\r\n    x_CustomerName:             string,    // Azure 1.0-preview(v1)+\r\n    x_Discount:                 dynamic,   // AWS 1.0 (JSON)\r\n    x_EffectiveCostInUsd:       real,      // Azure 1.0-preview(v1)+\r\n    x_EffectiveUnitPrice:       real,      // Azure 1.0-preview(v1)+\r\n    x_ExportTime:               datetime,  // GCP Jan 2024 / Tencent 1.0\r\n    x_IngestionTime:            datetime,  // Hubs add-on\r\n    x_InstanceID:               string,    // Alibaba 1.0\r\n    x_InvoiceIssuerId:          string,    // Azure 1.0-preview(v1)+\r\n    x_InvoiceSectionId:         string,    // Azure 1.0-preview(v1)+\r\n    x_InvoiceSectionName:       string,    // Azure 1.0-preview(v1)+\r\n    x_ListCostInUsd:            real,      // Azure 1.0-preview(v1)+\r\n    x_Location:                 string,    // GCP Jan 2024\r\n    x_NegotiatedDiscountPercent:real,      // Hubs add-on\r\n    x_NegotiatedDiscountSavings:real,      // Hubs add-on\r\n    x_Operation:                string,    // AWS 1.0\r\n    x_OwnerAccountID:           string,    // Tencent 1.0\r\n    x_PartnerCreditApplied:     string,    // Azure 1.0-preview(v1)+\r\n    x_PartnerCreditRate:        string,    // Azure 1.0-preview(v1)+\r\n    x_PricingBlockSize:         real,      // Azure 1.0-preview(v1)+\r\n    x_PricingSubcategory:       string,    // Azure 1.0-preview(v1)+\r\n    x_PricingUnitDescription:   string,    // Azure 1.0-preview(v1)+\r\n    x_Project:                  string,    // GCP Jan 2024\r\n    x_PublisherCategory:        string,    // Azure 1.0-preview(v1)+\r\n    x_PublisherId:              string,    // Azure 1.0-preview(v1)+\r\n    x_ResellerId:               string,    // Azure 1.0-preview(v1)+\r\n    x_ResellerName:             string,    // Azure 1.0-preview(v1)+\r\n    x_ResourceGroupName:        string,    // Azure 1.0-preview(v1)+\r\n    x_ResourceType:             string,    // Azure 1.0-preview(v1)+\r\n    x_ServiceCode:              string,    // AWS 1.0\r\n    x_ServiceId:                string,    // GCP Jan 2024\r\n    x_ServiceModel:             string,    // Azure 1.2-preview+\r\n    x_ServicePeriodEnd:         datetime,  // Azure 1.0-preview(v1)+\r\n    x_ServicePeriodStart:       datetime,  // Azure 1.0-preview(v1)+\r\n    x_SkuCoreCount:             int,       // Hubs add-on\r\n    x_SkuDescription:           string,    // Azure 1.0-preview(v1)+\r\n    x_SkuDetails:               dynamic,   // Azure 1.0-preview(v1)+\r\n    x_SkuInstanceType:          string,    // Hubs add-on\r\n    x_SkuIsCreditEligible:      bool,      // Azure 1.0-preview(v1)+\r\n    x_SkuLicenseQuantity:       int,       // Hubs add-on\r\n    x_SkuLicenseStatus:         string,    // Hubs add-on\r\n    x_SkuLicenseType:           string,    // Hubs add-on\r\n    x_SkuLicenseUnit:           string,    // Hubs add-on\r\n    x_SkuMeterCategory:         string,    // Azure 1.0-preview(v1)+\r\n    x_SkuMeterId:               string,    // Azure 1.0-preview(v1)+\r\n    x_SkuMeterSubcategory:      string,    // Azure 1.0-preview(v1)+\r\n    x_SkuOfferId:               string,    // Azure 1.0-preview(v1)+\r\n    x_SkuOperatingSystem:       string,    // Hubs add-on\r\n    x_SkuOrderId:               string,    // Azure 1.0-preview(v1)+\r\n    x_SkuOrderName:             string,    // Azure 1.0-preview(v1)+\r\n    x_SkuPartNumber:            string,    // Azure 1.0-preview(v1)+\r\n    x_SkuPlanName:              string,    // Azure 1.2-preview+\r\n    x_SkuRegion:                string,    // Azure 1.0-preview(v1)+\r\n    x_SkuServiceFamily:         string,    // Azure 1.0-preview(v1)+\r\n    x_SkuTerm:                  int,       // Azure 1.0-preview(v1)+\r\n    x_SkuTier:                  string,    // Azure 1.0-preview(v1)+\r\n    x_SourceChanges:            string,    // Hubs add-on\r\n    x_SourceName:               string,    // Hubs add-on\r\n    x_SourceProvider:           string,    // Hubs add-on\r\n    x_SourceType:               string,    // Hubs add-on\r\n    x_SourceValues:             dynamic,   // Hubs add-on\r\n    x_SourceVersion:            string,    // Hubs add-on\r\n    x_SubproductName:           string,    // Tencent 1.0\r\n    x_TotalDiscountPercent:     real,      // Hubs add-on\r\n    x_TotalSavings:             real,      // Hubs add-on\r\n    x_UsageType:                string     // AWS 1.0\r\n)\r\n\r\n// Update policy for Costs_raw -> Costs_final_v1_2 table\r\n.alter table Costs_final_v1_2 policy update\r\n```\r\n[{\r\n    \"IsEnabled\": true,\r\n    \"Source\": \"Costs_raw\",\r\n    \"Query\": \"Costs_transform_v1_2()\",\r\n    \"IsTransactional\": true,\r\n    \"PropagateIngestionProperties\": true\r\n}]\r\n```\r\n\r\n\r\n//===| Actual costs |===================================================================================================\r\n// Supported versions:\r\n// - C360-2025-04\r\n//======================================================================================================================\r\n\r\n// ActualCosts_transform_v1_2 function\r\n.create-or-alter function\r\nwith (docstring='ActualCost exports transformed to FOCUS 1.2.', folder='Costs')\r\nActualCosts_transform_v1_2()\r\n{\r\n    // NOTE: All open issues and questions are tracked @ https://github.com/microsoft/finops-toolkit/issues/1111\r\n    ActualCosts_raw\r\n    | where ChargeType in ('Purchase', 'Refund') and isnotempty(ReservationId)\r\n    //\r\n    //\r\n    // !!! The rest of the query is reused for both the ActualCosts and AmortizedCosts queries -- Copy all changes in both transform functions !!!\r\n    //\r\n    //\r\n    | extend x_AmortizationClass = case(\r\n        ChargeType in ('Purchase', 'Refund') and (ResourceId has '/microsoft.capacity/reservationorders/' or ResourceId has '/microsoft.billingbenefits/savingsplanorders/'), 'Principal',\r\n        ChargeType == 'Usage' and isnotempty(ReservationId) and ChargeType != 'UnusedSavingsPlan', 'Amortized Charge',\r\n        ''\r\n    )\r\n    | extend tmp_ResourceInfo = parse_resourceid(ResourceId)\r\n    // TODO: PricingCategory needs to include savings plan usage and spot usage\r\n    | extend PricingCategory = case(\r\n        x_AmortizationClass == 'Amortized Charge', 'Committed',\r\n        ChargeType in ('Usage', 'Purchase'), 'Standard',\r\n        ''\r\n    )\r\n    | extend x_ResourceType = tostring(tmp_ResourceInfo.x_ResourceType)\r\n    | project-rename\r\n        PricingQuantity = Quantity,\r\n        x_PricingUnitDescription = UnitOfMeasure\r\n    | lookup kind=leftouter (PricingUnits) on x_PricingUnitDescription\r\n    | lookup kind=leftouter (Regions) on ResourceLocation\r\n    | lookup kind=leftouter (ResourceTypes | project x_ResourceType, ResourceType = SingularDisplayName) on x_ResourceType\r\n    // TODO: Add the following in 1.2: PublisherName, x_PublisherCategory, x_Environment\r\n    | lookup kind=leftouter (Services | where isnotempty(x_ResourceType) | summarize take_any(ServiceName), take_any(ServiceCategory), take_any(ServiceSubcategory), take_any(x_ServiceModel) by x_ResourceType) on x_ResourceType\r\n    | lookup kind=leftouter (Services | where isnotempty(x_ConsumedService) | summarize take_any(ServiceName), take_any(ServiceCategory), take_any(ServiceSubcategory), take_any(x_ServiceModel) by ConsumedService = x_ConsumedService) on ConsumedService\r\n    | extend CommitmentDiscountCategory = iff(isnotempty(ReservationId), 'Usage', '')  // TODO: CommitmentDiscountCategory needs to handle savings plans\r\n    | project\r\n        AvailabilityZone = AvailabilityZone,\r\n        BilledCost = iff(x_AmortizationClass == 'Amortized Charge', real(0), Cost),\r\n        BillingAccountId = strcat('/providers/microsoft.billing/billingaccounts/', BillingAccountId, iff(BillingAccountId == BillingProfileId or isempty(BillingProfileId), '', strcat('/billingprofiles/', BillingProfileId))),\r\n        BillingAccountName = coalesce(BillingProfileName, BillingAccountName),\r\n        BillingAccountType = iff(BillingAccountId == BillingProfileId or isempty(BillingProfileId), 'Billing Profile', 'Billing Account'),\r\n        BillingCurrency,\r\n        BillingPeriodEnd = startofmonth(BillingPeriodEndDate, 1),\r\n        BillingPeriodStart = startofmonth(BillingPeriodStartDate),\r\n        CapacityReservationId = '',\r\n        CapacityReservationStatus = '',\r\n        ChargeCategory = case(\r\n            ChargeType in ('Usage', 'Purchase', 'Credit', 'Tax'), ChargeType,\r\n            ChargeType in ('UnusedReservation', 'UnusedSavingsPlan'), 'Usage',\r\n            ChargeType == 'Refund', 'Purchase',\r\n            'Adjustment'\r\n        ),\r\n        ChargeClass = iff(ChargeType == 'Refund', 'Correction', ''),\r\n        ChargeDescription = Product,\r\n        ChargeFrequency = case(\r\n            Frequency == 'UsageBased', 'Usage-Based',\r\n            Frequency == 'OneTime', 'One-Time',\r\n            Frequency  // \"Recurring\" and any fallback\r\n        ),\r\n        ChargePeriodEnd = Date + 1d,\r\n        ChargePeriodStart = Date,\r\n        ChargeSubcategory = '',\r\n        // TODO: CommitmentDiscount* columns need to handle savings plans\r\n        CommitmentDiscountCategory,\r\n        CommitmentDiscountId = iff(isnotempty(ReservationId), strcat('/providers/microsoft.capacity/reservationorders/', ProductOrderId, '/reservations/', ReservationId), ''),\r\n        CommitmentDiscountName = ReservationName,\r\n        CommitmentDiscountQuantity = real(null),\r\n        CommitmentDiscountStatus = case(\r\n            isempty(ReservationId), '',\r\n            isnotempty(ReservationId) and ChargeType == 'Usage', 'Used',\r\n            ChargeType startswith 'Unused', 'Unused',\r\n            'Unused'\r\n        ),\r\n        CommitmentDiscountType = iff(isnotempty(ReservationId), 'Reservation', ''),\r\n        CommitmentDiscountUnit = '',\r\n        ConsumedQuantity = PricingQuantity * x_PricingBlockSize,\r\n        ConsumedUnit = PricingUnit,\r\n        ContractedCost = UnitPrice * PricingQuantity,\r\n        ContractedUnitPrice = UnitPrice,\r\n        EffectiveCost = iff(x_AmortizationClass == 'Principal', real(0), Cost),\r\n        InvoiceId = '',\r\n        InvoiceIssuerName = 'Microsoft',\r\n        ListCost = real(null),\r\n        ListUnitPrice = real(null),\r\n        PricingCategory,\r\n        PricingCurrency = iff(BillingAccountId == BillingProfileId, BillingCurrency, ''),\r\n        PricingQuantity,\r\n        PricingUnit,\r\n        ProviderName = 'Microsoft',\r\n        PublisherName = iff(PublisherType == 'Marketplace', PublisherName, 'Microsoft'),\r\n        Region = '',\r\n        RegionId,\r\n        RegionName,\r\n        ResourceId = tostring(tmp_ResourceInfo.ResourceId),\r\n        ResourceName = tostring(tmp_ResourceInfo.ResourceName),\r\n        ResourceType,\r\n        ServiceCategory,\r\n        ServiceName,\r\n        ServiceSubcategory,\r\n        SkuId = '',\r\n        SkuMeter = MeterName,\r\n        SkuPriceDetails = '',\r\n        SkuPriceId = '',\r\n        SubAccountId = strcat('/subscriptions/', SubscriptionId),\r\n        SubAccountName = iff(isempty(SubscriptionId), '', SubscriptionName),\r\n        SubAccountType = iff(isempty(SubscriptionId), '', 'Subscription'),\r\n        Tags = iff(Tags startswith '{', Tags, strcat('{', Tags, '}')),\r\n        UsageAmount = real(null),\r\n        UsageQuantity = real(null),\r\n        UsageUnit = '',\r\n        x_AccountId = '',\r\n        x_AccountName = AccountName,\r\n        x_AccountOwnerId = AccountOwnerId,\r\n        x_AmortizationClass = '',\r\n        x_BilledCostInUsd = real(null),\r\n        x_BilledUnitPrice = iff(ChargeType == 'Usage' and isnotempty(ReservationId) and ChargeType != 'UnusedSavingsPlan', real(0), UnitPrice),\r\n        x_BillingAccountId = BillingAccountId,\r\n        x_BillingAccountName = BillingAccountName,\r\n        x_BillingExchangeRate = real(null),\r\n        x_BillingExchangeRateDate = datetime(null),\r\n        x_BillingItemCode = '',\r\n        x_BillingItemName = '',\r\n        x_BillingProfileId = BillingProfileId,\r\n        x_BillingProfileName = BillingProfileName,\r\n        x_ChargeId = '',\r\n        x_CommodityCode = '',\r\n        x_CommodityName = '',\r\n        x_ComponentType = '',\r\n        x_ComponentName = '',\r\n        x_ContractedCostInUsd = real(null),\r\n        x_Cost = real(null),\r\n        x_CostAllocationRuleName = '',\r\n        x_CostCategories = '',\r\n        x_CostCenter = CostCenter,\r\n        x_CostType = '',\r\n        x_Credits = '',\r\n        x_CurrencyConversionRate = real(null),\r\n        x_CustomerId = '',\r\n        x_CustomerName = '',\r\n        x_Discount = '',\r\n        x_EffectiveCostInUsd = real(null),\r\n        x_EffectiveUnitPrice = iff(ChargeType == 'Usage' and isnotempty(ReservationId) and ChargeType != 'UnusedSavingsPlan', real(0), EffectivePrice),\r\n        x_ExportTime = datetime(null),\r\n        x_InstanceID = '',\r\n        x_InvoiceId = '',\r\n        x_InvoiceIssuerId = '',\r\n        x_InvoiceSectionId = InvoiceSectionId,\r\n        x_InvoiceSectionName = InvoiceSection,\r\n        x_ListCostInUsd = real(null),\r\n        x_Location = '',\r\n        x_OnDemandCost = real(null),\r\n        x_OnDemandCostInUsd = real(null),\r\n        x_OnDemandUnitPrice = real(null),\r\n        x_Operation = '',\r\n        x_OwnerAccountID = '',\r\n        x_PartnerCreditApplied = '',\r\n        x_PartnerCreditRate = '',\r\n        x_PricingBlockSize,\r\n        x_PricingCurrency = '',\r\n        x_PricingSubcategory = case(\r\n            // TODO: Add x_SkuTier when supported by C360 -- PricingCategory == 'Standard' and isnotempty(x_SkuTier), 'Tiered',\r\n            PricingCategory == 'Standard', 'Standard',\r\n            PricingCategory == 'Committed', strcat('Committed ', CommitmentDiscountCategory),\r\n            PricingCategory == 'Dynamic', 'Spot',\r\n            ''\r\n        ),\r\n        x_PricingUnitDescription,\r\n        x_Project = '',\r\n        x_PublisherCategory = iff(PublisherType == 'Marketplace', 'Vendor', 'Cloud Provider'),\r\n        x_PublisherId = '',\r\n        x_ResellerId = '',\r\n        x_ResellerName = '',\r\n        x_ResourceGroupName = ResourceGroup,\r\n        x_ResourceType,\r\n        x_ServiceCode = '',\r\n        x_ServiceId = '',\r\n        x_ServiceModel,\r\n        x_ServicePeriodEnd = datetime(null),\r\n        x_ServicePeriodStart = datetime(null),\r\n        x_SkuDescription = Product,\r\n        x_SkuDetails = iff(AdditionalInfo startswith '{', AdditionalInfo, strcat('{', AdditionalInfo, '}')),\r\n        x_SkuIsCreditEligible = IsAzureCreditEligible,\r\n        x_SkuMeterCategory = MeterCategory,\r\n        x_SkuMeterId = MeterId,\r\n        x_SkuMeterName = MeterName,\r\n        x_SkuMeterSubcategory = MeterSubCategory,\r\n        x_SkuOfferId = OfferId,\r\n        x_SkuOrderId = ProductOrderId,\r\n        x_SkuOrderName = ProductOrderName,\r\n        x_SkuPartNumber = PartNumber,\r\n        x_SkuPlanName = '',\r\n        x_SkuRegion = MeterRegion,\r\n        x_SkuServiceFamily = ServiceFamily,\r\n        x_SkuTerm = toint(Term),\r\n        x_SkuTier = '',\r\n        x_SourceName = 'C360',\r\n        x_SourceProvider = 'Microsoft',\r\n        x_SourceType = 'ActualCost',\r\n        x_SourceVersion = 'C360-2025-04',\r\n        x_SubproductName = '',\r\n        x_UsageType = ''\r\n}\r\n\r\n// Update policy for ActualCosts_raw -> Costs_raw table\r\n.alter table Costs_raw policy update\r\n``` \r\n[{\r\n    \"IsEnabled\": true,\r\n    \"Source\": \"ActualCosts_raw\",\r\n    \"Query\": \"ActualCosts_transform_v1_2()\",\r\n    \"IsTransactional\": true,\r\n    \"PropagateIngestionProperties\": true\r\n}]\r\n```\r\n\r\n\r\n//===| Amortized costs |================================================================================================\r\n// Supported versions:\r\n// - C360-2025-04\r\n//======================================================================================================================\r\n\r\n// AmortizedCosts_transform_v1_2 function\r\n.create-or-alter function\r\nwith (docstring='AmortizedCost exports transformed to FOCUS 1.2.', folder='Costs')\r\nAmortizedCosts_transform_v1_2()\r\n{\r\n    // NOTE: All open issues and questions are tracked @ https://github.com/microsoft/finops-toolkit/issues/1111\r\n    AmortizedCosts_raw\r\n    //\r\n    //\r\n    // !!! The rest of the query is reused for both the ActualCosts and AmortizedCosts queries -- Copy all changes in both transform functions !!!\r\n    //\r\n    //\r\n    | extend x_AmortizationClass = case(\r\n        ChargeType in ('Purchase', 'Refund') and (ResourceId has '/microsoft.capacity/reservationorders/' or ResourceId has '/microsoft.billingbenefits/savingsplanorders/'), 'Principal',\r\n        ChargeType == 'Usage' and isnotempty(ReservationId) and ChargeType != 'UnusedSavingsPlan', 'Amortized Charge',\r\n        ''\r\n    )\r\n    | extend tmp_ResourceInfo = parse_resourceid(ResourceId)\r\n    // TODO: PricingCategory needs to include savings plan usage and spot usage\r\n    | extend PricingCategory = case(\r\n        x_AmortizationClass == 'Amortized Charge', 'Committed',\r\n        ChargeType in ('Usage', 'Purchase'), 'Standard',\r\n        ''\r\n    )\r\n    | extend x_ResourceType = tostring(tmp_ResourceInfo.x_ResourceType)\r\n    | project-rename\r\n        PricingQuantity = Quantity,\r\n        x_PricingUnitDescription = UnitOfMeasure\r\n    | lookup kind=leftouter (PricingUnits) on x_PricingUnitDescription\r\n    | lookup kind=leftouter (Regions) on ResourceLocation\r\n    | lookup kind=leftouter (ResourceTypes | project x_ResourceType, ResourceType = SingularDisplayName) on x_ResourceType\r\n    // TODO: Add the following in 1.2: PublisherName, x_PublisherCategory, x_Environment\r\n    | lookup kind=leftouter (Services | where isnotempty(x_ResourceType) | summarize take_any(ServiceName), take_any(ServiceCategory), take_any(ServiceSubcategory), take_any(x_ServiceModel) by x_ResourceType) on x_ResourceType\r\n    | lookup kind=leftouter (Services | where isnotempty(x_ConsumedService) | summarize take_any(ServiceName), take_any(ServiceCategory), take_any(ServiceSubcategory), take_any(x_ServiceModel) by ConsumedService = x_ConsumedService) on ConsumedService\r\n    | extend CommitmentDiscountCategory = iff(isnotempty(ReservationId), 'Usage', '')  // TODO: CommitmentDiscountCategory needs to handle savings plans\r\n    | project\r\n        AvailabilityZone = AvailabilityZone,\r\n        BilledCost = iff(x_AmortizationClass == 'Amortized Charge', real(0), Cost),\r\n        BillingAccountId = strcat('/providers/microsoft.billing/billingaccounts/', BillingAccountId, iff(BillingAccountId == BillingProfileId or isempty(BillingProfileId), '', strcat('/billingprofiles/', BillingProfileId))),\r\n        BillingAccountName = coalesce(BillingProfileName, BillingAccountName),\r\n        BillingAccountType = iff(BillingAccountId == BillingProfileId or isempty(BillingProfileId), 'Billing Profile', 'Billing Account'),\r\n        BillingCurrency,\r\n        BillingPeriodEnd = startofmonth(BillingPeriodEndDate, 1),\r\n        BillingPeriodStart = startofmonth(BillingPeriodStartDate),\r\n        CapacityReservationId = '',\r\n        CapacityReservationStatus = '',\r\n        ChargeCategory = case(\r\n            ChargeType in ('Usage', 'Purchase', 'Credit', 'Tax'), ChargeType,\r\n            ChargeType in ('UnusedReservation', 'UnusedSavingsPlan'), 'Usage',\r\n            ChargeType == 'Refund', 'Purchase',\r\n            'Adjustment'\r\n        ),\r\n        ChargeClass = iff(ChargeType == 'Refund', 'Correction', ''),\r\n        ChargeDescription = Product,\r\n        ChargeFrequency = case(\r\n            Frequency == 'UsageBased', 'Usage-Based',\r\n            Frequency == 'OneTime', 'One-Time',\r\n            Frequency  // \"Recurring\" and any fallback\r\n        ),\r\n        ChargePeriodEnd = Date + 1d,\r\n        ChargePeriodStart = Date,\r\n        ChargeSubcategory = '',\r\n        // TODO: CommitmentDiscount* columns need to handle savings plans\r\n        CommitmentDiscountCategory,\r\n        CommitmentDiscountId = iff(isnotempty(ReservationId), strcat('/providers/microsoft.capacity/reservationorders/', ProductOrderId, '/reservations/', ReservationId), ''),\r\n        CommitmentDiscountName = ReservationName,\r\n        CommitmentDiscountQuantity = real(null),\r\n        CommitmentDiscountStatus = case(\r\n            isempty(ReservationId), '',\r\n            isnotempty(ReservationId) and ChargeType == 'Usage', 'Used',\r\n            ChargeType startswith 'Unused', 'Unused',\r\n            'Unused'\r\n        ),\r\n        CommitmentDiscountType = iff(isnotempty(ReservationId), 'Reservation', ''),\r\n        CommitmentDiscountUnit = '',\r\n        ConsumedQuantity = PricingQuantity * x_PricingBlockSize,\r\n        ConsumedUnit = PricingUnit,\r\n        ContractedCost = UnitPrice * PricingQuantity,\r\n        ContractedUnitPrice = UnitPrice,\r\n        EffectiveCost = iff(x_AmortizationClass == 'Principal', real(0), Cost),\r\n        InvoiceId = '',\r\n        InvoiceIssuerName = 'Microsoft',\r\n        ListCost = real(null),\r\n        ListUnitPrice = real(null),\r\n        PricingCategory,\r\n        PricingCurrency = iff(BillingAccountId == BillingProfileId, BillingCurrency, ''),\r\n        PricingQuantity,\r\n        PricingUnit,\r\n        ProviderName = 'Microsoft',\r\n        PublisherName = iff(PublisherType == 'Marketplace', PublisherName, 'Microsoft'),\r\n        Region = '',\r\n        RegionId,\r\n        RegionName,\r\n        ResourceId = tostring(tmp_ResourceInfo.ResourceId),\r\n        ResourceName = tostring(tmp_ResourceInfo.ResourceName),\r\n        ResourceType,\r\n        ServiceCategory,\r\n        ServiceName,\r\n        ServiceSubcategory,\r\n        SkuId = '',\r\n        SkuMeter = MeterName,\r\n        SkuPriceDetails = '',\r\n        SkuPriceId = '',\r\n        SubAccountId = strcat('/subscriptions/', SubscriptionId),\r\n        SubAccountName = iff(isempty(SubscriptionId), '', SubscriptionName),\r\n        SubAccountType = iff(isempty(SubscriptionId), '', 'Subscription'),\r\n        Tags = iff(Tags startswith '{', Tags, strcat('{', Tags, '}')),\r\n        UsageAmount = real(null),\r\n        UsageQuantity = real(null),\r\n        UsageUnit = '',\r\n        x_AccountId = '',\r\n        x_AccountName = AccountName,\r\n        x_AccountOwnerId = AccountOwnerId,\r\n        x_AmortizationClass = '',\r\n        x_BilledCostInUsd = real(null),\r\n        x_BilledUnitPrice = iff(ChargeType == 'Usage' and isnotempty(ReservationId) and ChargeType != 'UnusedSavingsPlan', real(0), UnitPrice),\r\n        x_BillingAccountId = BillingAccountId,\r\n        x_BillingAccountName = BillingAccountName,\r\n        x_BillingExchangeRate = real(null),\r\n        x_BillingExchangeRateDate = datetime(null),\r\n        x_BillingItemCode = '',\r\n        x_BillingItemName = '',\r\n        x_BillingProfileId = BillingProfileId,\r\n        x_BillingProfileName = BillingProfileName,\r\n        x_ChargeId = '',\r\n        x_CommodityCode = '',\r\n        x_CommodityName = '',\r\n        x_ComponentType = '',\r\n        x_ComponentName = '',\r\n        x_ContractedCostInUsd = real(null),\r\n        x_Cost = real(null),\r\n        x_CostAllocationRuleName = '',\r\n        x_CostCategories = '',\r\n        x_CostCenter = CostCenter,\r\n        x_CostType = '',\r\n        x_Credits = '',\r\n        x_CurrencyConversionRate = real(null),\r\n        x_CustomerId = '',\r\n        x_CustomerName = '',\r\n        x_Discount = '',\r\n        x_EffectiveCostInUsd = real(null),\r\n        x_EffectiveUnitPrice = iff(ChargeType == 'Usage' and isnotempty(ReservationId) and ChargeType != 'UnusedSavingsPlan', real(0), EffectivePrice),\r\n        x_ExportTime = datetime(null),\r\n        x_InstanceID = '',\r\n        x_InvoiceId = '',\r\n        x_InvoiceIssuerId = '',\r\n        x_InvoiceSectionId = InvoiceSectionId,\r\n        x_InvoiceSectionName = InvoiceSection,\r\n        x_ListCostInUsd = real(null),\r\n        x_Location = '',\r\n        x_OnDemandCost = real(null),\r\n        x_OnDemandCostInUsd = real(null),\r\n        x_OnDemandUnitPrice = real(null),\r\n        x_Operation = '',\r\n        x_OwnerAccountID = '',\r\n        x_PartnerCreditApplied = '',\r\n        x_PartnerCreditRate = '',\r\n        x_PricingBlockSize,\r\n        x_PricingCurrency = '',\r\n        x_PricingSubcategory = case(\r\n            // TODO: Add x_SkuTier when supported by C360 -- PricingCategory == 'Standard' and isnotempty(x_SkuTier), 'Tiered',\r\n            PricingCategory == 'Standard', 'Standard',\r\n            PricingCategory == 'Committed', strcat('Committed ', CommitmentDiscountCategory),\r\n            PricingCategory == 'Dynamic', 'Spot',\r\n            ''\r\n        ),\r\n        x_PricingUnitDescription,\r\n        x_Project = '',\r\n        x_PublisherCategory = iff(PublisherType == 'Marketplace', 'Vendor', 'Cloud Provider'),\r\n        x_PublisherId = '',\r\n        x_ResellerId = '',\r\n        x_ResellerName = '',\r\n        x_ResourceGroupName = ResourceGroup,\r\n        x_ResourceType,\r\n        x_ServiceCode = '',\r\n        x_ServiceId = '',\r\n        x_ServiceModel,\r\n        x_ServicePeriodEnd = datetime(null),\r\n        x_ServicePeriodStart = datetime(null),\r\n        x_SkuDescription = Product,\r\n        x_SkuDetails = iff(AdditionalInfo startswith '{', AdditionalInfo, strcat('{', AdditionalInfo, '}')),\r\n        x_SkuIsCreditEligible = IsAzureCreditEligible,\r\n        x_SkuMeterCategory = MeterCategory,\r\n        x_SkuMeterId = MeterId,\r\n        x_SkuMeterName = MeterName,\r\n        x_SkuMeterSubcategory = MeterSubCategory,\r\n        x_SkuOfferId = OfferId,\r\n        x_SkuOrderId = ProductOrderId,\r\n        x_SkuOrderName = ProductOrderName,\r\n        x_SkuPartNumber = PartNumber,\r\n        x_SkuPlanName = '',\r\n        x_SkuRegion = MeterRegion,\r\n        x_SkuServiceFamily = ServiceFamily,\r\n        x_SkuTerm = toint(Term),\r\n        x_SkuTier = '',\r\n        x_SourceName = 'C360',\r\n        x_SourceProvider = 'Microsoft',\r\n        x_SourceType = 'ActualCost',\r\n        x_SourceVersion = 'C360-2025-04',\r\n        x_SubproductName = '',\r\n        x_UsageType = ''\r\n}\r\n\r\n// Update policy for AmortizedCosts_raw -> Costs_raw table\r\n.alter table Costs_raw policy update\r\n``` \r\n[{\r\n    \"IsEnabled\": true,\r\n    \"Source\": \"AmortizedCosts_raw\",\r\n    \"Query\": \"AmortizedCosts_transform_v1_2()\",\r\n    \"IsTransactional\": true,\r\n    \"PropagateIngestionProperties\": true\r\n}]\r\n```\r\n\r\n\r\n//===| CommitmentDiscountUsage |========================================================================================\r\n// Supported versions:\r\n// - MS EA reservation details: 2023-03-01  -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/reservation-details-ea\r\n// - MS MCA reservation details: 2023-03-01 -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/reservation-details-mca\r\n//======================================================================================================================\r\n\r\n// CommitmentDiscountUsage_transform_v1_2 function\r\n.create-or-alter function\r\nwith (docstring='All commitment discount usage transformed to FOCUS 1.2. This includes reservationdeatils_raw.', folder='Commitment discounts')\r\nCommitmentDiscountUsage_transform_v1_2()\r\n{\r\n    // NOTE: All open issues and questions are tracked @ https://github.com/microsoft/finops-toolkit/issues/1111\r\n    CommitmentDiscountUsage_raw\r\n    //\r\n    // Set ProviderName\r\n    | extend ProviderName = 'Microsoft'\r\n    //\r\n    // Handle resource columns\r\n    | extend ResourceId = tolower(InstanceId)\r\n    | extend tmp_ResourceDetails = parse_resourceid(ResourceId)\r\n    | extend ResourceName        = tostring(tmp_ResourceDetails.ResourceName)\r\n    | extend SubAccountId        = tostring(tmp_ResourceDetails.SubAccountId)\r\n    | extend x_ResourceGroupName = tostring(tmp_ResourceDetails.x_ResourceGroupName)\r\n    | extend x_ResourceType      = tostring(tmp_ResourceDetails.x_ResourceType)\r\n    | lookup kind=leftouter (ResourceTypes | distinct x_ResourceType, ResourceType = SingularDisplayName) on x_ResourceType\r\n    | lookup kind=leftouter (Services | where isnotempty(x_ResourceType) | summarize take_any(ServiceName), take_any(ServiceCategory), take_any(ServiceSubcategory), take_any(x_ServiceModel) by x_ResourceType) on x_ResourceType\r\n    //\r\n    // Sort columns and apply final transforms\r\n    | project\r\n        ChargePeriodEnd                     = UsageDate + 1d,\r\n        ChargePeriodStart                   = UsageDate,\r\n        CommitmentDiscountCategory          = 'Usage',\r\n        CommitmentDiscountId                = tolower(strcat('/providers/microsoft.capacity/reservationorders/', ReservationOrderId, '/reservations/', ReservationId)),\r\n        CommitmentDiscountQuantity          = UsedHours * InstanceFlexibilityRatio,\r\n        CommitmentDiscountType              = 'Reservation',\r\n        CommitmentDiscountUnit              = case(\r\n            InstanceFlexibilityRatio == 1, 'Hours',\r\n            InstanceFlexibilityRatio != 1, 'Normalized Hours',\r\n            ''\r\n        ),\r\n        ConsumedQuantity                    = UsedHours,\r\n        ProviderName,\r\n        ResourceId,\r\n        ResourceName,\r\n        ResourceType,\r\n        ServiceCategory,\r\n        ServiceName,\r\n        ServiceSubcategory,\r\n        SubAccountId,\r\n        x_CommitmentDiscountCommittedCount  = TotalReservedQuantity,\r\n        x_CommitmentDiscountCommittedAmount = ReservedHours,\r\n        // TODO: Is this needed? -- x_CommitmentDiscountKind            = Kind,\r\n        x_CommitmentDiscountNormalizedGroup = iff(InstanceFlexibilityGroup == 'NA', '', InstanceFlexibilityGroup),\r\n        x_CommitmentDiscountNormalizedRatio = InstanceFlexibilityRatio,\r\n        x_IngestionTime                     = ingestion_time(),\r\n        x_ResourceGroupName,\r\n        x_ResourceType,\r\n        // x_RowId = hash_sha256(strcat(\r\n        //     // DO NOT CHANGE COLUMNS OR COLUMN ORDER\r\n        //     CommitmentDiscountId,\r\n        //     ResourceId,\r\n        //     ChargePeriodStart\r\n        // )),\r\n        x_ServiceModel,\r\n        x_SkuOrderId                        = ReservationOrderId,\r\n        x_SkuSize                           = iff(SkuName == 'NA', '', SkuName),\r\n        x_SourceName                        = coalesce(x_SourceName, iff(ProviderName == 'Microsoft', 'Cost Management', ProviderName)),\r\n        x_SourceProvider                    = coalesce(x_SourceProvider, ProviderName),\r\n        x_SourceType                        = coalesce(x_SourceType, iff(ProviderName == 'Microsoft', 'ReservationDetails', '')),\r\n        x_SourceVersion                     = coalesce(x_SourceVersion, iff(ProviderName == 'Microsoft', '2024-03-01', ''))\r\n}\r\n\r\n// CommitmentDiscountUsage_final_v1_2 table\r\n.create-merge table CommitmentDiscountUsage_final_v1_2 (\r\n    ChargePeriodEnd:                     datetime,  // Hubs add-on\r\n    ChargePeriodStart:                   datetime,  // MS 2023-03-01\r\n    CommitmentDiscountCategory:          string,    // Hubs add-on\r\n    CommitmentDiscountId:                string,    // MS 2023-03-01\r\n    CommitmentDiscountQuantity:          real,      // MS 2023-03-01\r\n    CommitmentDiscountType:              string,    // Hubs add-on\r\n    CommitmentDiscountUnit:              string,    // Hubs add-on\r\n    ConsumedQuantity:                    real,      // MS 2023-03-01\r\n    ProviderName:                        string,    // Hubs add-on\r\n    ResourceId:                          string,    // MS 2023-03-01\r\n    ResourceName:                        string,    // Hubs add-on\r\n    ResourceType:                        string,    // Hubs add-on\r\n    ServiceCategory:                     string,    // Hubs add-on\r\n    ServiceName:                         string,    // Hubs add-on\r\n    ServiceSubcategory:                  string,    // Hubs add-on\r\n    SubAccountId:                        string,    // Hubs add-on\r\n    x_CommitmentDiscountCommittedCount:  real,      // MS 2023-03-01\r\n    x_CommitmentDiscountCommittedAmount: real,      // MS 2023-03-01\r\n    x_CommitmentDiscountNormalizedGroup: string,    // MS 2023-03-01\r\n    x_CommitmentDiscountNormalizedRatio: real,      // MS 2023-03-01\r\n    x_IngestionTime:                     datetime,  // Hubs add-on\r\n    x_ResourceGroupName:                 string,    // Hubs add-on\r\n    x_ResourceType:                      string,    // Hubs add-on\r\n    x_ServiceModel:                      string,    // Hubs add-on\r\n    x_SkuOrderId:                        string,    // MS 2023-03-01\r\n    x_SkuSize:                           string,    // MS 2023-03-01\r\n    x_SourceName:                        string,    // Hubs add-on\r\n    x_SourceProvider:                    string,    // Hubs add-on\r\n    x_SourceType:                        string,    // Hubs add-on\r\n    x_SourceVersion:                     string     // Hubs add-on\r\n)\r\n\r\n// Update policy for CommitmentDiscountUsage_raw -> CommitmentDiscountUsage_final_v1_2 table\r\n.alter table CommitmentDiscountUsage_final_v1_2 policy update\r\n```\r\n[{\r\n    \"IsEnabled\": true,\r\n    \"Source\": \"CommitmentDiscountUsage_raw\",\r\n    \"Query\": \"CommitmentDiscountUsage_transform_v1_2()\",\r\n    \"IsTransactional\": true,\r\n    \"PropagateIngestionProperties\": true\r\n}]\r\n```\r\n\r\n\r\n//===| Recommendations |================================================================================================\r\n// Supported datasets/versions:\r\n// - MS CM EA reservation recommendations: 2023-05-01  -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/reservation-recommendations-ea\r\n// - MS CM MCA reservation recommendations: 2023-05-01 -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/reservation-recommendations-mca\r\n//======================================================================================================================\r\n\r\n// Recommendations_transform_v1_2 function\r\n.create-or-alter function\r\nwith (docstring='All recommendations transformed to FOCUS 1.2.', folder='Recommendations')\r\nRecommendations_transform_v1_2()\r\n{\r\n    // NOTE: All open issues and questions are tracked @ https://github.com/microsoft/finops-toolkit/issues/1111\r\n    let isoMonths = (duration: string) {\r\n        let number = toint(replace_regex(duration, @'[PMY]', ''));\r\n        toint(case(\r\n            duration == '', int(null),\r\n            duration endswith \"Y\", number * 12,\r\n            duration endswith \"M\", number,\r\n            -1\r\n        ))\r\n    };\r\n    Recommendations_raw\r\n    | extend x_IngestionTime = ingestion_time()\r\n    //\r\n    // Set ProviderName\r\n    | extend ProviderName = 'Microsoft'\r\n    //\r\n    // Set source columns\r\n    | extend x_SourceName     = coalesce(x_SourceName, iff(ProviderName == 'Microsoft', 'Cost Management', ProviderName))\r\n    | extend x_SourceProvider = coalesce(x_SourceProvider, ProviderName)\r\n    | extend x_SourceType     = coalesce(x_SourceType, iff(ProviderName == 'Microsoft', 'ReservationRecommendations', ''))\r\n    | extend x_SourceVersion  = coalesce(x_SourceVersion, iff(ProviderName == 'Microsoft', '2023-05-01', ''))\r\n    //\r\n    // Convert JSON cost columns to real\r\n    | extend CostWithNoReservedInstances    = case(isnotempty(CostWithNoReservedInstances),    CostWithNoReservedInstances,    isnotempty(CostWithNoReservedInstancesJson),    toreal(extract(@'\"value\":([0-9\\.]+)', 1, CostWithNoReservedInstancesJson)),    CostWithNoReservedInstances)\r\n    | extend NetSavings                     = case(isnotempty(NetSavings),                     NetSavings,                     isnotempty(NetSavingsJson),                     toreal(extract(@'\"value\":([0-9\\.]+)', 1, NetSavingsJson)),                     NetSavings)\r\n    | extend TotalCostWithReservedInstances = case(isnotempty(TotalCostWithReservedInstances), TotalCostWithReservedInstances, isnotempty(TotalCostWithReservedInstancesJson), toreal(extract(@'\"value\":([0-9\\.]+)', 1, TotalCostWithReservedInstancesJson)), TotalCostWithReservedInstances)\r\n    //\r\n    // Parse x_RecommendationDetails from JSON string (ARG queries serialize to string for Parquet compatibility)\r\n    | extend x_RecommendationDetails = iff(gettype(x_RecommendationDetails) == 'string', parse_json(tostring(x_RecommendationDetails)), x_RecommendationDetails)\r\n    //\r\n    // Normalize x_RecommendationDetails keys to x_PascalCase (Advisor extendedProperties use camelCase)\r\n    // Guard: inject a placeholder key so mv-apply doesn't drop rows with null/empty bags\r\n    | extend x_RecommendationDetails = bag_merge(coalesce(x_RecommendationDetails, dynamic({})), bag_pack('__placeholder', ''))\r\n    | mv-apply k = bag_keys(x_RecommendationDetails) on (\r\n        where isnotempty(tostring(k)) and tostring(k) != '__placeholder'\r\n        | extend newKey = iff(tostring(k) startswith 'x_', tostring(k), strcat('x_', toupper(substring(tostring(k), 0, 1)), substring(tostring(k), 1)))\r\n        | summarize x_RecommendationDetails = make_bag(bag_pack(newKey, x_RecommendationDetails[tostring(k)]))\r\n    )\r\n    //\r\n    // Build recommendation details\r\n    | lookup kind=leftouter (Regions | summarize RegionName = make_set(RegionName)[0] by Location = RegionId) on Location\r\n    | extend x_RecommendationDetails = case(\r\n        // Use incoming x_RecommendationDetails first\r\n        isnotempty(x_RecommendationDetails), x_RecommendationDetails,\r\n        // Create one for reservation recommendations if needed\r\n        x_SourceType == 'ReservationRecommendations', bag_pack(\r\n            'CommitmentDiscountNormalizedGroup', InstanceFlexibilityGroup,\r\n            'CommitmentDiscountNormalizedRatio', InstanceFlexibilityRatio,\r\n            'CommitmentDiscountNormalizedSize', NormalizedSize,\r\n            'CommitmentDiscountResourceType', ResourceType,\r\n            'CommitmentDiscountScope', Scope,\r\n            'LookbackPeriodDuration', case(\r\n                LookBackPeriod matches regex @'^Last([0-9]+)Days$', replace_regex(LookBackPeriod, @'^Last([0-9]+)Days$', @'P\\1D'),\r\n                LookBackPeriod matches regex @'^[0-9]+$',           strcat('P', LookBackPeriod, 'D'),\r\n                ''\r\n            ),\r\n            'LookbackPeriodStart', FirstUsageDate,\r\n            'RecommendedQuantity', RecommendedQuantity,\r\n            'RecommendedQuantityNormalized', RecommendedQuantityNormalized,\r\n            'RegionId', Location,\r\n            'RegionName', RegionName,\r\n            'SkuMeterId', MeterId,\r\n            'SkuPriceDetails', SkuProperties,\r\n            'SkuSize', coalesce(SKU, SkuName),\r\n            'SkuTerm', isoMonths(Term)\r\n        ),\r\n        dynamic({})\r\n    )\r\n    //\r\n    // Prefer specified date, then fall back to generating a date based on reservation recommendation lookback period, then validate to ensure it's not in the future\r\n    | extend x_RecommendationDate = coalesce(x_RecommendationDate, FirstUsageDate + (toint(extract(@'^P([0-9]+)D$', 1, tostring(x_RecommendationDetails.LookbackPeriodDuration))) * 1d))\r\n    | extend x_RecommendationDate = iff(x_RecommendationDate > now(), startofday(now()), x_RecommendationDate)\r\n    //\r\n    // Derive x_ResourceType from ResourceId\r\n    | extend tmp_ResourceType = tostring(parse_resourceid(ResourceId).x_ResourceType)\r\n    | extend x_RecommendationDetails = iff(isnotempty(tmp_ResourceType), bag_merge(bag_pack('x_ResourceType', tmp_ResourceType), x_RecommendationDetails), x_RecommendationDetails)\r\n    //\r\n    // Set ResourceType display name from x_ResourceType code\r\n    | extend ResourceType = coalesce(ResourceType, tostring(resource_type(tmp_ResourceType).SingularDisplayName), tmp_ResourceType)\r\n    //\r\n    | project\r\n        ProviderName,\r\n        ResourceId = tolower(ResourceId),      // Force lowercase for consistent grouping/filtering\r\n        ResourceName = tolower(iff(tmp_ResourceType =~ 'microsoft.resources/subscriptions', coalesce(SubAccountName, ResourceName), ResourceName)),  // Use subscription name for subscription-level recommendations\r\n        ResourceType,\r\n        SubAccountId = coalesce(SubAccountId, iff(isnotempty(SubscriptionId), strcat('/subscriptions/', SubscriptionId), '')),\r\n        SubAccountName,\r\n        x_EffectiveCostAfter = coalesce(x_EffectiveCostAfter, TotalCostWithReservedInstances),\r\n        x_EffectiveCostBefore = coalesce(x_EffectiveCostBefore, CostWithNoReservedInstances),\r\n        x_EffectiveCostSavings = coalesce(x_EffectiveCostSavings, NetSavings, toreal(x_RecommendationDetails.x_SavingsAmount), toreal(x_RecommendationDetails.x_AnnualSavingsAmount) / 12),\r\n        x_IngestionTime,\r\n        x_RecommendationCategory,  // TODO: Set for reservation recommendations\r\n        x_RecommendationDate,\r\n        x_RecommendationDescription = coalesce(x_RecommendationDescription, tostring(x_RecommendationDetails.x_RecommendationSolution), tostring(x_RecommendationDetails.x_RecommendationSubCategory)),\r\n        x_RecommendationDetails,\r\n        x_RecommendationId = tolower(x_RecommendationId),    // TODO: Set for reservation recommendations; force lowercase for consistent grouping/filtering\r\n        x_ResourceGroupName = tolower(x_ResourceGroupName),  // Force lowercase for consistent grouping/filtering\r\n        x_SourceName,\r\n        x_SourceProvider,\r\n        x_SourceType,\r\n        x_SourceVersion\r\n}\r\n\r\n// Recommendations_final_v1_2 table\r\n.create-merge table Recommendations_final_v1_2 (\r\n    ProviderName:                string,\r\n    ResourceId:                  string,\r\n    ResourceName:                string,\r\n    ResourceType:                string,\r\n    SubAccountId:                string,\r\n    SubAccountName:              string,\r\n    x_EffectiveCostAfter:        real,\r\n    x_EffectiveCostBefore:       real,\r\n    x_EffectiveCostSavings:      real,\r\n    x_IngestionTime:             datetime,\r\n    x_RecommendationCategory:    string,\r\n    x_RecommendationDate:        datetime,\r\n    x_RecommendationDescription: string,\r\n    x_RecommendationDetails:     dynamic,\r\n    x_RecommendationId:          string,\r\n    x_ResourceGroupName:         string,\r\n    x_SourceName:                string,\r\n    x_SourceProvider:            string,\r\n    x_SourceType:                string,\r\n    x_SourceVersion:             string\r\n)\r\n\r\n// Update policy for Recommendations_raw -> Recommendations_final_v1_2 table\r\n.alter table Recommendations_final_v1_2 policy update\r\n```\r\n[{\r\n    \"IsEnabled\": true,\r\n    \"Source\": \"Recommendations_raw\",\r\n    \"Query\": \"Recommendations_transform_v1_2()\",\r\n    \"IsTransactional\": true,\r\n    \"PropagateIngestionProperties\": true\r\n}]\r\n```\r\n\r\n\r\n//===| Transactions |===================================================================================================\r\n// Supported versions:\r\n// - MS CM EA reservation transactions: 2023-05-01  -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/reservation-transactions-ea\r\n// - MS CM MCA reservation transactions: 2023-05-01 -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/reservation-transactions-mca\r\n//======================================================================================================================\r\n\r\n// Transactions_transform_v1_2 function\r\n.create-or-alter function\r\nwith (docstring='All transactions transformed to FOCUS 1.2.', folder='Transactions')\r\nTransactions_transform_v1_2()\r\n{\r\n    // NOTE: All open issues and questions are tracked @ https://github.com/microsoft/finops-toolkit/issues/1111\r\n    let isoMonths = (duration: string) {\r\n        let number = toint(replace_regex(duration, @'[PMY]', ''));\r\n        toint(case(\r\n            duration == '', int(null),\r\n            duration endswith \"Y\", number * 12,\r\n            duration endswith \"M\", number,\r\n            -1\r\n        ))\r\n    };\r\n    Transactions_raw\r\n    //\r\n    // Set ProviderName\r\n    | extend ProviderName = 'Microsoft'\r\n    //\r\n    // Set source columns\r\n    | extend x_SourceName     = coalesce(x_SourceName, iff(ProviderName == 'Microsoft', 'Cost Management', ProviderName))\r\n    | extend x_SourceProvider = coalesce(x_SourceProvider, ProviderName)\r\n    | extend x_SourceType     = coalesce(x_SourceType, iff(ProviderName == 'Microsoft', 'ReservationTransactions', ''))\r\n    | extend x_SourceVersion  = coalesce(x_SourceVersion, iff(ProviderName == 'Microsoft', '2023-05-01', ''))\r\n    //\r\n    // Handle BillingPeriodStart/End\r\n    | extend BillingMonth = tostring(BillingMonth)\r\n    | extend BillingPeriodStart = iff(isempty(BillingMonth), datetime(null), todatetime(strcat(substring(BillingMonth, 0, 4), \"-\", substring(BillingMonth, 4, 2), \"-\", substring(BillingMonth, 6, 2))))\r\n    | extend BillingPeriodEnd = iff(isempty(BillingMonth), datetime(null), startofmonth(endofmonth(BillingPeriodStart) + 1d))\r\n    //\r\n    // Sort columns and apply final transforms\r\n    | project\r\n        BilledCost = Amount,\r\n        BillingAccountId = case(\r\n            BillingProfileId startswith '/', BillingProfileId,\r\n            isnotempty(CurrentEnrollmentId), strcat('/providers/Microsoft.Billing/billingAccounts/', CurrentEnrollmentId),\r\n            isnotempty(BillingProfileId), strcat('/providers/Microsoft.Billing/billingProfiles/', BillingProfileId),\r\n            ''\r\n        ),\r\n        BillingAccountName = coalesce(BillingProfileName, CurrentEnrollmentId),\r\n        BillingCurrency = Currency,\r\n        BillingPeriodEnd,\r\n        BillingPeriodStart,\r\n        ChargeCategory = case(\r\n            EventType in ('Cancel', 'Purchase', 'Refund'), 'Purchase',\r\n            'Adjustment'\r\n        ),\r\n        ChargeClass = case(\r\n            EventType == 'Cancel', 'Cancel',  // FOCUS does not handle this scenario\r\n            EventType == 'Refund', 'Correction',\r\n            ''\r\n        ),\r\n        ChargeDescription = Description,\r\n        ChargeFrequency   = case(\r\n            BillingFrequency == 'OneTime', 'One-Time',\r\n            BillingFrequency == 'Recurring', 'Recurring',\r\n            BillingFrequency\r\n        ),\r\n        ChargePeriodStart    = EventDate,\r\n        InvoiceId,\r\n        PricingQuantity      = Quantity,\r\n        PricingUnit          = 'Reservations',\r\n        ProviderName,\r\n        RegionId             = Region,\r\n        RegionName           = Region,\r\n        SubAccountId         = iff(isempty(PurchasingSubscriptionGuid), '', strcat('/subscriptions/', PurchasingSubscriptionGuid)),\r\n        SubAccountName       = iff(isempty(PurchasingSubscriptionGuid), '', PurchasingSubscriptionName),\r\n        x_AccountName        = AccountName,\r\n        x_AccountOwnerId     = AccountOwnerEmail,\r\n        x_CostCenter         = CostCenter,\r\n        x_InvoiceNumber      = Invoice,\r\n        x_InvoiceSectionId   = InvoiceSectionId,\r\n        x_InvoiceSectionName = coalesce(InvoiceSectionName, DepartmentName),\r\n        x_IngestionTime      = ingestion_time(),\r\n        x_MonetaryCommitment = MonetaryCommitment,\r\n        x_Overage            = Overage,\r\n        x_PurchasingBillingAccountId = PurchasingEnrollment,\r\n        x_SkuOrderId         = ReservationOrderId,\r\n        x_SkuOrderName       = ReservationOrderName,\r\n        x_SkuSize            = ArmSkuName,\r\n        x_SkuTerm            = isoMonths(Term),\r\n        x_SourceName,\r\n        x_SourceProvider,\r\n        x_SourceType,\r\n        x_SourceVersion,\r\n        x_SubscriptionId  = PurchasingSubscriptionGuid,\r\n        x_TransactionType = EventType\r\n}\r\n\r\n// Transactions_final_v1_2 table\r\n.create-merge table Transactions_final_v1_2 (\r\n    BilledCost:                   real,      // MS CM EA+MCA 2023-05-01\r\n    BillingAccountId:             string,    // MS CM EA+MCA 2023-05-01\r\n    BillingAccountName:           string,    // MS CM EA+MCA 2023-05-01\r\n    BillingCurrency:              string,    // MS CM EA+MCA 2023-05-01\r\n    BillingPeriodEnd:             datetime,  // MS CM EA+MCA 2023-05-01\r\n    BillingPeriodStart:           datetime,  // MS CM EA+MCA 2023-05-01\r\n    ChargeCategory:               string,    // Hubs add-on\r\n    ChargeClass:                  string,    // Hubs add-on\r\n    ChargeDescription:            string,    // MS CM EA+MCA 2023-05-01\r\n    ChargeFrequency:              string,    // MS CM EA+MCA 2023-05-01\r\n    ChargePeriodStart:            datetime,  // MS CM EA+MCA 2023-05-01\r\n    InvoiceId:                    string,    // MS CM MCA 2023-05-01\r\n    PricingQuantity:              real,      // MS CM EA+MCA 2023-05-01\r\n    PricingUnit:                  string,    // Hubs add-on\r\n    ProviderName:                 string,    // Hubs add-on\r\n    RegionId:                     string,    // MS CM EA+MCA 2023-05-01\r\n    RegionName:                   string,    // MS CM EA+MCA 2023-05-01\r\n    SubAccountId:                 string,    // MS CM EA+MCA 2023-05-01\r\n    SubAccountName:               string,    // MS CM EA+MCA 2023-05-01\r\n    x_AccountName:                string,    // MS CM EA 2023-05-01\r\n    x_AccountOwnerId:             string,    // MS CM EA 2023-05-01\r\n    x_CostCenter:                 string,    // MS CM EA 2023-05-01\r\n    x_InvoiceNumber:              string,    // MS CM MCA 2023-05-01\r\n    x_InvoiceSectionId:           string,    // MS CM MCA 2023-05-01\r\n    x_InvoiceSectionName:         string,    // MS CM MCA 2023-05-01\r\n    x_IngestionTime:              datetime,  // Hubs add-on\r\n    x_MonetaryCommitment:         real,      // MS CM EA 2023-05-01\r\n    x_Overage:                    real,      // MS CM EA 2023-05-01\r\n    x_PurchasingBillingAccountId: string,    // MS CM EA 2023-05-01\r\n    x_SkuOrderId:                 string,    // MS CM EA+MCA 2023-05-01\r\n    x_SkuOrderName:               string,    // MS CM EA+MCA 2023-05-01\r\n    x_SkuSize:                    string,    // MS CM EA+MCA 2023-05-01\r\n    x_SkuTerm:                    int,       // MS CM EA+MCA 2023-05-01\r\n    x_SourceName:                 string,    // Hubs add-on\r\n    x_SourceProvider:             string,    // Hubs add-on\r\n    x_SourceType:                 string,    // Hubs add-on\r\n    x_SourceVersion:              string,    // Hubs add-on\r\n    x_SubscriptionId:             string,    // MS CM EA+MCA 2023-05-01\r\n    x_TransactionType:            string     // MS CM EA+MCA 2023-05-01\r\n)\r\n\r\n// Update policy for Transactions_raw -> Transactions_final_v1_2 table\r\n.alter table Transactions_final_v1_2 policy update\r\n```\r\n[{\r\n    \"IsEnabled\": true,\r\n    \"Source\": \"Transactions_raw\",\r\n    \"Query\": \"Transactions_transform_v1_2()\",\r\n    \"IsTransactional\": true,\r\n    \"PropagateIngestionProperties\": true\r\n}]\r\n```\r\n",
+                    "$fxv#11": "// Copyright (c) Microsoft Corporation.\r\n// Licensed under the MIT License.\r\n\r\n//======================================================================================================================\r\n// Common utility functions\r\n//\r\n// TIP: Use Ctrl+K,Ctrl+0 to collapse all regions in VS Code\r\n//======================================================================================================================\r\n\r\n\r\n//===| Date functions |=================================================================================================\r\n\r\n// monthstring\r\n.create-or-alter function \r\nwith (docstring = @'Returns the name of the month for the specified date (e.g. Jan or January)', folder =@'Common') \r\nmonthstring(['date']: datetime, length: int = 9)\r\n{\r\n    substring(dynamic(['January','February','March','April','May','June','July','August','September','October','November','December'])[getmonth(['date']) - 1], 0, length)\r\n}\r\n\r\n// datestring\r\n.create-or-alter function \r\nwith (docstring = @'Converts 2 dates into a simple, user-friendly date range (e.g. Jan 1-Jan 3)', folder =@'Common') \r\ndatestring(start: datetime, end: datetime = datetime('0001-01-01'))\r\n{\r\n    let month = (d: datetime) { monthstring(d, 3) };\r\n    let endDate = iff(end == datetime('0001-01-01'), start, end);\r\n    let sameDate = startofday(start) == startofday(endDate);\r\n    let sameMonth = startofmonth(start) == startofmonth(endDate);\r\n    let sameYear = startofyear(start) == startofyear(endDate);\r\n    let fullMonth = startofday(start) == startofmonth(start) and startofday(endDate) == startofday(endofmonth(endDate));\r\n    let fullYear = startofday(start) == startofyear(start) and startofday(endDate) == startofday(endofyear(endDate));\r\n    let currentYear = sameYear and startofyear(start) == startofyear(now());\r\n    case(\r\n        // Full year             | yyyy (same year) / yyyy-yyyy (diff years)\r\n        fullYear,\r\n            strcat(getyear(start), iff(sameYear, '', strcat('-', getyear(endDate)))),\r\n        // 1 full mo, same year  | Mmm yyyy\r\n        fullMonth and sameMonth and sameYear,\r\n            strcat(month(start), ' ', getyear(start)),\r\n        // 2+ full mo, same year | Mmm-Mmm (current year) / Mmm-Mmm yyyy (other year)\r\n        fullMonth and sameYear,\r\n            strcat(month(start), '-', month(endDate), iff(currentYear, '', strcat(' ', getyear(endDate)))),\r\n        // Full mo, diff year    | Mmm yyyy-Mmm yyyy\r\n        fullMonth and not(sameYear),\r\n            strcat(month(start), ' ', getyear(start), '-', month(endDate), ' ', getyear(endDate)),\r\n        // Same date             | Mmm d (current year) / Mmm d, yyyy (other year)\r\n        sameDate,\r\n            strcat(month(start), ' ', dayofmonth(start), iff(currentYear, '', strcat(', ', getyear(endDate)))),\r\n        // 1 partial M, same Y   | Mmm d-d (current year) / Mmm d-d, yyyy (other year)\r\n        not(fullMonth) and sameMonth and sameYear,\r\n            strcat(month(start), ' ', dayofmonth(start), '-', dayofmonth(endDate), iff(currentYear, '', strcat(' ', getyear(endDate)))),\r\n        // 2+ partial M, same Y  | Mmm d-Mmm d (current year) / Mmm d-Mmm d, yyyy (other year)\r\n        not(fullMonth) and not(sameMonth) and sameYear,\r\n            strcat(month(start), ' ', dayofmonth(start), '-', month(endDate), ' ', dayofmonth(endDate), iff(currentYear, '', strcat(', ', getyear(endDate)))),\r\n        // All other cases       | Mmm d, yyyy-Mmm d, yyyy\r\n        strcat(month(start), ' ', dayofmonth(start), ', ', getyear(start), '-', month(endDate), ' ', dayofmonth(endDate), ', ', getyear(endDate))\r\n    )\r\n}\r\n\r\n// daterange\r\n.create-or-alter function \r\nwith (docstring = @'DEPRECATED: Please use datestring(); function will be removed on or after the Jan 2026 release', folder =@'Common') \r\ndaterange(start: datetime, end: datetime = datetime('0001-01-01'))\r\n{\r\n    datestring(start, end)\r\n}\r\n\r\n// monthsago\r\n.create-or-alter function \r\nwith (docstring = 'DEPRECATED: Please use startofmonth(now(), -<# of months>); function will be removed on or after the Jan 2026 release', folder = 'Common')\r\nmonthsago(months: int)\r\n{\r\n    datetime_add('month', -months, startofmonth(now()))\r\n}\r\n\r\n\r\n//===| Number functions |===============================================================================================\r\n// NOTE: Must be defined before string converters\r\n\r\n// delta\r\n.create-or-alter function \r\nwith (docstring = @'Compares 2 values and returns the percentage change from oldval to newval', folder =@'Common') \r\ndelta(oldval: double, newval: double)\r\n{\r\n    (newval - todouble(oldval))/oldval\r\n}\r\n\r\n// percentOfTotal\r\n// NOTE: Must be before percent() function\r\n.create-or-alter function \r\nwith (docstring = @'Calculates the percentage of each record based on a required Count column', folder =@'Common') \r\npercentOfTotal(t: (Count: long), tot: long)\r\n{\r\n    let total = todouble(tot);\r\n    t \r\n    | extend Percent = round(Count / total * 100, 3) \r\n    | order by Count desc\r\n}\r\n\r\n// percent\r\n.create-or-alter function \r\nwith (docstring = @'Calculates the percentage of each record based on a required Count column', folder =@'Common') \r\npercent(t: (Count: long))\r\n{\r\n    let total = todouble(toscalar(t | summarize sum(Count)));\r\n    percentOfTotal(t, total)\r\n}\r\n\r\n// plusminus\r\n.create-or-alter function \r\nwith (docstring = 'Shows a +/- sign based on the direction of the number', folder = 'Common')\r\nplusminus(val: string)\r\n{\r\n    let neg = substring(val, 0, 1) == '-';\r\n    iff(neg, val, strcat('+', val))\r\n}\r\n\r\n// updown\r\n.create-or-alter function \r\nwith (docstring = 'Shows an up/down arrow based on the direction of the number', folder = 'Common')\r\nupdown(val: string)\r\n{\r\n    // TODO: Handle 0\r\n    let neg = substring(val, 0, 1) == '-';\r\n    iff(neg, strcat('↓', substring(val, 1)), strcat('↑', val))\r\n}\r\n\r\n\r\n//===| String functions |===============================================================================================\r\n\r\n// percentstring\r\n// NOTE: Must be defined before deltastring\r\n.create-or-alter function \r\nwith (docstring = 'Calculate a percentage and render as a string', folder = 'Common')\r\npercentstring(num: double, total: double = 1.0, places: int = 9)\r\n{\r\n    let value = 1.0 * num / total * 100;\r\n    strcat(case(\r\n        places != 9, round(value, places),\r\n        value < 10,  round(value, 2),\r\n        round(value, 1)\r\n    ), '%')\r\n}\r\n\r\n//----------------------------------------------------------------------------------------------------------------------\r\n\r\n// arraystring\r\n.create-or-alter function \r\nwith (docstring = 'Convert an array to a comma-delimited string', folder = 'Common')\r\narraystring(arr: dynamic)\r\n{\r\n    replace_string(replace_regex(replace_regex(replace_regex(replace_regex(replace_regex(\r\n        tostring(arr)\r\n        , @'^\\[\"', '')\r\n        , @'\"\\]$', '')\r\n        , @'^, ', '')\r\n        , @', $', '')\r\n        , @'^\\[]$', '')\r\n        , '\",\"', ', ')\r\n}\r\n\r\n// deltastring\r\n.create-or-alter function \r\nwith (docstring = 'Calculate a delta percentage and render as a string', folder = 'Common')\r\ndeltastring(oldval: double, newval: double, places: int = 1, useArrows: bool = false)\r\n{\r\n    let d = delta(oldval, newval);\r\n    strcat(case(useArrows and d > 0, '↑', useArrows and d < 0, '↓', d < 0, '-', ''), percentstring(abs(d), 1, places))\r\n}\r\n\r\n// diffstring\r\n.create-or-alter function \r\nwith (docstring = 'Calculate the difference and render as a string', folder = 'Common')\r\ndiffstring(oldval: double, newval: double, places: int = 1)\r\n{\r\n    plusminus(round(newval - oldval, places))\r\n}\r\n\r\n// numberstring\r\n.create-or-alter function \r\nwith (docstring = 'Convert a number to a string', folder = 'Common')\r\nnumberstring(num: double, abbrev: bool = true)\r\n{\r\n    replace_regex(case(\r\n        num >= 10000000000000, strcat(round(1.0 * num / 1000000000000, 1), 'T'),\r\n        num >= 1000000000000,  strcat(round(1.0 * num / 1000000000000, 2), 'T'),\r\n        num >= 10000000000,    strcat(round(1.0 * num / 1000000000, 1), 'B'),\r\n        num >= 1000000000,     strcat(round(1.0 * num / 1000000000, 2), 'B'),\r\n        num >= 10000000,       strcat(round(1.0 * num / 1000000, 1), 'M'),\r\n        num >= 1000000,        strcat(round(1.0 * num / 1000000, 2), 'M'),\r\n        num >= 10000,          strcat(round(1.0 * num / 1000, 1), 'K'),\r\n        // Kusto doesn't support back-refs yet -- num > 1000, replace_regex(tostring(num), @'(\\d)(?=(\\d{3})+\\.)', @'\\1,'), // See https://docs.microsoft.com/azure/data-explorer/kusto/query/re2-library\r\n        num > 1000, replace_regex(tostring(num), @'([0-9]{3})$', @',\\1'), //num / 1000, ',', substring(tostring(num), 0) - (num / 1000 * 1000)),\r\n        tostring(num)\r\n    ), @'\\.0$', '')\r\n}\r\n\r\n\r\n//===| Other |==========================================================================================================\r\n\r\n// ifempty\r\n.create-or-alter function \r\nwith (docstring = 'Replaces an empty value with the specified default value', folder = 'Common')\r\nifempty(val: dynamic, defaultVal: dynamic)\r\n{\r\n    iff(isempty(val), defaultVal, val)\r\n}\r\n",
+                    "$fxv#12": "// Copyright (c) Microsoft Corporation.\r\n// Licensed under the MIT License.\r\n\r\n//======================================================================================================================\r\n// Hub database / Open data functions\r\n// Wrap Ingestion database tables for easy access.\r\n//======================================================================================================================\r\n\r\n// For allowed commands, see https://learn.microsoft.com/azure/data-explorer/database-script\r\n\r\n\r\n// PricingUnits\r\n.create-or-alter function\r\nwith (docstring = 'Gets pricing units from the FinOps toolkit PricingUnits open data.', folder = 'OpenData')\r\nPricingUnits()\r\n{\r\n    database('Ingestion').PricingUnits\r\n}\r\n\r\n// Regions\r\n.create-or-alter function\r\nwith (docstring = 'Gets regions from the FinOps toolkit Regions open data.', folder = 'OpenData')\r\nRegion()\r\n{\r\n    database('Ingestion').Regions\r\n}\r\n\r\n// ResourceTypes\r\n.create-or-alter function\r\nwith (docstring = 'Gets resource types from the FinOps toolkit ResourceTypes open data.', folder = 'OpenData')\r\nResourceType()\r\n{\r\n    database('Ingestion').ResourceTypes\r\n}\r\n\r\n// Services\r\n.create-or-alter function\r\nwith (docstring = 'Gets services from the FinOps toolkit Services open data.', folder = 'OpenData')\r\nServices()\r\n{\r\n    database('Ingestion').Services\r\n}\r\n",
+                    "$fxv#13": "// Copyright (c) Microsoft Corporation.\r\n// Licensed under the MIT License.\r\n\r\n//======================================================================================================================\r\n// Hub database / FOCUS 1.0 functions\r\n// Used for reporting with backward compatibility.\r\n//======================================================================================================================\r\n\r\n// For allowed commands, see https://learn.microsoft.com/azure/data-explorer/database-script\r\n\r\n\r\n// CommitmentDiscountUsage_final_v1_0\r\n.create-or-alter function\r\nwith (docstring = 'Gets all commitment discount usage records aligned to FOCUS 1.0.', folder = 'CommitmentDiscountUsage')\r\nCommitmentDiscountUsage_v1_0()\r\n{\r\n    database('Ingestion').CommitmentDiscountUsage_final_v1_0\r\n    | union (\r\n        database('Ingestion').CommitmentDiscountUsage_final_v1_2\r\n        // Convert real to decimal\r\n        | extend\r\n            CommitmentDiscountQuantity          = todecimal(CommitmentDiscountQuantity),\r\n            ConsumedQuantity                    = todecimal(ConsumedQuantity),\r\n            x_CommitmentDiscountCommittedCount  = todecimal(x_CommitmentDiscountCommittedCount),\r\n            x_CommitmentDiscountCommittedAmount = todecimal(x_CommitmentDiscountCommittedAmount),\r\n            x_CommitmentDiscountNormalizedRatio = todecimal(x_CommitmentDiscountNormalizedRatio)\r\n    )\r\n    | project\r\n        ChargePeriodEnd,\r\n        ChargePeriodStart,\r\n        CommitmentDiscountCategory,\r\n        CommitmentDiscountId,\r\n        CommitmentDiscountType,\r\n        ConsumedQuantity,\r\n        ProviderName,\r\n        ResourceId,\r\n        ResourceName,\r\n        ResourceType,\r\n        ServiceCategory,\r\n        ServiceName,\r\n        SubAccountId,\r\n        x_CommitmentDiscountCommittedCount,\r\n        x_CommitmentDiscountCommittedAmount,\r\n        x_CommitmentDiscountNormalizedGroup,\r\n        x_CommitmentDiscountNormalizedRatio,\r\n        x_CommitmentDiscountQuantity,\r\n        x_IngestionTime,\r\n        x_ResourceGroupName,\r\n        x_ResourceType,\r\n        x_ServiceModel,\r\n        x_SkuOrderId,\r\n        x_SkuSize,\r\n        x_SourceName,\r\n        x_SourceProvider,\r\n        x_SourceType,\r\n        x_SourceVersion\r\n}\r\n\r\n\r\n// Costs_final_v1_0\r\n.create-or-alter function\r\nwith (docstring = 'Gets all cost and usage records aligned to FOCUS 1.0.', folder = 'Costs')\r\nCosts_v1_0()\r\n{\r\n    database('Ingestion').Costs_final_v1_0\r\n    | union (\r\n        database('Ingestion').Costs_final_v1_2\r\n        // Convert real to decimal\r\n        | extend\r\n            BilledCost                          = todecimal(BilledCost),\r\n            CommitmentDiscountQuantity          = todecimal(CommitmentDiscountQuantity),\r\n            ConsumedQuantity                    = todecimal(ConsumedQuantity),\r\n            ContractedCost                      = todecimal(ContractedCost),\r\n            ContractedUnitPrice                 = todecimal(ContractedUnitPrice),\r\n            EffectiveCost                       = todecimal(EffectiveCost),\r\n            ListCost                            = todecimal(ListCost),\r\n            ListUnitPrice                       = todecimal(ListUnitPrice),\r\n            PricingQuantity                     = todecimal(PricingQuantity),\r\n            x_BilledCostInUsd                   = todecimal(x_BilledCostInUsd),\r\n            x_BilledUnitPrice                   = todecimal(x_BilledUnitPrice),\r\n            x_BillingExchangeRate               = todecimal(x_BillingExchangeRate),\r\n            x_CommitmentDiscountNormalizedRatio = todecimal(x_CommitmentDiscountNormalizedRatio),\r\n            x_ContractedCostInUsd               = todecimal(x_ContractedCostInUsd),\r\n            x_CurrencyConversionRate            = todecimal(x_CurrencyConversionRate),\r\n            x_EffectiveCostInUsd                = todecimal(x_EffectiveCostInUsd),\r\n            x_EffectiveUnitPrice                = todecimal(x_EffectiveUnitPrice),\r\n            x_ListCostInUsd                     = todecimal(x_ListCostInUsd),\r\n            x_PricingBlockSize                  = todecimal(x_PricingBlockSize)\r\n        // Rename columns\r\n        | project-rename\r\n            x_InvoiceId = InvoiceId,\r\n            x_PricingCurrency = PricingCurrency,\r\n            x_SkuMeterName = SkuMeter\r\n        // Generate historical x_SkuDetails format from SkuPriceDetails\r\n        | extend x_SkuDetails = iff(isnotempty(x_SkuDetails), x_SkuDetails, parse_json(replace_regex(tostring(SkuPriceDetails), @'([\\{,])\"x_', @'\\1\"')))\r\n    )\r\n    | project\r\n        AvailabilityZone,\r\n        BilledCost,\r\n        BillingAccountId,\r\n        BillingAccountName,\r\n        BillingAccountType,\r\n        BillingCurrency,\r\n        BillingPeriodEnd,\r\n        BillingPeriodStart,\r\n        ChargeCategory,\r\n        ChargeClass,\r\n        ChargeDescription,\r\n        ChargeFrequency,\r\n        ChargePeriodEnd,\r\n        ChargePeriodStart,\r\n        CommitmentDiscountCategory,\r\n        CommitmentDiscountId,\r\n        CommitmentDiscountName,\r\n        CommitmentDiscountStatus,\r\n        CommitmentDiscountType,\r\n        ConsumedQuantity,\r\n        ConsumedUnit,\r\n        ContractedCost,\r\n        ContractedUnitPrice,\r\n        EffectiveCost,\r\n        InvoiceIssuerName,\r\n        ListCost,\r\n        ListUnitPrice,\r\n        PricingCategory,\r\n        PricingQuantity,\r\n        PricingUnit,\r\n        ProviderName,\r\n        PublisherName,\r\n        RegionId,\r\n        RegionName,\r\n        ResourceId,\r\n        ResourceName,\r\n        ResourceType,\r\n        ServiceCategory,\r\n        ServiceName,\r\n        SkuId,\r\n        SkuPriceId,\r\n        SubAccountId,\r\n        SubAccountName,\r\n        SubAccountType,\r\n        Tags,\r\n        x_AccountId,\r\n        x_AccountName,\r\n        x_AccountOwnerId,\r\n        x_BilledCostInUsd,\r\n        x_BilledUnitPrice,\r\n        x_BillingAccountAgreement,\r\n        x_BillingAccountId,\r\n        x_BillingAccountName,\r\n        x_BillingExchangeRate,\r\n        x_BillingExchangeRateDate,\r\n        x_BillingProfileId,\r\n        x_BillingProfileName,\r\n        x_ChargeId,\r\n        x_ContractedCostInUsd,\r\n        x_CostAllocationRuleName,\r\n        x_CostCategories,\r\n        x_CostCenter,\r\n        x_Credits,\r\n        x_CostType,\r\n        x_CurrencyConversionRate,\r\n        x_CustomerId,\r\n        x_CustomerName,\r\n        x_Discount,\r\n        x_EffectiveCostInUsd,\r\n        x_EffectiveUnitPrice,\r\n        x_ExportTime,\r\n        x_IngestionTime,\r\n        x_InvoiceId,\r\n        x_InvoiceIssuerId,\r\n        x_InvoiceSectionId,\r\n        x_InvoiceSectionName,\r\n        x_ListCostInUsd,\r\n        x_Location,\r\n        x_Operation,\r\n        x_PartnerCreditApplied,\r\n        x_PartnerCreditRate,\r\n        x_PricingBlockSize,\r\n        x_PricingCurrency,\r\n        x_PricingSubcategory,\r\n        x_PricingUnitDescription,\r\n        x_Project,\r\n        x_PublisherCategory,\r\n        x_PublisherId,\r\n        x_ResellerId,\r\n        x_ResellerName,\r\n        x_ResourceGroupName,\r\n        x_ResourceType,\r\n        x_ServiceCode,\r\n        x_ServiceId,\r\n        x_ServicePeriodEnd,\r\n        x_ServicePeriodStart,\r\n        x_SkuDescription,\r\n        x_SkuDetails,\r\n        x_SkuIsCreditEligible,\r\n        x_SkuMeterCategory,\r\n        x_SkuMeterId,\r\n        x_SkuMeterName,\r\n        x_SkuMeterSubcategory,\r\n        x_SkuOfferId,\r\n        x_SkuOrderId,\r\n        x_SkuOrderName,\r\n        x_SkuPartNumber,\r\n        x_SkuRegion,\r\n        x_SkuServiceFamily,\r\n        x_SkuTerm,\r\n        x_SkuTier,\r\n        x_SourceChanges,\r\n        x_SourceName,\r\n        x_SourceProvider,\r\n        x_SourceType,\r\n        x_SourceVersion,\r\n        x_UsageType\r\n}\r\n\r\n\r\n// Prices_final_v1_0\r\n.create-or-alter function\r\nwith (docstring = 'Gets all prices aligned to FOCUS 1.0.', folder = 'Prices')\r\nPrices_v1_0()\r\n{\r\n    database('Ingestion').Prices_final_v1_0\r\n    | union (\r\n        database('Ingestion').Prices_final_v1_2\r\n        // Convert real to decimal\r\n        | extend\r\n            ContractedUnitPrice                  = todecimal(ContractedUnitPrice),\r\n            ListUnitPrice                        = todecimal(ListUnitPrice),\r\n            x_BaseUnitPrice                      = todecimal(x_BaseUnitPrice),\r\n            x_CommitmentDiscountNormalizedRatio  = todecimal(x_CommitmentDiscountNormalizedRatio),\r\n            x_ContractedUnitPriceDiscount        = todecimal(x_ContractedUnitPriceDiscount),\r\n            x_ContractedUnitPriceDiscountPercent = todecimal(x_ContractedUnitPriceDiscountPercent),\r\n            x_EffectiveUnitPrice                 = todecimal(x_EffectiveUnitPrice),\r\n            x_EffectiveUnitPriceDiscount         = todecimal(x_EffectiveUnitPriceDiscount),\r\n            x_EffectiveUnitPriceDiscountPercent  = todecimal(x_EffectiveUnitPriceDiscountPercent),\r\n            x_PricingBlockSize                   = todecimal(x_PricingBlockSize),\r\n            x_SkuIncludedQuantity                = todecimal(x_SkuIncludedQuantity),\r\n            x_SkuTier                            = todecimal(x_SkuTier),\r\n            x_TotalUnitPriceDiscount             = todecimal(x_TotalUnitPriceDiscount),\r\n            x_TotalUnitPriceDiscountPercent      = todecimal(x_TotalUnitPriceDiscountPercent) \r\n        // Rename columns\r\n        | project-rename\r\n            x_PricingCurrency = PricingCurrency,\r\n            x_SkuMeterName = SkuMeter\r\n    )\r\n    | project\r\n        BillingAccountId,\r\n        BillingAccountName,\r\n        BillingCurrency,\r\n        ChargeCategory,\r\n        CommitmentDiscountCategory,\r\n        CommitmentDiscountType,\r\n        ContractedUnitPrice,\r\n        ListUnitPrice,\r\n        PricingCategory,\r\n        PricingUnit,\r\n        SkuId,\r\n        SkuPriceId,\r\n        SkuPriceIdv2,\r\n        x_BaseUnitPrice,\r\n        x_BillingAccountAgreement,\r\n        x_BillingAccountId,\r\n        x_BillingProfileId,\r\n        x_CommitmentDiscountSpendEligibility,\r\n        x_CommitmentDiscountUsageEligibility,\r\n        x_ContractedUnitPriceDiscount,\r\n        x_ContractedUnitPriceDiscountPercent,\r\n        x_EffectivePeriodEnd,\r\n        x_EffectivePeriodStart,\r\n        x_EffectiveUnitPrice,\r\n        x_EffectiveUnitPriceDiscount,\r\n        x_EffectiveUnitPriceDiscountPercent,\r\n        x_IngestionTime,\r\n        x_PricingBlockSize,\r\n        x_PricingCurrency,\r\n        x_PricingSubcategory,\r\n        x_PricingUnitDescription,\r\n        x_SkuDescription,\r\n        x_SkuId,\r\n        x_SkuIncludedQuantity,\r\n        x_SkuMeterCategory,\r\n        x_SkuMeterId,\r\n        x_SkuMeterName,\r\n        x_SkuMeterSubcategory,\r\n        x_SkuMeterType,\r\n        x_SkuPriceType,\r\n        x_SkuProductId,\r\n        x_SkuRegion,\r\n        x_SkuServiceFamily,\r\n        x_SkuOfferId,\r\n        x_SkuPartNumber,\r\n        x_SkuTerm,\r\n        x_SkuTier,\r\n        x_SourceName,\r\n        x_SourceProvider,\r\n        x_SourceType,\r\n        x_SourceVersion,\r\n        x_TotalUnitPriceDiscount,\r\n        x_TotalUnitPriceDiscountPercent\r\n}\r\n\r\n\r\n// Recommendations_final_v1_0\r\n.create-or-alter function\r\nwith (docstring = 'Gets all recommendations aligned to FOCUS 1.0.', folder = 'Recommendations')\r\nRecommendations_v1_0()\r\n{\r\n    database('Ingestion').Recommendations_final_v1_0\r\n    | union (\r\n        database('Ingestion').Recommendations_final_v1_2\r\n        // Convert real to decimal\r\n        | extend\r\n            x_EffectiveCostAfter   = todecimal(x_EffectiveCostAfter),\r\n            x_EffectiveCostBefore  = todecimal(x_EffectiveCostBefore),\r\n            x_EffectiveCostSavings = todecimal(x_EffectiveCostSavings)\r\n    )\r\n    | project\r\n        ProviderName,\r\n        SubAccountId,\r\n        x_IngestionTime,\r\n        x_EffectiveCostAfter,\r\n        x_EffectiveCostBefore,\r\n        x_EffectiveCostSavings,\r\n        x_RecommendationDate,\r\n        x_RecommendationDetails,\r\n        x_SourceName,\r\n        x_SourceProvider,\r\n        x_SourceType,\r\n        x_SourceVersion\r\n}\r\n\r\n\r\n// Transactions_final_v1_0\r\n.create-or-alter function\r\nwith (docstring = 'Gets all transactions aligned to FOCUS 1.0.', folder = 'Transactions')\r\nTransactions_v1_0()\r\n{\r\n    database('Ingestion').Transactions_final_v1_0\r\n    | union (\r\n        database('Ingestion').Transactions_final_v1_2\r\n        // Convert real to decimal\r\n        | extend\r\n            BilledCost           = todecimal(BilledCost),\r\n            PricingQuantity      = todecimal(PricingQuantity),\r\n            x_MonetaryCommitment = todecimal(x_MonetaryCommitment),\r\n            x_Overage            = todecimal(x_Overage)\r\n        // Rename columns\r\n        | project-rename\r\n            x_InvoiceId = InvoiceId\r\n    )\r\n    | project\r\n        BilledCost,\r\n        BillingAccountId,\r\n        BillingAccountName,\r\n        BillingCurrency,\r\n        BillingPeriodEnd,\r\n        BillingPeriodStart,\r\n        ChargeCategory,\r\n        ChargeClass,\r\n        ChargeDescription,\r\n        ChargeFrequency,\r\n        ChargePeriodStart,\r\n        PricingQuantity,\r\n        PricingUnit,\r\n        ProviderName,\r\n        RegionId,\r\n        RegionName,\r\n        SubAccountId,\r\n        SubAccountName,\r\n        x_AccountName,\r\n        x_AccountOwnerId,\r\n        x_CostCenter,\r\n        x_InvoiceId,\r\n        x_InvoiceNumber,\r\n        x_InvoiceSectionId,\r\n        x_InvoiceSectionName,\r\n        x_IngestionTime,\r\n        x_MonetaryCommitment,\r\n        x_Overage,\r\n        x_PurchasingBillingAccountId,\r\n        x_SkuOrderId,\r\n        x_SkuOrderName,\r\n        x_SkuSize,\r\n        x_SkuTerm,\r\n        x_SourceName,\r\n        x_SourceProvider,\r\n        x_SourceType,\r\n        x_SourceVersion,\r\n        x_SubscriptionId,\r\n        x_TransactionType\r\n}\r\n",
+                    "$fxv#14": "// Copyright (c) Microsoft Corporation.\r\n// Licensed under the MIT License.\r\n\r\n//======================================================================================================================\r\n// Hub database / FOCUS 1.2 functions\r\n// Used for reporting with backward compatibility.\r\n//======================================================================================================================\r\n\r\n// For allowed commands, see https://learn.microsoft.com/azure/data-explorer/database-script\r\n\r\n\r\n// CommitmentDiscountUsage_final_v1_2\r\n.create-or-alter function\r\nwith (docstring = 'Gets all commitment discount usage records aligned to FOCUS 1.2.', folder = 'CommitmentDiscountUsage')\r\nCommitmentDiscountUsage_v1_2()\r\n{\r\n    database('Ingestion').CommitmentDiscountUsage_final_v1_2\r\n    | union (\r\n        database('Ingestion').CommitmentDiscountUsage_final_v1_0\r\n        // Convert decimal to real\r\n        | extend\r\n            ConsumedQuantity                    = toreal(ConsumedQuantity),\r\n            x_CommitmentDiscountCommittedCount  = toreal(x_CommitmentDiscountCommittedCount),\r\n            x_CommitmentDiscountCommittedAmount = toreal(x_CommitmentDiscountCommittedAmount),\r\n            x_CommitmentDiscountNormalizedRatio = toreal(x_CommitmentDiscountNormalizedRatio)\r\n        // Add new columns\r\n        | lookup kind=leftouter (Services | where isnotempty(x_ResourceType) | summarize take_any(ServiceSubcategory) by x_ResourceType) on x_ResourceType\r\n        | extend CommitmentDiscountQuantity = ConsumedQuantity * x_CommitmentDiscountNormalizedRatio\r\n        | extend CommitmentDiscountUnit = case(\r\n            x_CommitmentDiscountNormalizedRatio == 1, 'Hours',\r\n            x_CommitmentDiscountNormalizedRatio > 1, 'Normalized Hours',\r\n            ''\r\n        )\r\n    )\r\n    | project\r\n        ChargePeriodEnd,\r\n        ChargePeriodStart,\r\n        CommitmentDiscountCategory,\r\n        CommitmentDiscountId,\r\n        CommitmentDiscountQuantity,\r\n        CommitmentDiscountType,\r\n        CommitmentDiscountUnit,\r\n        ConsumedQuantity,\r\n        ProviderName,\r\n        ResourceId,\r\n        ResourceName,\r\n        ResourceType,\r\n        ServiceCategory,\r\n        ServiceName,\r\n        ServiceSubcategory,\r\n        SubAccountId,\r\n        x_CommitmentDiscountCommittedCount,\r\n        x_CommitmentDiscountCommittedAmount,\r\n        x_CommitmentDiscountNormalizedGroup,\r\n        x_CommitmentDiscountNormalizedRatio,\r\n        x_IngestionTime,\r\n        x_ResourceGroupName,\r\n        x_ResourceType,\r\n        x_ServiceModel,\r\n        x_SkuOrderId,\r\n        x_SkuSize,\r\n        x_SourceName,\r\n        x_SourceProvider,\r\n        x_SourceType,\r\n        x_SourceVersion\r\n}\r\n\r\n\r\n// Costs_final_v1_2\r\n.create-or-alter function\r\nwith (docstring = 'Gets all cost and usage records aligned to FOCUS 1.2.', folder = 'Costs')\r\nCosts_v1_2()\r\n{\r\n    database('Ingestion').Costs_final_v1_2\r\n    | union (\r\n        database('Ingestion').Costs_final_v1_0\r\n        // Convert decimal to real\r\n        | extend\r\n            BilledCost                          = toreal(BilledCost),\r\n            ConsumedQuantity                    = toreal(ConsumedQuantity),\r\n            ContractedCost                      = toreal(ContractedCost),\r\n            ContractedUnitPrice                 = toreal(ContractedUnitPrice),\r\n            EffectiveCost                       = toreal(EffectiveCost),\r\n            ListCost                            = toreal(ListCost),\r\n            ListUnitPrice                       = toreal(ListUnitPrice),\r\n            PricingQuantity                     = toreal(PricingQuantity),\r\n            x_BilledCostInUsd                   = toreal(x_BilledCostInUsd),\r\n            x_BilledUnitPrice                   = toreal(x_BilledUnitPrice),\r\n            x_BillingExchangeRate               = toreal(x_BillingExchangeRate),\r\n            x_ContractedCostInUsd               = toreal(x_ContractedCostInUsd),\r\n            x_CurrencyConversionRate            = toreal(x_CurrencyConversionRate),\r\n            x_EffectiveCostInUsd                = toreal(x_EffectiveCostInUsd),\r\n            x_EffectiveUnitPrice                = toreal(x_EffectiveUnitPrice),\r\n            x_ListCostInUsd                     = toreal(x_ListCostInUsd),\r\n            x_PricingBlockSize                  = toreal(x_PricingBlockSize)\r\n        // Rename columns\r\n        | project-rename\r\n            InvoiceId = x_InvoiceId,\r\n            PricingCurrency = x_PricingCurrency,\r\n            SkuMeter = x_SkuMeterName\r\n        // Add new columns\r\n        | lookup kind=leftouter (Services | where isnotempty(x_ResourceType) | summarize take_any(ServiceSubcategory), take_any(x_ServiceModel) by x_ResourceType) on x_ResourceType\r\n        | extend CapacityReservationId = tostring(x_SkuDetails.VMCapacityReservationId)\r\n        | extend CapacityReservationStatus = case(\r\n            isempty(CapacityReservationId), '',\r\n            x_ResourceType =~ 'microsoft.compute/capacityreservationgroups/capacityreservations', 'Unused',\r\n            'Used'\r\n        )\r\n        | extend x_CommitmentDiscountNormalizedRatio = case(\r\n            // Not applicable\r\n            isempty(CommitmentDiscountStatus), real(null),\r\n            // Parse from SKU details if not specified explicitly\r\n            toreal(coalesce(x_SkuDetails.RINormalizationRatio, dynamic(1)))\r\n        )\r\n        | extend CommitmentDiscountQuantity = case(\r\n            isempty(CommitmentDiscountStatus), real(null),\r\n            CommitmentDiscountCategory == 'Spend', EffectiveCost / coalesce(x_BillingExchangeRate, real(1)),\r\n            CommitmentDiscountCategory == 'Usage' and isnotempty(x_CommitmentDiscountNormalizedRatio), PricingQuantity / coalesce(x_PricingBlockSize, real(1)) * x_CommitmentDiscountNormalizedRatio,\r\n            real(null)\r\n        )\r\n        | extend CommitmentDiscountUnit = case(\r\n            isempty(CommitmentDiscountQuantity), '',\r\n            CommitmentDiscountCategory == 'Spend', PricingCurrency,\r\n            CommitmentDiscountCategory == 'Usage' and x_CommitmentDiscountNormalizedRatio == real(1), ConsumedUnit,\r\n            CommitmentDiscountCategory == 'Usage' and x_CommitmentDiscountNormalizedRatio > real(1), strcat('Normalized ', ConsumedUnit),\r\n            ''\r\n        )\r\n        | extend x_AmortizationClass = case(\r\n            ChargeCategory == 'Purchase' and (ResourceId has '/microsoft.capacity/reservationorders/' or ResourceId has '/microsoft.billingbenefits/savingsplanorders/'), 'Principal',\r\n            ChargeCategory == 'Usage' and isnotempty(CommitmentDiscountId) and isnotempty(CommitmentDiscountStatus), 'Amortized Charge',\r\n            ''\r\n        )\r\n        // Hubs add-ons\r\n        | extend x_CommitmentDiscountUtilizationPotential = case(\r\n            ChargeCategory == 'Purchase', real(0),\r\n            ProviderName == 'Microsoft' and isnotempty(CommitmentDiscountCategory), EffectiveCost,\r\n            CommitmentDiscountCategory == 'Usage', ConsumedQuantity,\r\n            CommitmentDiscountCategory == 'Spend', EffectiveCost,\r\n            real(0)\r\n        )\r\n        | extend x_CommitmentDiscountUtilizationAmount = iff(CommitmentDiscountStatus == 'Used', x_CommitmentDiscountUtilizationPotential, real(0))\r\n        | extend x_SkuCoreCount = toint(coalesce(x_SkuDetails.VCPUs, x_SkuDetails.VCores, x_SkuDetails.vCores))\r\n        | extend x_SkuInstanceType = tostring(coalesce(x_SkuDetails.ServiceType, x_SkuDetails.ServerSku))\r\n        | extend x_SkuOperatingSystem = case(\r\n            x_SkuDetails.ImageType == 'Canonical', 'Linux',\r\n            x_SkuDetails.ImageType == 'Windows Server BYOL', 'Windows Server',\r\n            x_SkuMeterSubcategory endswith ' Series Windows', 'Windows Server',\r\n            x_SkuDetails.ImageType\r\n        )\r\n        | extend x_ConsumedCoreHours = iff(ConsumedUnit == 'Hours' and isnotempty(x_SkuCoreCount), x_SkuCoreCount * ConsumedQuantity, real(null))\r\n        | extend tmp_SqlAhb = tolower(x_SkuDetails.AHB)\r\n        | extend x_SkuLicenseType = case(\r\n            x_SkuDetails.ImageType has 'Windows Server BYOL', 'Windows Server',\r\n            x_SkuMeterSubcategory == 'SQL Server Azure Hybrid Benefit', 'SQL Server',\r\n            ''\r\n        )\r\n        | extend x_SkuLicenseStatus = case(\r\n            isnotempty(x_SkuLicenseType) or tmp_SqlAhb == 'true' or (x_SkuMeterSubcategory has 'Azure Hybrid Benefit'), 'Enabled',\r\n            (x_SkuMeterSubcategory has 'Windows') or tmp_SqlAhb == 'false', 'Not enabled',\r\n            ''\r\n        )\r\n        | extend x_SkuLicenseQuantity = case(\r\n            isempty(x_SkuCoreCount), int(null),\r\n            x_SkuCoreCount <= 8, int(8),\r\n            x_SkuCoreCount > 8, x_SkuCoreCount,\r\n            int(null)\r\n        )\r\n        | extend x_SkuLicenseUnit = iff(isnotempty(x_SkuLicenseQuantity), 'Cores', '')\r\n        | extend x_CommitmentDiscountSavings = iff(ContractedCost < EffectiveCost,  real(0), ContractedCost - EffectiveCost)\r\n        | extend x_NegotiatedDiscountSavings = iff(ListCost       < ContractedCost, real(0), ListCost - ContractedCost)\r\n        | extend x_TotalSavings              = iff(ListCost       < EffectiveCost,  real(0), ListCost - EffectiveCost)\r\n        | extend x_CommitmentDiscountPercent = iff(ContractedUnitPrice == 0,        real(0), (ContractedUnitPrice - x_EffectiveUnitPrice) / ContractedUnitPrice)\r\n        | extend x_NegotiatedDiscountPercent = iff(ListUnitPrice == 0,              real(0), (ListUnitPrice - ContractedUnitPrice) / ListUnitPrice)\r\n        | extend x_TotalDiscountPercent      = iff(ListUnitPrice == 0,              real(0), (ListUnitPrice - x_EffectiveUnitPrice) / ListUnitPrice)\r\n        // SkuPriceDetails conversion -- Must be after hubs add-ons\r\n        | extend SkuPriceDetails = parse_json(replace_regex(replace_regex(replace_regex(replace_regex(replace_regex(replace_regex(tostring(x_SkuDetails)\r\n            // Prefix all keys with x_ first to avoid double-prefixing\r\n            , @'([\\{,])\"', @'\\1\"x_')\r\n            // CoreCount for number of CPUs/vCPUs/cores/vCores\r\n            , @'\"x_(VCPUs|VCores|vCores)\":', @'\"CoreCount\":')\r\n            // TODO: DiskMaxIops for disk I/O operations per second (IOPS)\r\n            // TODO: DiskSpace for disk size in GiB\r\n            // TODO: DiskType for the kind of disk (e.g., SSD, HDD, NVMe)\r\n            // TODO: GpuCount for the number of GPUs\r\n            // InstanceType for the resource size/SKU (e.g., ArmSkuName)\r\n            , @'\"x_(ServerSku|ServiceType)\":', @'\"InstanceType\":')\r\n            // TODO: InstanceSeries for the size family/series\r\n            // TODO: MemorySize for the RAM in GiB\r\n            // TODO: NetworkMaxIops for network I/O operations per second (IOPS)\r\n            // TODO: NetworkMaxThroughput for network max throughput for data transfer in Mbps\r\n            // OperatingSystem for the OS name\r\n            , @'(\"x_ImageType\":\"Canonical\")', @'\\1,\"OperatingSystem\":\"Linux\"')\r\n            , @'(\"x_ImageType\":\"Windows Server( BYOL)?\")', @'\\1,\"OperatingSystem\":\"Windows Server\"')\r\n            , @'(\"x_ImageType\":(\"[^\"]+\"))', @'\\1,\"OperatingSystem\":\\2')\r\n            // TODO: Redundancy for the level of redundancy (e.g., Local, Zonal, Global)\r\n            // TODO: StorageClass for the tier of storage (e.g., Hot, Archive, Nearline)\r\n        )\r\n        | extend SkuPriceDetails = iff(isempty(SkuPriceDetails.OperatingSystem) and isnotempty(x_SkuOperatingSystem),\r\n            parse_json(replace_string(tostring(SkuPriceDetails), '}', strcat(@',\"OperatingSystem\":\"', x_SkuOperatingSystem, '\"}'))),\r\n            SkuPriceDetails)\r\n    )\r\n    | extend SkuPriceDetails = iff(isnotempty(SkuPriceDetails), SkuPriceDetails, parse_json(replace_regex(tostring(x_SkuDetails), @'([\\{,])\"', @'\\1\"x_')))\r\n    | project\r\n        AvailabilityZone,\r\n        BilledCost,\r\n        BillingAccountId,\r\n        BillingAccountName,\r\n        BillingAccountType,\r\n        BillingCurrency,\r\n        BillingPeriodEnd,\r\n        BillingPeriodStart,\r\n        CapacityReservationId,\r\n        CapacityReservationStatus,\r\n        ChargeCategory,\r\n        ChargeClass,\r\n        ChargeDescription,\r\n        ChargeFrequency,\r\n        ChargePeriodEnd,\r\n        ChargePeriodStart,\r\n        CommitmentDiscountCategory,\r\n        CommitmentDiscountId,\r\n        CommitmentDiscountName,\r\n        CommitmentDiscountQuantity,\r\n        CommitmentDiscountStatus,\r\n        CommitmentDiscountType,\r\n        CommitmentDiscountUnit,\r\n        ConsumedQuantity,\r\n        ConsumedUnit,\r\n        ContractedCost,\r\n        ContractedUnitPrice,\r\n        EffectiveCost,\r\n        InvoiceId,\r\n        InvoiceIssuerName,\r\n        ListCost,\r\n        ListUnitPrice,\r\n        PricingCategory,\r\n        PricingCurrency,\r\n        PricingQuantity,\r\n        PricingUnit,\r\n        ProviderName,\r\n        PublisherName,\r\n        RegionId,\r\n        RegionName,\r\n        ResourceId,\r\n        ResourceName,\r\n        ResourceType,\r\n        ServiceCategory,\r\n        ServiceName,\r\n        ServiceSubcategory,\r\n        SkuId,\r\n        SkuMeter,\r\n        SkuPriceDetails,\r\n        SkuPriceId,\r\n        SubAccountId,\r\n        SubAccountName,\r\n        SubAccountType,\r\n        Tags,\r\n        x_AccountId,\r\n        x_AccountName,\r\n        x_AccountOwnerId,\r\n        x_AmortizationClass,\r\n        x_BilledCostInUsd,\r\n        x_BilledUnitPrice,\r\n        x_BillingAccountAgreement,\r\n        x_BillingAccountId,\r\n        x_BillingAccountName,\r\n        x_BillingExchangeRate,\r\n        x_BillingExchangeRateDate,\r\n        x_BillingItemCode,\r\n        x_BillingItemName,\r\n        x_BillingProfileId,\r\n        x_BillingProfileName,\r\n        x_ChargeId,\r\n        x_CommitmentDiscountNormalizedRatio,\r\n        x_CommitmentDiscountPercent,\r\n        x_CommitmentDiscountSavings,\r\n        x_CommitmentDiscountSpendEligibility,\r\n        x_CommitmentDiscountUsageEligibility,\r\n        x_CommitmentDiscountUtilizationAmount,\r\n        x_CommitmentDiscountUtilizationPotential,\r\n        x_CommodityCode,\r\n        x_CommodityName,\r\n        x_ComponentName,\r\n        x_ComponentType,\r\n        x_ConsumedCoreHours,\r\n        x_ContractedCostInUsd,\r\n        x_CostAllocationRuleName,\r\n        x_CostCategories,\r\n        x_CostCenter,\r\n        x_CostType,\r\n        x_Credits,\r\n        x_CurrencyConversionRate,\r\n        x_CustomerId,\r\n        x_CustomerName,\r\n        x_Discount,\r\n        x_EffectiveCostInUsd,\r\n        x_EffectiveUnitPrice,\r\n        x_ExportTime,\r\n        x_IngestionTime,\r\n        x_InstanceID,\r\n        x_InvoiceIssuerId,\r\n        x_InvoiceSectionId,\r\n        x_InvoiceSectionName,\r\n        x_ListCostInUsd,\r\n        x_Location,\r\n        x_NegotiatedDiscountPercent,\r\n        x_NegotiatedDiscountSavings,\r\n        x_Operation,\r\n        x_OwnerAccountID,\r\n        x_PartnerCreditApplied,\r\n        x_PartnerCreditRate,\r\n        x_PricingBlockSize,\r\n        x_PricingSubcategory,\r\n        x_PricingUnitDescription,\r\n        x_Project,\r\n        x_PublisherCategory,\r\n        x_PublisherId,\r\n        x_ResellerId,\r\n        x_ResellerName,\r\n        x_ResourceGroupName,\r\n        x_ResourceType,\r\n        x_ServiceCode,\r\n        x_ServiceId,\r\n        x_ServiceModel,\r\n        x_ServicePeriodEnd,\r\n        x_ServicePeriodStart,\r\n        x_SkuCoreCount,\r\n        x_SkuDescription,\r\n        x_SkuDetails,\r\n        x_SkuInstanceType,\r\n        x_SkuIsCreditEligible,\r\n        x_SkuLicenseQuantity,\r\n        x_SkuLicenseStatus,\r\n        x_SkuLicenseType,\r\n        x_SkuLicenseUnit,\r\n        x_SkuMeterCategory,\r\n        x_SkuMeterId,\r\n        x_SkuMeterSubcategory,\r\n        x_SkuOfferId,\r\n        x_SkuOperatingSystem,\r\n        x_SkuOrderId,\r\n        x_SkuOrderName,\r\n        x_SkuPartNumber,\r\n        x_SkuPlanName,\r\n        x_SkuRegion,\r\n        x_SkuServiceFamily,\r\n        x_SkuTerm,\r\n        x_SkuTier,\r\n        x_SourceChanges,\r\n        x_SourceName,\r\n        x_SourceProvider,\r\n        x_SourceType,\r\n        x_SourceValues,\r\n        x_SourceVersion,\r\n        x_SubproductName,\r\n        x_TotalDiscountPercent,\r\n        x_TotalSavings,\r\n        x_UsageType\r\n}\r\n\r\n\r\n// Prices_final_v1_2\r\n.create-or-alter function\r\nwith (docstring = 'Gets all prices aligned to FOCUS 1.2.', folder = 'Prices')\r\nPrices_v1_2()\r\n{\r\n    database('Ingestion').Prices_final_v1_2\r\n    | union (\r\n        database('Ingestion').Prices_final_v1_0\r\n        // Convert decimal to real\r\n        | extend\r\n            ContractedUnitPrice                  = toreal(ContractedUnitPrice),\r\n            ListUnitPrice                        = toreal(ListUnitPrice),\r\n            x_BaseUnitPrice                      = toreal(x_BaseUnitPrice),\r\n            x_ContractedUnitPriceDiscount        = toreal(x_ContractedUnitPriceDiscount),\r\n            x_ContractedUnitPriceDiscountPercent = toreal(x_ContractedUnitPriceDiscountPercent),\r\n            x_EffectiveUnitPrice                 = toreal(x_EffectiveUnitPrice),\r\n            x_EffectiveUnitPriceDiscount         = toreal(x_EffectiveUnitPriceDiscount),\r\n            x_EffectiveUnitPriceDiscountPercent  = toreal(x_EffectiveUnitPriceDiscountPercent),\r\n            x_PricingBlockSize                   = toreal(x_PricingBlockSize),\r\n            x_SkuIncludedQuantity                = toreal(x_SkuIncludedQuantity),\r\n            x_SkuTier                            = toreal(x_SkuTier),\r\n            x_TotalUnitPriceDiscount             = toreal(x_TotalUnitPriceDiscount),\r\n            x_TotalUnitPriceDiscountPercent      = toreal(x_TotalUnitPriceDiscountPercent) \r\n        // Rename columns\r\n        | project-rename\r\n            PricingCurrency = x_PricingCurrency,\r\n            SkuMeter = x_SkuMeterName\r\n    )\r\n    | project\r\n        BillingAccountId,\r\n        BillingAccountName,\r\n        BillingCurrency,\r\n        ChargeCategory,\r\n        CommitmentDiscountCategory,\r\n        CommitmentDiscountType,\r\n        CommitmentDiscountUnit,\r\n        ContractedUnitPrice,\r\n        ListUnitPrice,\r\n        PricingCategory,\r\n        PricingCurrency,\r\n        PricingUnit,\r\n        SkuId,\r\n        SkuMeter,\r\n        SkuPriceId,\r\n        SkuPriceIdv2,\r\n        x_BaseUnitPrice,\r\n        x_BillingAccountAgreement,\r\n        x_BillingAccountId,\r\n        x_BillingProfileId,\r\n        x_CommitmentDiscountNormalizedRatio,\r\n        x_CommitmentDiscountSpendEligibility,\r\n        x_CommitmentDiscountUsageEligibility,\r\n        x_ContractedUnitPriceDiscount,\r\n        x_ContractedUnitPriceDiscountPercent,\r\n        x_EffectivePeriodEnd,\r\n        x_EffectivePeriodStart,\r\n        x_EffectiveUnitPrice,\r\n        x_EffectiveUnitPriceDiscount,\r\n        x_EffectiveUnitPriceDiscountPercent,\r\n        x_IngestionTime,\r\n        x_PricingBlockSize,\r\n        x_PricingSubcategory,\r\n        x_PricingUnitDescription,\r\n        x_SkuDescription,\r\n        x_SkuId,\r\n        x_SkuIncludedQuantity,\r\n        x_SkuMeterCategory,\r\n        x_SkuMeterId,\r\n        x_SkuMeterSubcategory,\r\n        x_SkuMeterType,\r\n        x_SkuPriceType,\r\n        x_SkuProductId,\r\n        x_SkuRegion,\r\n        x_SkuServiceFamily,\r\n        x_SkuOfferId,\r\n        x_SkuPartNumber,\r\n        x_SkuTerm,\r\n        x_SkuTier,\r\n        x_SourceName,\r\n        x_SourceProvider,\r\n        x_SourceType,\r\n        x_SourceVersion,\r\n        x_TotalUnitPriceDiscount,\r\n        x_TotalUnitPriceDiscountPercent\r\n}\r\n\r\n\r\n// Recommendations_final_v1_2\r\n.create-or-alter function\r\nwith (docstring = 'Gets all recommendations aligned to FOCUS 1.2.', folder = 'Recommendations')\r\nRecommendations_v1_2()\r\n{\r\n    database('Ingestion').Recommendations_final_v1_2\r\n    | union (\r\n        database('Ingestion').Recommendations_final_v1_0\r\n        // Convert decimal to real\r\n        | extend\r\n            x_EffectiveCostAfter   = toreal(x_EffectiveCostAfter),\r\n            x_EffectiveCostBefore  = toreal(x_EffectiveCostBefore),\r\n            x_EffectiveCostSavings = toreal(x_EffectiveCostSavings)\r\n    )\r\n    | project\r\n        ProviderName,\r\n        ResourceId,\r\n        ResourceName,\r\n        ResourceType,\r\n        SubAccountId,\r\n        SubAccountName,\r\n        x_EffectiveCostAfter,\r\n        x_EffectiveCostBefore,\r\n        x_EffectiveCostSavings,\r\n        x_IngestionTime,\r\n        x_RecommendationCategory,\r\n        x_RecommendationDate,\r\n        x_RecommendationDescription,\r\n        x_RecommendationDetails,\r\n        x_RecommendationId,\r\n        x_ResourceGroupName,\r\n        x_SourceName,\r\n        x_SourceProvider,\r\n        x_SourceType,\r\n        x_SourceVersion\r\n}\r\n\r\n\r\n// Transactions_final_v1_2\r\n.create-or-alter function\r\nwith (docstring = 'Gets all transactions aligned to FOCUS 1.2.', folder = 'Transactions')\r\nTransactions_v1_2()\r\n{\r\n    database('Ingestion').Transactions_final_v1_2\r\n    | union (\r\n        database('Ingestion').Transactions_final_v1_0\r\n        // Convert decimal to real\r\n        | extend\r\n            BilledCost           = toreal(BilledCost),\r\n            PricingQuantity      = toreal(PricingQuantity),\r\n            x_MonetaryCommitment = toreal(x_MonetaryCommitment),\r\n            x_Overage            = toreal(x_Overage)\r\n        // Rename columns\r\n        | project-rename\r\n            InvoiceId = x_InvoiceId\r\n    )\r\n    | project\r\n        BilledCost,\r\n        BillingAccountId,\r\n        BillingAccountName,\r\n        BillingCurrency,\r\n        BillingPeriodEnd,\r\n        BillingPeriodStart,\r\n        ChargeCategory,\r\n        ChargeClass,\r\n        ChargeDescription,\r\n        ChargeFrequency,\r\n        ChargePeriodStart,\r\n        InvoiceId,\r\n        PricingQuantity,\r\n        PricingUnit,\r\n        ProviderName,\r\n        RegionId,\r\n        RegionName,\r\n        SubAccountId,\r\n        SubAccountName,\r\n        x_AccountName,\r\n        x_AccountOwnerId,\r\n        x_CostCenter,\r\n        x_InvoiceNumber,\r\n        x_InvoiceSectionId,\r\n        x_InvoiceSectionName,\r\n        x_IngestionTime,\r\n        x_MonetaryCommitment,\r\n        x_Overage,\r\n        x_PurchasingBillingAccountId,\r\n        x_SkuOrderId,\r\n        x_SkuOrderName,\r\n        x_SkuSize,\r\n        x_SkuTerm,\r\n        x_SourceName,\r\n        x_SourceProvider,\r\n        x_SourceType,\r\n        x_SourceVersion,\r\n        x_SubscriptionId,\r\n        x_TransactionType\r\n}\r\n\r\n\r\n//======================================================================================================================\r\n// Latest FOCUS version\r\n//======================================================================================================================\r\n\r\n.create-or-alter function\r\nwith (docstring = 'Gets all commitment discount usage records with the latest supported version of the FOCUS schema.', folder = 'CommitmentDiscountUsage')\r\nCommitmentDiscountUsage()\r\n{\r\n    CommitmentDiscountUsage_v1_2()\r\n}\r\n\r\n\r\n.create-or-alter function\r\nwith (docstring = 'Gets all cost and usage records with the latest supported version of the FOCUS schema.', folder = 'Costs')\r\nCosts()\r\n{\r\n    Costs_v1_2()\r\n}\r\n\r\n\r\n.create-or-alter function\r\nwith (docstring = 'Gets all prices with the latest supported version of the FOCUS schema.', folder = 'Prices')\r\nPrices()\r\n{\r\n    Prices_v1_2()\r\n}\r\n\r\n\r\n.create-or-alter function\r\nwith (docstring = 'Gets all recommendations with the latest supported version of the FOCUS schema.', folder = 'Recommendations')\r\nRecommendations()\r\n{\r\n    Recommendations_v1_2()\r\n}\r\n\r\n\r\n.create-or-alter function\r\nwith (docstring = 'Gets all transactions with the latest supported version of the FOCUS schema.', folder = 'Transactions')\r\nTransactions()\r\n{\r\n    Transactions_v1_2()\r\n}\r\n",
+                    "$fxv#15": "// Copyright (c) Microsoft Corporation.\r\n// Licensed under the MIT License.\r\n\r\n//======================================================================================================================\r\n// Hub database / Latest FOCUS version functions\r\n// Used for ad hoc queries.\r\n//======================================================================================================================\r\n\r\n// For allowed commands, see https://learn.microsoft.com/azure/data-explorer/database-script\r\n\r\n\r\n.create-or-alter function\r\nwith (docstring = 'Gets all commitment discount usage records with the latest supported version of the FOCUS schema.', folder = 'CommitmentDiscountUsage')\r\nCommitmentDiscountUsage()\r\n{\r\n    CommitmentDiscountUsage_v1_2()\r\n}\r\n\r\n\r\n.create-or-alter function\r\nwith (docstring = 'Gets all cost and usage records with the latest supported version of the FOCUS schema.', folder = 'Costs')\r\nCosts()\r\n{\r\n    Costs_v1_2()\r\n}\r\n\r\n\r\n.create-or-alter function\r\nwith (docstring = 'Gets all prices with the latest supported version of the FOCUS schema.', folder = 'Prices')\r\nPrices()\r\n{\r\n    Prices_v1_2()\r\n}\r\n\r\n\r\n.create-or-alter function\r\nwith (docstring = 'Gets all recommendations with the latest supported version of the FOCUS schema.', folder = 'Recommendations')\r\nRecommendations()\r\n{\r\n    Recommendations_v1_2()\r\n}\r\n\r\n\r\n.create-or-alter function\r\nwith (docstring = 'Gets all transactions with the latest supported version of the FOCUS schema.', folder = 'Transactions')\r\nTransactions()\r\n{\r\n    Transactions_v1_2()\r\n}\r\n",
+                    "$fxv#2": "// Copyright (c) Microsoft Corporation.\r\n// Licensed under the MIT License.\r\n\r\n.create-or-alter function \r\nwith (docstring = 'Return details about the specified ID.', folder = 'OpenData/Internal')\r\n_resource_type_3(id: string) {\r\n    dynamic({\r\n        \"microsoft.hybridnetwork/vendors\": { \"SingularDisplayName\": \"Azure Network Function Manager ? vendor\" }\r\n        ,\"microsoft.hybridonboarding/extensionmanagers\": { \"SingularDisplayName\": \"Microsoft.HybridOnboarding extension manager\" }\r\n        ,\"microsoft.impact/connectors\": { \"SingularDisplayName\": \"Impact Reporting Connector\" }\r\n        ,\"microsoft.impact/impactcategories\": { \"SingularDisplayName\": \"Microsoft.Impact impact category\" }\r\n        ,\"microsoft.impact/topologyimpacts\": { \"SingularDisplayName\": \"Microsoft.Impact topology impact\" }\r\n        ,\"microsoft.impact/workloadimpacts\": { \"SingularDisplayName\": \"Microsoft.Impact workload impact\" }\r\n        ,\"microsoft.impact/workloadimpacts/insights\": { \"SingularDisplayName\": \"Microsoft.Impact workload impacts insight\" }\r\n        ,\"microsoft.importexport/jobs\": { \"SingularDisplayName\": \"Microsoft.ImportExport job\" }\r\n        ,\"microsoft.insights/actiongroups\": { \"SingularDisplayName\": \"Action group\" }\r\n        ,\"microsoft.insights/activitylogalerts\": { \"SingularDisplayName\": \"Activity log alert rule\" }\r\n        ,\"microsoft.insights/alertrules\": { \"SingularDisplayName\": \"Microsoft.Insights alertrule\" }\r\n        ,\"microsoft.insights/alertrules/incidents\": { \"SingularDisplayName\": \"Microsoft.insights alertrules incident\" }\r\n        ,\"microsoft.insights/autoscalesettings\": { \"SingularDisplayName\": \"Microsoft.Insights autoscalesetting\" }\r\n        ,\"microsoft.insights/components\": { \"SingularDisplayName\": \"Application Insights app\" }\r\n        ,\"microsoft.insights/datacollectionendpoints\": { \"SingularDisplayName\": \"Data collection endpoint\" }\r\n        ,\"microsoft.insights/datacollectionruleassociations\": { \"SingularDisplayName\": \"Microsoft.Insights data collection rule association\" }\r\n        ,\"microsoft.insights/datacollectionrules\": { \"SingularDisplayName\": \"Data collection rule\" }\r\n        ,\"microsoft.insights/datacollectionrulesresources\": { \"SingularDisplayName\": \"Data collection rule associated resource\" }\r\n        ,\"microsoft.insights/diagnosticsettings\": { \"SingularDisplayName\": \"Diagnostic settings\" }\r\n        ,\"microsoft.insights/diagnosticsettingscategories\": { \"SingularDisplayName\": \"Microsoft.Insights diagnostic settings category\" }\r\n        ,\"microsoft.insights/guestdiagnosticsettings\": { \"SingularDisplayName\": \"Microsoft.insights guest diagnostic setting\" }\r\n        ,\"microsoft.insights/guestdiagnosticsettingsassociation\": { \"SingularDisplayName\": \"Microsoft.insights guest diagnostic settings association\" }\r\n        ,\"microsoft.insights/logprofiles\": { \"SingularDisplayName\": \"Microsoft.Insights logprofile\" }\r\n        ,\"microsoft.insights/metricalerts\": { \"SingularDisplayName\": \"Metric alert rule\" }\r\n        ,\"microsoft.insights/notificationstatus\": { \"SingularDisplayName\": \"Microsoft.Insights notification statu\" }\r\n        ,\"microsoft.insights/privatelinkscopeoperationstatuses\": { \"SingularDisplayName\": \"Microsoft.insights private link scope operation statuse\" }\r\n        ,\"microsoft.insights/privatelinkscopes\": { \"SingularDisplayName\": \"Azure Monitor Private Link Scope\" }\r\n        ,\"microsoft.insights/scheduledqueryrules\": { \"SingularDisplayName\": \"Log search alert rule\" }\r\n        ,\"microsoft.insights/tenantactiongroups\": { \"SingularDisplayName\": \"Microsoft.Insights tenant action group\" }\r\n        ,\"microsoft.insights/tenantactiongroups/notificationstatus\": { \"SingularDisplayName\": \"Microsoft.Insights tenant action groups notification statu\" }\r\n        ,\"microsoft.insights/vminsightsonboardingstatuses\": { \"SingularDisplayName\": \"Microsoft.Insights VM insights onboarding statuse\" }\r\n        ,\"microsoft.insights/webtests\": { \"SingularDisplayName\": \"Application Insights availability test\" }\r\n        ,\"microsoft.insights/workbooks\": { \"SingularDisplayName\": \"Azure Workbook\" }\r\n        ,\"microsoft.insights/workbooktemplates\": { \"SingularDisplayName\": \"Azure Workbook Template\" }\r\n        ,\"microsoft.integrationspaces/spaces\": { \"SingularDisplayName\": \"Integration Environment\" }\r\n        ,\"microsoft.intelligentitdigitaltwin/digitaltwins\": { \"SingularDisplayName\": \"Microsoft.IntelligentITDigitalTwin digital twin\" }\r\n        ,\"microsoft.intelligentitdigitaltwin/digitaltwins/assets\": { \"SingularDisplayName\": \"Microsoft.IntelligentITDigitalTwin digital twins asset\" }\r\n        ,\"microsoft.intelligentitdigitaltwin/digitaltwins/executionplans\": { \"SingularDisplayName\": \"Microsoft.IntelligentITDigitalTwin digital twins execution plan\" }\r\n        ,\"microsoft.intelligentitdigitaltwin/digitaltwins/testplans\": { \"SingularDisplayName\": \"Microsoft.IntelligentITDigitalTwin digital twins test plan\" }\r\n        ,\"microsoft.intelligentitdigitaltwin/digitaltwins/tests\": { \"SingularDisplayName\": \"Microsoft.IntelligentITDigitalTwin digital twins test\" }\r\n        ,\"microsoft.inventory/subscriptioninternalproperties\": { \"SingularDisplayName\": \"Microsoft.Inventory subscription internal property\" }\r\n        ,\"microsoft.iotcentral/iotapps\": { \"SingularDisplayName\": \"IoT Central Application\" }\r\n        ,\"microsoft.iotfirmwaredefense/workspaces\": { \"SingularDisplayName\": \"Firmware analysis workspace\" }\r\n        ,\"microsoft.iotfirmwaredefense/workspaces/firmwares\": { \"SingularDisplayName\": \"Microsoft.IoTFirmwareDefense workspaces firmware\" }\r\n        ,\"microsoft.iotfirmwaredefense/workspaces/firmwares/summaries\": { \"SingularDisplayName\": \"Microsoft.IoTFirmwareDefense workspaces firmwares summary\" }\r\n        ,\"microsoft.iotoperations/instances\": { \"SingularDisplayName\": \"Azure IoT Operations\" }\r\n        ,\"microsoft.iotoperations/instances/brokers\": { \"SingularDisplayName\": \"Microsoft.IoTOperations instances broker\" }\r\n        ,\"microsoft.iotoperations/instances/brokers/authentications\": { \"SingularDisplayName\": \"Microsoft.IoTOperations instances brokers authentication\" }\r\n        ,\"microsoft.iotoperations/instances/brokers/authorizations\": { \"SingularDisplayName\": \"Microsoft.IoTOperations instances brokers authorization\" }\r\n        ,\"microsoft.iotoperations/instances/brokers/listeners\": { \"SingularDisplayName\": \"Microsoft.IoTOperations instances brokers listener\" }\r\n        ,\"microsoft.iotoperations/instances/dataflowendpoints\": { \"SingularDisplayName\": \"Microsoft.IoTOperations instances dataflow endpoint\" }\r\n        ,\"microsoft.iotoperations/instances/dataflowprofiles\": { \"SingularDisplayName\": \"Microsoft.IoTOperations instances dataflow profile\" }\r\n        ,\"microsoft.iotoperations/instances/dataflowprofiles/dataflows\": { \"SingularDisplayName\": \"Microsoft.IoTOperations instances dataflow profiles dataflow\" }\r\n        ,\"microsoft.iotoperationsdataprocessor/instances\": { \"SingularDisplayName\": \"Microsoft.IoTOperationsDataProcessor instance\" }\r\n        ,\"microsoft.iotoperationsdataprocessor/instances/datasets\": { \"SingularDisplayName\": \"Microsoft.IoTOperationsDataProcessor instances dataset\" }\r\n        ,\"microsoft.iotoperationsdataprocessor/instances/pipelines\": { \"SingularDisplayName\": \"Microsoft.IoTOperationsDataProcessor instances pipeline\" }\r\n        ,\"microsoft.iotoperationsmq/mq\": { \"SingularDisplayName\": \"IoT Operations Ops MQ\" }\r\n        ,\"microsoft.iotoperationsmq/mq/broker\": { \"SingularDisplayName\": \"Microsoft.IoTOperationsMQ mq broker\" }\r\n        ,\"microsoft.iotoperationsmq/mq/broker/authentication\": { \"SingularDisplayName\": \"Microsoft.IoTOperationsMQ mq broker authentication\" }\r\n        ,\"microsoft.iotoperationsmq/mq/broker/authorization\": { \"SingularDisplayName\": \"Microsoft.IoTOperationsMQ mq broker authorization\" }\r\n        ,\"microsoft.iotoperationsmq/mq/broker/listener\": { \"SingularDisplayName\": \"Microsoft.IoTOperationsMQ mq broker listener\" }\r\n        ,\"microsoft.iotoperationsmq/mq/datalakeconnector\": { \"SingularDisplayName\": \"Microsoft.IoTOperationsMQ mq data lake connector\" }\r\n        ,\"microsoft.iotoperationsmq/mq/datalakeconnector/topicmap\": { \"SingularDisplayName\": \"Microsoft.IoTOperationsMQ mq data lake connector topic map\" }\r\n        ,\"microsoft.iotoperationsmq/mq/diagnosticservice\": { \"SingularDisplayName\": \"Microsoft.IoTOperationsMQ mq diagnostic service\" }\r\n        ,\"microsoft.iotoperationsmq/mq/kafkaconnector\": { \"SingularDisplayName\": \"Microsoft.IoTOperationsMQ mq kafka connector\" }\r\n        ,\"microsoft.iotoperationsmq/mq/kafkaconnector/topicmap\": { \"SingularDisplayName\": \"Microsoft.IoTOperationsMQ mq kafka connector topic map\" }\r\n        ,\"microsoft.iotoperationsmq/mq/mqttbridgeconnector\": { \"SingularDisplayName\": \"Microsoft.IoTOperationsMQ mq mqtt bridge connector\" }\r\n        ,\"microsoft.iotoperationsmq/mq/mqttbridgeconnector/topicmap\": { \"SingularDisplayName\": \"Microsoft.IoTOperationsMQ mq mqtt bridge connector topic map\" }\r\n        ,\"microsoft.iotoperationsorchestrator/instances\": { \"SingularDisplayName\": \"Microsoft.IoTOperationsOrchestrator instance\" }\r\n        ,\"microsoft.iotoperationsorchestrator/solutions\": { \"SingularDisplayName\": \"Microsoft.IoTOperationsOrchestrator solution\" }\r\n        ,\"microsoft.iotoperationsorchestrator/targets\": { \"SingularDisplayName\": \"Microsoft.IoTOperationsOrchestrator target\" }\r\n        ,\"microsoft.iotsecurity/alerttypes\": { \"SingularDisplayName\": \"Microsoft.IoTSecurity alert type\" }\r\n        ,\"microsoft.iotsecurity/defendersettings\": { \"SingularDisplayName\": \"Microsoft.IoTSecurity defender setting\" }\r\n        ,\"microsoft.iotsecurity/onpremisesensors\": { \"SingularDisplayName\": \"Microsoft.IoTSecurity on premise sensor\" }\r\n        ,\"microsoft.iotsecurity/recommendationtypes\": { \"SingularDisplayName\": \"Microsoft.IoTSecurity recommendation type\" }\r\n        ,\"microsoft.iotsecurity/sensors\": { \"SingularDisplayName\": \"Microsoft.IoTSecurity sensor\" }\r\n        ,\"microsoft.iotsecurity/sites\": { \"SingularDisplayName\": \"Microsoft.IoTSecurity site\" }\r\n        ,\"microsoft.keyvault/managedhsms\": { \"SingularDisplayName\": \"Azure Key Vault Managed HSM\" }\r\n        ,\"microsoft.keyvault/vaults\": { \"SingularDisplayName\": \"Key vault\" }\r\n        ,\"microsoft.kubernetes/connectedclusters\": { \"SingularDisplayName\": \"Kubernetes - Azure Arc\" }\r\n        ,\"microsoft.kubernetes/connectedclusters/microsoft.kubernetesconfiguration/extensions\": { \"SingularDisplayName\": \"Kubernetes - Azure Arc extension\" }\r\n        ,\"microsoft.kubernetes/connectedclusters/microsoft.kubernetesconfiguration/fluxconfigurations\": { \"SingularDisplayName\": \"GitOps configuration\" }\r\n        ,\"microsoft.kubernetes/connectedclusters/microsoft.kubernetesconfiguration/namespaces\": { \"SingularDisplayName\": \"Kubernetes - Azure Arc namespace\" }\r\n        ,\"microsoft.kubernetesconfiguration/extensions\": { \"SingularDisplayName\": \"Kubernetes service extension\" }\r\n        ,\"microsoft.kubernetesconfiguration/extensiontypes\": { \"SingularDisplayName\": \"Microsoft.KubernetesConfiguration extension type\" }\r\n        ,\"microsoft.kubernetesconfiguration/extensiontypes/versions\": { \"SingularDisplayName\": \"Microsoft.KubernetesConfiguration extension types version\" }\r\n        ,\"microsoft.kubernetesconfiguration/fluxconfigurations\": { \"SingularDisplayName\": \"Microsoft.KubernetesConfiguration flux configuration\" }\r\n        ,\"microsoft.kubernetesconfiguration/fluxconfigurations/operations\": { \"SingularDisplayName\": \"Microsoft.KubernetesConfiguration flux configurations operation\" }\r\n        ,\"microsoft.kubernetesconfiguration/privatelinkscopes\": { \"SingularDisplayName\": \"Microsoft.KubernetesConfiguration private link scope\" }\r\n        ,\"microsoft.kubernetesconfiguration/privatelinkscopes/privateendpointconnections\": { \"SingularDisplayName\": \"Microsoft.KubernetesConfiguration private link scopes private endpoint connection\" }\r\n        ,\"microsoft.kubernetesconfiguration/privatelinkscopes/privatelinkresources\": { \"SingularDisplayName\": \"Microsoft.KubernetesConfiguration private link scopes private link resource\" }\r\n        ,\"microsoft.kubernetesconfiguration/sourcecontrolconfigurations\": { \"SingularDisplayName\": \"Microsoft.KubernetesConfiguration source control configuration\" }\r\n        ,\"microsoft.kubernetesruntime/bgppeers\": { \"SingularDisplayName\": \"Microsoft.KubernetesRuntime bgp peer\" }\r\n        ,\"microsoft.kubernetesruntime/loadbalancers\": { \"SingularDisplayName\": \"Arc Load Balancer\" }\r\n        ,\"microsoft.kubernetesruntime/services\": { \"SingularDisplayName\": \"Microsoft.KubernetesRuntime service\" }\r\n        ,\"microsoft.kubernetesruntime/storageclasses\": { \"SingularDisplayName\": \"Microsoft.KubernetesRuntime storage class\" }\r\n        ,\"microsoft.kusto/clusters\": { \"SingularDisplayName\": \"Azure Data Explorer Cluster\" }\r\n        ,\"microsoft.kusto/clusters/databases\": { \"SingularDisplayName\": \"Azure Data Explorer Database\" }\r\n        ,\"microsoft.labservices/labaccounts\": { \"SingularDisplayName\": \"Lab account\" }\r\n        ,\"microsoft.labservices/labaccounts/labs\": { \"SingularDisplayName\": \"Lab\" }\r\n        ,\"microsoft.labservices/labplans\": { \"SingularDisplayName\": \"Lab plan\" }\r\n        ,\"microsoft.labservices/labs\": { \"SingularDisplayName\": \"Lab\" }\r\n        ,\"microsoft.liftrpilot/organizations\": { \"SingularDisplayName\": \"Azure Pilot\" }\r\n        ,\"microsoft.loadtestservice/loadtestmappings\": { \"SingularDisplayName\": \"Microsoft.LoadTestService load test mapping\" }\r\n        ,\"microsoft.loadtestservice/loadtestprofilemappings\": { \"SingularDisplayName\": \"Microsoft.LoadTestService load test profile mapping\" }\r\n        ,\"microsoft.loadtestservice/loadtests\": { \"SingularDisplayName\": \"Azure Load Testing\" }\r\n        ,\"microsoft.loadtestservice/playwrightworkspaces\": { \"SingularDisplayName\": \"Playwright Workspace\" }\r\n        ,\"microsoft.logic/businessprocesses\": { \"SingularDisplayName\": \"Business Process\" }\r\n        ,\"microsoft.logic/integrationaccounts\": { \"SingularDisplayName\": \"Logic app integration account\" }\r\n        ,\"microsoft.logic/integrationserviceenvironments\": { \"SingularDisplayName\": \"Integration Service Environment\" }\r\n        ,\"microsoft.logic/integrationserviceenvironments/health\": { \"SingularDisplayName\": \"Microsoft.Logic integration service environments health\" }\r\n        ,\"microsoft.logic/integrationserviceenvironments/managedapis\": { \"SingularDisplayName\": \"Managed Connector\" }\r\n        ,\"microsoft.logic/templates\": { \"SingularDisplayName\": \"Logic Apps Template\" }\r\n        ,\"microsoft.logic/workflows\": { \"SingularDisplayName\": \"Logic app\" }\r\n        ,\"microsoft.logz/monitors\": { \"SingularDisplayName\": \"Logz.io\" }\r\n        ,\"microsoft.logz/monitors/accounts\": { \"SingularDisplayName\": \"Logz sub account\" }\r\n        ,\"microsoft.m365/m365resources\": { \"SingularDisplayName\": \"Microsoft.M365 m365 resource\" }\r\n        ,\"microsoft.m365consumptionservices/services\": { \"SingularDisplayName\": \"Microsoft.M365ConsumptionServices service\" }\r\n        ,\"microsoft.machinelearning/commitmentplans\": { \"SingularDisplayName\": \"Microsoft.MachineLearning commitment plan\" }\r\n        ,\"microsoft.machinelearning/commitmentplans/commitmentassociations\": { \"SingularDisplayName\": \"Microsoft.MachineLearning commitment plans commitment association\" }\r\n        ,\"microsoft.machinelearning/webservices\": { \"SingularDisplayName\": \"Machine Learning Studio (classic) web service\" }\r\n        ,\"microsoft.machinelearning/workspaces\": { \"SingularDisplayName\": \"Machine Learning Studio (classic) workspace\" }\r\n        ,\"microsoft.machinelearningexperimentation/accounts\": { \"SingularDisplayName\": \"Microsoft.MachineLearningExperimentation account\" }\r\n        ,\"microsoft.machinelearningexperimentation/accounts/workspaces\": { \"SingularDisplayName\": \"Microsoft.MachineLearningExperimentation accounts workspace\" }\r\n        ,\"microsoft.machinelearningexperimentation/accounts/workspaces/projects\": { \"SingularDisplayName\": \"Microsoft.MachineLearningExperimentation accounts workspaces project\" }\r\n        ,\"microsoft.machinelearningservices/aistudio\": { \"SingularDisplayName\": \"Azure AI Foundry\" }\r\n        ,\"microsoft.machinelearningservices/aistudiocreate\": { \"SingularDisplayName\": \"Azure AI Foundry\" }\r\n        ,\"microsoft.machinelearningservices/registries\": { \"SingularDisplayName\": \"Azure Machine Learning registry\" }\r\n        ,\"microsoft.machinelearningservices/workspaces\": { \"SingularDisplayName\": \"Azure Machine Learning workspace\" }\r\n        ,\"microsoft.machinelearningservices/workspaces/onlineendpoints\": { \"SingularDisplayName\": \"Machine learning online endpoint\" }\r\n        ,\"microsoft.machinelearningservices/workspaces/onlineendpoints/deployments\": { \"SingularDisplayName\": \"Machine learning online deployment\" }\r\n        ,\"microsoft.machinelearningservices/workspacescreate\": { \"SingularDisplayName\": \"Azure Machine Learning workspace\" }\r\n        ,\"microsoft.maintenance/configurationassignments\": { \"SingularDisplayName\": \"Microsoft.Maintenance configuration assignment\" }\r\n        ,\"microsoft.maintenance/maintenanceconfigurations\": { \"SingularDisplayName\": \"Maintenance Configuration\" }\r\n        ,\"microsoft.maintenance/maintenanceconfigurationsaumbladeresource\": { \"SingularDisplayName\": \"Maintenance configuration\" }\r\n        ,\"microsoft.maintenance/maintenanceconfigurationsbladeresource\": { \"SingularDisplayName\": \"Maintenance configuration\" }\r\n        ,\"microsoft.maintenance/publicmaintenanceconfigurations\": { \"SingularDisplayName\": \"Microsoft.Maintenance public maintenance configuration\" }\r\n        ,\"microsoft.managedidentity/identities\": { \"SingularDisplayName\": \"Microsoft.ManagedIdentity identity\" }\r\n        ,\"microsoft.managedidentity/userassignedidentities\": { \"SingularDisplayName\": \"Managed Identity\" }\r\n        ,\"microsoft.managednetwork/managednetworks\": { \"SingularDisplayName\": \"Microsoft.ManagedNetwork managed network\" }\r\n        ,\"microsoft.managednetwork/managednetworks/managednetworkgroups\": { \"SingularDisplayName\": \"Microsoft.ManagedNetwork managed networks managed network group\" }\r\n        ,\"microsoft.managednetwork/managednetworks/managednetworkpeeringpolicies\": { \"SingularDisplayName\": \"Microsoft.ManagedNetwork managed networks managed network peering policy\" }\r\n        ,\"microsoft.managednetworkfabric/accesscontrollists\": { \"SingularDisplayName\": \"Access Control List (Operator Nexus)\" }\r\n        ,\"microsoft.managednetworkfabric/internetgatewayrules\": { \"SingularDisplayName\": \"Internet Gateway Rule (Operator Nexus)\" }\r\n        ,\"microsoft.managednetworkfabric/internetgateways\": { \"SingularDisplayName\": \"Internet Gateway (Operator Nexus)\" }\r\n        ,\"microsoft.managednetworkfabric/ipcommunities\": { \"SingularDisplayName\": \"IP Community (Operator Nexus)\" }\r\n        ,\"microsoft.managednetworkfabric/ipextendedcommunities\": { \"SingularDisplayName\": \"IP Extended Community (Operator Nexus)\" }\r\n        ,\"microsoft.managednetworkfabric/ipprefixes\": { \"SingularDisplayName\": \"IP Prefix (Operator Nexus)\" }\r\n        ,\"microsoft.managednetworkfabric/l2isolationdomains\": { \"SingularDisplayName\": \"Layer 2 Isolation Domain (Operator Nexus)\" }\r\n        ,\"microsoft.managednetworkfabric/l3isolationdomains\": { \"SingularDisplayName\": \"Layer 3 Isolation Domain (Operator Nexus)\" }\r\n        ,\"microsoft.managednetworkfabric/l3isolationdomains/externalnetworks\": { \"SingularDisplayName\": \"External Network (Operator Nexus)\" }\r\n        ,\"microsoft.managednetworkfabric/l3isolationdomains/internalnetworks\": { \"SingularDisplayName\": \"Internal Network (Operator Nexus)\" 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\"SingularDisplayName\": \"SIM\" }\r\n        ,\"microsoft.mobilenetwork/sims\": { \"SingularDisplayName\": \"Microsoft.MobileNetwork sim\" }\r\n        ,\"microsoft.mobilenetwork/smfdeployments\": { \"SingularDisplayName\": \"Microsoft.MobileNetwork smf deployment\" }\r\n        ,\"microsoft.mobilenetwork/upfdeployments\": { \"SingularDisplayName\": \"Microsoft.MobileNetwork upf deployment\" }\r\n        ,\"microsoft.mobilenetwork/virtualizedmmedeployments\": { \"SingularDisplayName\": \"Microsoft.MobileNetwork virtualized mme deployment\" }\r\n        ,\"microsoft.mobilenetwork/vnfagentdeployments\": { \"SingularDisplayName\": \"Microsoft.MobileNetwork vnf agent deployment\" }\r\n        ,\"microsoft.mobilepacketcore/amfdeployments\": { \"SingularDisplayName\": \"Microsoft.MobilePacketCore amf deployment\" }\r\n        ,\"microsoft.mobilepacketcore/clusterservices\": { \"SingularDisplayName\": \"Microsoft.MobilePacketCore cluster service\" }\r\n        ,\"microsoft.mobilepacketcore/networkfunctions\": { \"SingularDisplayName\": \"Microsoft.MobilePacketCore network function\" }\r\n        ,\"microsoft.mobilepacketcore/nrfdeployments\": { \"SingularDisplayName\": \"Microsoft.MobilePacketCore nrf deployment\" }\r\n        ,\"microsoft.mobilepacketcore/nssfdeployments\": { \"SingularDisplayName\": \"Microsoft.MobilePacketCore nssf deployment\" }\r\n        ,\"microsoft.mobilepacketcore/observabilityservices\": { \"SingularDisplayName\": \"Microsoft.MobilePacketCore observability service\" }\r\n        ,\"microsoft.mobilepacketcore/smfdeployments\": { \"SingularDisplayName\": \"Microsoft.MobilePacketCore smf deployment\" }\r\n        ,\"microsoft.mobilepacketcore/upfdeployments\": { \"SingularDisplayName\": \"Microsoft.MobilePacketCore upf deployment\" }\r\n        ,\"microsoft.modsimworkbench/workbenches\": { \"SingularDisplayName\": \"Modeling and Simulation Workbench\" }\r\n        ,\"microsoft.modsimworkbench/workbenches/chambers\": { \"SingularDisplayName\": \"Chamber\" }\r\n        ,\"microsoft.modsimworkbench/workbenches/chambers/connectors\": { \"SingularDisplayName\": \"Chamber Connector\" }\r\n        ,\"microsoft.modsimworkbench/workbenches/chambers/filerequests\": { \"SingularDisplayName\": \"Chamber Data Pipeline File Request\" }\r\n        ,\"microsoft.modsimworkbench/workbenches/chambers/files\": { \"SingularDisplayName\": \"Chamber Data Pipeline File\" }\r\n        ,\"microsoft.modsimworkbench/workbenches/chambers/licenses\": { \"SingularDisplayName\": \"Chamber License\" }\r\n        ,\"microsoft.modsimworkbench/workbenches/chambers/storages\": { \"SingularDisplayName\": \"Chamber Storage\" }\r\n        ,\"microsoft.modsimworkbench/workbenches/chambers/workloads\": { \"SingularDisplayName\": \"Chamber VM\" }\r\n        ,\"microsoft.modsimworkbench/workbenches/sharedstorages\": { \"SingularDisplayName\": \"Shared Storage\" }\r\n        ,\"microsoft.monitor/accounts\": { \"SingularDisplayName\": \"Azure Monitor workspace\" }\r\n        ,\"microsoft.monitor/investigations\": { \"SingularDisplayName\": \"Microsoft.Monitor investigation\" }\r\n        ,\"microsoft.monitor/pipelinegroups\": { \"SingularDisplayName\": \"Azure Monitor pipeline\" }\r\n        ,\"microsoft.mysqldiscovery/mysqlsites\": { \"SingularDisplayName\": \"Microsoft.MySQLDiscovery my sqlsite\" }\r\n        ,\"microsoft.mysqldiscovery/mysqlsites/agents\": { \"SingularDisplayName\": \"Microsoft.MySQLDiscovery my sqlsites agent\" }\r\n        ,\"microsoft.mysqldiscovery/mysqlsites/errorsummaries\": { \"SingularDisplayName\": \"Microsoft.MySQLDiscovery my sqlsites error summary\" }\r\n        ,\"microsoft.mysqldiscovery/mysqlsites/mysqlservers\": { \"SingularDisplayName\": \"Microsoft.MySQLDiscovery my sqlsites my sqlserver\" }\r\n        ,\"microsoft.mysqldiscovery/mysqlsites/summaries\": { \"SingularDisplayName\": \"Microsoft.MySQLDiscovery my sqlsites summary\" }\r\n        ,\"microsoft.netapp/netappaccounts\": { \"SingularDisplayName\": \"NetApp account\" }\r\n        ,\"microsoft.netapp/netappaccounts/backuppolicies\": { \"SingularDisplayName\": \"Backup Policy\" }\r\n        ,\"microsoft.netapp/netappaccounts/backupvaults\": { \"SingularDisplayName\": \"Backup vault\" }\r\n        ,\"microsoft.netapp/netappaccounts/capacitypools\": { \"SingularDisplayName\": \"Capacity pool\" }\r\n        ,\"microsoft.netapp/netappaccounts/capacitypools/volumes\": { \"SingularDisplayName\": \"Volume\" }\r\n        ,\"microsoft.netapp/netappaccounts/capacitypools/volumes/snapshots\": { \"SingularDisplayName\": \"Snapshot\" }\r\n        ,\"microsoft.netapp/netappaccounts/capacitypools/volumes/volumequotarules\": { \"SingularDisplayName\": \"User and group quota\" }\r\n        ,\"microsoft.netapp/netappaccounts/snapshotpolicies\": { \"SingularDisplayName\": \"Snapshot policy\" }\r\n        ,\"microsoft.netapp/netappaccounts/volumegroups\": { \"SingularDisplayName\": \"VolumeGroup\" }\r\n        ,\"microsoft.network/applicationgatewayavailablessloptions\": { \"SingularDisplayName\": \"Microsoft.Network application gateway available ssl option\" }\r\n        ,\"microsoft.network/applicationgatewayavailablessloptions/predefinedpolicies\": { \"SingularDisplayName\": \"Microsoft.Network application gateway available ssl options predefined policy\" }\r\n        ,\"microsoft.network/applicationgateways\": { \"SingularDisplayName\": \"Application gateway\" }\r\n        ,\"microsoft.network/applicationgatewaywebapplicationfirewallpolicies\": { \"SingularDisplayName\": \"Application Gateway WAF policy\" }\r\n        ,\"microsoft.network/applicationsecuritygroups\": { \"SingularDisplayName\": \"Application security group\" }\r\n        ,\"microsoft.network/azurefirewalls\": { \"SingularDisplayName\": \"Firewall\" }\r\n        ,\"microsoft.network/azurewebcategories\": { \"SingularDisplayName\": \"Microsoft.Network Azure web category\" }\r\n        ,\"microsoft.network/bastionhosts\": { \"SingularDisplayName\": \"Bastion\" }\r\n        ,\"microsoft.network/cloudserviceslots\": { \"SingularDisplayName\": \"Microsoft.Network cloud service slot\" }\r\n        ,\"microsoft.network/connections\": { \"SingularDisplayName\": \"Connection\" }\r\n        ,\"microsoft.network/customipprefixes\": { \"SingularDisplayName\": \"Custom IP Prefix\" }\r\n        ,\"microsoft.network/ddoscustompolicies\": { \"SingularDisplayName\": \"Microsoft.Network DDoS custom policy\" }\r\n        ,\"microsoft.network/ddosprotectionplans\": { \"SingularDisplayName\": \"DDoS protection plan\" }\r\n        ,\"microsoft.network/dnsforwardingrulesets\": { \"SingularDisplayName\": \"DNS forwarding ruleset\" }\r\n        ,\"microsoft.network/dnsresolverdomainlists\": { \"SingularDisplayName\": \"DNS Domain List\" }\r\n        ,\"microsoft.network/dnsresolverpolicies\": { \"SingularDisplayName\": \"DNS Security Policy\" }\r\n        ,\"microsoft.network/dnsresolvers\": { \"SingularDisplayName\": \"DNS private resolver\" }\r\n        ,\"microsoft.network/dnszones\": { \"SingularDisplayName\": \"DNS zone\" }\r\n        ,\"microsoft.network/dscpconfigurations\": { \"SingularDisplayName\": \"Microsoft.Network DSCP configuration\" }\r\n        ,\"microsoft.network/expressroutecircuits\": { \"SingularDisplayName\": \"ExpressRoute circuit\" }\r\n        ,\"microsoft.network/expressroutecrossconnections\": { \"SingularDisplayName\": \"Microsoft.Network express route cross connection\" }\r\n        ,\"microsoft.network/expressroutecrossconnections/peerings\": { \"SingularDisplayName\": \"Microsoft.Network express route cross connections peering\" }\r\n        ,\"microsoft.network/expressroutegateways\": { \"SingularDisplayName\": \"ExpressRoute Gateway\" }\r\n        ,\"microsoft.network/expressroutegateways/expressrouteconnections\": { \"SingularDisplayName\": \"Microsoft.Network express route gateways express route connection\" }\r\n        ,\"microsoft.network/expressrouteports\": { \"SingularDisplayName\": \"ExpressRoute Direct\" }\r\n        ,\"microsoft.network/expressrouteportslocations\": { \"SingularDisplayName\": \"Microsoft.Network express route ports location\" }\r\n        ,\"microsoft.network/firewallpolicies\": { \"SingularDisplayName\": \"Firewall Policy\" }\r\n        ,\"microsoft.network/frontdoors\": { \"SingularDisplayName\": \"Front Door and CDN profiles\" }\r\n        ,\"microsoft.network/frontdoorwebapplicationfirewallpolicies\": { \"SingularDisplayName\": \"Front Door WAF policy\" }\r\n        ,\"microsoft.network/ipallocations\": { \"SingularDisplayName\": \"Microsoft.Network IP allocation\" }\r\n        ,\"microsoft.network/ipgroups\": { \"SingularDisplayName\": \"IP Group\" }\r\n        ,\"microsoft.network/loadbalancers\": { \"SingularDisplayName\": \"Load balancer\" }\r\n        ,\"microsoft.network/localnetworkgateways\": { \"SingularDisplayName\": \"Local network gateway\" }\r\n        ,\"microsoft.network/natgateways\": { \"SingularDisplayName\": \"NAT gateway\" }\r\n        ,\"microsoft.network/networkexperimentprofiles\": { \"SingularDisplayName\": \"Microsoft.Network network experiment profile\" }\r\n        ,\"microsoft.network/networkexperimentprofiles/experiments\": { \"SingularDisplayName\": \"Microsoft.Network network experiment profiles experiment\" }\r\n        ,\"microsoft.network/networkinterfaces\": { \"SingularDisplayName\": \"Network interface\" }\r\n        ,\"microsoft.network/networkmanagerconnections\": { \"SingularDisplayName\": \"Microsoft.Network network manager connection\" }\r\n        ,\"microsoft.network/networkmanagers\": { \"SingularDisplayName\": \"Network manager\" }\r\n        ,\"microsoft.network/networkmanagers/connectivityconfigurations\": { \"SingularDisplayName\": \"Network manager\" }\r\n        ,\"microsoft.network/networkmanagers/ipampools\": { \"SingularDisplayName\": \"IP address pool\" }\r\n        ,\"microsoft.network/networkmanagers/networkgroups\": { \"SingularDisplayName\": \"Network manager\" }\r\n        ,\"microsoft.network/networkmanagers/routingconfigurations\": { \"SingularDisplayName\": \"Network manager\" }\r\n        ,\"microsoft.network/networkmanagers/securityadminconfigurations\": { \"SingularDisplayName\": \"Network manager\" }\r\n        ,\"microsoft.network/networkmanagers/securityuserconfigurations\": { \"SingularDisplayName\": \"Network manager\" }\r\n        ,\"microsoft.network/networkmanagers/verifierworkspaces\": { \"SingularDisplayName\": \"Verifier Workspace\" }\r\n        ,\"microsoft.network/networkprofiles\": { \"SingularDisplayName\": \"Microsoft.Network network profile\" }\r\n        ,\"microsoft.network/networksecuritygroups\": { \"SingularDisplayName\": \"Network security group\" }\r\n        ,\"microsoft.network/networksecurityperimeters\": { \"SingularDisplayName\": \"Network Security Perimeter\" }\r\n        ,\"microsoft.network/networksecurityperimeters/profiles\": { \"SingularDisplayName\": \"Network Security Perimeter Profile\" }\r\n        ,\"microsoft.network/networkverifiers\": { \"SingularDisplayName\": \"Virtual Network Verifier\" }\r\n        ,\"microsoft.network/networkvirtualappliances\": { \"SingularDisplayName\": \"Microsoft.Network network virtual appliance\" }\r\n        ,\"microsoft.network/networkwatchers\": { \"SingularDisplayName\": \"Network Watcher\" }\r\n        ,\"microsoft.network/networkwatchers/flowlogs\": { \"SingularDisplayName\": \"Flow log\" }\r\n        ,\"microsoft.network/p2svpngateways\": { \"SingularDisplayName\": \"VPN Gateway (Point to Site)\" }\r\n        ,\"microsoft.network/privatednszones\": { \"SingularDisplayName\": \"Private DNS zone\" }\r\n        ,\"microsoft.network/privatednszones/virtualnetworklinks\": { \"SingularDisplayName\": \"Virtual network link\" }\r\n        ,\"microsoft.network/privateendpoints\": { \"SingularDisplayName\": \"Private endpoint\" }\r\n        ,\"microsoft.network/privatelinkservices\": { \"SingularDisplayName\": \"Private link service\" }\r\n        ,\"microsoft.network/publicipaddresses\": { \"SingularDisplayName\": \"Public IP address\" }\r\n        ,\"microsoft.network/publicipprefixes\": { \"SingularDisplayName\": \"Public IP Prefix\" }\r\n        ,\"microsoft.network/routefilters\": { \"SingularDisplayName\": \"Route filter\" }\r\n        ,\"microsoft.network/routetables\": { \"SingularDisplayName\": \"Route table\" }\r\n        ,\"microsoft.network/securitypartnerproviders\": { \"SingularDisplayName\": \"Microsoft.Network security partner provider\" }\r\n        ,\"microsoft.network/serviceendpointpolicies\": { \"SingularDisplayName\": \"Service endpoint policy\" }\r\n        ,\"microsoft.network/trafficmanagergeographichierarchies\": { \"SingularDisplayName\": \"Microsoft.Network traffic manager geographic hierarchy\" }\r\n        ,\"microsoft.network/trafficmanagerprofiles\": { \"SingularDisplayName\": \"Traffic Manager profile\" }\r\n        ,\"microsoft.network/trafficmanagerusermetricskeys\": { \"SingularDisplayName\": \"Microsoft.Network traffic manager user metrics key\" }\r\n        ,\"microsoft.network/virtualhubs\": { \"SingularDisplayName\": \"Microsoft.Network/virtualHub\" }\r\n        ,\"microsoft.network/virtualnetworkgateways\": { \"SingularDisplayName\": \"Virtual network gateway\" }\r\n        ,\"microsoft.network/virtualnetworks\": { \"SingularDisplayName\": \"Virtual network\" }\r\n        ,\"microsoft.network/virtualnetworktaps\": { \"SingularDisplayName\": \"Virtual network terminal access point\" }\r\n        ,\"microsoft.network/virtualrouters\": { \"SingularDisplayName\": \"Microsoft.Network virtual router\" }\r\n        ,\"microsoft.network/virtualrouters/peerings\": { \"SingularDisplayName\": \"Microsoft.Network virtual routers peering\" }\r\n        ,\"microsoft.network/virtualwans\": { \"SingularDisplayName\": \"Virtual WAN\" }\r\n        ,\"microsoft.network/vpngateways\": { \"SingularDisplayName\": \"VPN Gateway (Site to Site)\" }\r\n        ,\"microsoft.network/vpngateways/vpnconnections\": { \"SingularDisplayName\": \"Microsoft.Network VPN gateways VPN connection\" }\r\n        ,\"microsoft.network/vpngateways/vpnconnections/vpnlinkconnections\": { \"SingularDisplayName\": \"Microsoft.Network VPN gateways VPN connections VPN link connection\" }\r\n        ,\"microsoft.network/vpnserverconfigurations\": { \"SingularDisplayName\": \"Microsoft.Network VPN server configuration\" }\r\n        ,\"microsoft.network/vpnsites\": { \"SingularDisplayName\": \"Microsoft.Network VPN site\" }\r\n        ,\"microsoft.network/vpnsites/vpnsitelinks\": { \"SingularDisplayName\": \"Microsoft.Network VPN sites VPN site link\" }\r\n        ,\"microsoft.networkanalytics/dataconnectors\": { \"SingularDisplayName\": \"AIOps - Data Connector\" }\r\n        ,\"microsoft.networkanalytics/datalakehouses\": { \"SingularDisplayName\": \"AIOps - Data LakeHouse\" }\r\n        ,\"microsoft.networkanalytics/dataproducts\": { \"SingularDisplayName\": \"Azure Operator Insights ? Data Product\" }\r\n        ,\"microsoft.networkanalytics/dataproducts/datatypes\": { \"SingularDisplayName\": \"Data Type\" }\r\n        ,\"microsoft.networkanalytics/dataproductscatalogs\": { \"SingularDisplayName\": \"Microsoft.NetworkAnalytics data products catalog\" }\r\n        ,\"microsoft.networkanalytics/metricsingestionendpoints\": { \"SingularDisplayName\": \"Microsoft.NetworkAnalytics metrics ingestion endpoint\" }\r\n        ,\"microsoft.networkanalytics/networkanalyticsproducts\": { \"SingularDisplayName\": \"Microsoft.NetworkAnalytics network analytics product\" }\r\n        ,\"microsoft.networkcloud/baremetalmachines\": { \"SingularDisplayName\": \"Bare Metal Machine (Operator Nexus)\" }\r\n        ,\"microsoft.networkcloud/cloudservicesnetworks\": { \"SingularDisplayName\": \"Cloud Services Network (Operator Nexus)\" }\r\n        ,\"microsoft.networkcloud/clustermanagers\": { \"SingularDisplayName\": \"Cluster Manager (Operator Nexus)\" }\r\n        ,\"microsoft.networkcloud/clusters\": { \"SingularDisplayName\": \"Cluster (Operator Nexus)\" }\r\n        ,\"microsoft.networkcloud/clusters/baremetalmachinekeysets\": { \"SingularDisplayName\": \"Cluster Bare Metal Machine Key Set (Operator Nexus)\" }\r\n        ,\"microsoft.networkcloud/clusters/bmckeysets\": { \"SingularDisplayName\": \"Cluster Baseboard Management Controller Key Set (Operator Nexus)\" }\r\n        ,\"microsoft.networkcloud/clusters/metricsconfigurations\": { \"SingularDisplayName\": \"Cluster Metrics Configuration (Operator Nexus)\" }\r\n        ,\"microsoft.networkcloud/edgeclustermachineskus\": { \"SingularDisplayName\": \"Microsoft.NetworkCloud edge cluster machine SKU\" }\r\n        ,\"microsoft.networkcloud/edgeclusterruntimeversions\": { \"SingularDisplayName\": \"Microsoft.NetworkCloud edge cluster runtime version\" }\r\n        ,\"microsoft.networkcloud/edgeclusters\": { \"SingularDisplayName\": \"Microsoft.NetworkCloud edge cluster\" }\r\n        ,\"microsoft.networkcloud/edgeclusters/nodes\": { \"SingularDisplayName\": \"Microsoft.NetworkCloud edge clusters node\" }\r\n        ,\"microsoft.networkcloud/edgeclusterskus\": { \"SingularDisplayName\": \"Microsoft.NetworkCloud edge cluster SKU\" }\r\n        ,\"microsoft.networkcloud/kubernetesclusters\": { \"SingularDisplayName\": \"Kubernetes Cluster (Operator Nexus)\" }\r\n        ,\"microsoft.networkcloud/kubernetesclusters/agentpools\": { \"SingularDisplayName\": \"Agent Pool (Operator Nexus)\" }\r\n        ,\"microsoft.networkcloud/kubernetesclusters/features\": { \"SingularDisplayName\": \"Kubernetes Cluster Feature (Operator Nexus)\" }\r\n        ,\"microsoft.networkcloud/l2networks\": { \"SingularDisplayName\": \"Layer 2 Network (Operator Nexus)\" }\r\n        ,\"microsoft.networkcloud/l3networks\": { \"SingularDisplayName\": \"Layer 3 Network (Operator Nexus)\" }\r\n        ,\"microsoft.networkcloud/racks\": { \"SingularDisplayName\": \"Compute Rack (Operator Nexus)\" }\r\n        ,\"microsoft.networkcloud/rackskus\": { \"SingularDisplayName\": \"Microsoft.NetworkCloud rack SKU\" }\r\n        ,\"microsoft.networkcloud/registrationhubs\": { \"SingularDisplayName\": \"Microsoft.NetworkCloud registration hub\" }\r\n        ,\"microsoft.networkcloud/registrationhubs/images\": { \"SingularDisplayName\": \"Microsoft.NetworkCloud registration hubs image\" }\r\n        ,\"microsoft.networkcloud/registrationhubs/machines\": { \"SingularDisplayName\": \"Microsoft.NetworkCloud registration hubs machine\" }\r\n        ,\"microsoft.networkcloud/storageappliances\": { \"SingularDisplayName\": \"Storage Appliance (Operator Nexus)\" }\r\n        ,\"microsoft.networkcloud/trunkednetworks\": { \"SingularDisplayName\": \"Trunked Network (Operator Nexus)\" }\r\n        ,\"microsoft.networkcloud/virtualmachines\": { \"SingularDisplayName\": \"Virtual Machine (Operator Nexus)\" }\r\n        ,\"microsoft.networkcloud/virtualmachines/consoles\": { \"SingularDisplayName\": \"Virtual Machine Console (Operator Nexus)\" }\r\n        ,\"microsoft.networkcloud/volumes\": { \"SingularDisplayName\": \"Volume (Operator Nexus)\" }\r\n        ,\"microsoft.networkfunction/azuretrafficcollectors\": { \"SingularDisplayName\": \"ExpressRoute traffic collector\" }\r\n        ,\"microsoft.networkfunction/meshvpns\": { \"SingularDisplayName\": \"Mesh VPN\" }\r\n        ,\"microsoft.nexusidentity/identitycontrollers\": { \"SingularDisplayName\": \"Microsoft.NexusIdentity identity controller\" }\r\n        ,\"microsoft.nexusidentity/identitysets\": { \"SingularDisplayName\": \"Microsoft.NexusIdentity identity set\" }\r\n        ,\"microsoft.notebooks/notebookproxies\": { \"SingularDisplayName\": \"Microsoft.Notebooks notebook proxy\" }\r\n        ,\"microsoft.notificationhubs/namespaces\": { \"SingularDisplayName\": \"Notification Hub Namespace\" }\r\n        ,\"microsoft.notificationhubs/namespaces/notificationhubs\": { \"SingularDisplayName\": \"Notification Hub\" }\r\n        ,\"microsoft.objectstore/osnamespaces\": { \"SingularDisplayName\": \"Microsoft.ObjectStore os namespace\" }\r\n    })[tolower(id)]\r\n}\r\n",
+                    "$fxv#3": "// Copyright (c) Microsoft Corporation.\r\n// Licensed under the MIT License.\r\n\r\n.create-or-alter function \r\nwith (docstring = 'Return details about the specified ID.', folder = 'OpenData/Internal')\r\n_resource_type_4(id: string) {\r\n    dynamic({\r\n        \"microsoft.offazure/hypervsites\": { \"SingularDisplayName\": \"Microsoft.OffAzure hyperv site\" }\r\n        ,\"microsoft.offazure/hypervsites/clusters\": { \"SingularDisplayName\": \"Microsoft.OffAzure hyperv sites cluster\" }\r\n        ,\"microsoft.offazure/hypervsites/hosts\": { \"SingularDisplayName\": \"Microsoft.OffAzure hyperv sites host\" }\r\n        ,\"microsoft.offazure/hypervsites/jobs\": { \"SingularDisplayName\": \"Microsoft.OffAzure hyperv sites job\" }\r\n        ,\"microsoft.offazure/hypervsites/machines\": { \"SingularDisplayName\": \"Microsoft.OffAzure hyperv sites machine\" }\r\n        ,\"microsoft.offazure/hypervsites/machines/softwareinventories\": { \"SingularDisplayName\": \"Microsoft.OffAzure hyperv sites machines software inventory\" }\r\n        ,\"microsoft.offazure/hypervsites/operationsstatus\": { \"SingularDisplayName\": \"Microsoft.OffAzure hyperv sites operations statu\" }\r\n        ,\"microsoft.offazure/hypervsites/runasaccounts\": { \"SingularDisplayName\": \"Microsoft.OffAzure hyperv sites run as account\" }\r\n        ,\"microsoft.offazure/importsites\": { \"SingularDisplayName\": \"Microsoft.OffAzure import site\" }\r\n        ,\"microsoft.offazure/importsites/deletejobs\": { \"SingularDisplayName\": \"Microsoft.OffAzure import sites delete job\" }\r\n        ,\"microsoft.offazure/importsites/exportjobs\": { \"SingularDisplayName\": \"Microsoft.OffAzure import sites export job\" }\r\n        ,\"microsoft.offazure/importsites/importjobs\": { \"SingularDisplayName\": \"Microsoft.OffAzure import sites import job\" }\r\n        ,\"microsoft.offazure/importsites/jobs\": { \"SingularDisplayName\": \"Microsoft.OffAzure import sites job\" }\r\n        ,\"microsoft.offazure/importsites/machines\": { \"SingularDisplayName\": \"Microsoft.OffAzure import sites machine\" }\r\n        ,\"microsoft.offazure/mastersites\": { \"SingularDisplayName\": \"Microsoft.OffAzure master site\" }\r\n        ,\"microsoft.offazure/mastersites/operationsstatus\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites operations statu\" }\r\n        ,\"microsoft.offazure/mastersites/privateendpointconnections\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites private endpoint connection\" }\r\n        ,\"microsoft.offazure/mastersites/privatelinkresources\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites private link resource\" }\r\n        ,\"microsoft.offazure/mastersites/sqlsites\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites sql site\" }\r\n        ,\"microsoft.offazure/mastersites/sqlsites/discoverysitedatasources\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites sql sites discovery site data source\" }\r\n        ,\"microsoft.offazure/mastersites/sqlsites/jobs\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites sql sites job\" }\r\n        ,\"microsoft.offazure/mastersites/sqlsites/operationsstatus\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites sql sites operations statu\" }\r\n        ,\"microsoft.offazure/mastersites/sqlsites/runasaccounts\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites sql sites run as account\" }\r\n        ,\"microsoft.offazure/mastersites/sqlsites/sqlavailabilitygroups\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites sql sites sql availability group\" }\r\n        ,\"microsoft.offazure/mastersites/sqlsites/sqldatabases\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites sql sites sql database\" }\r\n        ,\"microsoft.offazure/mastersites/sqlsites/sqlservers\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites sql sites sql server\" }\r\n        ,\"microsoft.offazure/mastersites/webappsites\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites web app site\" }\r\n        ,\"microsoft.offazure/mastersites/webappsites/discoverysitedatasources\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites web app sites discovery site data source\" }\r\n        ,\"microsoft.offazure/mastersites/webappsites/extendedmachines\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites web app sites extended machine\" }\r\n        ,\"microsoft.offazure/mastersites/webappsites/iiswebapplications\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites web app sites iis web application\" }\r\n        ,\"microsoft.offazure/mastersites/webappsites/iiswebservers\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites web app sites iis web server\" }\r\n        ,\"microsoft.offazure/mastersites/webappsites/runasaccounts\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites web app sites runasaccount\" }\r\n        ,\"microsoft.offazure/mastersites/webappsites/tomcatwebapplications\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites web app sites tomcat web application\" }\r\n        ,\"microsoft.offazure/mastersites/webappsites/tomcatwebservers\": { \"SingularDisplayName\": \"Microsoft.OffAzure master sites web app sites tomcat web server\" }\r\n        ,\"microsoft.offazure/serversites\": { \"SingularDisplayName\": \"Microsoft.OffAzure server site\" }\r\n        ,\"microsoft.offazure/serversites/jobs\": { \"SingularDisplayName\": \"Microsoft.OffAzure server sites job\" }\r\n        ,\"microsoft.offazure/serversites/machines\": { \"SingularDisplayName\": \"Microsoft.OffAzure server sites machine\" }\r\n        ,\"microsoft.offazure/serversites/machines/softwareinventories\": { \"SingularDisplayName\": \"Microsoft.OffAzure server sites machines software inventory\" }\r\n        ,\"microsoft.offazure/serversites/operationsstatus\": { \"SingularDisplayName\": \"Microsoft.OffAzure server sites operations statu\" }\r\n        ,\"microsoft.offazure/serversites/runasaccounts\": { \"SingularDisplayName\": \"Microsoft.OffAzure server sites run as account\" }\r\n        ,\"microsoft.offazure/vmwaresites\": { \"SingularDisplayName\": \"Microsoft.OffAzure vmware site\" }\r\n        ,\"microsoft.offazure/vmwaresites/hosts\": { \"SingularDisplayName\": \"Microsoft.OffAzure vmware sites host\" }\r\n        ,\"microsoft.offazure/vmwaresites/jobs\": { \"SingularDisplayName\": \"Microsoft.OffAzure vmware sites job\" }\r\n        ,\"microsoft.offazure/vmwaresites/machines\": { \"SingularDisplayName\": \"Microsoft.OffAzure vmware sites machine\" }\r\n        ,\"microsoft.offazure/vmwaresites/machines/softwareinventories\": { \"SingularDisplayName\": \"Microsoft.OffAzure vmware sites machines software inventory\" }\r\n        ,\"microsoft.offazure/vmwaresites/operationsstatus\": { \"SingularDisplayName\": \"Microsoft.OffAzure vmware sites operations statu\" }\r\n        ,\"microsoft.offazure/vmwaresites/runasaccounts\": { \"SingularDisplayName\": \"Microsoft.OffAzure vmware sites run as account\" }\r\n        ,\"microsoft.offazure/vmwaresites/vcenters\": { \"SingularDisplayName\": \"Microsoft.OffAzure vmware sites vcenter\" }\r\n        ,\"microsoft.offazurespringboot/springbootsites\": { \"SingularDisplayName\": \"Microsoft.OffAzureSpringBoot springbootsite\" }\r\n        ,\"microsoft.offazurespringboot/springbootsites/errorsummaries\": { \"SingularDisplayName\": \"Microsoft.OffAzureSpringBoot springbootsites error summary\" }\r\n        ,\"microsoft.offazurespringboot/springbootsites/springbootapps\": { \"SingularDisplayName\": \"Microsoft.OffAzureSpringBoot springbootsites springbootapp\" }\r\n        ,\"microsoft.offazurespringboot/springbootsites/springbootservers\": { \"SingularDisplayName\": \"Microsoft.OffAzureSpringBoot springbootsites springbootserver\" }\r\n        ,\"microsoft.offazurespringboot/springbootsites/summaries\": { \"SingularDisplayName\": \"Microsoft.OffAzureSpringBoot springbootsites summary\" }\r\n        ,\"microsoft.onlineexperimentation/workspaces\": { \"SingularDisplayName\": \"Online Experimentation Workspace\" }\r\n        ,\"microsoft.openenergyplatform/energyservices\": { \"SingularDisplayName\": \"Azure Data Manager for Energy\" }\r\n        ,\"microsoft.openlogisticsplatform/workspaces\": { \"SingularDisplayName\": \"Microsoft.OpenLogisticsPlatform workspace\" }\r\n        ,\"microsoft.openlogisticsplatform/workspaces/applicationregistrations\": { \"SingularDisplayName\": \"Microsoft.OpenLogisticsPlatform workspaces application registration\" }\r\n        ,\"microsoft.openlogisticsplatform/workspaces/applications\": { \"SingularDisplayName\": \"Microsoft.OpenLogisticsPlatform workspaces application\" }\r\n        ,\"microsoft.openlogisticsplatform/workspaces/eventgridfilters\": { \"SingularDisplayName\": \"Microsoft.OpenLogisticsPlatform workspaces event grid filter\" }\r\n        ,\"microsoft.openlogisticsplatform/workspaces/shares\": { \"SingularDisplayName\": \"Microsoft.OpenLogisticsPlatform workspaces share\" }\r\n        ,\"microsoft.openlogisticsplatform/workspaces/sharesubscriptions\": { \"SingularDisplayName\": \"Microsoft.OpenLogisticsPlatform workspaces share subscription\" }\r\n        ,\"microsoft.operationalinsights/clusters\": { \"SingularDisplayName\": \"Log Analytics dedicated cluster\" }\r\n        ,\"microsoft.operationalinsights/querypacks\": { \"SingularDisplayName\": \"Log Analytics query pack\" }\r\n        ,\"microsoft.operationalinsights/workspaces\": { \"SingularDisplayName\": \"Log Analytics workspace\" }\r\n        ,\"microsoft.operationsmanagement/managementassociations\": { \"SingularDisplayName\": \"Microsoft.OperationsManagement management association\" }\r\n        ,\"microsoft.operationsmanagement/solutions\": { \"SingularDisplayName\": \"Solution\" 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,\"microsoft.servicefabricmesh/secrets/values\": { \"SingularDisplayName\": \"Microsoft.ServiceFabricMesh secrets value\" }\r\n        ,\"microsoft.servicefabricmesh/volumes\": { \"SingularDisplayName\": \"Microsoft.ServiceFabricMesh volume\" }\r\n        ,\"microsoft.servicelinker/dryruns\": { \"SingularDisplayName\": \"Microsoft.ServiceLinker dryrun\" }\r\n        ,\"microsoft.servicelinker/linkers\": { \"SingularDisplayName\": \"Microsoft.ServiceLinker linker\" }\r\n        ,\"microsoft.servicenetworking/trafficcontrollers\": { \"SingularDisplayName\": \"Application Gateway for Containers\" }\r\n        ,\"microsoft.serviceshub/connectors\": { \"SingularDisplayName\": \"Services Hub Connector\" }\r\n        ,\"microsoft.signalrservice/signalr\": { \"SingularDisplayName\": \"SignalR\" }\r\n        ,\"microsoft.signalrservice/signalr/replicas\": { \"SingularDisplayName\": \"SignalR Replica\" }\r\n        ,\"microsoft.signalrservice/webpubsub\": { \"SingularDisplayName\": \"Web PubSub Service\" }\r\n        ,\"microsoft.signalrservice/webpubsub/replicas\": { \"SingularDisplayName\": \"Web PubSub Service Replica\" }\r\n        ,\"microsoft.skytap/billingnodes\": { \"SingularDisplayName\": \"Microsoft.Skytap billing node\" }\r\n        ,\"microsoft.skytap/interfaces\": { \"SingularDisplayName\": \"Microsoft.Skytap interface\" }\r\n        ,\"microsoft.skytap/nodes\": { \"SingularDisplayName\": \"Microsoft.Skytap node\" }\r\n        ,\"microsoft.softwareplan/hybridusebenefits\": { \"SingularDisplayName\": \"Microsoft.SoftwarePlan hybrid use benefit\" }\r\n        ,\"microsoft.solutions/applicationdefinitions\": { \"SingularDisplayName\": \"Service catalog managed application definition\" }\r\n        ,\"microsoft.solutions/applications\": { \"SingularDisplayName\": \"Managed application\" }\r\n        ,\"microsoft.solutions/jitrequests\": { \"SingularDisplayName\": \"Microsoft.Solutions JIT request\" }\r\n        ,\"microsoft.sovereign/landingzoneaccounts\": { \"SingularDisplayName\": \"Landing zone account\" }\r\n        ,\"microsoft.sovereign/landingzoneaccounts/landingzoneconfigurations\": { \"SingularDisplayName\": \"Landing Zone Configuration\" }\r\n        ,\"microsoft.sovereign/landingzoneaccounts/landingzoneregistrations\": { \"SingularDisplayName\": \"Landing Zone Registration\" }\r\n        ,\"microsoft.sovereign/landingzoneconfigurations\": { \"SingularDisplayName\": \"Landing Zone Configuration\" }\r\n        ,\"microsoft.sovereign/landingzoneregistrations\": { \"SingularDisplayName\": \"Landing Zone Registration\" }\r\n        ,\"microsoft.sovereign/transparencylogs\": { \"SingularDisplayName\": \"Transparency log\" }\r\n        ,\"microsoft.sql/azuresql\": { \"SingularDisplayName\": \"Azure SQL resource\" }\r\n        ,\"microsoft.sql/instancepools\": { \"SingularDisplayName\": \"Instance pool\" }\r\n        ,\"microsoft.sql/managedinstances\": { \"SingularDisplayName\": \"SQL managed instance\" }\r\n        ,\"microsoft.sql/managedinstances/databases\": { \"SingularDisplayName\": \"Managed database\" }\r\n        ,\"microsoft.sql/servers\": { \"SingularDisplayName\": \"SQL server\" }\r\n        ,\"microsoft.sql/servers/databases\": { \"SingularDisplayName\": \"SQL database\" }\r\n        ,\"microsoft.sql/servers/elasticpools\": { \"SingularDisplayName\": \"SQL elastic pool\" }\r\n        ,\"microsoft.sql/servers/jobagents\": { \"SingularDisplayName\": \"Elastic Job agent\" }\r\n        ,\"microsoft.sql/virtualclusters\": { \"SingularDisplayName\": \"Virtual cluster\" }\r\n        ,\"microsoft.sqlvirtualmachine/sqlvirtualmachinegroups\": { \"SingularDisplayName\": \"Microsoft.SqlVirtualMachine sql virtual machine group\" }\r\n        ,\"microsoft.sqlvirtualmachine/sqlvirtualmachinegroups/availabilitygrouplisteners\": { \"SingularDisplayName\": \"Microsoft.SqlVirtualMachine sql virtual machine groups availability group listener\" }\r\n        ,\"microsoft.sqlvirtualmachine/sqlvirtualmachines\": { \"SingularDisplayName\": \"SQL virtual machine\" }\r\n        ,\"microsoft.standbypool/standbycontainergrouppools\": { \"SingularDisplayName\": \"Microsoft.StandbyPool standby container group pool\" }\r\n        ,\"microsoft.standbypool/standbycontainergrouppools/runtimeviews\": { \"SingularDisplayName\": \"Microsoft.StandbyPool standby container group pools runtime view\" }\r\n        ,\"microsoft.standbypool/standbyvirtualmachinepools\": { \"SingularDisplayName\": \"Microsoft.StandbyPool standby virtual machine pool\" }\r\n        ,\"microsoft.standbypool/standbyvirtualmachinepools/runtimeviews\": { \"SingularDisplayName\": \"Microsoft.StandbyPool standby virtual machine pools runtime view\" }\r\n        ,\"microsoft.standbypool/standbyvirtualmachinepools/standbyvirtualmachines\": { \"SingularDisplayName\": \"Microsoft.StandbyPool standby virtual machine pools standby virtual machine\" }\r\n        ,\"microsoft.storage/storageaccounts\": { \"SingularDisplayName\": \"Storage account\" }\r\n        ,\"microsoft.storageactions/storagetasks\": { \"SingularDisplayName\": \"Storage task - Azure Storage Actions\" }\r\n        ,\"microsoft.storagecache/amlfilesystems\": { \"SingularDisplayName\": \"Azure Managed Lustre\" }\r\n        ,\"microsoft.storagecache/caches\": { \"SingularDisplayName\": \"HPC cache\" }\r\n        ,\"microsoft.storagediscovery/storagediscoveryworkspaces\": { \"SingularDisplayName\": \"Storage Discovery workspace\" }\r\n        ,\"microsoft.storagehub/all\": { \"SingularDisplayName\": \"All resources\" }\r\n        ,\"microsoft.storagehub/policycomplianceresources\": { \"SingularDisplayName\": \"Policy compliance\" }\r\n        ,\"microsoft.storageinsights/storagecollectionrules\": { \"SingularDisplayName\": \"Microsoft.StorageInsights storage collection rule\" }\r\n        ,\"microsoft.storagemover/storagemovers\": { \"SingularDisplayName\": \"Storage mover\" }\r\n        ,\"microsoft.storagepool/diskpools\": { \"SingularDisplayName\": \"Microsoft.StoragePool disk pool\" }\r\n        ,\"microsoft.storagepool/diskpools/iscsitargets\": { \"SingularDisplayName\": \"Microsoft.StoragePool disk pools iscsi target\" }\r\n        ,\"microsoft.storagesync/storagesyncservices\": { \"SingularDisplayName\": \"Storage Sync Service\" }\r\n        ,\"microsoft.storagetasks/storagetasks\": { \"SingularDisplayName\": \"Microsoft.StorageTasks storage task\" }\r\n        ,\"microsoft.storsimple/managers\": { \"SingularDisplayName\": \"StorSimple device manager\" }\r\n        ,\"microsoft.storsimple/managers/accesscontrolrecords\": { \"SingularDisplayName\": \"Microsoft.StorSimple managers access control record\" }\r\n        ,\"microsoft.storsimple/managers/bandwidthsettings\": { \"SingularDisplayName\": \"Microsoft.StorSimple managers bandwidth setting\" }\r\n        ,\"microsoft.storsimple/managers/certificates\": { \"SingularDisplayName\": \"Microsoft.StorSimple managers certificate\" }\r\n        ,\"microsoft.storsimple/managers/devices\": { \"SingularDisplayName\": \"Microsoft.StorSimple managers device\" }\r\n        ,\"microsoft.storsimple/managers/devices/alertsettings\": { \"SingularDisplayName\": \"Microsoft.StorSimple managers devices alert setting\" }\r\n        ,\"microsoft.storsimple/managers/devices/backuppolicies\": { \"SingularDisplayName\": \"Microsoft.StorSimple managers devices backup policy\" }\r\n        ,\"microsoft.storsimple/managers/devices/backuppolicies/schedules\": { \"SingularDisplayName\": \"Microsoft.StorSimple managers devices backup policies schedule\" }\r\n        ,\"microsoft.storsimple/managers/devices/backupschedulegroups\": { \"SingularDisplayName\": \"Microsoft.StorSimple managers devices backup schedule group\" }\r\n        ,\"microsoft.storsimple/managers/devices/chapsettings\": { \"SingularDisplayName\": \"Microsoft.StorSimple managers devices chap setting\" }\r\n        ,\"microsoft.storsimple/managers/devices/fileservers\": { \"SingularDisplayName\": \"Microsoft.StorSimple managers devices fileserver\" }\r\n        ,\"microsoft.storsimple/managers/devices/fileservers/shares\": { \"SingularDisplayName\": \"Microsoft.StorSimple managers devices fileservers share\" }\r\n        ,\"microsoft.storsimple/managers/devices/iscsiservers\": { \"SingularDisplayName\": \"Microsoft.StorSimple managers devices iscsiserver\" }\r\n        ,\"microsoft.storsimple/managers/devices/iscsiservers/disks\": { \"SingularDisplayName\": \"Microsoft.StorSimple managers devices iscsiservers disk\" }\r\n        ,\"microsoft.storsimple/managers/devices/jobs\": { \"SingularDisplayName\": \"Microsoft.StorSimple managers devices job\" }\r\n        ,\"microsoft.storsimple/managers/devices/networksettings\": { \"SingularDisplayName\": \"Microsoft.StorSimple managers devices network setting\" }\r\n        ,\"microsoft.storsimple/managers/devices/securitysettings\": { \"SingularDisplayName\": \"Microsoft.StorSimple managers devices security setting\" }\r\n        ,\"microsoft.storsimple/managers/devices/timesettings\": { \"SingularDisplayName\": \"Microsoft.StorSimple managers devices time setting\" }\r\n        ,\"microsoft.storsimple/managers/devices/updatesummary\": { \"SingularDisplayName\": \"Microsoft.StorSimple managers devices update summary\" }\r\n        ,\"microsoft.storsimple/managers/devices/volumecontainers\": { \"SingularDisplayName\": \"Microsoft.StorSimple managers devices volume container\" }\r\n        ,\"microsoft.storsimple/managers/devices/volumecontainers/volumes\": { \"SingularDisplayName\": \"Microsoft.StorSimple managers devices volume containers volume\" }\r\n        ,\"microsoft.storsimple/managers/encryptionsettings\": { \"SingularDisplayName\": \"Microsoft.StorSimple managers encryption setting\" }\r\n        ,\"microsoft.storsimple/managers/extendedinformation\": { \"SingularDisplayName\": \"Microsoft.StorSimple managers extended information\" }\r\n        ,\"microsoft.storsimple/managers/storageaccountcredentials\": { \"SingularDisplayName\": \"Microsoft.StorSimple managers storage account credential\" }\r\n        ,\"microsoft.storsimple/managers/storagedomains\": { \"SingularDisplayName\": \"Microsoft.StorSimple managers storage domain\" }\r\n        ,\"microsoft.streamanalytics/clusters\": { \"SingularDisplayName\": \"Stream Analytics cluster\" }\r\n        ,\"microsoft.streamanalytics/streamingjobs\": { \"SingularDisplayName\": \"Stream Analytics job\" }\r\n        ,\"microsoft.subscription/aliases\": { \"SingularDisplayName\": \"Microsoft.Subscription aliase\" }\r\n        ,\"microsoft.subscription/changetenantrequest\": { \"SingularDisplayName\": \"Microsoft.Subscription change tenant request\" }\r\n        ,\"microsoft.subscription/policies\": { \"SingularDisplayName\": \"Microsoft.Subscription policy\" }\r\n        ,\"microsoft.subscription/subscriptiondefinitions\": { \"SingularDisplayName\": \"Microsoft.Subscription subscription definition\" }\r\n        ,\"microsoft.subscription/subscriptionoperations\": { \"SingularDisplayName\": \"Microsoft.Subscription subscription operation\" }\r\n        ,\"microsoft.support/fileworkspaces\": { \"SingularDisplayName\": \"Microsoft.Support file workspace\" }\r\n        ,\"microsoft.support/fileworkspaces/files\": { \"SingularDisplayName\": \"Microsoft.Support file workspaces file\" }\r\n        ,\"microsoft.support/services\": { \"SingularDisplayName\": \"Microsoft.Support service\" }\r\n        ,\"microsoft.support/services/problemclassifications\": { \"SingularDisplayName\": \"Microsoft.Support services problem classification\" }\r\n        ,\"microsoft.support/supporttickets\": { \"SingularDisplayName\": \"Support Request\" }\r\n        ,\"microsoft.sustainabilityservices/calculations\": { \"SingularDisplayName\": \"Project Sustainability Calculator\" }\r\n        ,\"microsoft.symphony/instances\": { \"SingularDisplayName\": \"Microsoft.Symphony instance\" }\r\n        ,\"microsoft.symphony/solutions\": { \"SingularDisplayName\": \"Microsoft.Symphony solution\" }\r\n        ,\"microsoft.symphony/targets\": { \"SingularDisplayName\": \"Microsoft.Symphony target\" }\r\n        ,\"microsoft.synapse/privatelinkhubs\": { \"SingularDisplayName\": \"Synapse private link hub\" }\r\n        ,\"microsoft.synapse/workspaces\": { \"SingularDisplayName\": \"Synapse workspace\" }\r\n        ,\"microsoft.synapse/workspaces/bigdatapools\": { \"SingularDisplayName\": \"Apache Spark pool\" }\r\n        ,\"microsoft.synapse/workspaces/kustopools\": { \"SingularDisplayName\": \"Data Explorer pool\" }\r\n        ,\"microsoft.synapse/workspaces/kustopools/databases\": { \"SingularDisplayName\": \"Data Explorer Database\" }\r\n        ,\"microsoft.synapse/workspaces/scopepools\": { \"SingularDisplayName\": \"SCOPE pool\" }\r\n        ,\"microsoft.synapse/workspaces/sqlpools\": { \"SingularDisplayName\": \"Dedicated SQL pool\" }\r\n        ,\"microsoft.syntex/accounts\": { \"SingularDisplayName\": \"Microsoft.Syntex account\" }\r\n        ,\"microsoft.syntex/documentprocessors\": { \"SingularDisplayName\": \"Microsoft.Syntex document processor\" }\r\n        ,\"microsoft.test/healthdataaiservices\": { \"SingularDisplayName\": \"Azure Health Data and AI Services\" }\r\n        ,\"microsoft.timeseriesinsights/environments\": { \"SingularDisplayName\": \"Microsoft.TimeSeriesInsights environment\" }\r\n        ,\"microsoft.timeseriesinsights/environments/accesspolicies\": { \"SingularDisplayName\": \"Microsoft.TimeSeriesInsights environments access policy\" }\r\n        ,\"microsoft.timeseriesinsights/environments/eventsources\": { \"SingularDisplayName\": \"Microsoft.TimeSeriesInsights environments event source\" }\r\n        ,\"microsoft.timeseriesinsights/environments/referencedatasets\": { \"SingularDisplayName\": \"Microsoft.TimeSeriesInsights environments reference data set\" }\r\n        ,\"microsoft.toolchainorchestrator/activations\": { \"SingularDisplayName\": \"Microsoft.ToolchainOrchestrator activation\" }\r\n        ,\"microsoft.toolchainorchestrator/campaigns\": { \"SingularDisplayName\": \"Microsoft.ToolchainOrchestrator campaign\" }\r\n        ,\"microsoft.toolchainorchestrator/campaigns/versions\": { \"SingularDisplayName\": \"Microsoft.ToolchainOrchestrator campaigns version\" }\r\n        ,\"microsoft.toolchainorchestrator/catalogs\": { \"SingularDisplayName\": \"Microsoft.ToolchainOrchestrator catalog\" }\r\n        ,\"microsoft.toolchainorchestrator/catalogs/versions\": { \"SingularDisplayName\": \"Microsoft.ToolchainOrchestrator catalogs version\" }\r\n        ,\"microsoft.toolchainorchestrator/diagnostics\": { \"SingularDisplayName\": \"Microsoft.ToolchainOrchestrator diagnostic\" }\r\n        ,\"microsoft.toolchainorchestrator/instances\": { \"SingularDisplayName\": \"Microsoft.ToolchainOrchestrator instance\" }\r\n        ,\"microsoft.toolchainorchestrator/instances/versions\": { \"SingularDisplayName\": \"Microsoft.ToolchainOrchestrator instances version\" }\r\n        ,\"microsoft.toolchainorchestrator/solutions\": { \"SingularDisplayName\": \"Microsoft.ToolchainOrchestrator solution\" }\r\n        ,\"microsoft.toolchainorchestrator/solutions/versions\": { \"SingularDisplayName\": \"Microsoft.ToolchainOrchestrator solutions version\" }\r\n        ,\"microsoft.toolchainorchestrator/targets\": { \"SingularDisplayName\": \"Microsoft.ToolchainOrchestrator target\" }\r\n        ,\"microsoft.toolchainorchestrator/targets/versions\": { \"SingularDisplayName\": \"Microsoft.ToolchainOrchestrator targets version\" }\r\n        ,\"microsoft.updatemanager/updaterules\": { \"SingularDisplayName\": \"Update Rule\" }\r\n        ,\"microsoft.usagebilling/accounts\": { \"SingularDisplayName\": \"Microsoft.UsageBilling account\" }\r\n        ,\"microsoft.usagebilling/accounts/dataexports\": { \"SingularDisplayName\": \"Microsoft.UsageBilling accounts data export\" }\r\n        ,\"microsoft.usagebilling/accounts/inputs\": { \"SingularDisplayName\": \"Microsoft.UsageBilling accounts input\" }\r\n        ,\"microsoft.usagebilling/accounts/metricexports\": { \"SingularDisplayName\": \"Microsoft.UsageBilling accounts metric export\" }\r\n        ,\"microsoft.usagebilling/accounts/pav2outputs\": { \"SingularDisplayName\": \"Microsoft.UsageBilling accounts pav2output\" }\r\n        ,\"microsoft.usagebilling/accounts/pipelines\": { \"SingularDisplayName\": \"Microsoft.UsageBilling accounts pipeline\" }\r\n        ,\"microsoft.usagebilling/accounts/pipelines/outputselectors\": { \"SingularDisplayName\": \"Microsoft.UsageBilling accounts pipelines output selector\" }\r\n        ,\"microsoft.verifiedid/authorities\": { \"SingularDisplayName\": \"Microsoft.VerifiedId authority\" }\r\n        ,\"microsoft.videoindexer/accounts\": { \"SingularDisplayName\": \"Azure AI Video Indexer\" }\r\n        ,\"microsoft.virtualmachineimages/imagetemplates\": { \"SingularDisplayName\": \"Image template\" }\r\n        ,\"microsoft.visualstudio/account\": { \"SingularDisplayName\": \"Azure DevOps organization\" }\r\n        ,\"microsoft.vmware/resourcepools\": { \"SingularDisplayName\": \"Microsoft.VMware resource pool\" }\r\n        ,\"microsoft.vmware/vcenters\": { \"SingularDisplayName\": \"Microsoft.VMware vcenter\" }\r\n        ,\"microsoft.vmware/vcenters/inventoryitems\": { \"SingularDisplayName\": \"Microsoft.VMware vcenters inventory item\" }\r\n        ,\"microsoft.vmware/virtualmachines\": { \"SingularDisplayName\": \"Microsoft.VMware virtual machine\" }\r\n        ,\"microsoft.vmware/virtualmachinetemplates\": { \"SingularDisplayName\": \"Microsoft.VMware virtual machine template\" }\r\n        ,\"microsoft.vmware/virtualnetworks\": { \"SingularDisplayName\": \"Microsoft.VMware virtual network\" }\r\n        ,\"microsoft.vmwarecloudsimple/dedicatedcloudnodes\": { \"SingularDisplayName\": \"Microsoft.VMwareCloudSimple dedicated cloud node\" }\r\n        ,\"microsoft.vmwarecloudsimple/dedicatedcloudservices\": { \"SingularDisplayName\": \"Microsoft.VMwareCloudSimple dedicated cloud service\" }\r\n        ,\"microsoft.vmwarecloudsimple/virtualmachines\": { \"SingularDisplayName\": \"Microsoft.VMwareCloudSimple virtual machine\" }\r\n        ,\"microsoft.vnfmanager/devices\": { \"SingularDisplayName\": \"Microsoft.VnfManager device\" }\r\n        ,\"microsoft.vnfmanager/vendors\": { \"SingularDisplayName\": \"Microsoft.VnfManager vendor\" }\r\n        ,\"microsoft.vnfmanager/vendors/skus\": { \"SingularDisplayName\": \"Microsoft.VnfManager vendors SKU\" }\r\n        ,\"microsoft.vnfmanager/vnfs\": { \"SingularDisplayName\": \"Microsoft.VnfManager vnf\" }\r\n        ,\"microsoft.voiceservices/communicationsgateways\": { \"SingularDisplayName\": \"Communications Gateway\" }\r\n        ,\"microsoft.voiceservices/communicationsgateways/testlines\": { \"SingularDisplayName\": \"Communications Gateway Test Line\" }\r\n        ,\"microsoft.vsonline/accounts\": { \"SingularDisplayName\": \"Microsoft.VSOnline account\" }\r\n        ,\"microsoft.vsonline/plans\": { \"SingularDisplayName\": \"Visual Studio Online Plan\" }\r\n        ,\"microsoft.web/certificates\": { \"SingularDisplayName\": \"Microsoft.Web certificate\" }\r\n        ,\"microsoft.web/connectiongateways\": { \"SingularDisplayName\": \"App Service on-premises data gateway\" }\r\n        ,\"microsoft.web/connections\": { \"SingularDisplayName\": \"App Service API connection\" }\r\n        ,\"microsoft.web/containerapps\": { \"SingularDisplayName\": \"Microsoft.Web container app\" }\r\n        ,\"microsoft.web/containerapps/revisions\": { \"SingularDisplayName\": \"Microsoft.Web container apps revision\" }\r\n        ,\"microsoft.web/customapis\": { \"SingularDisplayName\": \"Logic apps custom connector\" }\r\n        ,\"microsoft.web/deletedsites\": { \"SingularDisplayName\": \"Microsoft.Web deleted site\" }\r\n        ,\"microsoft.web/hostingenvironments\": { \"SingularDisplayName\": \"App Service Environment\" }\r\n        ,\"microsoft.web/ishostingenvironmentnameavailable\": { \"SingularDisplayName\": \"Microsoft.Web ishostingenvironmentnameavailable\" }\r\n        ,\"microsoft.web/kubeenvironments\": { \"SingularDisplayName\": \"App Service Kubernetes Environment\" }\r\n        ,\"microsoft.web/logicappstemplate\": { \"SingularDisplayName\": \"Logic Apps Template\" }\r\n        ,\"microsoft.web/publishingusers\": { \"SingularDisplayName\": \"Microsoft.Web publishing user\" }\r\n        ,\"microsoft.web/serverfarms\": { \"SingularDisplayName\": \"App Service plan\" }\r\n        ,\"microsoft.web/sites\": { \"SingularDisplayName\": \"App Service web app\" }\r\n        ,\"microsoft.web/sites/slots\": { \"SingularDisplayName\": \"App Service deployment slot\" }\r\n        ,\"microsoft.web/sourcecontrols\": { \"SingularDisplayName\": \"Microsoft.Web sourcecontrol\" }\r\n        ,\"microsoft.web/staticsites\": { \"SingularDisplayName\": \"Static Web App\" }\r\n        ,\"microsoft.weightsandbiases/instances\": { \"SingularDisplayName\": \"Azure Native Weights & Biases Cloud Service\" }\r\n        ,\"microsoft.whiteboxcadlprovider/whiteboxresources\": { \"SingularDisplayName\": \"Microsoft.WhiteBoxCadlProvider white box resource\" }\r\n        ,\"microsoft.windows365/cloudpcdelegatedmsis\": { \"SingularDisplayName\": \"Microsoft.Windows365 cloud pc delegated msi\" }\r\n        ,\"microsoft.windowsesu/multipleactivationkeys\": { \"SingularDisplayName\": \"Microsoft.WindowsESU multiple activation key\" }\r\n        ,\"microsoft.windowsiot/deviceservices\": { \"SingularDisplayName\": \"Microsoft.WindowsIoT device service\" }\r\n        ,\"microsoft.windowspushnotificationservices/registrations\": { \"SingularDisplayName\": \"Windows Push Notification Service\" }\r\n        ,\"microsoft.workloadmonitor/monitors\": { \"SingularDisplayName\": \"Microsoft.WorkloadMonitor monitor\" }\r\n        ,\"microsoft.workloadmonitor/monitors/history\": { \"SingularDisplayName\": \"Microsoft.WorkloadMonitor monitors history\" }\r\n        ,\"microsoft.workloads/configurationvalidationresults\": { \"SingularDisplayName\": \"Microsoft.Workloads configuration validation result\" }\r\n        ,\"microsoft.workloads/connectors\": { \"SingularDisplayName\": \"Microsoft.Workloads connector\" }\r\n        ,\"microsoft.workloads/connectors/acssbackups\": { \"SingularDisplayName\": \"Microsoft.Workloads connectors acss backup\" }\r\n        ,\"microsoft.workloads/connectors/amsinsights\": { \"SingularDisplayName\": \"Microsoft.Workloads connectors ams insight\" }\r\n        ,\"microsoft.workloads/connectors/sapvirtualinstancemonitors\": { \"SingularDisplayName\": \"Microsoft.Workloads connectors sap virtual instance monitor\" }\r\n        ,\"microsoft.workloads/epicvirtualinstances\": { \"SingularDisplayName\": \"Virtual Instance for Epic solution\" }\r\n        ,\"microsoft.workloads/insights\": { \"SingularDisplayName\": \"Microsoft.Workloads insight\" }\r\n        ,\"microsoft.workloads/instancegroupmonitors\": { \"SingularDisplayName\": \"Microsoft.Workloads instance group monitor\" }\r\n        ,\"microsoft.workloads/instancehealthdefinitions\": { \"SingularDisplayName\": \"Microsoft.Workloads instance health definition\" }\r\n        ,\"microsoft.workloads/instancehealthdefinitions/signaldefinitions\": { \"SingularDisplayName\": \"Microsoft.Workloads instance health definitions signal definition\" }\r\n        ,\"microsoft.workloads/instancemonitors\": { \"SingularDisplayName\": \"Microsoft.Workloads instance monitor\" }\r\n        ,\"microsoft.workloads/monitors\": { \"SingularDisplayName\": \"Azure Monitor for SAP solutions\" }\r\n        ,\"microsoft.workloads/oraclevirtualinstances\": { \"SingularDisplayName\": \"Microsoft.Workloads oracle virtual instance\" }\r\n        ,\"microsoft.workloads/oraclevirtualinstances/databaseinstances\": { \"SingularDisplayName\": \"Microsoft.Workloads oracle virtual instances database instance\" }\r\n        ,\"microsoft.workloads/phpworkloads\": { \"SingularDisplayName\": \"Microsoft.Workloads php workload\" }\r\n        ,\"microsoft.workloads/phpworkloads/wordpressinstances\": { \"SingularDisplayName\": \"Microsoft.Workloads php workloads wordpress instance\" }\r\n        ,\"microsoft.workloads/sapdiscoverysites\": { \"SingularDisplayName\": \"Microsoft.Workloads sap discovery site\" }\r\n        ,\"microsoft.workloads/sapdiscoverysites/sapinstances\": { \"SingularDisplayName\": \"Microsoft.Workloads sap discovery sites sap instance\" }\r\n        ,\"microsoft.workloads/sapdiscoverysites/sapinstances/serverinstances\": { \"SingularDisplayName\": \"Microsoft.Workloads sap discovery sites sap instances server instance\" }\r\n        ,\"microsoft.workloads/sapvirtualinstances\": { \"SingularDisplayName\": \"Virtual Instance for SAP solutions\" }\r\n        ,\"microsoft.workloads/sapvirtualinstances/applicationinstances\": { \"SingularDisplayName\": \"App server instance for SAP solutions\" }\r\n        ,\"microsoft.workloads/sapvirtualinstances/centralinstances\": { \"SingularDisplayName\": \"Central service instance for SAP solutions\" }\r\n        ,\"microsoft.workloads/sapvirtualinstances/databaseinstances\": { \"SingularDisplayName\": \"Database for SAP solutions\" }\r\n        ,\"microsoft.workloads/virtualinstances\": { \"SingularDisplayName\": \"Microsoft.Workloads virtual instance\" }\r\n        ,\"microsoft.workloads/virtualinstances/components\": { \"SingularDisplayName\": \"Microsoft.Workloads virtual instances component\" }\r\n        ,\"microsoft.workloads/workloadinstance\": { \"SingularDisplayName\": \"My Resource\" }\r\n        ,\"microsoft.zerotrustsegmentation/segmentationmanagers\": { \"SingularDisplayName\": \"Segmentation Manager\" }\r\n        ,\"mongodb.atlas/organizations\": { \"SingularDisplayName\": \"MongoDB Atlas Organization\" }\r\n        ,\"neon.postgres/organizations\": { \"SingularDisplayName\": \"Neon Serverless Postgres Organization\" }\r\n        ,\"newrelic.observability/monitors\": { \"SingularDisplayName\": \"New Relic\" }\r\n        ,\"nginx.nginxplus/nginxdeployments\": { \"SingularDisplayName\": \"NGINXaaS\" }\r\n        ,\"oracle.database/autonomousdatabases\": { \"SingularDisplayName\": \"Autonomous Database\" }\r\n        ,\"oracle.database/basedb\": { \"SingularDisplayName\": \"Autonomous Database\" }\r\n        ,\"oracle.database/cloudexadatainfrastructures\": { \"SingularDisplayName\": \"Oracle Exadata Infrastructure\" }\r\n        ,\"oracle.database/cloudvmclusters\": { \"SingularDisplayName\": \"Oracle Exadata VM Cluster\" }\r\n        ,\"oracle.database/exadbvmclusters\": { \"SingularDisplayName\": \"Oracle Exascale VM Cluster\" }\r\n        ,\"oracle.database/exascaledbstoragevaults\": { \"SingularDisplayName\": \"Oracle Exascale DB Storage Vault\" }\r\n        ,\"oracle.database/networkanchors\": { \"SingularDisplayName\": \"Network Anchor\" }\r\n        ,\"oracle.database/oraclesubscriptions\": { \"SingularDisplayName\": \"OracleSubscription\" }\r\n        ,\"oracle.database/resourceanchors\": { \"SingularDisplayName\": \"Resource Anchor\" }\r\n        ,\"paloaltonetworks.cloudngfw/firewalls\": { \"SingularDisplayName\": \"Cloud NGFW by Palo Alto Networks\" }\r\n        ,\"paloaltonetworks.cloudngfw/globalrulestacks\": { \"SingularDisplayName\": \"Global Rulestack\" }\r\n        ,\"paloaltonetworks.cloudngfw/localrulestacks\": { \"SingularDisplayName\": \"Local Rulestack for Cloud NGFW by Palo Alto Networks\" }\r\n        ,\"pinecone.vectordb/organizations\": { \"SingularDisplayName\": \"Azure Native Pinecone Cloud Service\" }\r\n        ,\"purestorage.block/reservations\": { \"SingularDisplayName\": \"Azure Native Pure Storage Cloud Service\" }\r\n        ,\"purestorage.block/storagepools\": { \"SingularDisplayName\": \"Storage pool\" }\r\n        ,\"purestorage.block/storagepools/avsstoragecontainers\": { \"SingularDisplayName\": \"PureStorage.Block storage pools avs storage container\" }\r\n    })[tolower(id)]\r\n}\r\n",
+                    "$fxv#4": "// Copyright (c) Microsoft Corporation.\r\n// Licensed under the MIT License.\r\n\r\n.create-or-alter function \r\nwith (docstring = 'Return details about the specified ID.', folder = 'OpenData/Internal')\r\n_resource_type_5(id: string) {\r\n    dynamic({\r\n        \"qumulo.qaas/storages\": { \"SingularDisplayName\": \"Qumulo.QaaS storage\" }\r\n        ,\"qumulo.storage/filesystems\": { \"SingularDisplayName\": \"Azure Native Qumulo Scalable File Service\" }\r\n        ,\"solarwinds.observability/organizations\": { \"SingularDisplayName\": \"SolarWinds Observability\" }\r\n        ,\"splitio.experimentation/experimentationworkspaces\": { \"SingularDisplayName\": \"Split Experimentation Workspace\" }\r\n        ,\"wandisco.fusion/migrators\": { \"SingularDisplayName\": \"LiveData Migrator\" }\r\n        ,\"wandisco.fusion/migrators/datatransferagents\": { \"SingularDisplayName\": \"Data Transfer Agent\" }\r\n        ,\"wandisco.fusion/migrators/exclusiontemplates\": { \"SingularDisplayName\": \"Exclusion\" }\r\n        ,\"wandisco.fusion/migrators/livedatamigrations\": { \"SingularDisplayName\": \"Migration\" }\r\n        ,\"wandisco.fusion/migrators/metadatamigrations\": { \"SingularDisplayName\": \"Metadata Migration\" }\r\n        ,\"wandisco.fusion/migrators/metadatatargets\": { \"SingularDisplayName\": \"Metadata Target\" }\r\n        ,\"wandisco.fusion/migrators/pathmappings\": { \"SingularDisplayName\": \"Path Mapping\" }\r\n        ,\"wandisco.fusion/migrators/targets\": { \"SingularDisplayName\": \"Target\" }\r\n        ,\"wandisco.fusion/migrators/verifications\": { \"SingularDisplayName\": \"Verification\" }\r\n    })[tolower(id)]\r\n}\r\n",
+                    "$fxv#5": "// Copyright (c) Microsoft Corporation.\r\n// Licensed under the MIT License.\r\n\r\n// resource_type\r\n.create-or-alter function \r\nwith (docstring = 'Return details about the specified ID.', folder = 'OpenData')\r\nresource_type(id: string) {\r\n    coalesce(_resource_type_1(id), _resource_type_2(id), _resource_type_3(id), _resource_type_4(id), _resource_type_5(id))\r\n}\r\n",
+                    "$fxv#6": "// Copyright (c) Microsoft Corporation.\r\n// Licensed under the MIT License.\r\n\r\n//======================================================================================================================\r\n// Common utility functions\r\n//\r\n// TIP: Use Ctrl+K,Ctrl+0 to collapse all regions in VS Code\r\n//======================================================================================================================\r\n\r\n\r\n//===| Date functions |=================================================================================================\r\n\r\n// monthstring\r\n.create-or-alter function \r\nwith (docstring = @'Returns the name of the month for the specified date (e.g. Jan or January)', folder =@'Common') \r\nmonthstring(['date']: datetime, length: int = 9)\r\n{\r\n    substring(dynamic(['January','February','March','April','May','June','July','August','September','October','November','December'])[getmonth(['date']) - 1], 0, length)\r\n}\r\n\r\n// datestring\r\n.create-or-alter function \r\nwith (docstring = @'Converts 2 dates into a simple, user-friendly date range (e.g. Jan 1-Jan 3)', folder =@'Common') \r\ndatestring(start: datetime, end: datetime = datetime('0001-01-01'))\r\n{\r\n    let month = (d: datetime) { monthstring(d, 3) };\r\n    let endDate = iff(end == datetime('0001-01-01'), start, end);\r\n    let sameDate = startofday(start) == startofday(endDate);\r\n    let sameMonth = startofmonth(start) == startofmonth(endDate);\r\n    let sameYear = startofyear(start) == startofyear(endDate);\r\n    let fullMonth = startofday(start) == startofmonth(start) and startofday(endDate) == startofday(endofmonth(endDate));\r\n    let fullYear = startofday(start) == startofyear(start) and startofday(endDate) == startofday(endofyear(endDate));\r\n    let currentYear = sameYear and startofyear(start) == startofyear(now());\r\n    case(\r\n        // Full year             | yyyy (same year) / yyyy-yyyy (diff years)\r\n        fullYear,\r\n            strcat(getyear(start), iff(sameYear, '', strcat('-', getyear(endDate)))),\r\n        // 1 full mo, same year  | Mmm yyyy\r\n        fullMonth and sameMonth and sameYear,\r\n            strcat(month(start), ' ', getyear(start)),\r\n        // 2+ full mo, same year | Mmm-Mmm (current year) / Mmm-Mmm yyyy (other year)\r\n        fullMonth and sameYear,\r\n            strcat(month(start), '-', month(endDate), iff(currentYear, '', strcat(' ', getyear(endDate)))),\r\n        // Full mo, diff year    | Mmm yyyy-Mmm yyyy\r\n        fullMonth and not(sameYear),\r\n            strcat(month(start), ' ', getyear(start), '-', month(endDate), ' ', getyear(endDate)),\r\n        // Same date             | Mmm d (current year) / Mmm d, yyyy (other year)\r\n        sameDate,\r\n            strcat(month(start), ' ', dayofmonth(start), iff(currentYear, '', strcat(', ', getyear(endDate)))),\r\n        // 1 partial M, same Y   | Mmm d-d (current year) / Mmm d-d, yyyy (other year)\r\n        not(fullMonth) and sameMonth and sameYear,\r\n            strcat(month(start), ' ', dayofmonth(start), '-', dayofmonth(endDate), iff(currentYear, '', strcat(' ', getyear(endDate)))),\r\n        // 2+ partial M, same Y  | Mmm d-Mmm d (current year) / Mmm d-Mmm d, yyyy (other year)\r\n        not(fullMonth) and not(sameMonth) and sameYear,\r\n            strcat(month(start), ' ', dayofmonth(start), '-', month(endDate), ' ', dayofmonth(endDate), iff(currentYear, '', strcat(', ', getyear(endDate)))),\r\n        // All other cases       | Mmm d, yyyy-Mmm d, yyyy\r\n        strcat(month(start), ' ', dayofmonth(start), ', ', getyear(start), '-', month(endDate), ' ', dayofmonth(endDate), ', ', getyear(endDate))\r\n    )\r\n}\r\n\r\n// daterange\r\n.create-or-alter function \r\nwith (docstring = @'DEPRECATED: Please use datestring(); function will be removed on or after the Jan 2026 release', folder =@'Common') \r\ndaterange(start: datetime, end: datetime = datetime('0001-01-01'))\r\n{\r\n    datestring(start, end)\r\n}\r\n\r\n// monthsago\r\n.create-or-alter function \r\nwith (docstring = 'DEPRECATED: Please use startofmonth(now(), -<# of months>); function will be removed on or after the Jan 2026 release', folder = 'Common')\r\nmonthsago(months: int)\r\n{\r\n    datetime_add('month', -months, startofmonth(now()))\r\n}\r\n\r\n\r\n//===| Number functions |===============================================================================================\r\n// NOTE: Must be defined before string converters\r\n\r\n// delta\r\n.create-or-alter function \r\nwith (docstring = @'Compares 2 values and returns the percentage change from oldval to newval', folder =@'Common') \r\ndelta(oldval: double, newval: double)\r\n{\r\n    (newval - todouble(oldval))/oldval\r\n}\r\n\r\n// percentOfTotal\r\n// NOTE: Must be before percent() function\r\n.create-or-alter function \r\nwith (docstring = @'Calculates the percentage of each record based on a required Count column', folder =@'Common') \r\npercentOfTotal(t: (Count: long), tot: long)\r\n{\r\n    let total = todouble(tot);\r\n    t \r\n    | extend Percent = round(Count / total * 100, 3) \r\n    | order by Count desc\r\n}\r\n\r\n// percent\r\n.create-or-alter function \r\nwith (docstring = @'Calculates the percentage of each record based on a required Count column', folder =@'Common') \r\npercent(t: (Count: long))\r\n{\r\n    let total = todouble(toscalar(t | summarize sum(Count)));\r\n    percentOfTotal(t, total)\r\n}\r\n\r\n// plusminus\r\n.create-or-alter function \r\nwith (docstring = 'Shows a +/- sign based on the direction of the number', folder = 'Common')\r\nplusminus(val: string)\r\n{\r\n    let neg = substring(val, 0, 1) == '-';\r\n    iff(neg, val, strcat('+', val))\r\n}\r\n\r\n// updown\r\n.create-or-alter function \r\nwith (docstring = 'Shows an up/down arrow based on the direction of the number', folder = 'Common')\r\nupdown(val: string)\r\n{\r\n    // TODO: Handle 0\r\n    let neg = substring(val, 0, 1) == '-';\r\n    iff(neg, strcat('↓', substring(val, 1)), strcat('↑', val))\r\n}\r\n\r\n\r\n//===| String functions |===============================================================================================\r\n\r\n// percentstring\r\n// NOTE: Must be defined before deltastring\r\n.create-or-alter function \r\nwith (docstring = 'Calculate a percentage and render as a string', folder = 'Common')\r\npercentstring(num: double, total: double = 1.0, places: int = 9)\r\n{\r\n    let value = 1.0 * num / total * 100;\r\n    strcat(case(\r\n        places != 9, round(value, places),\r\n        value < 10,  round(value, 2),\r\n        round(value, 1)\r\n    ), '%')\r\n}\r\n\r\n//----------------------------------------------------------------------------------------------------------------------\r\n\r\n// arraystring\r\n.create-or-alter function \r\nwith (docstring = 'Convert an array to a comma-delimited string', folder = 'Common')\r\narraystring(arr: dynamic)\r\n{\r\n    replace_string(replace_regex(replace_regex(replace_regex(replace_regex(replace_regex(\r\n        tostring(arr)\r\n        , @'^\\[\"', '')\r\n        , @'\"\\]$', '')\r\n        , @'^, ', '')\r\n        , @', $', '')\r\n        , @'^\\[]$', '')\r\n        , '\",\"', ', ')\r\n}\r\n\r\n// deltastring\r\n.create-or-alter function \r\nwith (docstring = 'Calculate a delta percentage and render as a string', folder = 'Common')\r\ndeltastring(oldval: double, newval: double, places: int = 1, useArrows: bool = false)\r\n{\r\n    let d = delta(oldval, newval);\r\n    strcat(case(useArrows and d > 0, '↑', useArrows and d < 0, '↓', d < 0, '-', ''), percentstring(abs(d), 1, places))\r\n}\r\n\r\n// diffstring\r\n.create-or-alter function \r\nwith (docstring = 'Calculate the difference and render as a string', folder = 'Common')\r\ndiffstring(oldval: double, newval: double, places: int = 1)\r\n{\r\n    plusminus(round(newval - oldval, places))\r\n}\r\n\r\n// numberstring\r\n.create-or-alter function \r\nwith (docstring = 'Convert a number to a string', folder = 'Common')\r\nnumberstring(num: double, abbrev: bool = true)\r\n{\r\n    replace_regex(case(\r\n        num >= 10000000000000, strcat(round(1.0 * num / 1000000000000, 1), 'T'),\r\n        num >= 1000000000000,  strcat(round(1.0 * num / 1000000000000, 2), 'T'),\r\n        num >= 10000000000,    strcat(round(1.0 * num / 1000000000, 1), 'B'),\r\n        num >= 1000000000,     strcat(round(1.0 * num / 1000000000, 2), 'B'),\r\n        num >= 10000000,       strcat(round(1.0 * num / 1000000, 1), 'M'),\r\n        num >= 1000000,        strcat(round(1.0 * num / 1000000, 2), 'M'),\r\n        num >= 10000,          strcat(round(1.0 * num / 1000, 1), 'K'),\r\n        // Kusto doesn't support back-refs yet -- num > 1000, replace_regex(tostring(num), @'(\\d)(?=(\\d{3})+\\.)', @'\\1,'), // See https://docs.microsoft.com/azure/data-explorer/kusto/query/re2-library\r\n        num > 1000, replace_regex(tostring(num), @'([0-9]{3})$', @',\\1'), //num / 1000, ',', substring(tostring(num), 0) - (num / 1000 * 1000)),\r\n        tostring(num)\r\n    ), @'\\.0$', '')\r\n}\r\n\r\n\r\n//===| Other |==========================================================================================================\r\n\r\n// ifempty\r\n.create-or-alter function \r\nwith (docstring = 'Replaces an empty value with the specified default value', folder = 'Common')\r\nifempty(val: dynamic, defaultVal: dynamic)\r\n{\r\n    iff(isempty(val), defaultVal, val)\r\n}\r\n",
+                    "$fxv#7": "// Copyright (c) Microsoft Corporation.\r\n// Licensed under the MIT License.\r\n\r\n//======================================================================================================================\r\n// Ingestion database\r\n// Used for data ingestion, normalization, and cleansing.\r\n//======================================================================================================================\r\n\r\n// For allowed commands, see https://learn.microsoft.com/azure/data-explorer/database-script\r\n\r\n//===| Settings |=======================================================================================================\r\n\r\n.create-merge table HubSettingsLog (\r\n    version:   string,\r\n    scopes:    dynamic,\r\n    retention: dynamic\r\n)\r\n\r\n//----------------------------------------------------------------------------------------------------------------------\r\n\r\n// HubSettings function\r\n.create-or-alter function\r\nwith (docstring='Gets the latest version of hub settings.', folder='Settings')\r\nHubSettings()\r\n{\r\n    HubSettingsLog\r\n    | extend timestamp = ingestion_time()\r\n    | summarize arg_max(timestamp, *)\r\n}\r\n\r\n//----------------------------------------------------------------------------------------------------------------------\r\n\r\n// HubScopes function\r\n.create-or-alter function\r\nwith (docstring='Gets the currently configured scopes.', folder='Settings')\r\nHubScopes()\r\n{\r\n    HubSettings\r\n    | project scopes\r\n    | mv-expand scopes\r\n}\r\n\r\n\r\n//===| Open data |======================================================================================================\r\n\r\n// PricingUnits -- Create table if it doesn't exist\r\n.create-merge table PricingUnits ( ignore: string )\r\n\r\n// PricingUnits -- Remove all columns\r\n.alter table PricingUnits ( ignore: string )\r\n\r\n// PricingUnits -- Redefine all columns to change types\r\n.alter table PricingUnits (\r\n    x_PricingUnitDescription: string,\r\n    x_PricingBlockSize:       real,\r\n    PricingUnit:              string\r\n)\r\n\r\n// Regions\r\n.create-merge table Regions(\r\n    ResourceLocation: string,\r\n    RegionId:         string,\r\n    RegionName:       string\r\n)\r\n\r\n// ResourceTypes\r\n.create-merge table ResourceTypes(\r\n    x_ResourceType:           string,\r\n    SingularDisplayName:      string,\r\n    PluralDisplayName:        string,\r\n    LowerSingularDisplayName: string,\r\n    LowerPluralDisplayName:   string,\r\n    IsPreview:                bool,\r\n    Description:              string,\r\n    IconUri:                  string\r\n)\r\n\r\n// Services\r\n.create-merge table Services(\r\n    x_ConsumedService:        string,\r\n    x_ResourceType:           string,\r\n    ServiceName:              string,\r\n    ServiceCategory:          string,\r\n    ServiceSubcategory:       string,\r\n    PublisherName:            string,\r\n    x_PublisherCategory:      string,\r\n    x_Environment:            string,\r\n    x_ServiceModel:           string\r\n)\r\n\r\n//----------------------------------------------------------------------------------------------------------------------\r\n\r\n// parse_resourceid\r\n.create-or-alter function\r\nwith (docstring = 'Parses an Azure resource ID to extract resource attributes like the name, type, resource group, and subaccount ID.', folder = 'Common')\r\nparse_resourceid(resourceId: string) {\r\n    let ResourceId = tolower(resourceId);\r\n    // let ResourceId = tolower('/providers/Microsoft.BillingBenefits/savingsPlanOrders/2d2e284b-0638-427e-b8c6-1b874d4f17c8/sp/xxx');\r\n    let SubAccountId = tostring(extract('/subscriptions/[^/]+', 1, ResourceId));\r\n    let x_ResourceGroupName = tostring(extract('/resourcegroups/[^/]+', 1, ResourceId));\r\n    let tmp_ResourceId = iff(ResourceId !has '/providers/' and ResourceId startswith '/subscriptions/', strcat('/providers/microsoft.resources', ResourceId), ResourceId);\r\n    let providerPath = iff(tmp_ResourceId !has '/providers/', '', tostring(split(tmp_ResourceId, '/providers/')[-1]));\r\n    let x_ResourceProvider = iff(isempty(providerPath), '', split(providerPath, '/')[0]);\r\n    let tmp_ResourceProviderPath = iff(isempty(providerPath), '', substring(providerPath, strlen(x_ResourceProvider) + 1));\r\n    let segments = split(tmp_ResourceProviderPath, '/');\r\n    let ResourceName = trim(@'/+', replace_string(strcat_array(array_iff(\r\n        dynamic([false, true, false, true, false, true, false, true, false, true, false, true, false, true, false, true, false, true]),\r\n        segments, dynamic([])), '/'), '//', '/'));\r\n    let x_ResourceTypePath = trim(@'/+', replace_string(strcat_array(array_iff(\r\n        dynamic([true, false, true, false, true, false, true, false, true, false, true, false, true, false, true, false, true, false]),\r\n        segments, dynamic([])), '/'), '//', '/'));\r\n    let xRT = iff(isempty(x_ResourceProvider) or isempty(x_ResourceTypePath), '', strcat(x_ResourceProvider, '/', x_ResourceTypePath));\r\n    // TODO: Remove ResourceType in 0.9\r\n    bag_pack('ResourceId', ResourceId, 'ResourceName', ResourceName, 'ResourceType', xRT, 'SubAccountId', SubAccountId, 'x_ResourceGroupName', x_ResourceGroupName, 'x_ResourceProvider', x_ResourceProvider, 'x_ResourceType', xRT)\r\n}\r\n",
+                    "$fxv#8": "// Copyright (c) Microsoft Corporation.\r\n// Licensed under the MIT License.\r\n\r\n//======================================================================================================================\r\n// Ingestion database\r\n// Used for data ingestion, normalization, and cleansing.\r\n//======================================================================================================================\r\n\r\n// For allowed commands, see https://learn.microsoft.com/azure/data-explorer/database-script\r\n\r\n//===| ActualCosts |====================================================================================================\r\n// Supported versions:\r\n// - C360-2025-04\r\n//======================================================================================================================\r\n\r\n// ActualCosts_raw table -- Create the table if it doesn't exist\r\n.create-merge table ActualCosts_raw ( ignore: string )\r\n\r\n// ActualCosts_raw table -- Remove all columns to allow changing column types\r\n.alter table ActualCosts_raw ( ignore: string )\r\n\r\n// ActualCosts_raw table -- Redefine all columns\r\n.alter table ActualCosts_raw (\r\n    AccountName:            string,\r\n    AccountOwnerId:         string,\r\n    AdditionalInfo:         string,\r\n    AvailabilityZone:       string,\r\n    BillingAccountId:       string, \r\n    BillingAccountName:     string,\r\n    BillingCurrency:        string,\r\n    BillingPeriodEndDate:   datetime,\r\n    BillingPeriodStartDate: datetime,\r\n    BillingProfileId:       string,\r\n    BillingProfileName:     string,\r\n    ChargeType:             string,\r\n    ConsumedService:        string,\r\n    CostCenter:             string,\r\n    Cost:                   real,\r\n    Date:                   datetime,\r\n    EffectivePrice:         real,\r\n    Frequency:              string,\r\n    InvoiceSection:         string,\r\n    InvoiceSectionId:       string,\r\n    IsAzureCreditEligible:  bool,\r\n    MeterCategory:          string,\r\n    MeterId:                string,\r\n    MeterName:              string,\r\n    MeterRegion:            string,\r\n    MeterSubCategory:       string,\r\n    OfferId:                string,\r\n    PartNumber:             string,\r\n    PlanName:               string,\r\n    Product:                string,\r\n    ProductOrderId:         string,\r\n    ProductOrderName:       string,\r\n    PublisherName:          string,\r\n    PublisherType:          string,\r\n    Quantity:               real,\r\n    ReservationId:          string,\r\n    ReservationName:        string,\r\n    ResourceGroup:          string,\r\n    ResourceId:             string,\r\n    ResourceLocation:       string,\r\n    ResourceName:           string,\r\n    ServiceFamily:          string,\r\n    ServiceInfo1:           string,\r\n    ServiceInfo2:           string,\r\n    SubscriptionId:         string,\r\n    SubscriptionName:       string,\r\n    Tags:                   string,\r\n    Term:                   string,\r\n    UnitOfMeasure:          string,\r\n    UnitPrice:              real\r\n)\r\n\r\n// ActualCosts_raw ingestion mapping\r\n.create-or-alter table ActualCosts_raw ingestion parquet mapping \"ActualCosts_raw_mapping\"\r\n```\r\n[\r\n    { \"Column\": \"AccountName\",            \"Properties\": { \"Field\": \"AccountName\" } },\r\n    { \"Column\": \"AccountOwnerId\",         \"Properties\": { \"Field\": \"AccountOwnerId\" } },\r\n    { \"Column\": \"AdditionalInfo\",         \"Properties\": { \"Field\": \"AdditionalInfo\" } },\r\n    { \"Column\": \"AvailabilityZone\",       \"Properties\": { \"Field\": \"AvailabilityZone\" } },\r\n    { \"Column\": \"BillingAccountId\",       \"Properties\": { \"Field\": \"BillingAccountId\" } },\r\n    { \"Column\": \"BillingAccountName\",     \"Properties\": { \"Field\": \"BillingAccountName\" } },\r\n    { \"Column\": \"BillingCurrency\",        \"Properties\": { \"Field\": \"BillingCurrency\" } },\r\n    { \"Column\": \"BillingPeriodEndDate\",   \"Properties\": { \"Field\": \"BillingPeriodEndDate\" } },\r\n    { \"Column\": \"BillingPeriodStartDate\", \"Properties\": { \"Field\": \"BillingPeriodStartDate\" } },\r\n    { \"Column\": \"BillingProfileId\",       \"Properties\": { \"Field\": \"BillingProfileId\" } },\r\n    { \"Column\": \"BillingProfileName\",     \"Properties\": { \"Field\": \"BillingProfileName\" } },\r\n    { \"Column\": \"ChargeType\",             \"Properties\": { \"Field\": \"ChargeType\" } },\r\n    { \"Column\": \"ConsumedService\",        \"Properties\": { \"Field\": \"ConsumedService\" } },\r\n    { \"Column\": \"CostCenter\",             \"Properties\": { \"Field\": \"CostCenter\" } },\r\n    { \"Column\": \"Cost\",                   \"Properties\": { \"Field\": \"Cost\" } },\r\n    { \"Column\": \"Date\",                   \"Properties\": { \"Field\": \"Date\" } },\r\n    { \"Column\": \"EffectivePrice\",         \"Properties\": { \"Field\": \"EffectivePrice\" } },\r\n    { \"Column\": \"Frequency\",              \"Properties\": { \"Field\": \"Frequency\" } },\r\n    { \"Column\": \"InvoiceSection\",         \"Properties\": { \"Field\": \"InvoiceSection\" } },\r\n    { \"Column\": \"InvoiceSectionId\",       \"Properties\": { \"Field\": \"InvoiceSectionId\" } },\r\n    { \"Column\": \"IsAzureCreditEligible\",  \"Properties\": { \"Field\": \"IsAzureCreditEligible\" } },\r\n    { \"Column\": \"MeterCategory\",          \"Properties\": { \"Field\": \"MeterCategory\" } },\r\n    { \"Column\": \"MeterId\",                \"Properties\": { \"Field\": \"MeterId\" } },\r\n    { \"Column\": \"MeterName\",              \"Properties\": { \"Field\": \"MeterName\" } },\r\n    { \"Column\": \"MeterRegion\",            \"Properties\": { \"Field\": \"MeterRegion\" } },\r\n    { \"Column\": \"MeterSubCategory\",       \"Properties\": { \"Field\": \"MeterSubCategory\" } },\r\n    { \"Column\": \"OfferId\",                \"Properties\": { \"Field\": \"OfferId\" } },\r\n    { \"Column\": \"PartNumber\",             \"Properties\": { \"Field\": \"PartNumber\" } },\r\n    { \"Column\": \"PlanName\",               \"Properties\": { \"Field\": \"PlanName\" } },\r\n    { \"Column\": \"Product\",                \"Properties\": { \"Field\": \"Product\" } },\r\n    { \"Column\": \"ProductOrderId\",         \"Properties\": { \"Field\": \"ProductOrderId\" } },\r\n    { \"Column\": \"ProductOrderName\",       \"Properties\": { \"Field\": \"ProductOrderName\" } },\r\n    { \"Column\": \"PublisherName\",          \"Properties\": { \"Field\": \"PublisherName\" } },\r\n    { \"Column\": \"PublisherType\",          \"Properties\": { \"Field\": \"PublisherType\" } },\r\n    { \"Column\": \"Quantity\",               \"Properties\": { \"Field\": \"Quantity\" } },\r\n    { \"Column\": \"ReservationId\",          \"Properties\": { \"Field\": \"ReservationId\" } },\r\n    { \"Column\": \"ReservationName\",        \"Properties\": { \"Field\": \"ReservationName\" } },\r\n    { \"Column\": \"ResourceGroup\",          \"Properties\": { \"Field\": \"ResourceGroup\" } },\r\n    { \"Column\": \"ResourceId\",             \"Properties\": { \"Field\": \"ResourceId\" } },\r\n    { \"Column\": \"ResourceLocation\",       \"Properties\": { \"Field\": \"ResourceLocation\" } },\r\n    { \"Column\": \"ResourceName\",           \"Properties\": { \"Field\": \"ResourceName\" } },\r\n    { \"Column\": \"ServiceFamily\",          \"Properties\": { \"Field\": \"ServiceFamily\" } },\r\n    { \"Column\": \"ServiceInfo1\",           \"Properties\": { \"Field\": \"ServiceInfo1\" } },\r\n    { \"Column\": \"ServiceInfo2\",           \"Properties\": { \"Field\": \"ServiceInfo2\" } },\r\n    { \"Column\": \"SubscriptionId\",         \"Properties\": { \"Field\": \"SubscriptionId\" } },\r\n    { \"Column\": \"SubscriptionName\",       \"Properties\": { \"Field\": \"SubscriptionName\" } },\r\n    { \"Column\": \"Tags\",                   \"Properties\": { \"Field\": \"Tags\" } },\r\n    { \"Column\": \"Term\",                   \"Properties\": { \"Field\": \"Term\" } },\r\n    { \"Column\": \"UnitOfMeasure\",          \"Properties\": { \"Field\": \"UnitOfMeasure\" } },\r\n    { \"Column\": \"UnitPrice\",              \"Properties\": { \"Field\": \"UnitPrice\" } }\r\n]\r\n```\r\n\r\n// ActualCosts_raw retention policy (set the user-defined retention period)\r\n.alter-merge table ActualCosts_raw policy retention softdelete = $$rawRetentionInDays$$d recoverability = disabled\r\n\r\n// Disable ActualCosts_raw streaming ingestion (required for Fabric)\r\n.alter table ActualCosts_raw policy streamingingestion disable\r\n\r\n\r\n//===| AmortizedCosts |=================================================================================================\r\n// Supported versions:\r\n// - C360-2025-04\r\n//======================================================================================================================\r\n\r\n// AmortizedCosts_raw table -- Create the table if it doesn't exist\r\n.create-merge table AmortizedCosts_raw ( ignore: string )\r\n\r\n// AmortizedCosts_raw table -- Remove all columns to allow changing column types\r\n.alter table AmortizedCosts_raw ( ignore: string )\r\n\r\n// AmortizedCosts_raw table -- Redefine all columns\r\n.alter table AmortizedCosts_raw (\r\n    AccountName:            string,\r\n    AccountOwnerId:         string,\r\n    AdditionalInfo:         string,\r\n    AvailabilityZone:       string,\r\n    BillingAccountId:       string, \r\n    BillingAccountName:     string,\r\n    BillingCurrency:        string,\r\n    BillingPeriodEndDate:   datetime,\r\n    BillingPeriodStartDate: datetime,\r\n    BillingProfileId:       string,\r\n    BillingProfileName:     string,\r\n    ChargeType:             string,\r\n    ConsumedService:        string,\r\n    CostCenter:             string,\r\n    Cost:                   real,\r\n    Date:                   datetime,\r\n    EffectivePrice:         real,\r\n    Frequency:              string,\r\n    InvoiceSection:         string,\r\n    InvoiceSectionId:       string,\r\n    IsAzureCreditEligible:  bool,\r\n    MeterCategory:          string,\r\n    MeterId:                string,\r\n    MeterName:              string,\r\n    MeterRegion:            string,\r\n    MeterSubCategory:       string,\r\n    OfferId:                string,\r\n    PartNumber:             string,\r\n    PlanName:               string,\r\n    Product:                string,\r\n    ProductOrderId:         string,\r\n    ProductOrderName:       string,\r\n    PublisherName:          string,\r\n    PublisherType:          string,\r\n    Quantity:               real,\r\n    ReservationId:          string,\r\n    ReservationName:        string,\r\n    ResourceGroup:          string,\r\n    ResourceId:             string,\r\n    ResourceLocation:       string,\r\n    ResourceName:           string,\r\n    ServiceFamily:          string,\r\n    ServiceInfo1:           string,\r\n    ServiceInfo2:           string,\r\n    SubscriptionId:         string,\r\n    SubscriptionName:       string,\r\n    Tags:                   string,\r\n    Term:                   string,\r\n    UnitOfMeasure:          string,\r\n    UnitPrice:              real\r\n)\r\n\r\n// AmortizedCosts_raw ingestion mapping\r\n.create-or-alter table AmortizedCosts_raw ingestion parquet mapping \"AmortizedCosts_raw_mapping\"\r\n```\r\n[\r\n    { \"Column\": \"AccountName\",            \"Properties\": { \"Field\": \"AccountName\" } },\r\n    { \"Column\": \"AccountOwnerId\",         \"Properties\": { \"Field\": \"AccountOwnerId\" } },\r\n    { \"Column\": \"AdditionalInfo\",         \"Properties\": { \"Field\": \"AdditionalInfo\" } },\r\n    { \"Column\": \"AvailabilityZone\",       \"Properties\": { \"Field\": \"AvailabilityZone\" } },\r\n    { \"Column\": \"BillingAccountId\",       \"Properties\": { \"Field\": \"BillingAccountId\" } },\r\n    { \"Column\": \"BillingAccountName\",     \"Properties\": { \"Field\": \"BillingAccountName\" } },\r\n    { \"Column\": \"BillingCurrency\",        \"Properties\": { \"Field\": \"BillingCurrency\" } },\r\n    { \"Column\": \"BillingPeriodEndDate\",   \"Properties\": { \"Field\": \"BillingPeriodEndDate\" } },\r\n    { \"Column\": \"BillingPeriodStartDate\", \"Properties\": { \"Field\": \"BillingPeriodStartDate\" } },\r\n    { \"Column\": \"BillingProfileId\",       \"Properties\": { \"Field\": \"BillingProfileId\" } },\r\n    { \"Column\": \"BillingProfileName\",     \"Properties\": { \"Field\": \"BillingProfileName\" } },\r\n    { \"Column\": \"ChargeType\",             \"Properties\": { \"Field\": \"ChargeType\" } },\r\n    { \"Column\": \"ConsumedService\",        \"Properties\": { \"Field\": \"ConsumedService\" } },\r\n    { \"Column\": \"CostCenter\",             \"Properties\": { \"Field\": \"CostCenter\" } },\r\n    { \"Column\": \"Cost\",                   \"Properties\": { \"Field\": \"Cost\" } },\r\n    { \"Column\": \"Date\",                   \"Properties\": { \"Field\": \"Date\" } },\r\n    { \"Column\": \"EffectivePrice\",         \"Properties\": { \"Field\": \"EffectivePrice\" } },\r\n    { \"Column\": \"Frequency\",              \"Properties\": { \"Field\": \"Frequency\" } },\r\n    { \"Column\": \"InvoiceSection\",         \"Properties\": { \"Field\": \"InvoiceSection\" } },\r\n    { \"Column\": \"InvoiceSectionId\",       \"Properties\": { \"Field\": \"InvoiceSectionId\" } },\r\n    { \"Column\": \"IsAzureCreditEligible\",  \"Properties\": { \"Field\": \"IsAzureCreditEligible\" } },\r\n    { \"Column\": \"MeterCategory\",          \"Properties\": { \"Field\": \"MeterCategory\" } },\r\n    { \"Column\": \"MeterId\",                \"Properties\": { \"Field\": \"MeterId\" } },\r\n    { \"Column\": \"MeterName\",              \"Properties\": { \"Field\": \"MeterName\" } },\r\n    { \"Column\": \"MeterRegion\",            \"Properties\": { \"Field\": \"MeterRegion\" } },\r\n    { \"Column\": \"MeterSubCategory\",       \"Properties\": { \"Field\": \"MeterSubCategory\" } },\r\n    { \"Column\": \"OfferId\",                \"Properties\": { \"Field\": \"OfferId\" } },\r\n    { \"Column\": \"PartNumber\",             \"Properties\": { \"Field\": \"PartNumber\" } },\r\n    { \"Column\": \"PlanName\",               \"Properties\": { \"Field\": \"PlanName\" } },\r\n    { \"Column\": \"Product\",                \"Properties\": { \"Field\": \"Product\" } },\r\n    { \"Column\": \"ProductOrderId\",         \"Properties\": { \"Field\": \"ProductOrderId\" } },\r\n    { \"Column\": \"ProductOrderName\",       \"Properties\": { \"Field\": \"ProductOrderName\" } },\r\n    { \"Column\": \"PublisherName\",          \"Properties\": { \"Field\": \"PublisherName\" } },\r\n    { \"Column\": \"PublisherType\",          \"Properties\": { \"Field\": \"PublisherType\" } },\r\n    { \"Column\": \"Quantity\",               \"Properties\": { \"Field\": \"Quantity\" } },\r\n    { \"Column\": \"ReservationId\",          \"Properties\": { \"Field\": \"ReservationId\" } },\r\n    { \"Column\": \"ReservationName\",        \"Properties\": { \"Field\": \"ReservationName\" } },\r\n    { \"Column\": \"ResourceGroup\",          \"Properties\": { \"Field\": \"ResourceGroup\" } },\r\n    { \"Column\": \"ResourceId\",             \"Properties\": { \"Field\": \"ResourceId\" } },\r\n    { \"Column\": \"ResourceLocation\",       \"Properties\": { \"Field\": \"ResourceLocation\" } },\r\n    { \"Column\": \"ResourceName\",           \"Properties\": { \"Field\": \"ResourceName\" } },\r\n    { \"Column\": \"ServiceFamily\",          \"Properties\": { \"Field\": \"ServiceFamily\" } },\r\n    { \"Column\": \"ServiceInfo1\",           \"Properties\": { \"Field\": \"ServiceInfo1\" } },\r\n    { \"Column\": \"ServiceInfo2\",           \"Properties\": { \"Field\": \"ServiceInfo2\" } },\r\n    { \"Column\": \"SubscriptionId\",         \"Properties\": { \"Field\": \"SubscriptionId\" } },\r\n    { \"Column\": \"SubscriptionName\",       \"Properties\": { \"Field\": \"SubscriptionName\" } },\r\n    { \"Column\": \"Tags\",                   \"Properties\": { \"Field\": \"Tags\" } },\r\n    { \"Column\": \"Term\",                   \"Properties\": { \"Field\": \"Term\" } },\r\n    { \"Column\": \"UnitOfMeasure\",          \"Properties\": { \"Field\": \"UnitOfMeasure\" } },\r\n    { \"Column\": \"UnitPrice\",              \"Properties\": { \"Field\": \"UnitPrice\" } }\r\n]\r\n```\r\n\r\n// AmortizedCosts_raw retention policy (set the user-defined retention period)\r\n.alter-merge table AmortizedCosts_raw policy retention softdelete = $$rawRetentionInDays$$d recoverability = disabled\r\n\r\n// Disable AmortizedCosts_raw streaming ingestion (required for Fabric)\r\n.alter table AmortizedCosts_raw policy streamingingestion disable\r\n\r\n\r\n//===| CommitmentDiscountUsage |========================================================================================\r\n// Supported versions:\r\n// - MS EA reservation details: 2023-03-01  -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/reservation-details-ea\r\n// - MS MCA reservation details: 2023-03-01 -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/reservation-details-mca\r\n//======================================================================================================================\r\n\r\n// CommitmentDiscountUsage_raw table -- Create the table if it doesn't exist\r\n.create-merge table CommitmentDiscountUsage_raw ( ignore: string )\r\n\r\n// CommitmentDiscountUsage_raw table -- Remove all columns to allow changing column types\r\n.alter table CommitmentDiscountUsage_raw ( ignore: string )\r\n\r\n// CommitmentDiscountUsage_raw table -- Redefine all columns\r\n.alter table CommitmentDiscountUsage_raw (\r\n    InstanceFlexibilityGroup: string,\r\n    InstanceFlexibilityRatio: real,\r\n    InstanceId:               string,\r\n    Kind:                     string,\r\n    ReservationId:            string,\r\n    ReservationOrderId:       string,\r\n    ReservedHours:            real,\r\n    SkuName:                  string,\r\n    TotalReservedQuantity:    real,\r\n    UsageDate:                datetime,\r\n    UsedHours:                real,\r\n    x_SourceName:             string,    // Hubs v1_0+\r\n    x_SourceProvider:         string,    // Hubs v1_0+\r\n    x_SourceType:             string,    // Hubs v1_0+\r\n    x_SourceVersion:          string     // Hubs v1_0+\r\n)\r\n\r\n// CommitmentDiscountUsage_raw ingestion mapping\r\n.create-or-alter table CommitmentDiscountUsage_raw ingestion parquet mapping \"CommitmentDiscountUsage_raw_mapping\"\r\n```\r\n[\r\n    { \"Column\": \"InstanceFlexibilityGroup\", \"Properties\": { \"Field\": \"InstanceFlexibilityGroup\" } },\r\n    { \"Column\": \"InstanceFlexibilityRatio\", \"Properties\": { \"Field\": \"InstanceFlexibilityRatio\" } },\r\n    { \"Column\": \"InstanceId\",               \"Properties\": { \"Field\": \"InstanceId\" } },\r\n    { \"Column\": \"Kind\",                     \"Properties\": { \"Field\": \"Kind\" } },\r\n    { \"Column\": \"ReservationId\",            \"Properties\": { \"Field\": \"ReservationId\" } },\r\n    { \"Column\": \"ReservationOrderId\",       \"Properties\": { \"Field\": \"ReservationOrderId\" } },\r\n    { \"Column\": \"ReservedHours\",            \"Properties\": { \"Field\": \"ReservedHours\" } },\r\n    { \"Column\": \"SkuName\",                  \"Properties\": { \"Field\": \"SkuName\" } },\r\n    { \"Column\": \"TotalReservedQuantity\",    \"Properties\": { \"Field\": \"TotalReservedQuantity\" } },\r\n    { \"Column\": \"UsageDate\",                \"Properties\": { \"Field\": \"UsageDate\" } },\r\n    { \"Column\": \"UsedHours\",                \"Properties\": { \"Field\": \"UsedHours\" } },\r\n    { \"Column\": \"x_SourceName\",             \"Properties\": { \"Field\": \"x_SourceName\" } },\r\n    { \"Column\": \"x_SourceProvider\",         \"Properties\": { \"Field\": \"x_SourceProvider\" } },\r\n    { \"Column\": \"x_SourceType\",             \"Properties\": { \"Field\": \"x_SourceType\" } },\r\n    { \"Column\": \"x_SourceVersion\",          \"Properties\": { \"Field\": \"x_SourceVersion\" } }\r\n]\r\n```\r\n\r\n// CommitmentDiscountUsage_raw retention policy (set the user-defined retention period)\r\n.alter-merge table CommitmentDiscountUsage_raw policy retention softdelete = $$rawRetentionInDays$$d recoverability = disabled\r\n\r\n// Disable CommitmentDiscountUsage_raw streaming ingestion (required for Fabric)\r\n.alter table CommitmentDiscountUsage_raw policy streamingingestion disable\r\n\r\n\r\n//===| Costs |==========================================================================================================\r\n// Supported versions:\r\n// - MS: 1.0, 1.0-preview(v1) -- See https://aka.ms/costmgmt/exports/focus\r\n// - AWS: 1.0                 -- See https://docs.aws.amazon.com/cur/latest/userguide/table-dictionary-focus-1-0-aws-columns.html\r\n// - GCP: Jan-Jun 2024        -- See https://cloud.google.com/resources/google-cloud-focus?e=48754805&hl=en\r\n//                                   Links to (Aug 2024): https://services.google.com/fh/files/misc/focus_guide_v1.pdf\r\n//                               See also:\r\n//                               - https://cloud.google.com/billing/docs/how-to/export-data-bigquery-tables/standard-usage\r\n//                               - https://cloud.google.com/billing/docs/how-to/export-data-bigquery-tables/detailed-usage\r\n// - OCI: 1.0                 -- See https://docs.oracle.com/iaas/Content/Billing/Concepts/costusagereportsoverview.htm#costreports__focus-cost-report-schema\r\n// - Tencent: 1.0             -- See https://www.tencentcloud.com/document/product/555/67495 / https://www.tencentcloud.com/document/product/555/67496\r\n// - Alibaba: 1.0             -- See https://www.alibabacloud.com/help/en/user-center/user-guide/export-alibaba-cloud-standard-billing-focus\r\n//\r\n// Support for non-Azure data is limited to ingestion only. Data is not transformed across versions.\r\n//======================================================================================================================\r\n\r\n// Costs_raw table -- Create the table if it doesn't exist\r\n.create-merge table Costs_raw ( ignore: string )\r\n\r\n// Costs_raw table -- Remove all columns to allow changing column types\r\n.alter table Costs_raw ( ignore: string )\r\n\r\n// Costs_raw table -- Redefine all columns\r\n.alter table Costs_raw (\r\n    AvailabilityZone:           string,    // FOCUS 0.5+\r\n    BilledCost:                 real,      // FOCUS 0.5+\r\n    BillingAccountId:           string,    // FOCUS 0.5+\r\n    BillingAccountName:         string,    // FOCUS 0.5+\r\n    BillingAccountType:         string,    // Azure 1.0-preview(v1)+\r\n    BillingCurrency:            string,    // FOCUS 0.5+\r\n    BillingPeriodEnd:           datetime,  // FOCUS 0.5+\r\n    BillingPeriodStart:         datetime,  // FOCUS 0.5+\r\n    CapacityReservationId:      string,    // FOCUS 1.1+\r\n    CapacityReservationStatus:  string,    // FOCUS 1.1+\r\n    ChargeCategory:             string,    // FOCUS 1.0-preview+\r\n    ChargeClass:                string,    // FOCUS 1.0+\r\n    ChargeDescription:          string,    // FOCUS 1.0+\r\n    ChargeFrequency:            string,    // FOCUS 1.0+\r\n    ChargePeriodEnd:            datetime,  // FOCUS 0.5+\r\n    ChargePeriodStart:          datetime,  // FOCUS 0.5+\r\n    ChargeSubcategory:          string,    // FOCUS 1.0-preview only\r\n    CommitmentDiscountCategory: string,    // FOCUS 1.0-preview+\r\n    CommitmentDiscountId:       string,    // FOCUS 1.0-preview+\r\n    CommitmentDiscountName:     string,    // FOCUS 1.0-preview+\r\n    CommitmentDiscountQuantity: real,      // FOCUS 1.1+\r\n    CommitmentDiscountStatus:   string,    // FOCUS 1.0+\r\n    CommitmentDiscountType:     string,    // FOCUS 1.0-preview+\r\n    CommitmentDiscountUnit:     string,    // FOCUS 1.1+\r\n    ConsumedQuantity:           real,      // FOCUS 1.0+\r\n    ConsumedUnit:               string,    // FOCUS 1.0+\r\n    ContractedCost:             real,      // FOCUS 1.0+\r\n    ContractedUnitPrice:        real,      // FOCUS 1.0+\r\n    EffectiveCost:              real,      // FOCUS 1.0-preview+\r\n    InvoiceId:                  string,    // FOCUS 1.2+\r\n    InvoiceIssuerName:          string,    // FOCUS 0.5+\r\n    ListCost:                   real,      // FOCUS 1.0-preview+\r\n    ListUnitPrice:              real,      // FOCUS 1.0-preview+\r\n    PricingCategory:            string,    // FOCUS 1.0-preview+\r\n    PricingCurrency:            string,    // FOCUS 1.2+\r\n    PricingQuantity:            real,      // FOCUS 1.0-preview+\r\n    PricingUnit:                string,    // FOCUS 1.0-preview+\r\n    ProviderName:               string,    // FOCUS 0.5+\r\n    PublisherName:              string,    // FOCUS 0.5+\r\n    Region:                     string,    // FOCUS 0.5-1.0-preview (deprecated)\r\n    RegionId:                   string,    // FOCUS 1.0+\r\n    RegionName:                 string,    // FOCUS 1.0+\r\n    ResourceId:                 string,    // FOCUS 0.5+\r\n    ResourceName:               string,    // FOCUS 0.5+\r\n    ResourceType:               string,    // FOCUS 1.0-preview+\r\n    ServiceCategory:            string,    // FOCUS 0.5+\r\n    ServiceName:                string,    // FOCUS 0.5+\r\n    ServiceSubcategory:         string,    // FOCUS 1.1+\r\n    SkuId:                      string,    // FOCUS 1.0-preview+\r\n    SkuMeter:                   string,    // FOCUS 1.1+\r\n    SkuPriceDetails:            string,    // FOCUS 1.1+\r\n    SkuPriceId:                 string,    // FOCUS 1.0-preview+\r\n    SubAccountId:               string,    // FOCUS 0.5+\r\n    SubAccountName:             string,    // FOCUS 0.5+\r\n    SubAccountType:             string,    // Azure 1.0-preview(v1)+\r\n    Tags:                       string,    // FOCUS 1.0-preview+\r\n    UsageAmount:                real,      // GCP Jan 2024 -- Removed Mar 2024 (UsageQuantity)\r\n    UsageQuantity:              real,      // FOCUS 1.0-preview only\r\n    UsageUnit:                  string,    // FOCUS 1.0-preview only\r\n    x_AccountId:                string,    // Azure 1.0-preview(v1)+\r\n    x_AccountName:              string,    // Azure 1.0-preview(v1)+\r\n    x_AccountOwnerId:           string,    // Azure 1.0-preview(v1)+\r\n    x_AmortizationClass:        string,    // Azure 1.2-preview+\r\n    x_BilledCostInUsd:          real,      // Azure 1.0-preview(v1)+\r\n    x_BilledUnitPrice:          real,      // Azure 1.0-preview(v1)+\r\n    x_BillingAccountId:         string,    // Azure 1.0-preview(v1)+\r\n    x_BillingAccountName:       string,    // Azure 1.0-preview(v1)+\r\n    x_BillingExchangeRate:      real,      // Azure 1.0-preview(v1)+\r\n    x_BillingExchangeRateDate:  datetime,  // Azure 1.0-preview(v1)+\r\n    x_BillingItemCode:          string,    // Alibaba 1.0+\r\n    x_BillingItemName:          string,    // Alibaba 1.0+\r\n    x_BillingProfileId:         string,    // Azure 1.0-preview(v1)+\r\n    x_BillingProfileName:       string,    // Azure 1.0-preview(v1)+\r\n    x_ChargeId:                 string,    // Azure 1.0-preview(v1) only\r\n    x_CommodityCode:            string,    // Alibaba 1.0+\r\n    x_CommodityName:            string,    // Alibaba 1.0+\r\n    x_ComponentName:            string,    // Tencent 1.0+\r\n    x_ComponentType:            string,    // Tencent 1.0+\r\n    x_ContractedCostInUsd:      real,      // Azure 1.0+\r\n    x_Cost:                     real,      // GCP Jan 2024 -- Removed Jun 2024 (ContractedCost)\r\n    x_CostAllocationRuleName:   string,    // Azure 1.0-preview(v1)+\r\n    x_CostCategories:           string,    // AWS 1.0 (JSON)\r\n    x_CostCenter:               string,    // Azure 1.0-preview(v1)+\r\n    x_CostType:                 string,    // GCP Jan 2024\r\n    x_Credits:                  string,    // GCP Jan 2024\r\n    x_CurrencyConversionRate:   real,      // GCP Jun 2024\r\n    x_CustomerId:               string,    // Azure 1.0-preview(v1)+\r\n    x_CustomerName:             string,    // Azure 1.0-preview(v1)+\r\n    x_Discount:                 string,    // AWS 1.0 (JSON)\r\n    x_EffectiveCostInUsd:       real,      // Azure 1.0-preview(v1)+\r\n    x_EffectiveUnitPrice:       real,      // Azure 1.0-preview(v1)+\r\n    x_ExportTime:               datetime,  // GCP Jan 2024 / Tencent 1.0+\r\n    x_InstanceID:               string,    // Alibaba 1.0+\r\n    x_InvoiceId:                string,    // Azure 1.0-preview(v1)+\r\n    x_InvoiceIssuerId:          string,    // Azure 1.0-preview(v1)+\r\n    x_InvoiceSectionId:         string,    // Azure 1.0-preview(v1)+\r\n    x_InvoiceSectionName:       string,    // Azure 1.0-preview(v1)+\r\n    x_ListCostInUsd:            real,      // Azure 1.0-preview(v1)+\r\n    x_Location:                 string,    // GCP Jan 2024\r\n    x_OnDemandCost:             real,      // Azure 1.0-preview(v1) only\r\n    x_OnDemandCostInUsd:        real,      // Azure 1.0-preview(v1) only\r\n    x_OnDemandUnitPrice:        real,      // Azure 1.0-preview(v1) only\r\n    x_Operation:                string,    // AWS 1.0\r\n    x_OwnerAccountID:           string,    // Tencent 1.0+\r\n    x_PartnerCreditApplied:     string,    // Azure 1.0-preview(v1)+\r\n    x_PartnerCreditRate:        string,    // Azure 1.0-preview(v1)+\r\n    x_PricingBlockSize:         real,      // Azure 1.0-preview(v1)+\r\n    x_PricingCurrency:          string,    // Azure 1.0-preview(v1)-1.0r2\r\n    x_PricingSubcategory:       string,    // Azure 1.0-preview(v1)+\r\n    x_PricingUnitDescription:   string,    // Azure 1.0-preview(v1)+\r\n    x_Project:                  string,    // GCP Jan 2024\r\n    x_PublisherCategory:        string,    // Azure 1.0-preview(v1)+\r\n    x_PublisherId:              string,    // Azure 1.0-preview(v1)+\r\n    x_ResellerId:               string,    // Azure 1.0-preview(v1)+\r\n    x_ResellerName:             string,    // Azure 1.0-preview(v1)+\r\n    x_ResourceGroupName:        string,    // Azure 1.0-preview(v1)+\r\n    x_ResourceType:             string,    // Azure 1.0-preview(v1)+\r\n    x_ServiceCode:              string,    // AWS 1.0\r\n    x_ServiceId:                string,    // GCP Jan 2024\r\n    x_ServiceModel:             string,    // Azure 1.2-preview+\r\n    x_ServicePeriodEnd:         datetime,  // Azure 1.0-preview(v1)+\r\n    x_ServicePeriodStart:       datetime,  // Azure 1.0-preview(v1)+\r\n    x_SkuDescription:           string,    // Azure 1.0-preview(v1)+\r\n    x_SkuDetails:               string,    // Azure 1.0-preview(v1)-1.2-preview\r\n    x_SkuIsCreditEligible:      bool,      // Azure 1.0-preview(v1)+\r\n    x_SkuMeterCategory:         string,    // Azure 1.0-preview(v1)+\r\n    x_SkuMeterId:               string,    // Azure 1.0-preview(v1)+\r\n    x_SkuMeterName:             string,    // Azure 1.0-preview(v1)-1.0r2\r\n    x_SkuMeterSubcategory:      string,    // Azure 1.0-preview(v1)+\r\n    x_SkuOfferId:               string,    // Azure 1.0-preview(v1)+\r\n    x_SkuOrderId:               string,    // Azure 1.0-preview(v1)+\r\n    x_SkuOrderName:             string,    // Azure 1.0-preview(v1)+\r\n    x_SkuPartNumber:            string,    // Azure 1.0-preview(v1)+\r\n    x_SkuPlanName:              string,    // Azure 1.2-preview+\r\n    x_SkuRegion:                string,    // Azure 1.0-preview(v1)+\r\n    x_SkuServiceFamily:         string,    // Azure 1.0-preview(v1)+\r\n    x_SkuTerm:                  int,       // Azure 1.0-preview(v1)+\r\n    x_SkuTier:                  string,    // Azure 1.0-preview(v1)+\r\n    x_SourceName:               string,    // Hubs v1_0+\r\n    x_SourceProvider:           string,    // Hubs v1_0+\r\n    x_SourceType:               string,    // Hubs v1_0+\r\n    x_SourceVersion:            string,    // Hubs v1_0+\r\n    x_SubproductName:           string,    // Tencent 1.0+ // cSpell:ignore Subproduct\r\n    x_UsageType:                string     // AWS 1.0\r\n)\r\n\r\n// Costs_raw ingestion mapping\r\n.create-or-alter table Costs_raw ingestion parquet mapping \"Costs_raw_mapping\"\r\n```\r\n[\r\n    { \"Column\": \"AvailabilityZone\",           \"Properties\": { \"Field\": \"AvailabilityZone\" } },\r\n    { \"Column\": \"BilledCost\",                 \"Properties\": { \"Field\": \"BilledCost\" } },\r\n    { \"Column\": \"BillingAccountId\",           \"Properties\": { \"Field\": \"BillingAccountId\" } },\r\n    { \"Column\": \"BillingAccountName\",         \"Properties\": { \"Field\": \"BillingAccountName\" } },\r\n    { \"Column\": \"BillingAccountType\",         \"Properties\": { \"Field\": \"BillingAccountType\" } },\r\n    { \"Column\": \"BillingCurrency\",            \"Properties\": { \"Field\": \"BillingCurrency\" } },\r\n    { \"Column\": \"BillingPeriodEnd\",           \"Properties\": { \"Field\": \"BillingPeriodEnd\" } },\r\n    { \"Column\": \"BillingPeriodStart\",         \"Properties\": { \"Field\": \"BillingPeriodStart\" } },\r\n    { \"Column\": \"CapacityReservationId\",      \"Properties\": { \"Field\": \"CapacityReservationId\" } },\r\n    { \"Column\": \"CapacityReservationStatus\",  \"Properties\": { \"Field\": \"CapacityReservationStatus\" } },\r\n    { \"Column\": \"ChargeCategory\",             \"Properties\": { \"Field\": \"ChargeCategory\" } },\r\n    { \"Column\": \"ChargeClass\",                \"Properties\": { \"Field\": \"ChargeClass\" } },\r\n    { \"Column\": \"ChargeDescription\",          \"Properties\": { \"Field\": \"ChargeDescription\" } },\r\n    { \"Column\": \"ChargeFrequency\",            \"Properties\": { \"Field\": \"ChargeFrequency\" } },\r\n    { \"Column\": \"ChargePeriodEnd\",            \"Properties\": { \"Field\": \"ChargePeriodEnd\" } },\r\n    { \"Column\": \"ChargePeriodStart\",          \"Properties\": { \"Field\": \"ChargePeriodStart\" } },\r\n    { \"Column\": \"ChargeSubcategory\",          \"Properties\": { \"Field\": \"ChargeSubcategory\" } },\r\n    { \"Column\": \"CommitmentDiscountCategory\", \"Properties\": { \"Field\": \"CommitmentDiscountCategory\" } },\r\n    { \"Column\": \"CommitmentDiscountId\",       \"Properties\": { \"Field\": \"CommitmentDiscountId\" } },\r\n    { \"Column\": \"CommitmentDiscountName\",     \"Properties\": { \"Field\": \"CommitmentDiscountName\" } },\r\n    { \"Column\": \"CommitmentDiscountQuantity\", \"Properties\": { \"Field\": \"CommitmentDiscountQuantity\" } },\r\n    { \"Column\": \"CommitmentDiscountStatus\",   \"Properties\": { \"Field\": \"CommitmentDiscountStatus\" } },\r\n    { \"Column\": \"CommitmentDiscountType\",     \"Properties\": { \"Field\": \"CommitmentDiscountType\" } },\r\n    { \"Column\": \"CommitmentDiscountUnit\",     \"Properties\": { \"Field\": \"CommitmentDiscountUnit\" } },\r\n    { \"Column\": \"ConsumedQuantity\",           \"Properties\": { \"Field\": \"ConsumedQuantity\" } },\r\n    { \"Column\": \"ConsumedUnit\",               \"Properties\": { \"Field\": \"ConsumedUnit\" } },\r\n    { \"Column\": \"ContractedCost\",             \"Properties\": { \"Field\": \"ContractedCost\" } },\r\n    { \"Column\": \"ContractedUnitPrice\",        \"Properties\": { \"Field\": \"ContractedUnitPrice\" } },\r\n    { \"Column\": \"EffectiveCost\",              \"Properties\": { \"Field\": \"EffectiveCost\" } },\r\n    { \"Column\": \"InvoiceId\",                  \"Properties\": { \"Field\": \"InvoiceId\" } },\r\n    { \"Column\": \"InvoiceIssuerName\",          \"Properties\": { \"Field\": \"InvoiceIssuerName\" } },\r\n    { \"Column\": \"ListCost\",                   \"Properties\": { \"Field\": \"ListCost\" } },\r\n    { \"Column\": \"ListUnitPrice\",              \"Properties\": { \"Field\": \"ListUnitPrice\" } },\r\n    { \"Column\": \"PricingCategory\",            \"Properties\": { \"Field\": \"PricingCategory\" } },\r\n    { \"Column\": \"PricingCurrency\",            \"Properties\": { \"Field\": \"PricingCurrency\" } },\r\n    { \"Column\": \"PricingQuantity\",            \"Properties\": { \"Field\": \"PricingQuantity\" } },\r\n    { \"Column\": \"PricingUnit\",                \"Properties\": { \"Field\": \"PricingUnit\" } },\r\n    { \"Column\": \"ProviderName\",               \"Properties\": { \"Field\": \"ProviderName\" } },\r\n    { \"Column\": \"PublisherName\",              \"Properties\": { \"Field\": \"PublisherName\" } },\r\n    { \"Column\": \"Region\",                     \"Properties\": { \"Field\": \"Region\" } },\r\n    { \"Column\": \"RegionId\",                   \"Properties\": { \"Field\": \"RegionId\" } },\r\n    { \"Column\": \"RegionName\",                 \"Properties\": { \"Field\": \"RegionName\" } },\r\n    { \"Column\": \"ResourceId\",                 \"Properties\": { \"Field\": \"ResourceId\" } },\r\n    { \"Column\": \"ResourceName\",               \"Properties\": { \"Field\": \"ResourceName\" } },\r\n    { \"Column\": \"ResourceType\",               \"Properties\": { \"Field\": \"ResourceType\" } },\r\n    { \"Column\": \"ServiceCategory\",            \"Properties\": { \"Field\": \"ServiceCategory\" } },\r\n    { \"Column\": \"ServiceName\",                \"Properties\": { \"Field\": \"ServiceName\" } },\r\n    { \"Column\": \"ServiceSubcategory\",         \"Properties\": { \"Field\": \"ServiceSubcategory\" } },\r\n    { \"Column\": \"SkuId\",                      \"Properties\": { \"Field\": \"SkuId\" } },\r\n    { \"Column\": \"SkuMeter\",                   \"Properties\": { \"Field\": \"SkuMeter\" } },\r\n    { \"Column\": \"SkuPriceDetails\",            \"Properties\": { \"Field\": \"SkuPriceDetails\" } },\r\n    { \"Column\": \"SkuPriceId\",                 \"Properties\": { \"Field\": \"SkuPriceId\" } },\r\n    { \"Column\": \"SubAccountId\",               \"Properties\": { \"Field\": \"SubAccountId\" } },\r\n    { \"Column\": \"SubAccountName\",             \"Properties\": { \"Field\": \"SubAccountName\" } },\r\n    { \"Column\": \"SubAccountType\",             \"Properties\": { \"Field\": \"SubAccountType\" } },\r\n    { \"Column\": \"Tags\",                       \"Properties\": { \"Field\": \"Tags\" } },\r\n    { \"Column\": \"UsageAmount\",                \"Properties\": { \"Field\": \"UsageAmount\" } },\r\n    { \"Column\": \"UsageQuantity\",              \"Properties\": { \"Field\": \"UsageQuantity\" } },\r\n    { \"Column\": \"UsageUnit\",                  \"Properties\": { \"Field\": \"UsageUnit\" } },\r\n    { \"Column\": \"x_AccountId\",                \"Properties\": { \"Field\": \"x_AccountId\" } },\r\n    { \"Column\": \"x_AccountName\",              \"Properties\": { \"Field\": \"x_AccountName\" } },\r\n    { \"Column\": \"x_AccountOwnerId\",           \"Properties\": { \"Field\": \"x_AccountOwnerId\" } },\r\n    { \"Column\": \"x_AmortizationClass\",        \"Properties\": { \"Field\": \"x_AmortizationClass\" } },\r\n    { \"Column\": \"x_BilledCostInUsd\",          \"Properties\": { \"Field\": \"x_BilledCostInUsd\" } },\r\n    { \"Column\": \"x_BilledUnitPrice\",          \"Properties\": { \"Field\": \"x_BilledUnitPrice\" } },\r\n    { \"Column\": \"x_BillingAccountId\",         \"Properties\": { \"Field\": \"x_BillingAccountId\" } },\r\n    { \"Column\": \"x_BillingAccountName\",       \"Properties\": { \"Field\": \"x_BillingAccountName\" } },\r\n    { \"Column\": \"x_BillingExchangeRate\",      \"Properties\": { \"Field\": \"x_BillingExchangeRate\" } },\r\n    { \"Column\": \"x_BillingExchangeRateDate\",  \"Properties\": { \"Field\": \"x_BillingExchangeRateDate\" } },\r\n    { \"Column\": \"x_BillingItemCode\",          \"Properties\": { \"Field\": \"x_BillingItemCode\" } },\r\n    { \"Column\": \"x_BillingItemName\",          \"Properties\": { \"Field\": \"x_BillingItemName\" } },\r\n    { \"Column\": \"x_BillingProfileId\",         \"Properties\": { \"Field\": \"x_BillingProfileId\" } },\r\n    { \"Column\": \"x_BillingProfileName\",       \"Properties\": { \"Field\": \"x_BillingProfileName\" } },\r\n    { \"Column\": \"x_ChargeId\",                 \"Properties\": { \"Field\": \"x_ChargeId\" } },\r\n    { \"Column\": \"x_ContractedCostInUsd\",      \"Properties\": { \"Field\": \"x_ContractedCostInUsd\" } },\r\n    { \"Column\": \"x_CommodityCode\",            \"Properties\": { \"Field\": \"x_CommodityCode\" } },\r\n    { \"Column\": \"x_CommodityName\",            \"Properties\": { \"Field\": \"x_CommodityName\" } },\r\n    { \"Column\": \"x_ComponentName\",            \"Properties\": { \"Field\": \"x_ComponentName\" } },\r\n    { \"Column\": \"x_ComponentType\",            \"Properties\": { \"Field\": \"x_ComponentType\" } },\r\n    { \"Column\": \"x_Cost\",                     \"Properties\": { \"Field\": \"x_Cost\" } },\r\n    { \"Column\": \"x_CostAllocationRuleName\",   \"Properties\": { \"Field\": \"x_CostAllocationRuleName\" } },\r\n    { \"Column\": \"x_CostCategories\",           \"Properties\": { \"Field\": \"x_CostCategories\" } },\r\n    { \"Column\": \"x_CostCenter\",               \"Properties\": { \"Field\": \"x_CostCenter\" } },\r\n    { \"Column\": \"x_Credits\",                  \"Properties\": { \"Field\": \"x_Credits\" } },\r\n    { \"Column\": \"x_CostType\",                 \"Properties\": { \"Field\": \"x_CostType\" } },\r\n    { \"Column\": \"x_CurrencyConversionRate\",   \"Properties\": { \"Field\": \"x_CurrencyConversionRate\" } },\r\n    { \"Column\": \"x_CustomerId\",               \"Properties\": { \"Field\": \"x_CustomerId\" } },\r\n    { \"Column\": \"x_CustomerName\",             \"Properties\": { \"Field\": \"x_CustomerName\" } },\r\n    { \"Column\": \"x_Discount\",                 \"Properties\": { \"Field\": \"x_Discount\" } },\r\n    { \"Column\": \"x_EffectiveCostInUsd\",       \"Properties\": { \"Field\": \"x_EffectiveCostInUsd\" } },\r\n    { \"Column\": \"x_EffectiveUnitPrice\",       \"Properties\": { \"Field\": \"x_EffectiveUnitPrice\" } },\r\n    { \"Column\": \"x_ExportTime\",               \"Properties\": { \"Field\": \"x_ExportTime\" } },\r\n    { \"Column\": \"x_InstanceID\",               \"Properties\": { \"Field\": \"x_InstanceID\" } },\r\n    { \"Column\": \"x_InvoiceId\",                \"Properties\": { \"Field\": \"x_InvoiceId\" } },\r\n    { \"Column\": \"x_InvoiceIssuerId\",          \"Properties\": { \"Field\": \"x_InvoiceIssuerId\" } },\r\n    { \"Column\": \"x_InvoiceSectionId\",         \"Properties\": { \"Field\": \"x_InvoiceSectionId\" } },\r\n    { \"Column\": \"x_InvoiceSectionName\",       \"Properties\": { \"Field\": \"x_InvoiceSectionName\" } },\r\n    { \"Column\": \"x_ListCostInUsd\",            \"Properties\": { \"Field\": \"x_ListCostInUsd\" } },\r\n    { \"Column\": \"x_Location\",                 \"Properties\": { \"Field\": \"x_Location\" } },\r\n    { \"Column\": \"x_OnDemandCost\",             \"Properties\": { \"Field\": \"x_OnDemandCost\" } },\r\n    { \"Column\": \"x_OnDemandCostInUsd\",        \"Properties\": { \"Field\": \"x_OnDemandCostInUsd\" } },\r\n    { \"Column\": \"x_OnDemandUnitPrice\",        \"Properties\": { \"Field\": \"x_OnDemandUnitPrice\" } },\r\n    { \"Column\": \"x_Operation\",                \"Properties\": { \"Field\": \"x_Operation\" } },\r\n    { \"Column\": \"x_OwnerAccountID\",           \"Properties\": { \"Field\": \"x_OwnerAccountID\" } },\r\n    { \"Column\": \"x_PartnerCreditApplied\",     \"Properties\": { \"Field\": \"x_PartnerCreditApplied\" } },\r\n    { \"Column\": \"x_PartnerCreditRate\",        \"Properties\": { \"Field\": \"x_PartnerCreditRate\" } },\r\n    { \"Column\": \"x_PricingBlockSize\",         \"Properties\": { \"Field\": \"x_PricingBlockSize\" } },\r\n    { \"Column\": \"x_PricingCurrency\",          \"Properties\": { \"Field\": \"x_PricingCurrency\" } },\r\n    { \"Column\": \"x_PricingSubcategory\",       \"Properties\": { \"Field\": \"x_PricingSubcategory\" } },\r\n    { \"Column\": \"x_PricingUnitDescription\",   \"Properties\": { \"Field\": \"x_PricingUnitDescription\" } },\r\n    { \"Column\": \"x_Project\",                  \"Properties\": { \"Field\": \"x_Project\" } },\r\n    { \"Column\": \"x_PublisherCategory\",        \"Properties\": { \"Field\": \"x_PublisherCategory\" } },\r\n    { \"Column\": \"x_PublisherId\",              \"Properties\": { \"Field\": \"x_PublisherId\" } },\r\n    { \"Column\": \"x_ResellerId\",               \"Properties\": { \"Field\": \"x_ResellerId\" } },\r\n    { \"Column\": \"x_ResellerName\",             \"Properties\": { \"Field\": \"x_ResellerName\" } },\r\n    { \"Column\": \"x_ResourceGroupName\",        \"Properties\": { \"Field\": \"x_ResourceGroupName\" } },\r\n    { \"Column\": \"x_ResourceType\",             \"Properties\": { \"Field\": \"x_ResourceType\" } },\r\n    { \"Column\": \"x_ServiceCode\",              \"Properties\": { \"Field\": \"x_ServiceCode\" } },\r\n    { \"Column\": \"x_ServiceId\",                \"Properties\": { \"Field\": \"x_ServiceId\" } },\r\n    { \"Column\": \"x_ServiceModel\",             \"Properties\": { \"Field\": \"x_ServiceModel\" } },\r\n    { \"Column\": \"x_ServicePeriodEnd\",         \"Properties\": { \"Field\": \"x_ServicePeriodEnd\" } },\r\n    { \"Column\": \"x_ServicePeriodStart\",       \"Properties\": { \"Field\": \"x_ServicePeriodStart\" } },\r\n    { \"Column\": \"x_SkuDescription\",           \"Properties\": { \"Field\": \"x_SkuDescription\" } },\r\n    { \"Column\": \"x_SkuDetails\",               \"Properties\": { \"Field\": \"x_SkuDetails\" } },\r\n    { \"Column\": \"x_SkuIsCreditEligible\",      \"Properties\": { \"Field\": \"x_SkuIsCreditEligible\" } },\r\n    { \"Column\": \"x_SkuMeterCategory\",         \"Properties\": { \"Field\": \"x_SkuMeterCategory\" } },\r\n    { \"Column\": \"x_SkuMeterId\",               \"Properties\": { \"Field\": \"x_SkuMeterId\" } },\r\n    { \"Column\": \"x_SkuMeterName\",             \"Properties\": { \"Field\": \"x_SkuMeterName\" } },\r\n    { \"Column\": \"x_SkuMeterSubcategory\",      \"Properties\": { \"Field\": \"x_SkuMeterSubcategory\" } },\r\n    { \"Column\": \"x_SkuOfferId\",               \"Properties\": { \"Field\": \"x_SkuOfferId\" } },\r\n    { \"Column\": \"x_SkuOrderId\",               \"Properties\": { \"Field\": \"x_SkuOrderId\" } },\r\n    { \"Column\": \"x_SkuOrderName\",             \"Properties\": { \"Field\": \"x_SkuOrderName\" } },\r\n    { \"Column\": \"x_SkuPartNumber\",            \"Properties\": { \"Field\": \"x_SkuPartNumber\" } },\r\n    { \"Column\": \"x_SkuPlanName\",              \"Properties\": { \"Field\": \"x_SkuPlanName\" } },\r\n    { \"Column\": \"x_SkuRegion\",                \"Properties\": { \"Field\": \"x_SkuRegion\" } },\r\n    { \"Column\": \"x_SkuServiceFamily\",         \"Properties\": { \"Field\": \"x_SkuServiceFamily\" } },\r\n    { \"Column\": \"x_SkuTerm\",                  \"Properties\": { \"Field\": \"x_SkuTerm\" } },\r\n    { \"Column\": \"x_SkuTier\",                  \"Properties\": { \"Field\": \"x_SkuTier\" } },\r\n    { \"Column\": \"x_SourceName\",               \"Properties\": { \"Field\": \"x_SourceName\" } },\r\n    { \"Column\": \"x_SourceProvider\",           \"Properties\": { \"Field\": \"x_SourceProvider\" } },\r\n    { \"Column\": \"x_SourceType\",               \"Properties\": { \"Field\": \"x_SourceType\" } },\r\n    { \"Column\": \"x_SourceVersion\",            \"Properties\": { \"Field\": \"x_SourceVersion\" } },\r\n    { \"Column\": \"x_SubproductName\",           \"Properties\": { \"Field\": \"x_SubproductName\" } },\r\n    { \"Column\": \"x_UsageType\",                \"Properties\": { \"Field\": \"x_UsageType\" } }\r\n]\r\n```\r\n\r\n// Costs_raw retention policy (set the user-defined retention period)\r\n.alter-merge table Costs_raw policy retention softdelete = $$rawRetentionInDays$$d recoverability = disabled\r\n\r\n// Disable Costs_raw streaming ingestion (required for Fabric)\r\n.alter table Costs_raw policy streamingingestion disable\r\n\r\n\r\n//===| Prices |=========================================================================================================\r\n// NOTE: Must be before cost details.\r\n//\r\n// Supported versions:\r\n// - MS EA 2023-05-01  -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/price-sheet-ea\r\n// - MS MCA 2023-05-01 -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/price-sheet-mca\r\n//======================================================================================================================\r\n\r\n// Prices_raw table -- Create the table if it doesn't exist\r\n.create-merge table Prices_raw ( ignore: string )\r\n\r\n// Prices_raw table -- Remove all columns to allow changing column types\r\n.alter table Prices_raw ( ignore: string )\r\n\r\n// Prices_raw table -- Redefine all columns\r\n.alter table Prices_raw (\r\n    BasePrice:          real,     // Azure EA + MCA\r\n    BillingAccountId:   string,   // Azure MCA\r\n    BillingAccountName: string,   // Azure MCA\r\n    BillingCurrency:    string,   // Azure MCA\r\n    BillingProfileId:   string,   // Azure MCA\r\n    BillingProfileName: string,   // Azure MCA\r\n    Currency:           string,   // Azure MCA\r\n    CurrencyCode:       string,   // Azure EA\r\n    EffectiveEndDate:   datetime, // Azure MCA\r\n    EffectiveStartDate: datetime, // Azure EA + MCA\r\n    EnrollmentNumber:   string,   // Azure EA\r\n    IncludedQuantity:   real,     // Azure EA\r\n    MarketPrice:        real,     // Azure EA + MCA\r\n    MeterCategory:      string,   // Azure EA + MCA\r\n    MeterId:            string,   // Azure MCA\r\n    MeterID:            string,   // Azure EA\r\n    MeterName:          string,   // Azure EA + MCA\r\n    MeterRegion:        string,   // Azure EA + MCA\r\n    MeterSubCategory:   string,   // Azure EA + MCA\r\n    MeterType:          string,   // Azure EA + MCA\r\n    OfferID:            string,   // Azure EA\r\n    PartNumber:         string,   // Azure EA\r\n    PriceType:          string,   // Azure EA + MCA\r\n    Product:            string,   // Azure EA + MCA\r\n    ProductId:          string,   // Azure MCA\r\n    ProductID:          string,   // Azure EA\r\n    ServiceFamily:      string,   // Azure EA + MCA\r\n    SkuId:              string,   // Azure MCA\r\n    SkuID:              string,   // Azure EA\r\n    Term:               string,   // Azure EA + MCA\r\n    TierMinimumUnits:   real,     // Azure MCA\r\n    UnitOfMeasure:      string,   // Azure EA + MCA\r\n    UnitPrice:          real,     // Azure EA + MCA\r\n    x_SourceName:       string,   // Hubs v1_0+\r\n    x_SourceProvider:   string,   // Hubs v1_0+\r\n    x_SourceType:       string,   // Hubs v1_0+\r\n    x_SourceVersion:    string    // Hubs v1_0+\r\n)\r\n\r\n// Prices_raw ingestion mapping\r\n.create-or-alter table Prices_raw ingestion parquet mapping \"Prices_raw_mapping\"\r\n```\r\n[\r\n    { \"Column\": \"BasePrice\",          \"Properties\": { \"Field\": \"BasePrice\" } },\r\n    { \"Column\": \"BillingAccountId\",   \"Properties\": { \"Field\": \"BillingAccountId\" } },\r\n    { \"Column\": \"BillingAccountName\", \"Properties\": { \"Field\": \"BillingAccountName\" } },\r\n    { \"Column\": \"BillingCurrency\",    \"Properties\": { \"Field\": \"BillingCurrency\" } },\r\n    { \"Column\": \"BillingProfileId\",   \"Properties\": { \"Field\": \"BillingProfileId\" } },\r\n    { \"Column\": \"BillingProfileName\", \"Properties\": { \"Field\": \"BillingProfileName\" } },\r\n    { \"Column\": \"Currency\",           \"Properties\": { \"Field\": \"Currency\" } },\r\n    { \"Column\": \"CurrencyCode\",       \"Properties\": { \"Field\": \"CurrencyCode\" } },\r\n    { \"Column\": \"EffectiveEndDate\",   \"Properties\": { \"Field\": \"EffectiveEndDate\" } },\r\n    { \"Column\": \"EffectiveStartDate\", \"Properties\": { \"Field\": \"EffectiveStartDate\" } },\r\n    { \"Column\": \"EnrollmentNumber\",   \"Properties\": { \"Field\": \"EnrollmentNumber\" } },\r\n    { \"Column\": \"IncludedQuantity\",   \"Properties\": { \"Field\": \"IncludedQuantity\" } },\r\n    { \"Column\": \"MarketPrice\",        \"Properties\": { \"Field\": \"MarketPrice\" } },\r\n    { \"Column\": \"MeterCategory\",      \"Properties\": { \"Field\": \"MeterCategory\" } },\r\n    { \"Column\": \"MeterId\",            \"Properties\": { \"Field\": \"MeterId\" } },\r\n    { \"Column\": \"MeterID\",            \"Properties\": { \"Field\": \"MeterID\" } },\r\n    { \"Column\": \"MeterName\",          \"Properties\": { \"Field\": \"MeterName\" } },\r\n    { \"Column\": \"MeterRegion\",        \"Properties\": { \"Field\": \"MeterRegion\" } },\r\n    { \"Column\": \"MeterSubCategory\",   \"Properties\": { \"Field\": \"MeterSubCategory\" } },\r\n    { \"Column\": \"MeterType\",          \"Properties\": { \"Field\": \"MeterType\" } },\r\n    { \"Column\": \"OfferID\",            \"Properties\": { \"Field\": \"OfferID\" } },\r\n    { \"Column\": \"PartNumber\",         \"Properties\": { \"Field\": \"PartNumber\" } },\r\n    { \"Column\": \"PriceType\",          \"Properties\": { \"Field\": \"PriceType\" } },\r\n    { \"Column\": \"Product\",            \"Properties\": { \"Field\": \"Product\" } },\r\n    { \"Column\": \"ProductId\",          \"Properties\": { \"Field\": \"ProductId\" } },\r\n    { \"Column\": \"ProductID\",          \"Properties\": { \"Field\": \"ProductID\" } },\r\n    { \"Column\": \"ServiceFamily\",      \"Properties\": { \"Field\": \"ServiceFamily\" } },\r\n    { \"Column\": \"SkuId\",              \"Properties\": { \"Field\": \"SkuId\" } },\r\n    { \"Column\": \"SkuID\",              \"Properties\": { \"Field\": \"SkuID\" } },\r\n    { \"Column\": \"Term\",               \"Properties\": { \"Field\": \"Term\" } },\r\n    { \"Column\": \"TierMinimumUnits\",   \"Properties\": { \"Field\": \"TierMinimumUnits\" } },\r\n    { \"Column\": \"UnitOfMeasure\",      \"Properties\": { \"Field\": \"UnitOfMeasure\" } },\r\n    { \"Column\": \"UnitPrice\",          \"Properties\": { \"Field\": \"UnitPrice\" } },\r\n    { \"Column\": \"x_SourceName\",       \"Properties\": { \"Field\": \"x_SourceName\" } },\r\n    { \"Column\": \"x_SourceProvider\",   \"Properties\": { \"Field\": \"x_SourceProvider\" } },\r\n    { \"Column\": \"x_SourceType\",       \"Properties\": { \"Field\": \"x_SourceType\" } },\r\n    { \"Column\": \"x_SourceVersion\",    \"Properties\": { \"Field\": \"x_SourceVersion\" } }\r\n]\r\n```\r\n\r\n// Prices_raw retention policy (set the user-defined retention period)\r\n.alter-merge table Prices_raw policy retention softdelete = $$rawRetentionInDays$$d recoverability = disabled\r\n\r\n// Disable Prices_raw streaming ingestion (required for Fabric)\r\n.alter table Prices_raw policy streamingingestion disable\r\n\r\n\r\n//===| Recommendations |================================================================================================\r\n// Supported datasets/versions:\r\n// - MS CM EA reservation recommendations: 2023-05-01  -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/reservation-recommendations-ea\r\n// - MS CM MCA reservation recommendations: 2023-05-01 -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/reservation-recommendations-mca\r\n//======================================================================================================================\r\n\r\n// Recommendations_raw table -- Create the table if it doesn't exist\r\n.create-merge table Recommendations_raw ( ignore: string )\r\n\r\n// Recommendations_raw table -- Remove all columns to allow changing column types\r\n.alter table Recommendations_raw ( ignore: string )\r\n\r\n// Recommendations_raw table -- Redefine all columns\r\n.alter table Recommendations_raw (\r\n    CostWithNoReservedInstances:        real,      // MS CM EA resv reco 2024-05-01\r\n    CostWithNoReservedInstancesJson:    string,    // MS CM MCA resv reco 2024-05-01 -- Renamed to remove spaces and flag as JSON\r\n    FirstUsageDate:                     datetime,  // MS CM EA/MCA resv reco 2024-05-01 -- Renamed for MCA\r\n    InstanceFlexibilityGroup:           string,    // MS CM EA/MCA resv reco 2024-05-01 -- Renamed for MCA\r\n    InstanceFlexibilityRatio:           real,      // MS CM EA/MCA resv reco 2024-05-01 -- Renamed for MCA\r\n    Location:                           string,    // MS CM EA+MCA resv reco 2024-05-01\r\n    LookBackPeriod:                     string,    // MS CM EA+MCA resv reco 2024-05-01\r\n    MeterId:                            string,    // MS CM EA/MCA resv reco 2024-05-01 -- Renamed for MCA\r\n    NetSavings:                         real,      // MS CM EA resv reco 2024-05-01\r\n    NetSavingsJson:                     string,    // MS CM MCA resv reco 2024-05-01 -- Renamed to remove spaces and flag as JSON\r\n    NormalizedSize:                     string,    // MS CM EA/MCA resv reco 2024-05-01 -- Renamed for MCA\r\n    ProviderName:                       string,    // Hubs v1_2\r\n    RecommendedQuantity:                real,      // MS CM EA/MCA resv reco 2024-05-01 -- Renamed for MCA\r\n    RecommendedQuantityNormalized:      real,      // MS CM EA/MCA resv reco 2024-05-01 -- Renamed for MCA\r\n    ResourceId:                         string,    // Hubs v1_2\r\n    ResourceName:                       string,    // Hubs v1_2\r\n    ResourceType:                       string,    // Hubs v1_2, MS CM EA+MCA resv reco 2024-05-01\r\n    Scope:                              string,    // MS CM EA/MCA resv reco 2024-05-01 -- Renamed for MCA\r\n    SKU:                                string,    // MS CM EA resv reco 2024-05-01\r\n    SkuName:                            string,    // MS CM MCA resv reco 2024-05-01 -- Renamed to remove spaces\r\n    SkuProperties:                      string,    // MS CM EA/MCA resv reco 2024-05-01 -- Renamed for MCA\r\n    SubAccountId:                       string,    // Hubs v1_2\r\n    SubAccountName:                     string,    // Hubs v1_2\r\n    SubscriptionId:                     string,    // MS CM EA+MCA resv reco 2024-05-01\r\n    Term:                               string,    // MS CM EA+MCA resv reco 2024-05-01\r\n    TotalCostWithReservedInstances:     real,      // MS CM EA resv reco 2024-05-01\r\n    TotalCostWithReservedInstancesJson: string,    // MS CM MCA resv reco 2024-05-01 -- Renamed to remove spaces and flag as JSON\r\n    x_EffectiveCostAfter:               real,      // Hubs v1_2\r\n    x_EffectiveCostBefore:              real,      // Hubs v1_2\r\n    x_EffectiveCostSavings:             real,      // Hubs v1_2\r\n    x_RecommendationCategory:           string,    // Hubs v1_2\r\n    x_RecommendationDate:               datetime,  // Hubs v1_2\r\n    x_RecommendationDescription:        string,    // Hubs v1_2\r\n    x_RecommendationDetails:            dynamic,   // Hubs v1_2\r\n    x_RecommendationId:                 string,    // Hubs v1_2\r\n    x_ResourceGroupName:                string,    // Hubs v1_2\r\n    x_SourceName:                       string,    // Hubs v1_0+\r\n    x_SourceProvider:                   string,    // Hubs v1_0+\r\n    x_SourceType:                       string,    // Hubs v1_0+\r\n    x_SourceVersion:                    string     // Hubs v1_0+\r\n)\r\n\r\n// Recommendations_raw ingestion mapping\r\n.create-or-alter table Recommendations_raw ingestion parquet mapping \"Recommendations_raw_mapping\"\r\n```\r\n[\r\n    { \"Column\": \"CostWithNoReservedInstances\",        \"Properties\": { \"Field\": \"CostWithNoReservedInstances\" } },\r\n    { \"Column\": \"CostWithNoReservedInstancesJson\",    \"Properties\": { \"Field\": \"CostWithNoReservedInstancesJson\" } },\r\n    { \"Column\": \"FirstUsageDate\",                     \"Properties\": { \"Field\": \"FirstUsageDate\" } },\r\n    { \"Column\": \"InstanceFlexibilityGroup\",           \"Properties\": { \"Field\": \"InstanceFlexibilityGroup\" } },\r\n    { \"Column\": \"InstanceFlexibilityRatio\",           \"Properties\": { \"Field\": \"InstanceFlexibilityRatio\" } },\r\n    { \"Column\": \"Location\",                           \"Properties\": { \"Field\": \"Location\" } },\r\n    { \"Column\": \"LookBackPeriod\",                     \"Properties\": { \"Field\": \"LookBackPeriod\" } },\r\n    { \"Column\": \"MeterId\",                            \"Properties\": { \"Field\": \"MeterId\" } },\r\n    { \"Column\": \"NetSavings\",                         \"Properties\": { \"Field\": \"NetSavings\" } },\r\n    { \"Column\": \"NetSavingsJson\",                     \"Properties\": { \"Field\": \"NetSavingsJson\" } },\r\n    { \"Column\": \"NormalizedSize\",                     \"Properties\": { \"Field\": \"NormalizedSize\" } },\r\n    { \"Column\": \"ProviderName\",                       \"Properties\": { \"Field\": \"ProviderName\" } },\r\n    { \"Column\": \"RecommendedQuantity\",                \"Properties\": { \"Field\": \"RecommendedQuantity\" } },\r\n    { \"Column\": \"RecommendedQuantityNormalized\",      \"Properties\": { \"Field\": \"RecommendedQuantityNormalized\" } },\r\n    { \"Column\": \"ResourceId\",                         \"Properties\": { \"Field\": \"ResourceId\" } },\r\n    { \"Column\": \"ResourceName\",                       \"Properties\": { \"Field\": \"ResourceName\" } },\r\n    { \"Column\": \"ResourceType\",                       \"Properties\": { \"Field\": \"ResourceType\" } },\r\n    { \"Column\": \"Scope\",                              \"Properties\": { \"Field\": \"Scope\" } },\r\n    { \"Column\": \"SKU\",                                \"Properties\": { \"Field\": \"SKU\" } },\r\n    { \"Column\": \"SkuName\",                            \"Properties\": { \"Field\": \"SkuName\" } },\r\n    { \"Column\": \"SkuProperties\",                      \"Properties\": { \"Field\": \"SkuProperties\" } },\r\n    { \"Column\": \"SubAccountId\",                       \"Properties\": { \"Field\": \"SubAccountId\" } },\r\n    { \"Column\": \"SubAccountName\",                     \"Properties\": { \"Field\": \"SubAccountName\" } },\r\n    { \"Column\": \"SubscriptionId\",                     \"Properties\": { \"Field\": \"SubscriptionId\" } },\r\n    { \"Column\": \"Term\",                               \"Properties\": { \"Field\": \"Term\" } },\r\n    { \"Column\": \"TotalCostWithReservedInstances\",     \"Properties\": { \"Field\": \"TotalCostWithReservedInstances\" } },\r\n    { \"Column\": \"TotalCostWithReservedInstancesJson\", \"Properties\": { \"Field\": \"TotalCostWithReservedInstancesJson\" } },\r\n    { \"Column\": \"x_EffectiveCostAfter\",               \"Properties\": { \"Field\": \"x_EffectiveCostAfter\" } },\r\n    { \"Column\": \"x_EffectiveCostBefore\",              \"Properties\": { \"Field\": \"x_EffectiveCostBefore\" } },\r\n    { \"Column\": \"x_EffectiveCostSavings\",             \"Properties\": { \"Field\": \"x_EffectiveCostSavings\" } },\r\n    { \"Column\": \"x_RecommendationCategory\",           \"Properties\": { \"Field\": \"x_RecommendationCategory\" } },\r\n    { \"Column\": \"x_RecommendationDate\",               \"Properties\": { \"Field\": \"x_RecommendationDate\" } },\r\n    { \"Column\": \"x_RecommendationDescription\",        \"Properties\": { \"Field\": \"x_RecommendationDescription\" } },\r\n    { \"Column\": \"x_RecommendationDetails\",            \"Properties\": { \"Field\": \"x_RecommendationDetails\" } },\r\n    { \"Column\": \"x_RecommendationId\",                 \"Properties\": { \"Field\": \"x_RecommendationId\" } },\r\n    { \"Column\": \"x_ResourceGroupName\",                \"Properties\": { \"Field\": \"x_ResourceGroupName\" } },\r\n    { \"Column\": \"x_SourceName\",                       \"Properties\": { \"Field\": \"x_SourceName\" } },\r\n    { \"Column\": \"x_SourceProvider\",                   \"Properties\": { \"Field\": \"x_SourceProvider\" } },\r\n    { \"Column\": \"x_SourceType\",                       \"Properties\": { \"Field\": \"x_SourceType\" } },\r\n    { \"Column\": \"x_SourceVersion\",                    \"Properties\": { \"Field\": \"x_SourceVersion\" } }\r\n]\r\n```\r\n\r\n// Recommendations_raw retention policy (set the user-defined retention period)\r\n.alter-merge table Recommendations_raw policy retention softdelete = $$rawRetentionInDays$$d recoverability = disabled\r\n\r\n// Disable Recommendations_raw streaming ingestion (required for Fabric)\r\n.alter table Recommendations_raw policy streamingingestion disable\r\n\r\n\r\n//===| Transactions |===================================================================================================\r\n// Supported versions:\r\n// - MS CM EA reservation transactions: 2023-05-01  -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/reservation-transactions-ea\r\n// - MS CM MCA reservation transactions: 2023-05-01 -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/reservation-transactions-mca\r\n//======================================================================================================================\r\n\r\n// Transactions_raw table -- Create the table if it doesn't exist\r\n.create-merge table Transactions_raw ( ignore: string )\r\n\r\n// Transactions_raw table -- Remove all columns to allow changing column types\r\n.alter table Transactions_raw ( ignore: string )\r\n\r\n// Transactions_raw table -- Redefine all columns\r\n.alter table Transactions_raw (\r\n    AccountName:                    string,    // MS CM EA resv trans 2023-05-01\r\n    AccountOwnerEmail:              string,    // MS CM EA resv trans 2023-05-01\r\n    Amount:                         real,      // MS CM EA+MCA resv trans 2023-05-01\r\n    ArmSkuName:                     string,    // MS CM EA+MCA resv trans 2023-05-01\r\n    BillingFrequency:               string,    // MS CM EA+MCA resv trans 2023-05-01\r\n    BillingMonth:                   string,    // MS CM EA resv trans 2023-05-01\r\n    BillingProfileId:               string,    // MS CM MCA resv trans 2023-05-01\r\n    BillingProfileName:             string,    // MS CM MCA resv trans 2023-05-01\r\n    CostCenter:                     string,    // MS CM EA resv trans 2023-05-01\r\n    Currency:                       string,    // MS CM EA+MCA resv trans 2023-05-01\r\n    CurrentEnrollmentId:            string,    // MS CM EA resv trans 2023-05-01\r\n    DepartmentName:                 string,    // MS CM EA resv trans 2023-05-01\r\n    Description:                    string,    // MS CM EA+MCA resv trans 2023-05-01\r\n    EventDate:                      datetime,  // MS CM EA+MCA resv trans 2023-05-01\r\n    EventType:                      string,    // MS CM EA+MCA resv trans 2023-05-01\r\n    Invoice:                        string,    // MS CM EA+MCA resv trans 2023-05-01\r\n    InvoiceId:                      string,    // MS CM EA+MCA resv trans 2023-05-01\r\n    InvoiceSectionId:               string,    // MS CM MCA resv trans 2023-05-01\r\n    InvoiceSectionName:             string,    // MS CM MCA resv trans 2023-05-01\r\n    MonetaryCommitment:             real,      // MS CM EA resv trans 2023-05-01\r\n    Overage:                        real,      // MS CM EA resv trans 2023-05-01\r\n    PurchasingEnrollment:           string,    // MS CM EA resv trans 2023-05-01\r\n    PurchasingSubscriptionGuid:     string,    // MS CM EA+MCA resv trans 2023-05-01\r\n    PurchasingSubscriptionName:     string,    // MS CM EA+MCA resv trans 2023-05-01\r\n    Quantity:                       real,      // MS CM EA+MCA resv trans 2023-05-01\r\n    Region:                         string,    // MS CM EA+MCA resv trans 2023-05-01\r\n    ReservationOrderId:             string,    // MS CM EA+MCA resv trans 2023-05-01\r\n    ReservationOrderName:           string,    // MS CM EA+MCA resv trans 2023-05-01\r\n    Term:                           string,    // MS CM EA+MCA resv trans 2023-05-01\r\n    x_SourceName:                   string,    // Hubs v1_0+\r\n    x_SourceProvider:               string,    // Hubs v1_0+\r\n    x_SourceType:                   string,    // Hubs v1_0+\r\n    x_SourceVersion:                string     // Hubs v1_0+\r\n)\r\n\r\n// Transactions_raw ingestion mapping\r\n.create-or-alter table Transactions_raw ingestion parquet mapping \"Transactions_raw_mapping\"\r\n```\r\n[\r\n    { \"Column\": \"AccountName\",                \"Properties\": { \"Field\": \"AccountName\" } },\r\n    { \"Column\": \"AccountOwnerEmail\",          \"Properties\": { \"Field\": \"AccountOwnerEmail\" } },\r\n    { \"Column\": \"Amount\",                     \"Properties\": { \"Field\": \"Amount\" } },\r\n    { \"Column\": \"ArmSkuName\",                 \"Properties\": { \"Field\": \"ArmSkuName\" } },\r\n    { \"Column\": \"BillingFrequency\",           \"Properties\": { \"Field\": \"BillingFrequency\" } },\r\n    { \"Column\": \"BillingMonth\",               \"Properties\": { \"Field\": \"BillingMonth\" } },\r\n    { \"Column\": \"BillingProfileId\",           \"Properties\": { \"Field\": \"BillingProfileId\" } },\r\n    { \"Column\": \"BillingProfileName\",         \"Properties\": { \"Field\": \"BillingProfileName\" } },\r\n    { \"Column\": \"CostCenter\",                 \"Properties\": { \"Field\": \"CostCenter\" } },\r\n    { \"Column\": \"Currency\",                   \"Properties\": { \"Field\": \"Currency\" } },\r\n    { \"Column\": \"CurrentEnrollmentId\",        \"Properties\": { \"Field\": \"CurrentEnrollmentId\" } },\r\n    { \"Column\": \"DepartmentName\",             \"Properties\": { \"Field\": \"DepartmentName\" } },\r\n    { \"Column\": \"Description\",                \"Properties\": { \"Field\": \"Description\" } },\r\n    { \"Column\": \"EventDate\",                  \"Properties\": { \"Field\": \"EventDate\" } },\r\n    { \"Column\": \"EventType\",                  \"Properties\": { \"Field\": \"EventType\" } },\r\n    { \"Column\": \"Invoice\",                    \"Properties\": { \"Field\": \"Invoice\" } },\r\n    { \"Column\": \"InvoiceId\",                  \"Properties\": { \"Field\": \"InvoiceId\" } },\r\n    { \"Column\": \"InvoiceSectionId\",           \"Properties\": { \"Field\": \"InvoiceSectionId\" } },\r\n    { \"Column\": \"InvoiceSectionName\",         \"Properties\": { \"Field\": \"InvoiceSectionName\" } },\r\n    { \"Column\": \"MonetaryCommitment\",         \"Properties\": { \"Field\": \"MonetaryCommitment\" } },\r\n    { \"Column\": \"Overage\",                    \"Properties\": { \"Field\": \"Overage\" } },\r\n    { \"Column\": \"PurchasingEnrollment\",       \"Properties\": { \"Field\": \"PurchasingEnrollment\" } },\r\n    { \"Column\": \"PurchasingSubscriptionGuid\", \"Properties\": { \"Field\": \"PurchasingSubscriptionGuid\" } },\r\n    { \"Column\": \"PurchasingSubscriptionName\", \"Properties\": { \"Field\": \"PurchasingSubscriptionName\" } },\r\n    { \"Column\": \"Quantity\",                   \"Properties\": { \"Field\": \"Quantity\" } },\r\n    { \"Column\": \"Region\",                     \"Properties\": { \"Field\": \"Region\" } },\r\n    { \"Column\": \"ReservationOrderId\",         \"Properties\": { \"Field\": \"ReservationOrderId\" } },\r\n    { \"Column\": \"ReservationOrderName\",       \"Properties\": { \"Field\": \"ReservationOrderName\" } },\r\n    { \"Column\": \"Term\",                       \"Properties\": { \"Field\": \"Term\" } },\r\n    { \"Column\": \"x_SourceName\",               \"Properties\": { \"Field\": \"x_SourceName\" } },\r\n    { \"Column\": \"x_SourceProvider\",           \"Properties\": { \"Field\": \"x_SourceProvider\" } },\r\n    { \"Column\": \"x_SourceType\",               \"Properties\": { \"Field\": \"x_SourceType\" } },\r\n    { \"Column\": \"x_SourceVersion\",            \"Properties\": { \"Field\": \"x_SourceVersion\" } }\r\n]\r\n```\r\n\r\n// Transactions_raw retention policy (set the user-defined retention period)\r\n.alter-merge table Transactions_raw policy retention softdelete = $$rawRetentionInDays$$d recoverability = disabled\r\n\r\n// Disable Transactions_raw streaming ingestion (required for Fabric)\r\n.alter table Transactions_raw policy streamingingestion disable\r\n\r\n",
+                    "$fxv#9": "// Copyright (c) Microsoft Corporation.\r\n// Licensed under the MIT License.\r\n\r\n//======================================================================================================================\r\n// Ingestion database\r\n// Used for data ingestion, normalization, and cleansing.\r\n// See known issues @ https://github.com/microsoft/finops-toolkit/issues/1111\r\n//======================================================================================================================\r\n\r\n// For allowed commands, see https://learn.microsoft.com/azure/data-explorer/database-script\r\n\r\n//===| Prices |=========================================================================================================\r\n// Supported versions:\r\n// - MS EA 2023-05-01  -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/price-sheet-ea\r\n// - MS MCA 2023-05-01 -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/price-sheet-mca\r\n//======================================================================================================================\r\n\r\n// Prices_transform_v1_0 function\r\n.create-or-alter function\r\nwith (docstring='DEPRECATED: All prices transformed to FOCUS 1.0. Use Prices_transform_v1_2() instead.', folder='Prices')\r\nPrices_transform_v1_0()\r\n{\r\n    // NOTE: All open issues and questions are tracked @ https://github.com/microsoft/finops-toolkit/issues/1111\r\n    let isoMonths = (duration: string) {\r\n        let number = toint(replace_regex(duration, @'[PMY]', ''));\r\n        toint(case(\r\n            duration == '', toint(''),\r\n            duration endswith \"Y\", number * 12,\r\n            duration endswith \"M\", number,\r\n            -1\r\n        ))\r\n    };\r\n    let prices = materialize(\r\n        Prices_raw\r\n        //\r\n        // Change real to decimal\r\n        | extend\r\n            BasePrice        = todecimal(BasePrice),\r\n            IncludedQuantity = todecimal(IncludedQuantity),\r\n            MarketPrice      = todecimal(MarketPrice),\r\n            TierMinimumUnits = todecimal(TierMinimumUnits),\r\n            UnitPrice        = todecimal(UnitPrice)\r\n        //\r\n        | extend x_SkuId = coalesce(SkuId, SkuID)\r\n        | extend x_SkuMeterId = coalesce(MeterId, MeterID)\r\n        | extend x_SkuProductId = coalesce(ProductId, ProductID)\r\n        | extend x_SkuTerm = isoMonths(Term)\r\n        | project-rename\r\n            x_BaseUnitPrice = BasePrice,\r\n            x_EffectivePeriodEnd = EffectiveEndDate,\r\n            x_EffectivePeriodStart = EffectiveStartDate,\r\n            x_PricingUnitDescription = UnitOfMeasure,\r\n            x_SkuIncludedQuantity = IncludedQuantity,\r\n            x_SkuMeterCategory = MeterCategory,\r\n            x_SkuMeterName = MeterName,\r\n            x_SkuMeterSubcategory = MeterSubCategory,\r\n            x_SkuMeterType = MeterType,\r\n            x_SkuOfferId = OfferID,\r\n            x_SkuPartNumber = PartNumber,\r\n            x_SkuPriceType = PriceType,\r\n            x_SkuRegion = MeterRegion,\r\n            x_SkuServiceFamily = ServiceFamily,\r\n            x_SkuTier = TierMinimumUnits\r\n        | extend ContractedUnitPrice = iff(x_SkuPriceType != 'SavingsPlan', UnitPrice, todecimal(''))  // UnitPrice for savings plan is not the on-demand unit price\r\n        | extend ListUnitPrice = iff(x_SkuPriceType != 'SavingsPlan', MarketPrice, todecimal(''))  // MarketPrice for savings plan is not the list price\r\n        | extend ChargeCategory = case(\r\n            x_SkuPriceType == 'Consumption', 'Usage',\r\n            x_SkuPriceType == 'ReservedInstance', 'Purchase',\r\n            x_SkuPriceType == 'SavingsPlan', 'Usage',  // Savings plan prices are for committed usage, not the purchase\r\n            ''\r\n        )\r\n        | extend SkuPriceIdv2 = strcat(case(x_SkuPriceType == 'Consumption', 'OD', x_SkuPriceType == 'ReservedInstance', 'RI', x_SkuPriceType == 'SavingsPlan', 'SP', 'XX'), substring(ChargeCategory, 0, 1), x_SkuTerm, '_', x_SkuProductId, '_', x_SkuId, '_', x_SkuMeterType, '_', x_SkuTier, x_SkuOfferId)\r\n        | extend x_BillingAccountId = iff(BillingAccountId startswith '/', split(BillingAccountId, '/')[-1], coalesce(BillingAccountId, EnrollmentNumber))\r\n        | extend x_BillingProfileId = iff(BillingProfileId startswith '/', split(BillingProfileId, '/')[-1], coalesce(BillingProfileId, EnrollmentNumber))\r\n        | extend tmp_SavingsPlanKey = strcat(x_SkuMeterId, x_SkuProductId, x_SkuId, x_SkuTier, x_SkuOfferId)\r\n        //\r\n        // Get latest ingested row based on the unique ID\r\n        | extend x_IngestionTime = ingestion_time()\r\n    );\r\n    //\r\n    // Meters for reservations and savings plans to identify commitment eligibility\r\n    let riMeters = prices | where x_SkuPriceType == 'ReservedInstance' | distinct x_SkuMeterId;\r\n    let spMeters = prices | where x_SkuPriceType == 'SavingsPlan' | distinct x_SkuMeterId;\r\n    //\r\n    // Copy list/base/contracted prices from on-demand SKUs\r\n    prices\r\n    | where x_SkuPriceType == 'SavingsPlan'\r\n    // If we use join, specify the shuffle key\r\n    // TODO: Compare join vs. lookup perf -- | join kind=leftouter hint.strategy=shuffle (prices | where x_SkuPriceType == 'Consumption' | where x_SkuMeterId in (spMeters) | distinct tmp_SavingsPlanKey, ListUnitPrice, ContractedUnitPrice, x_BaseUnitPrice) on tmp_SavingsPlanKey\r\n    | lookup kind=leftouter (prices | where x_SkuPriceType == 'Consumption' | where x_SkuMeterId in (spMeters) | distinct tmp_SavingsPlanKey, ListUnitPrice, ContractedUnitPrice, x_BaseUnitPrice) on tmp_SavingsPlanKey\r\n    | extend ListUnitPrice = coalesce(ListUnitPrice, ListUnitPrice1)\r\n    | extend ContractedUnitPrice = coalesce(ContractedUnitPrice, ContractedUnitPrice1)\r\n    | extend x_BaseUnitPrice = coalesce(x_BaseUnitPrice, x_BaseUnitPrice1)\r\n    | project-away ListUnitPrice1, ContractedUnitPrice1, x_BaseUnitPrice1, tmp_SavingsPlanKey\r\n    | union ((prices | where x_SkuPriceType != 'SavingsPlan'))\r\n    //\r\n    // Calculate commitment discount eligibility. FOCUS categorizes a reservation as a\r\n    // \"Usage\" commitment (committed to a quantity of usage) and a savings plan as a \"Spend\"\r\n    // commitment (committed to an amount of money), matching the CommitmentDiscountCategory\r\n    // value this transform assigns, so reservation meters set the usage column and savings plan\r\n    // meters set the spend column.\r\n    // Reservation price rows are excluded from their own eligibility: the column describes what\r\n    // an on-demand charge could be covered by, not the commitment row itself.\r\n    // TODO: Would a join be faster?\r\n    | extend x_CommitmentDiscountSpendEligibility = iff(x_SkuMeterId in (spMeters), 'Eligible', 'Not Eligible')\r\n    | extend x_CommitmentDiscountUsageEligibility = iff(x_SkuMeterId in (riMeters) and x_SkuPriceType != 'ReservedInstance', 'Eligible', 'Not Eligible')\r\n    //\r\n    // Add PricingUnit and x_PricingBlockSize\r\n    // TODO: Compare join vs. lookup perf -- | join kind=leftouter (PricingUnits) on x_PricingUnitDescription | project-away x_PricingUnitDescription1\r\n    | lookup kind=leftouter (PricingUnits | extend x_PricingBlockSize = todecimal(x_PricingBlockSize)) on x_PricingUnitDescription\r\n    //\r\n    | extend x_EffectiveUnitPrice = iff(x_SkuPriceType == 'SavingsPlan', UnitPrice, todecimal(''))  // Savings plan prices are for the effective price, not the contracted price\r\n    | extend x_EffectiveUnitPriceDiscount = ContractedUnitPrice - x_EffectiveUnitPrice\r\n    | extend x_ContractedUnitPriceDiscount = ListUnitPrice - ContractedUnitPrice\r\n    | extend x_TotalUnitPriceDiscount = ListUnitPrice - x_EffectiveUnitPrice\r\n    | project\r\n        BillingAccountId = tolower(case(\r\n            BillingProfileId startswith '/', BillingProfileId,\r\n            BillingAccountId startswith '/', BillingAccountId,\r\n            strcat('/providers/microsoft.billing/billingaccounts/', x_BillingAccountId, iff(x_BillingProfileId == x_BillingAccountId, '', strcat('/billingprofiles/', x_BillingProfileId)))\r\n        )),\r\n        BillingAccountName = coalesce(BillingProfileName, BillingAccountName, x_BillingProfileId),\r\n        BillingCurrency = coalesce(BillingCurrency, CurrencyCode, Currency),  // Currency last as a fallback only\r\n        ChargeCategory,\r\n        CommitmentDiscountCategory = case(\r\n            x_SkuPriceType == 'ReservedInstance', 'Usage',\r\n            x_SkuPriceType == 'SavingsPlan', 'Spend',\r\n            ''\r\n        ),\r\n        CommitmentDiscountType = case(\r\n            x_SkuPriceType == 'ReservedInstance', 'Reservation',\r\n            x_SkuPriceType == 'SavingsPlan', 'Savings plan',\r\n            ''\r\n        ),\r\n        ContractedUnitPrice,\r\n        ListUnitPrice,\r\n        PricingCategory = case(\r\n            x_SkuPriceType == 'Consumption', 'Standard',\r\n            x_SkuPriceType == 'ReservedInstance', 'Standard',  // Reservation purchases are tracked as \"Standard\"\r\n            x_SkuPriceType == 'SavingsPlan', 'Committed',\r\n            ''\r\n        ),\r\n        PricingUnit,\r\n        SkuId = coalesce(ProductId, ProductID),\r\n        SkuPriceId = strcat(x_SkuProductId, '_', x_SkuId, '_', x_SkuMeterType),\r\n        SkuPriceIdv2,\r\n        x_BaseUnitPrice,\r\n        x_BillingAccountAgreement = case(\r\n            strlen(x_BillingAccountId) > 32, 'MCA',\r\n            strlen(x_BillingAccountId) < 32, 'EA',\r\n            'Unknown'\r\n        ),\r\n        x_BillingAccountId,\r\n        x_BillingProfileId,\r\n        x_CommitmentDiscountSpendEligibility,\r\n        x_CommitmentDiscountUsageEligibility,\r\n        x_ContractedUnitPriceDiscount,\r\n        x_ContractedUnitPriceDiscountPercent = 1.0 * x_ContractedUnitPriceDiscount / ListUnitPrice * 100,\r\n        x_EffectivePeriodEnd = startofmonth(x_EffectivePeriodEnd + 1h),\r\n        x_EffectivePeriodStart,\r\n        x_EffectiveUnitPrice,\r\n        x_EffectiveUnitPriceDiscount,\r\n        x_EffectiveUnitPriceDiscountPercent = 1.0 * x_EffectiveUnitPriceDiscount / ContractedUnitPrice * 100,\r\n        x_IngestionTime,\r\n        x_PricingBlockSize,\r\n        x_PricingCurrency = coalesce(Currency, CurrencyCode),  // CurrencyCode last as a fallback only\r\n        x_PricingSubcategory = case(\r\n            x_SkuPriceType == 'Consumption' and (x_SkuIncludedQuantity > 0 or x_SkuTier > 0), 'Tiered',\r\n            x_SkuPriceType == 'Consumption', 'Standard',\r\n            x_SkuPriceType == 'ReservedInstance', 'Standard', // Reservation purchases are tracked as \"Standard\"\r\n            x_SkuPriceType == 'SavingsPlan', 'Committed Spend',\r\n            ''\r\n        ),\r\n        x_PricingUnitDescription,\r\n        x_SkuDescription = Product,\r\n        x_SkuId,\r\n        x_SkuIncludedQuantity,\r\n        x_SkuMeterCategory,\r\n        x_SkuMeterId,\r\n        x_SkuMeterName,\r\n        x_SkuMeterSubcategory,\r\n        x_SkuMeterType,\r\n        x_SkuPriceType,\r\n        x_SkuProductId,\r\n        x_SkuRegion,\r\n        x_SkuServiceFamily,\r\n        x_SkuOfferId,\r\n        x_SkuPartNumber,\r\n        x_SkuTerm,\r\n        x_SkuTier,\r\n        x_SourceName = coalesce(x_SourceName, 'Cost Management'),\r\n        x_SourceProvider = coalesce(x_SourceProvider, 'Microsoft'),\r\n        x_SourceType = coalesce(x_SourceType, 'PriceSheet'),\r\n        x_SourceVersion = coalesce(x_SourceVersion, '2023-05-01'),\r\n        x_TotalUnitPriceDiscount,\r\n        x_TotalUnitPriceDiscountPercent = 1.0 * x_TotalUnitPriceDiscount / ListUnitPrice * 100\r\n}\r\n\r\n// Prices_final_v1_0 table\r\n.create-merge table Prices_final_v1_0 (\r\n    BillingAccountId:                     string,\r\n    BillingAccountName:                   string,\r\n    BillingCurrency:                      string,\r\n    ChargeCategory:                       string,\r\n    CommitmentDiscountCategory:           string,\r\n    CommitmentDiscountType:               string,\r\n    ContractedUnitPrice:                  decimal,\r\n    ListUnitPrice:                        decimal,\r\n    PricingCategory:                      string,\r\n    PricingUnit:                          string,\r\n    SkuId:                                string,\r\n    SkuPriceId:                           string,\r\n    SkuPriceIdv2:                         string,    // Hubs add-on\r\n    x_BaseUnitPrice:                      decimal,   // Azure\r\n    x_BillingAccountAgreement:            string,    // Hubs add-on\r\n    x_BillingAccountId:                   string,    // Azure MCA\r\n    x_BillingProfileId:                   string,    // Azure MCA\r\n    x_CommitmentDiscountSpendEligibility: string,    // Hubs add-on\r\n    x_CommitmentDiscountUsageEligibility: string,    // Hubs add-on\r\n    x_ContractedUnitPriceDiscount:        decimal,   // Hubs add-on\r\n    x_ContractedUnitPriceDiscountPercent: decimal,   // Hubs add-on\r\n    x_EffectivePeriodEnd:                 datetime,  // Azure\r\n    x_EffectivePeriodStart:               datetime,  // Azure\r\n    x_EffectiveUnitPrice:                 decimal,   // Azure\r\n    x_EffectiveUnitPriceDiscount:         decimal,   // Hubs add-on\r\n    x_EffectiveUnitPriceDiscountPercent:  decimal,   // Hubs add-on\r\n    x_IngestionTime:                      datetime,  // Hubs add-on\r\n    x_PricingBlockSize:                   decimal,   // Hubs add-on\r\n    x_PricingCurrency:                    string,    // Azure\r\n    x_PricingSubcategory:                 string,    // Hubs add-on\r\n    x_PricingUnitDescription:             string,    // Azure\r\n    x_SkuDescription:                     string,    // Azure\r\n    x_SkuId:                              string,    // Azure\r\n    x_SkuIncludedQuantity:                decimal,   // Azure EA\r\n    x_SkuMeterCategory:                   string,    // Azure\r\n    x_SkuMeterId:                         string,    // Azure\r\n    x_SkuMeterName:                       string,    // Azure\r\n    x_SkuMeterSubcategory:                string,    // Azure\r\n    x_SkuMeterType:                       string,    // Azure\r\n    x_SkuPriceType:                       string,    // Azure\r\n    x_SkuProductId:                       string,    // Azure\r\n    x_SkuRegion:                          string,    // Azure\r\n    x_SkuServiceFamily:                   string,    // Azure\r\n    x_SkuOfferId:                         string,    // Azure EA\r\n    x_SkuPartNumber:                      string,    // Azure EA\r\n    x_SkuTerm:                            int,       // Azure\r\n    x_SkuTier:                            decimal,   // Azure MCA\r\n    x_SourceName:                         string,    // Hubs add-on\r\n    x_SourceProvider:                     string,    // Hubs add-on\r\n    x_SourceType:                         string,    // Hubs add-on\r\n    x_SourceVersion:                      string,    // Hubs add-on\r\n    x_TotalUnitPriceDiscount:             decimal,   // Hubs add-on\r\n    x_TotalUnitPriceDiscountPercent:      decimal    // Hubs add-on\r\n)\r\n\r\n// Update policy for Prices_raw -> Prices_final_v1_0\r\n.alter table Prices_final_v1_0 policy update\r\n```\r\n[{\r\n    \"IsEnabled\": false,\r\n    \"Source\": \"Prices_raw\",\r\n    \"Query\": \"Prices_transform_v1_0()\",\r\n    \"IsTransactional\": true,\r\n    \"PropagateIngestionProperties\": true\r\n}]\r\n```\r\n\r\n\r\n//===| Cost and usage |=================================================================================================\r\n// Supported versions:\r\n// - MS: 1.0, 1.0-preview(v1) -- See https://aka.ms/costmgmt/exports/focus\r\n// - AWS: 1.0                 -- See https://docs.aws.amazon.com/cur/latest/userguide/table-dictionary-focus-1-0-aws-columns.html\r\n// - GCP: Jan-Jun 2024        -- See https://cloud.google.com/resources/google-cloud-focus?e=48754805&hl=en\r\n//                                   Links to (Aug 2024): https://services.google.com/fh/files/misc/focus_guide_v1.pdf\r\n//                               See also:\r\n//                               - https://cloud.google.com/billing/docs/how-to/export-data-bigquery-tables/standard-usage\r\n//                               - https://cloud.google.com/billing/docs/how-to/export-data-bigquery-tables/detailed-usage\r\n// - OCI: 1.0                 -- See https://docs.oracle.com/iaas/Content/Billing/Concepts/costusagereportsoverview.htm#costreports__focus-cost-report-schema\r\n//\r\n// Support for non-Azure data is limited to ingestion only. Data is not transformed across versions.\r\n//======================================================================================================================\r\n\r\n// Costs_transform_v1_0 function\r\n.create-or-alter function\r\nwith (docstring='DEPRECATED: All costs transformed to FOCUS 1.0. Use Costs_transform_v1_2() instead.', folder='Costs')\r\nCosts_transform_v1_0()\r\n{\r\n    // NOTE: All open issues and questions are tracked @ https://github.com/microsoft/finops-toolkit/issues/1111\r\n    Costs_raw\r\n    //\r\n    // Change real to decimal\r\n    | extend\r\n        BilledCost                 = todecimal(BilledCost),\r\n        CommitmentDiscountQuantity = todecimal(CommitmentDiscountQuantity),\r\n        ConsumedQuantity           = todecimal(ConsumedQuantity),\r\n        ContractedCost             = todecimal(ContractedCost),\r\n        ContractedUnitPrice        = todecimal(ContractedUnitPrice),\r\n        EffectiveCost              = todecimal(EffectiveCost),\r\n        ListCost                   = todecimal(ListCost),\r\n        ListUnitPrice              = todecimal(ListUnitPrice),\r\n        PricingQuantity            = todecimal(PricingQuantity),\r\n        UsageAmount                = todecimal(UsageAmount),\r\n        UsageQuantity              = todecimal(UsageQuantity),\r\n        x_BilledCostInUsd          = todecimal(x_BilledCostInUsd),\r\n        x_BilledUnitPrice          = todecimal(x_BilledUnitPrice),\r\n        x_BillingExchangeRate      = todecimal(x_BillingExchangeRate),\r\n        x_ContractedCostInUsd      = todecimal(x_ContractedCostInUsd),\r\n        x_Cost                     = todecimal(x_Cost),\r\n        x_CurrencyConversionRate   = todecimal(x_CurrencyConversionRate),\r\n        x_EffectiveCostInUsd       = todecimal(x_EffectiveCostInUsd),\r\n        x_EffectiveUnitPrice       = todecimal(x_EffectiveUnitPrice),\r\n        x_ListCostInUsd            = todecimal(x_ListCostInUsd),\r\n        x_OnDemandCost             = todecimal(x_OnDemandCost),\r\n        x_OnDemandCostInUsd        = todecimal(x_OnDemandCostInUsd),\r\n        x_OnDemandUnitPrice        = todecimal(x_OnDemandUnitPrice),\r\n        x_PricingBlockSize         = todecimal(x_PricingBlockSize)\r\n    //\r\n    // Dedupe rows\r\n    | extend x_IngestionTime = ingestion_time()\r\n    | extend x_ChargeId = ''\r\n    // TODO: Consider adding a unique charge ID per row\r\n    // hash_sha256(strcat(\r\n    //     // DO NOT CHANGE COLUMNS OR COLUMN ORDER\r\n    //     // 1. Resource hierarchy (including resource name), highest to lowest\r\n    //     BillingAccountId,\r\n    //     x_InvoiceSectionId,\r\n    //     x_AccountOwnerId,\r\n    //     SubAccountId,\r\n    //     x_ResourceGroupName,\r\n    //     ResourceName,\r\n    //     // 2. Resource details\r\n    //     ResourceId,\r\n    //     RegionId,\r\n    //     Tags,\r\n    //     CommitmentDiscountId,\r\n    //     x_CostCenter,\r\n    //     // 4. Meter details\r\n    //     SkuPriceId,\r\n    //     x_SkuMeterId,\r\n    //     x_SkuPartNumber,\r\n    //     x_SkuOfferId,\r\n    //     x_SkuDetails,\r\n    //     // 5. Date\r\n    //     ChargePeriodStart\r\n    // ))\r\n    //\r\n    // Identify data quality issues\r\n    | extend x_SourceChanges = trim_end(',', strcat(\r\n        iff(ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId) and ChargeFrequency == 'Usage-Based',                 'InvalidChargeFrequency,',           ''),\r\n        iff(ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId) and EffectiveCost > 0,                                'InvalidEffectiveCost,',             ''),\r\n        iff((isempty(ContractedCost)      or ContractedCost == 0)      and EffectiveCost != 0,                                      'MissingContractedCost,',            ''),\r\n        iff((isempty(ContractedUnitPrice) or ContractedUnitPrice == 0) and x_EffectiveUnitPrice != 0,                               'MissingContractedUnitPrice,',       ''),\r\n        iff(ListCost < ContractedCost,                                                                                              'ListCostLessThanContractedCost,',   ''),\r\n        iff(ContractedCost < EffectiveCost,                                                                                         'ContractedCostLessThanEffectiveCost,', ''),\r\n        iff((isempty(ListCost)            or ListCost == 0)            and (ContractedCost != 0      or EffectiveCost != 0),        'MissingListCost,',                  ''),\r\n        iff((isempty(ListUnitPrice)       or ListUnitPrice == 0)       and (ContractedUnitPrice != 0 or x_EffectiveUnitPrice != 0), 'MissingListUnitPrice,',             ''),\r\n        iff((isnotempty(x_BilledUnitPrice) and x_BilledUnitPrice != 0 and isnotempty(x_EffectiveUnitPrice) and x_EffectiveUnitPrice != 0 and abs(x_BilledUnitPrice - x_EffectiveUnitPrice) < 0.0001)\r\n            or (isnotempty(ContractedUnitPrice) and ContractedUnitPrice != 0 and isnotempty(x_EffectiveUnitPrice) and x_EffectiveUnitPrice != 0 and abs(ContractedUnitPrice - x_EffectiveUnitPrice) < 0.0001),\r\n            'XEffectiveUnitPriceRoundingError,',  ''),\r\n        iff(ConsumedQuantity == 0 and (EffectiveCost != 0 or BilledCost != 0),                                                      'MissingConsumedQuantity,',              ''),\r\n        iff(PricingQuantity == 0 and (EffectiveCost != 0 or BilledCost != 0),                                                       'MissingPricingQuantity,',              ''),\r\n        iff(isempty(ProviderName),                                                                                                  'MissingProviderName,',              ''),\r\n        iff(isempty(PublisherName),                                                                                                 'MissingPublisherName,',             ''),\r\n        iff(ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId) and isempty(ResourceId),                              'MissingResourceId,',                ''),\r\n        iff(ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId) and isempty(ResourceName),                            'MissingResourceName,',              ''),\r\n        iff(ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId) and isempty(ResourceType),                            'MissingResourceType,',              ''),\r\n        iff(BilledCost > 0 and x_BilledUnitPrice == 0,                                                                              'MissingXBilledUnitPrice,',          ''),\r\n        iff(ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId) and isempty(x_ResourceType),                          'MissingXResourceType,',             ''),\r\n        iff(PricingCategory == 'Standard' and isnotempty(CommitmentDiscountId) and ChargeCategory == 'Usage',                       'PricingCategoryShouldBeCommitted,', ''),\r\n        iff(x_SkuTerm == '1Year' or x_SkuTerm == '3Years' or x_SkuTerm == '5Years',                                                 'SkuTermShouldBeAnInteger,',         '')\r\n    ))\r\n    //\r\n    // Fix columns needed in other changes\r\n    | extend ProviderName = case(\r\n        isnotempty(ProviderName), ProviderName,\r\n        isnotempty(coalesce(x_CostCategories, x_Discount, x_Operation, x_ServiceCode, x_UsageType)), 'AWS',\r\n        isnotempty(coalesce(tostring(UsageAmount), tostring(x_Cost), x_Credits, x_CostType, tostring(x_CurrencyConversionRate), tostring(x_ExportTime), x_Project, x_ServiceId)), 'GCP',\r\n        isnotempty(coalesce(x_BillingProfileId, x_InvoiceSectionId)), 'Microsoft',\r\n        ''\r\n    )\r\n    //\r\n    // Identify source\r\n    | extend x_SourceName     = coalesce(x_SourceName, iff(isnotempty(x_BillingProfileId), 'Cost Management', ProviderName))\r\n    | extend x_SourceProvider = coalesce(x_SourceProvider, ProviderName)\r\n    | extend x_SourceType     = coalesce(x_SourceType, iff(isnotempty(x_BillingProfileId), 'FocusCost', ''))\r\n    | extend x_SourceVersion  = coalesce(x_SourceVersion, case(\r\n        isnotempty(coalesce(InvoiceId, SkuMeter, PricingCurrency)) and isempty(SkuPriceDetails) and isnotempty(x_SkuDetails), '1.2-preview',\r\n        isnotempty(coalesce(InvoiceId, SkuMeter, PricingCurrency)), '1.2',\r\n        isnotempty(coalesce(ChargeClass, CommitmentDiscountStatus, tostring(ConsumedQuantity), ConsumedUnit, tostring(ContractedCost), tostring(ContractedUnitPrice), RegionId, RegionName)), '1.0',\r\n        isnotempty(coalesce(ChargeSubcategory, Region, tostring(UsageQuantity), UsageUnit)), iff(ProviderName == 'Microsoft', '1.0-preview(v1)', '1.0-preview'),\r\n        ''\r\n    ))\r\n    // Append version check error code\r\n    | extend x_SourceChanges = iff(x_SourceVersion == '1.0', x_SourceChanges,\r\n        strcat(x_SourceChanges, iff(isempty(x_SourceChanges), '', ','), iff(x_SourceVersion == '', 'UnknownFocusVersion', 'LegacyFocusVersion'))\r\n    )\r\n    //\r\n    // Fix quantities\r\n    | extend PricingQuantity  = case(\r\n        PricingQuantity != 0 or (EffectiveCost == 0 and BilledCost == 0), PricingQuantity,\r\n        PricingQuantity == 0 and isnotempty(BilledCost) and BilledCost != 0 and isnotempty(x_BilledUnitPrice) and x_BilledUnitPrice != 0, BilledCost / x_BilledUnitPrice,\r\n        PricingQuantity == 0 and isnotempty(BilledCost) and BilledCost != 0 and isnotempty(x_BilledUnitPrice) and x_BilledUnitPrice != 0, BilledCost / x_BilledUnitPrice,\r\n        PricingQuantity == 0 and isnotempty(EffectiveCost) and EffectiveCost != 0 and isnotempty(x_EffectiveUnitPrice) and x_EffectiveUnitPrice != 0, EffectiveCost / x_EffectiveUnitPrice,\r\n        PricingQuantity\r\n    )\r\n    | extend ConsumedQuantity = case(\r\n        isnotempty(ConsumedQuantity) and ConsumedQuantity != 0, ConsumedQuantity,\r\n        ChargeCategory == 'Usage', PricingQuantity / coalesce(x_PricingBlockSize, decimal(1)),\r\n        ConsumedQuantity\r\n    )\r\n    //\r\n    // Populate missing prices -- mapping to on-demand prices requires meter ID; offer ID is EA-only, so rows without one are recovered only when they are reservation usage (CommitmentDiscountCategory == 'Usage')\r\n    | extend tmp_MissingPrices = ProviderName == 'Microsoft'\r\n        and (ListUnitPrice == 0 or ContractedUnitPrice == 0)\r\n        and x_EffectiveUnitPrice != 0\r\n        and not(CommitmentDiscountCategory == 'Spend' and CommitmentDiscountStatus == 'Unused')\r\n        and isnotempty(x_SkuMeterId)\r\n        and (isnotempty(x_SkuOfferId) or CommitmentDiscountCategory == 'Usage')\r\n    | as allCosts\r\n    | where tmp_MissingPrices\r\n    | extend tmp_ReservationPriceLookupKey = tolower(strcat(x_BillingProfileId, substring(ChargePeriodStart, 0, 7), x_SkuMeterId, x_SkuOfferId))\r\n    | as costsWithMissingPrices\r\n    | join kind=leftouter (\r\n        Prices_final_v1_0\r\n        | extend tmp_ReservationPriceLookupKey = tolower(strcat(x_BillingProfileId, substring(x_EffectivePeriodStart, 0, 7), x_SkuMeterId, x_SkuOfferId))\r\n        | where x_SkuPriceType == 'Consumption' and tmp_ReservationPriceLookupKey in ((costsWithMissingPrices | summarize by tmp_ReservationPriceLookupKey))\r\n        // When duplicate price rows collapse under one lookup key, use the highest on-demand price as the savings baseline; min() can pick an anomalously low row and underreport savings\r\n        | summarize ListUnitPrice = max(ListUnitPrice), ContractedUnitPrice = max(ContractedUnitPrice) by tmp_ReservationPriceLookupKey, x_PricingBlockSize, PricingUnit\r\n    ) on tmp_ReservationPriceLookupKey\r\n    //\r\n    // Select the best price to use for each row\r\n    // TODO: Save values before changing -- | extend x_old_ContractedUnitPrice = ContractedUnitPrice, x_old_EffectiveUnitPrice = x_EffectiveUnitPrice, x_old_ListUnitPrice = ListUnitPrice, x_old_ListCost = ListCost, x_old_ContractedCost = ContractedCost\r\n    | extend x_EffectiveUnitPrice = case(\r\n        // If price is a rounding error away from the billed price, use the billed price\r\n        isnotempty(x_BilledUnitPrice) and x_BilledUnitPrice != 0 and isnotempty(x_EffectiveUnitPrice) and x_EffectiveUnitPrice != 0 and abs(x_BilledUnitPrice - x_EffectiveUnitPrice) < 0.0001, x_BilledUnitPrice,\r\n        // If price is a rounding error away from the contracted price, use the contracted price\r\n        isnotempty(ContractedUnitPrice) and ContractedUnitPrice != 0 and isnotempty(x_EffectiveUnitPrice) and x_EffectiveUnitPrice != 0 and abs(ContractedUnitPrice - x_EffectiveUnitPrice) < 0.0001, ContractedUnitPrice,\r\n        x_EffectiveUnitPrice\r\n    )\r\n    | extend ContractedUnitPrice = case(\r\n        // If price is already correct, keep that\r\n        (isnotempty(ContractedUnitPrice) and ContractedUnitPrice != 0) or (EffectiveCost == 0 and BilledCost == 0), ContractedUnitPrice,\r\n        // If both prices use the same scale, use the new one\r\n        PricingUnit == PricingUnit1 and x_PricingBlockSize == x_PricingBlockSize1, ContractedUnitPrice1 * x_BillingExchangeRate,\r\n        // If prices are the same unit but not the same scale, use the new one but correct the scale\r\n        PricingUnit == PricingUnit1 and x_PricingBlockSize != x_PricingBlockSize1 and isnotempty(x_PricingBlockSize) and isnotempty(x_PricingBlockSize1), ContractedUnitPrice1 * x_BillingExchangeRate / x_PricingBlockSize1 * x_PricingBlockSize,\r\n        // If billed price is available, assume the billed price is the same as contracted price to support aggregations\r\n        isnotempty(x_BilledUnitPrice) and x_BilledUnitPrice != 0, x_EffectiveUnitPrice,\r\n        // Otherwise, assume the effective price is the same as contracted price to support aggregations\r\n        x_EffectiveUnitPrice\r\n    )\r\n    | extend ListUnitPrice = case(\r\n        // If price is already correct, keep that\r\n        (isnotempty(ListUnitPrice) and ListUnitPrice != 0) or (EffectiveCost == 0 and BilledCost == 0), ListUnitPrice,\r\n        // If both prices use the same scale, use the new one\r\n        PricingUnit == PricingUnit1 and x_PricingBlockSize == x_PricingBlockSize1, ListUnitPrice1 * x_BillingExchangeRate,\r\n        // If prices are the same unit but not the same scale, use the new one but correct the scale\r\n        PricingUnit == PricingUnit1 and x_PricingBlockSize != x_PricingBlockSize1 and isnotempty(x_PricingBlockSize) and isnotempty(x_PricingBlockSize1), ListUnitPrice1 * x_BillingExchangeRate / x_PricingBlockSize1 * x_PricingBlockSize,\r\n        // Otherwise, assume the contracted price is the same as list price to support aggregations\r\n        ContractedUnitPrice\r\n    )\r\n    // Calculate missing costs based on new prices -- If cost is already correct, keep that; if not and price is available, recalculate the cost; otherwise, keep the existing cost\r\n    | extend ContractedCost = case(\r\n        // If not set or there's no cost, keep the original value\r\n        (isnotempty(ContractedCost) and ContractedCost != 0) or (EffectiveCost == 0 and BilledCost == 0), ContractedCost,\r\n        // ContractedCost is 0 in all other scenarios...\r\n        // If 0 and there's a billed cost and prices are the same, use BilledCost\r\n        isnotempty(BilledCost)    and BilledCost    != 0 and ContractedUnitPrice == x_BilledUnitPrice,    BilledCost,\r\n        // If 0 and there's a billed cost and prices are the same, use EffectiveCost\r\n        isnotempty(EffectiveCost) and EffectiveCost != 0 and ContractedUnitPrice == x_EffectiveUnitPrice, EffectiveCost,\r\n        // If 0 and there's a price, calculate the cost based on the price\r\n        isnotempty(ContractedUnitPrice) and ContractedUnitPrice != 0, ContractedUnitPrice * PricingQuantity,\r\n        // If 0 and there's no price, assume EffectiveCost\r\n        isempty(ContractedUnitPrice) or ContractedUnitPrice == 0, EffectiveCost,\r\n        // Fall back to the original value for any unhandled scenarios\r\n        ContractedCost\r\n    )\r\n    | extend ListCost = case(\r\n        // If not set or there's no cost, keep the original value\r\n        (isnotempty(ListCost) and ListCost != 0) or (EffectiveCost == 0 and BilledCost == 0), ListCost,\r\n        // ListCost is 0 in all other scenarios...\r\n        // If 0 and there's a contracted cost and prices are the same, use ContractedCost\r\n        isnotempty(ContractedCost) and ContractedCost != 0 and ListUnitPrice == ContractedUnitPrice, ContractedCost,\r\n        // If 0 and there's a price, calculate the cost based on the price\r\n        isnotempty(ListUnitPrice) and ListUnitPrice != 0, ListUnitPrice * PricingQuantity,\r\n        // If 0 and there's no price, assume ContractedCost\r\n        isempty(ListUnitPrice) or ListUnitPrice == 0, ContractedCost,\r\n        // Fall back to the original value for any unhandled scenarios\r\n        ListCost\r\n    )\r\n    // Merge the rest of the unmodified cost records and remove excess columns\r\n    | union (allCosts | where not(tmp_MissingPrices))\r\n    | project-away x_PricingBlockSize1, PricingUnit1, ListUnitPrice1, ContractedUnitPrice1, tmp_MissingPrices, tmp_ReservationPriceLookupKey, tmp_ReservationPriceLookupKey1\r\n    //\r\n    // BUG: Fix ContractedCost that has bad values\r\n    | extend ContractedCost = iff(ProviderName == 'Microsoft' and isnotempty(PricingQuantity) and isnotempty(x_PricingBlockSize) and isnotempty(ContractedUnitPrice) and (isempty(ContractedCost) or abs(ContractedCost - ContractedUnitPrice * PricingQuantity) >= 0.0001), ContractedUnitPrice * PricingQuantity, ContractedCost)\r\n    //\r\n    // Handle FOCUS 1.0-preview UsageQuantity/Unit\r\n    | extend ConsumedQuantity = iff(ChargeCategory == 'Usage', coalesce(ConsumedQuantity, UsageQuantity, UsageAmount), todecimal(''))\r\n    | extend ConsumedUnit = iff(ChargeCategory == 'Usage' and isnotempty(ConsumedQuantity), coalesce(ConsumedUnit, UsageUnit, 'Units'), '')\r\n    //\r\n    // Convert IDs to lowercase for consistency\r\n    | extend CommitmentDiscountId = tolower(CommitmentDiscountId)\r\n    //\r\n    // BUG: Remove EffectiveCost for commitment discount purchases\r\n    | extend EffectiveCost = iff(ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId), decimal(0), EffectiveCost)\r\n    | extend x_EffectiveCostInUsd = iff(ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId), decimal(0), x_EffectiveCostInUsd)\r\n    //\r\n    // Clean up resource columns\r\n    | extend ResourceId = case(\r\n        isnotempty(ResourceId), ResourceId,\r\n        ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId), CommitmentDiscountId,\r\n        ResourceId)\r\n    | extend ResourceName = tolower(case(\r\n        isnotempty(ResourceName), ResourceName,\r\n        ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountName), CommitmentDiscountName,\r\n        isnotempty(ResourceId), parse_resourceid(ResourceId).ResourceName,\r\n        ResourceName))\r\n    | extend x_ResourceType = case(\r\n        isnotempty(x_ResourceType), x_ResourceType,\r\n        isnotempty(ResourceId), parse_resourceid(ResourceId).x_ResourceType,\r\n        x_ResourceType)\r\n    | extend ResourceType = case(\r\n        // Use existing resource type display name unless it's an internal resource type ID\r\n        isnotempty(ResourceType) and ResourceType !~ x_ResourceType and ResourceType !has '/', ResourceType,\r\n        // Use CommitmentDiscountType for commitment discount purchases\r\n        ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountType), CommitmentDiscountType,\r\n        // Look up display name from internal type\r\n        isnotempty(x_ResourceType), coalesce(resource_type(x_ResourceType).SingularDisplayName, ResourceType, x_ResourceType),\r\n        ResourceType)\r\n    //\r\n    // Sort columns and apply final transforms\r\n    | project\r\n        AvailabilityZone,\r\n        BilledCost,\r\n        BillingAccountId = tolower(BillingAccountId),\r\n        BillingAccountName,\r\n        BillingAccountType,\r\n        BillingCurrency,\r\n        BillingPeriodEnd = startofmonth(BillingPeriodEnd),\r\n        BillingPeriodStart = startofmonth(BillingPeriodStart),\r\n        ChargeCategory = case(\r\n            // Handle FOCUS 1.0-preview ChargeSubcategory\r\n            ChargeSubcategory == 'Credit', 'Credit',\r\n            ChargeSubcategory == 'Refund', 'Purchase',  // We are assuming purchase refunds since we don't have data to indicate usage refunds\r\n            ChargeCategory\r\n        ),\r\n        ChargeClass = case(ChargeSubcategory == 'Refund', 'Correction', ChargeClass),\r\n        ChargeDescription,\r\n        // BUG: ChargeFrequency shows \"Usage-Based\" for monthly recurring savings plan purchases\r\n        ChargeFrequency = iff(ChargeCategory == 'Purchase' and isnotempty(CommitmentDiscountId) and ChargeFrequency == 'Usage-Based' and ProviderName == 'Microsoft' and x_SourceVersion startswith '1.0', 'Recurring', ChargeFrequency),\r\n        ChargePeriodEnd,\r\n        ChargePeriodStart,\r\n        CommitmentDiscountCategory,\r\n        CommitmentDiscountId = tolower(CommitmentDiscountId),\r\n        CommitmentDiscountName,\r\n        CommitmentDiscountStatus = case(\r\n            // Handle FOCUS 1.0-preview ChargeSubcategory\r\n            ChargeSubcategory == 'Used Commitment', 'Used',\r\n            ChargeSubcategory == 'Unused Commitment', 'Unused',\r\n            CommitmentDiscountStatus\r\n        ),\r\n        CommitmentDiscountType,\r\n        ConsumedQuantity,\r\n        ConsumedUnit,\r\n        ContractedCost = coalesce(ContractedCost, x_OnDemandCost, x_Cost),\r\n        ContractedUnitPrice = coalesce(ContractedUnitPrice, x_OnDemandUnitPrice),\r\n        EffectiveCost,\r\n        InvoiceIssuerName,\r\n        ListCost,\r\n        ListUnitPrice,\r\n        PricingCategory = case(\r\n            // Handle FOCUS 1.0-preview PricingCategory values\r\n            PricingCategory == 'On-Demand', 'Standard',\r\n            PricingCategory == 'Commitment-Based', 'Committed',\r\n            PricingCategory\r\n        ),\r\n        PricingQuantity,\r\n        PricingUnit,\r\n        ProviderName,\r\n        // Handle missing PublisherName values\r\n        PublisherName = case(PublisherName == 'Microsoft Corporation', 'Microsoft', isnotempty(PublisherName), PublisherName, x_PublisherCategory == 'Cloud Provider', ProviderName, ''),\r\n        // Handle FOCUS 1.0-preview Region column\r\n        RegionId = coalesce(RegionId, iff(ProviderName == 'Microsoft', replace_string(tolower(Region), ' ', ''), Region)),\r\n        RegionName = coalesce(RegionName, Region),\r\n        ResourceId,\r\n        ResourceName,\r\n        ResourceType,\r\n        ServiceCategory,\r\n        ServiceName,\r\n        SkuId,\r\n        SkuPriceId,\r\n        SubAccountId,\r\n        SubAccountName,\r\n        SubAccountType,              // Azure 1.0-preview(v1)+\r\n        Tags = parse_json(Tags),\r\n        x_AccountId,                 // Azure 1.0-preview(v1)+\r\n        x_AccountName,               // Azure 1.0-preview(v1)+\r\n        x_AccountOwnerId,            // Azure 1.0-preview(v1)+\r\n        x_BilledCostInUsd,           // Azure 1.0-preview(v1)+\r\n        x_BilledUnitPrice,           // Azure 1.0-preview(v1)+\r\n        x_BillingAccountAgreement = case(\r\n            ProviderName == 'Microsoft' and x_BillingAccountId == x_BillingProfileId, 'EA',\r\n            ProviderName == 'Microsoft' and x_BillingAccountId != x_BillingProfileId, 'MCA',\r\n            ProviderName\r\n        ),                           // Hubs add-on\r\n        x_BillingAccountId,          // Azure 1.0-preview(v1)+\r\n        x_BillingAccountName,        // Azure 1.0-preview(v1)+\r\n        x_BillingExchangeRate,       // Azure 1.0-preview(v1)+\r\n        x_BillingExchangeRateDate,   // Azure 1.0-preview(v1)+\r\n        x_BillingProfileId,          // Azure 1.0-preview(v1)+\r\n        x_BillingProfileName,        // Azure 1.0-preview(v1)+\r\n        x_ChargeId,                  // Azure 1.0-preview(v1) only\r\n        x_ContractedCostInUsd = coalesce(x_ContractedCostInUsd, x_OnDemandCostInUsd), // Azure 1.0+\r\n        x_CostAllocationRuleName,    // Azure 1.0-preview(v1)+\r\n        x_CostCategories = parse_json(x_CostCategories),  // AWS 1.0 (JSON)\r\n        x_CostCenter,                // Azure 1.0-preview(v1)+\r\n        x_Credits = parse_json(x_Credits),  // GCP Jan 2024\r\n        x_CostType,                  // GCP Jan 2024\r\n        x_CurrencyConversionRate,    // GCP Jun 2024\r\n        x_CustomerId,                // Azure 1.0-preview(v1)+\r\n        x_CustomerName,              // Azure 1.0-preview(v1)+\r\n        x_Discount = parse_json(x_Discount),  // AWS 1.0 (JSON)\r\n        x_EffectiveCostInUsd,        // Azure 1.0-preview(v1)+\r\n        x_EffectiveUnitPrice,        // Azure 1.0-preview(v1)+\r\n        x_ExportTime,                // GCP Jan 2024\r\n        x_IngestionTime,             // Hubs add-on\r\n        x_InvoiceId = coalesce(InvoiceId, x_InvoiceId),  // Azure 1.0-preview(v1)+\r\n        x_InvoiceIssuerId,           // Azure 1.0-preview(v1)+\r\n        x_InvoiceSectionId = case(   // Azure 1.0-preview(v1)+\r\n            x_InvoiceSectionId == '-2', '',\r\n            x_InvoiceSectionId\r\n        ),\r\n        x_InvoiceSectionName = case(   // Azure 1.0-preview(v1)+\r\n            x_InvoiceSectionName == 'Unassigned', '',\r\n            x_InvoiceSectionName\r\n        ),\r\n        x_ListCostInUsd,             // Azure 1.0-preview(v1)+\r\n        x_Location,                  // GCP Jan 2024\r\n        x_Operation,                 // AWS 1.0\r\n        x_PartnerCreditApplied,      // Azure 1.0-preview(v1)+\r\n        x_PartnerCreditRate,         // Azure 1.0-preview(v1)+\r\n        x_PricingBlockSize,          // Azure 1.0-preview(v1)+\r\n        x_PricingCurrency = coalesce(PricingCurrency, x_PricingCurrency),  // Azure 1.0-preview(v1)+\r\n        x_PricingSubcategory,        // Azure 1.0-preview(v1)+\r\n        x_PricingUnitDescription,    // Azure 1.0-preview(v1)+\r\n        x_Project,                   // GCP Jan 2024\r\n        x_PublisherCategory,         // Azure 1.0-preview(v1)+\r\n        x_PublisherId,               // Azure 1.0-preview(v1)+\r\n        x_ResellerId,                // Azure 1.0-preview(v1)+\r\n        x_ResellerName,              // Azure 1.0-preview(v1)+\r\n        x_ResourceGroupName = tolower(x_ResourceGroupName),  // Azure 1.0-preview(v1)+\r\n        x_ResourceType,              // Azure 1.0-preview(v1)+\r\n        x_ServiceCode,               // AWS 1.0\r\n        x_ServiceId,                 // GCP Jan 2024\r\n        x_ServicePeriodEnd,          // Azure 1.0-preview(v1)+\r\n        x_ServicePeriodStart,        // Azure 1.0-preview(v1)+\r\n        x_SkuDescription,            // Azure 1.0-preview(v1)+\r\n        x_SkuDetails = parse_json(x_SkuDetails),  // Azure 1.0-preview(v1)+\r\n        x_SkuIsCreditEligible,       // Azure 1.0-preview(v1)+\r\n        x_SkuMeterCategory,          // Azure 1.0-preview(v1)+\r\n        x_SkuMeterId,                // Azure 1.0-preview(v1)+\r\n        x_SkuMeterName = coalesce(SkuMeter, x_SkuMeterName),  // Azure 1.0-preview(v1)+\r\n        x_SkuMeterSubcategory,       // Azure 1.0-preview(v1)+\r\n        x_SkuOfferId,                // Azure 1.0-preview(v1)+\r\n        x_SkuOrderId,                // Azure 1.0-preview(v1)+\r\n        x_SkuOrderName,              // Azure 1.0-preview(v1)+\r\n        x_SkuPartNumber,             // Azure 1.0-preview(v1)+\r\n        x_SkuRegion,                 // Azure 1.0-preview(v1)+\r\n        x_SkuServiceFamily,          // Azure 1.0-preview(v1)+\r\n        x_SkuTerm,                   // Azure 1.0-preview(v1)+\r\n        x_SkuTier,                   // Azure 1.0-preview(v1)+\r\n        x_SourceChanges,             // Hubs add-on\r\n        x_SourceName,                // Hubs add-on\r\n        x_SourceProvider,            // Hubs add-on\r\n        x_SourceType,                // Hubs add-on\r\n        x_SourceVersion,             // Hubs add-on\r\n        x_UsageType                  // AWS 1.0\r\n}\r\n\r\n// Costs_final_v1_0 table\r\n.create-merge table Costs_final_v1_0 (\r\n    AvailabilityZone:           string,\r\n    BilledCost:                 decimal,\r\n    BillingAccountId:           string,\r\n    BillingAccountName:         string,\r\n    BillingAccountType:         string,    // Azure 1.0-preview(v1)+\r\n    BillingCurrency:            string,\r\n    BillingPeriodEnd:           datetime,\r\n    BillingPeriodStart:         datetime,\r\n    ChargeCategory:             string,\r\n    ChargeClass:                string,\r\n    ChargeDescription:          string,\r\n    ChargeFrequency:            string,\r\n    ChargePeriodEnd:            datetime,\r\n    ChargePeriodStart:          datetime,\r\n    CommitmentDiscountCategory: string,    // FOCUS 1.0-preview only\r\n    CommitmentDiscountId:       string,\r\n    CommitmentDiscountName:     string,\r\n    CommitmentDiscountStatus:   string,\r\n    CommitmentDiscountType:     string,\r\n    ConsumedQuantity:           decimal,\r\n    ConsumedUnit:               string,\r\n    ContractedCost:             decimal,\r\n    ContractedUnitPrice:        decimal,\r\n    EffectiveCost:              decimal,\r\n    InvoiceIssuerName:          string,\r\n    ListCost:                   decimal,\r\n    ListUnitPrice:              decimal,\r\n    PricingCategory:            string,\r\n    PricingQuantity:            decimal,\r\n    PricingUnit:                string,\r\n    ProviderName:               string,\r\n    PublisherName:              string,\r\n    RegionId:                   string,\r\n    RegionName:                 string,\r\n    ResourceId:                 string,\r\n    ResourceName:               string,\r\n    ResourceType:               string,\r\n    ServiceCategory:            string,\r\n    ServiceName:                string,\r\n    SkuId:                      string,\r\n    SkuPriceId:                 string,\r\n    SubAccountId:               string,\r\n    SubAccountName:             string,\r\n    SubAccountType:             string,\r\n    Tags:                       dynamic,\r\n    x_AccountId:                string,    // Azure 1.0-preview(v1)+\r\n    x_AccountName:              string,    // Azure 1.0-preview(v1)+\r\n    x_AccountOwnerId:           string,    // Azure 1.0-preview(v1)+\r\n    x_BilledCostInUsd:          decimal,   // Azure 1.0-preview(v1)+\r\n    x_BilledUnitPrice:          decimal,   // Azure 1.0-preview(v1)+\r\n    x_BillingAccountAgreement:  string,    // Hubs add-on\r\n    x_BillingAccountId:         string,    // Azure 1.0-preview(v1)+\r\n    x_BillingAccountName:       string,    // Azure 1.0-preview(v1)+\r\n    x_BillingExchangeRate:      decimal,   // Azure 1.0-preview(v1)+\r\n    x_BillingExchangeRateDate:  datetime,  // Azure 1.0-preview(v1)+\r\n    x_BillingProfileId:         string,    // Azure 1.0-preview(v1)+\r\n    x_BillingProfileName:       string,    // Azure 1.0-preview(v1)+\r\n    x_ChargeId:                 string,    // Azure 1.0-preview(v1) only\r\n    x_ContractedCostInUsd:      decimal,   // Azure 1.0+\r\n    x_CostAllocationRuleName:   string,    // Azure 1.0-preview(v1)+\r\n    x_CostCategories:           dynamic,   // AWS 1.0 (JSON)\r\n    x_CostCenter:               string,    // Azure 1.0-preview(v1)+\r\n    x_Credits:                  dynamic,   // GCP Jan 2024\r\n    x_CostType:                 string,    // GCP Jan 2024\r\n    x_CurrencyConversionRate:   decimal,   // GCP Jun 2024\r\n    x_CustomerId:               string,    // Azure 1.0-preview(v1)+\r\n    x_CustomerName:             string,    // Azure 1.0-preview(v1)+\r\n    x_Discount:                 dynamic,   // AWS 1.0 (JSON)\r\n    x_EffectiveCostInUsd:       decimal,   // Azure 1.0-preview(v1)+\r\n    x_EffectiveUnitPrice:       decimal,   // Azure 1.0-preview(v1)+\r\n    x_ExportTime:               datetime,  // GCP Jan 2024\r\n    x_IngestionTime:            datetime,  // Hubs add-on\r\n    x_InvoiceId:                string,    // Azure 1.0-preview(v1)+\r\n    x_InvoiceIssuerId:          string,    // Azure 1.0-preview(v1)+\r\n    x_InvoiceSectionId:         string,    // Azure 1.0-preview(v1)+\r\n    x_InvoiceSectionName:       string,    // Azure 1.0-preview(v1)+\r\n    x_ListCostInUsd:            decimal,   // Azure 1.0-preview(v1)+\r\n    x_Location:                 string,    // GCP Jan 2024\r\n    x_Operation:                string,    // AWS 1.0\r\n    x_PartnerCreditApplied:     string,    // Azure 1.0-preview(v1)+\r\n    x_PartnerCreditRate:        string,    // Azure 1.0-preview(v1)+\r\n    x_PricingBlockSize:         decimal,   // Azure 1.0-preview(v1)+\r\n    x_PricingCurrency:          string,    // Azure 1.0-preview(v1)+\r\n    x_PricingSubcategory:       string,    // Azure 1.0-preview(v1)+\r\n    x_PricingUnitDescription:   string,    // Azure 1.0-preview(v1)+\r\n    x_Project:                  string,    // GCP Jan 2024\r\n    x_PublisherCategory:        string,    // Azure 1.0-preview(v1)+\r\n    x_PublisherId:              string,    // Azure 1.0-preview(v1)+\r\n    x_ResellerId:               string,    // Azure 1.0-preview(v1)+\r\n    x_ResellerName:             string,    // Azure 1.0-preview(v1)+\r\n    x_ResourceGroupName:        string,    // Azure 1.0-preview(v1)+\r\n    x_ResourceType:             string,    // Azure 1.0-preview(v1)+\r\n    x_ServiceCode:              string,    // AWS 1.0\r\n    x_ServiceId:                string,    // GCP Jan 2024\r\n    x_ServicePeriodEnd:         datetime,  // Azure 1.0-preview(v1)+\r\n    x_ServicePeriodStart:       datetime,  // Azure 1.0-preview(v1)+\r\n    x_SkuDescription:           string,    // Azure 1.0-preview(v1)+\r\n    x_SkuDetails:               dynamic,   // Azure 1.0-preview(v1)+\r\n    x_SkuIsCreditEligible:      bool,      // Azure 1.0-preview(v1)+\r\n    x_SkuMeterCategory:         string,    // Azure 1.0-preview(v1)+\r\n    x_SkuMeterId:               string,    // Azure 1.0-preview(v1)+\r\n    x_SkuMeterName:             string,    // Azure 1.0-preview(v1)+\r\n    x_SkuMeterSubcategory:      string,    // Azure 1.0-preview(v1)+\r\n    x_SkuOfferId:               string,    // Azure 1.0-preview(v1)+\r\n    x_SkuOrderId:               string,    // Azure 1.0-preview(v1)+\r\n    x_SkuOrderName:             string,    // Azure 1.0-preview(v1)+\r\n    x_SkuPartNumber:            string,    // Azure 1.0-preview(v1)+\r\n    x_SkuRegion:                string,    // Azure 1.0-preview(v1)+\r\n    x_SkuServiceFamily:         string,    // Azure 1.0-preview(v1)+\r\n    x_SkuTerm:                  int,       // Azure 1.0-preview(v1)+\r\n    x_SkuTier:                  string,    // Azure 1.0-preview(v1)+\r\n    x_SourceChanges:            string,    // Hubs add-on\r\n    x_SourceName:               string,    // Hubs add-on\r\n    x_SourceProvider:           string,    // Hubs add-on\r\n    x_SourceType:               string,    // Hubs add-on\r\n    x_SourceVersion:            string,    // Hubs add-on\r\n    x_UsageType:                string     // AWS 1.0\r\n)\r\n\r\n// Update policy for Costs_raw -> Costs_final_v1_0 table\r\n.alter table Costs_final_v1_0 policy update\r\n```\r\n[{\r\n    \"IsEnabled\": false,\r\n    \"Source\": \"Costs_raw\",\r\n    \"Query\": \"Costs_transform_v1_0()\",\r\n    \"IsTransactional\": true,\r\n    \"PropagateIngestionProperties\": true\r\n}]\r\n```\r\n\r\n\r\n//===| Actual costs |===================================================================================================\r\n// Supported versions:\r\n// - C360-2025-04\r\n//======================================================================================================================\r\n\r\n// ActualCosts_transform_v1_0 function\r\n.create-or-alter function\r\nwith (docstring='DEPRECATED: ActualCost exports transformed to FOCUS 1.0. Use ActualCosts_transform_v1_2() instead.', folder='Costs')\r\nActualCosts_transform_v1_0()\r\n{\r\n    // NOTE: All open issues and questions are tracked @ https://github.com/microsoft/finops-toolkit/issues/1111\r\n    // TODO: Transform actual costs to FOCUS 1.0 format\r\n    ActualCosts_raw\r\n    | where ChargeType in ('Purchase', 'Refund') and isnotempty(ReservationId)\r\n    //\r\n    //\r\n    // !!! The rest of the query is reused for both the ActualCosts and AmortizedCosts queries -- Copy all changes in both transform functions !!!\r\n    //\r\n    //\r\n    | extend x_AmortizationClass = case(\r\n        ChargeType in ('Purchase', 'Refund') and (ResourceId has '/microsoft.capacity/reservationorders/' or ResourceId has '/microsoft.billingbenefits/savingsplanorders/'), 'Principal',\r\n        ChargeType == 'Usage' and isnotempty(ReservationId) and ChargeType != 'UnusedSavingsPlan', 'Amortized Charge',\r\n        ''\r\n    )\r\n    | extend tmp_ResourceInfo = parse_resourceid(ResourceId)\r\n    // TODO: PricingCategory needs to include savings plan usage and spot usage\r\n    | extend PricingCategory = case(\r\n        x_AmortizationClass == 'Amortized Charge', 'Committed',\r\n        ChargeType in ('Usage', 'Purchase'), 'Standard',\r\n        ''\r\n    )\r\n    | extend x_ResourceType = tostring(tmp_ResourceInfo.x_ResourceType)\r\n    | project-rename\r\n        PricingQuantity = Quantity,\r\n        x_PricingUnitDescription = UnitOfMeasure\r\n    | lookup kind=leftouter (PricingUnits) on x_PricingUnitDescription\r\n    | lookup kind=leftouter (Regions) on ResourceLocation\r\n    | lookup kind=leftouter (ResourceTypes | project x_ResourceType, ResourceType = SingularDisplayName) on x_ResourceType\r\n    // TODO: Add the following in 1.2: ServiceSubcategory, PublisherName, x_PublisherCategory, x_Environment, x_ServiceModel\r\n    | lookup kind=leftouter (Services | where isnotempty(x_ResourceType) | summarize take_any(ServiceName), take_any(ServiceCategory) by x_ResourceType) on x_ResourceType\r\n    | lookup kind=leftouter (Services | where isnotempty(x_ConsumedService) | summarize take_any(ServiceName), take_any(ServiceCategory) by ConsumedService = x_ConsumedService) on ConsumedService\r\n    | extend CommitmentDiscountCategory = iff(isnotempty(ReservationId), 'Usage', '')  // TODO: CommitmentDiscountCategory needs to handle savings plans\r\n    | project\r\n        AvailabilityZone = AvailabilityZone,\r\n        BilledCost = iff(x_AmortizationClass == 'Amortized Charge', real(0), Cost),\r\n        BillingAccountId = strcat('/providers/microsoft.billing/billingaccounts/', BillingAccountId, iff(BillingAccountId == BillingProfileId or isempty(BillingProfileId), '', strcat('/billingprofiles/', BillingProfileId))),\r\n        BillingAccountName = coalesce(BillingProfileName, BillingAccountName),\r\n        BillingAccountType = iff(BillingAccountId == BillingProfileId or isempty(BillingProfileId), 'Billing Profile', 'Billing Account'),\r\n        BillingCurrency,\r\n        BillingPeriodEnd = startofmonth(BillingPeriodEndDate, 1),\r\n        BillingPeriodStart = startofmonth(BillingPeriodStartDate),\r\n        CapacityReservationId = '',\r\n        CapacityReservationStatus = '',\r\n        ChargeCategory = case(\r\n            ChargeType in ('Usage', 'Purchase', 'Credit', 'Tax'), ChargeType,\r\n            ChargeType in ('UnusedReservation', 'UnusedSavingsPlan'), 'Usage',\r\n            ChargeType == 'Refund', 'Purchase',\r\n            'Adjustment'\r\n        ),\r\n        ChargeClass = iff(ChargeType == 'Refund', 'Correction', ''),\r\n        ChargeDescription = Product,\r\n        ChargeFrequency = case(\r\n            Frequency == 'UsageBased', 'Usage-Based',\r\n            Frequency == 'OneTime', 'One-Time',\r\n            Frequency  // \"Recurring\" and any fallback\r\n        ),\r\n        ChargePeriodStart = Date,\r\n        ChargePeriodEnd = Date + 1d,\r\n        ChargeSubcategory = '',\r\n        // TODO: CommitmentDiscount* columns need to handle savings plans\r\n        CommitmentDiscountCategory,\r\n        CommitmentDiscountId = iff(isnotempty(ReservationId), strcat('/providers/microsoft.capacity/reservationorders/', ProductOrderId, '/reservations/', ReservationId), ''),\r\n        CommitmentDiscountName = ReservationName,\r\n        CommitmentDiscountQuantity = real(null),\r\n        CommitmentDiscountStatus = case(\r\n            isempty(ReservationId), '',\r\n            isnotempty(ReservationId) and ChargeType == 'Usage', 'Used',\r\n            ChargeType startswith 'Unused', 'Unused',\r\n            'Unused'\r\n        ),\r\n        CommitmentDiscountType = iff(isnotempty(ReservationId), 'Reservation', ''),\r\n        CommitmentDiscountUnit = '',\r\n        ConsumedQuantity = PricingQuantity * x_PricingBlockSize,\r\n        ConsumedUnit = PricingUnit,\r\n        ContractedCost = UnitPrice * PricingQuantity,\r\n        ContractedUnitPrice = UnitPrice,\r\n        EffectiveCost = iff(x_AmortizationClass == 'Principal', real(0), Cost),\r\n        InvoiceId = '',\r\n        InvoiceIssuerName = 'Microsoft',\r\n        ListCost = real(null),\r\n        ListUnitPrice = real(null),\r\n        PricingCategory,\r\n        PricingCurrency = '',\r\n        PricingQuantity,\r\n        PricingUnit,\r\n        ProviderName = 'Microsoft',\r\n        PublisherName = iff(PublisherType == 'Marketplace', PublisherName, 'Microsoft'),\r\n        Region = '',\r\n        RegionId,\r\n        RegionName,\r\n        ResourceId = tostring(tmp_ResourceInfo.ResourceId),\r\n        ResourceName = tostring(tmp_ResourceInfo.ResourceName),\r\n        ResourceType,\r\n        ServiceCategory,\r\n        ServiceName,\r\n        ServiceSubcategory = '',\r\n        SkuId = '',\r\n        SkuMeter = '',\r\n        SkuPriceDetails = '',\r\n        SkuPriceId = '',\r\n        SubAccountId = strcat('/subscriptions/', SubscriptionId),\r\n        SubAccountName = SubscriptionName,\r\n        SubAccountType = iff(isempty(SubscriptionId), '', 'Subscription'),\r\n        Tags = iff(Tags startswith '{', Tags, strcat('{', Tags, '}')),\r\n        UsageAmount = real(null),\r\n        UsageQuantity = real(null),\r\n        UsageUnit = '',\r\n        x_AccountId = '',\r\n        x_AccountName = AccountName,\r\n        x_AccountOwnerId = AccountOwnerId,\r\n        x_AmortizationClass = '',\r\n        x_BilledCostInUsd = real(null),\r\n        x_BilledUnitPrice = iff(ChargeType == 'Usage' and isnotempty(ReservationId) and ChargeType != 'UnusedSavingsPlan', real(0), UnitPrice),\r\n        x_BillingAccountId = BillingAccountId,\r\n        x_BillingAccountName = BillingAccountName,\r\n        x_BillingExchangeRate = real(null),\r\n        x_BillingExchangeRateDate = datetime(null),\r\n        x_BillingProfileId = BillingProfileId,\r\n        x_BillingProfileName = BillingProfileName,\r\n        x_BillingItemCode = '',\r\n        x_BillingItemName = '',\r\n        x_ChargeId = '',\r\n        x_CommodityCode = '',\r\n        x_CommodityName = '',\r\n        x_ComponentName = '',\r\n        x_ComponentType = '',\r\n        x_ContractedCostInUsd = real(null),\r\n        x_Cost = real(null),\r\n        x_CostAllocationRuleName = '',\r\n        x_CostCategories = '',\r\n        x_CostCenter = CostCenter,\r\n        x_CostType = '',\r\n        x_Credits = '',\r\n        x_CurrencyConversionRate = real(null),\r\n        x_CustomerId = '',\r\n        x_CustomerName = '',\r\n        x_Discount = '',\r\n        x_EffectiveCostInUsd = real(null),\r\n        x_EffectiveUnitPrice = iff(ChargeType == 'Usage' and isnotempty(ReservationId) and ChargeType != 'UnusedSavingsPlan', real(0), EffectivePrice),\r\n        x_ExportTime = datetime(null),\r\n        x_InstanceID = '',\r\n        x_InvoiceId = '',\r\n        x_InvoiceIssuerId = '',\r\n        x_InvoiceSectionId = InvoiceSectionId,\r\n        x_InvoiceSectionName = InvoiceSection,\r\n        x_ListCostInUsd = real(null),\r\n        x_Location = '',\r\n        x_OnDemandCost = real(null),\r\n        x_OnDemandCostInUsd = real(null),\r\n        x_OnDemandUnitPrice = real(null),\r\n        x_Operation = '',\r\n        x_OwnerAccountID = '',\r\n        x_PartnerCreditApplied = '',\r\n        x_PartnerCreditRate = '',\r\n        x_PricingBlockSize,\r\n        x_PricingCurrency = iff(BillingAccountId == BillingProfileId, BillingCurrency, ''),\r\n        x_PricingSubcategory = case(\r\n            // TODO: Add x_SkuTier when supported by C360 -- PricingCategory == 'Standard' and isnotempty(x_SkuTier), 'Tiered',\r\n            PricingCategory == 'Standard', 'Standard',\r\n            PricingCategory == 'Committed', strcat('Committed ', CommitmentDiscountCategory),\r\n            PricingCategory == 'Dynamic', 'Spot',\r\n            ''\r\n        ),\r\n        x_PricingUnitDescription,\r\n        x_Project = '',\r\n        x_PublisherCategory = iff(PublisherType == 'Marketplace', 'Vendor', 'Cloud Provider'),\r\n        x_PublisherId = '',\r\n        x_ResellerId = '',\r\n        x_ResellerName = '',\r\n        x_ResourceGroupName = ResourceGroup,\r\n        x_ResourceType,\r\n        x_ServiceCode = '',\r\n        x_ServiceId = '',\r\n        x_ServiceModel = '',\r\n        x_ServicePeriodEnd = datetime(null),\r\n        x_ServicePeriodStart = datetime(null),\r\n        x_SkuDescription = Product,\r\n        x_SkuDetails = iff(AdditionalInfo startswith '{', AdditionalInfo, strcat('{', AdditionalInfo, '}')),\r\n        x_SkuIsCreditEligible = IsAzureCreditEligible,\r\n        x_SkuMeterCategory = MeterCategory,\r\n        x_SkuMeterId = MeterId,\r\n        x_SkuMeterName = MeterName,\r\n        x_SkuMeterSubcategory = MeterSubCategory,\r\n        x_SkuOfferId = OfferId,\r\n        x_SkuOrderId = ProductOrderId,\r\n        x_SkuOrderName = ProductOrderName,\r\n        x_SkuPartNumber = PartNumber,\r\n        x_SkuPlanName = '',\r\n        x_SkuRegion = MeterRegion,\r\n        x_SkuServiceFamily = ServiceFamily,\r\n        x_SkuTerm = toint(Term),\r\n        x_SkuTier = '',\r\n        x_SourceName = 'C360',\r\n        x_SourceProvider = 'Microsoft',\r\n        x_SourceType = 'ActualCost',\r\n        x_SourceVersion = 'C360-2025-04',\r\n        x_SubproductName = '',\r\n        x_UsageType = ''\r\n}\r\n\r\n// Update policy for ActualCosts_raw -> Costs_raw table\r\n.alter table Costs_raw policy update\r\n``` \r\n[{\r\n    \"IsEnabled\": false,\r\n    \"Source\": \"ActualCosts_raw\",\r\n    \"Query\": \"ActualCosts_transform_v1_0()\",\r\n    \"IsTransactional\": true,\r\n    \"PropagateIngestionProperties\": true\r\n}]\r\n```\r\n\r\n\r\n//===| Amortized costs |================================================================================================\r\n// Supported versions:\r\n// - C360-2025-04\r\n//======================================================================================================================\r\n\r\n// AmortizedCosts_transform_v1_0 function\r\n.create-or-alter function\r\nwith (docstring='DEPRECATED: ActualCost exports transformed to FOCUS 1.0. Use AmortizedCosts_transform_v1_2() instead.', folder='Costs')\r\nAmortizedCosts_transform_v1_0()\r\n{\r\n    // NOTE: All open issues and questions are tracked @ https://github.com/microsoft/finops-toolkit/issues/1111\r\n    // TODO: Transform actual costs to FOCUS 1.0 format\r\n    AmortizedCosts_raw\r\n    //\r\n    //\r\n    // !!! The rest of the query is reused for both the ActualCosts and AmortizedCosts queries -- Copy all changes in both transform functions !!!\r\n    //\r\n    //\r\n    | extend x_AmortizationClass = case(\r\n        ChargeType in ('Purchase', 'Refund') and (ResourceId has '/microsoft.capacity/reservationorders/' or ResourceId has '/microsoft.billingbenefits/savingsplanorders/'), 'Principal',\r\n        ChargeType == 'Usage' and isnotempty(ReservationId) and ChargeType != 'UnusedSavingsPlan', 'Amortized Charge',\r\n        ''\r\n    )\r\n    | extend tmp_ResourceInfo = parse_resourceid(ResourceId)\r\n    // TODO: PricingCategory needs to include savings plan usage and spot usage\r\n    | extend PricingCategory = case(\r\n        x_AmortizationClass == 'Amortized Charge', 'Committed',\r\n        ChargeType in ('Usage', 'Purchase'), 'Standard',\r\n        ''\r\n    )\r\n    | extend x_ResourceType = tostring(tmp_ResourceInfo.x_ResourceType)\r\n    | project-rename\r\n        PricingQuantity = Quantity,\r\n        x_PricingUnitDescription = UnitOfMeasure\r\n    | lookup kind=leftouter (PricingUnits) on x_PricingUnitDescription\r\n    | lookup kind=leftouter (Regions) on ResourceLocation\r\n    | lookup kind=leftouter (ResourceTypes | project x_ResourceType, ResourceType = SingularDisplayName) on x_ResourceType\r\n    // TODO: Add the following in 1.2: ServiceSubcategory, PublisherName, x_PublisherCategory, x_Environment, x_ServiceModel\r\n    | lookup kind=leftouter (Services | where isnotempty(x_ResourceType) | summarize take_any(ServiceName), take_any(ServiceCategory) by x_ResourceType) on x_ResourceType\r\n    | lookup kind=leftouter (Services | where isnotempty(x_ConsumedService) | summarize take_any(ServiceName), take_any(ServiceCategory) by ConsumedService = x_ConsumedService) on ConsumedService\r\n    | extend CommitmentDiscountCategory = iff(isnotempty(ReservationId), 'Usage', '')  // TODO: CommitmentDiscountCategory needs to handle savings plans\r\n    | project\r\n        AvailabilityZone = AvailabilityZone,\r\n        BilledCost = iff(x_AmortizationClass == 'Amortized Charge', real(0), Cost),\r\n        BillingAccountId = strcat('/providers/microsoft.billing/billingaccounts/', BillingAccountId, iff(BillingAccountId == BillingProfileId or isempty(BillingProfileId), '', strcat('/billingprofiles/', BillingProfileId))),\r\n        BillingAccountName = coalesce(BillingProfileName, BillingAccountName),\r\n        BillingAccountType = iff(BillingAccountId == BillingProfileId or isempty(BillingProfileId), 'Billing Profile', 'Billing Account'),\r\n        BillingCurrency,\r\n        BillingPeriodEnd = startofmonth(BillingPeriodEndDate, 1),\r\n        BillingPeriodStart = startofmonth(BillingPeriodStartDate),\r\n        CapacityReservationId = '',\r\n        CapacityReservationStatus = '',\r\n        ChargeCategory = case(\r\n            ChargeType in ('Usage', 'Purchase', 'Credit', 'Tax'), ChargeType,\r\n            ChargeType in ('UnusedReservation', 'UnusedSavingsPlan'), 'Usage',\r\n            ChargeType == 'Refund', 'Purchase',\r\n            'Adjustment'\r\n        ),\r\n        ChargeClass = iff(ChargeType == 'Refund', 'Correction', ''),\r\n        ChargeDescription = Product,\r\n        ChargeFrequency = case(\r\n            Frequency == 'UsageBased', 'Usage-Based',\r\n            Frequency == 'OneTime', 'One-Time',\r\n            Frequency  // \"Recurring\" and any fallback\r\n        ),\r\n        ChargePeriodStart = Date,\r\n        ChargePeriodEnd = Date + 1d,\r\n        ChargeSubcategory = '',\r\n        // TODO: CommitmentDiscount* columns need to handle savings plans\r\n        CommitmentDiscountCategory,\r\n        CommitmentDiscountId = iff(isnotempty(ReservationId), strcat('/providers/microsoft.capacity/reservationorders/', ProductOrderId, '/reservations/', ReservationId), ''),\r\n        CommitmentDiscountName = ReservationName,\r\n        CommitmentDiscountQuantity = real(null),\r\n        CommitmentDiscountStatus = case(\r\n            isempty(ReservationId), '',\r\n            isnotempty(ReservationId) and ChargeType == 'Usage', 'Used',\r\n            ChargeType startswith 'Unused', 'Unused',\r\n            'Unused'\r\n        ),\r\n        CommitmentDiscountType = iff(isnotempty(ReservationId), 'Reservation', ''),\r\n        CommitmentDiscountUnit = '',\r\n        ConsumedQuantity = PricingQuantity * x_PricingBlockSize,\r\n        ConsumedUnit = PricingUnit,\r\n        ContractedCost = UnitPrice * PricingQuantity,\r\n        ContractedUnitPrice = UnitPrice,\r\n        EffectiveCost = iff(x_AmortizationClass == 'Principal', real(0), Cost),\r\n        InvoiceId = '',\r\n        InvoiceIssuerName = 'Microsoft',\r\n        ListCost = real(null),\r\n        ListUnitPrice = real(null),\r\n        PricingCategory,\r\n        PricingCurrency = '',\r\n        PricingQuantity,\r\n        PricingUnit,\r\n        ProviderName = 'Microsoft',\r\n        PublisherName = iff(PublisherType == 'Marketplace', PublisherName, 'Microsoft'),\r\n        Region = '',\r\n        RegionId,\r\n        RegionName,\r\n        ResourceId = tostring(tmp_ResourceInfo.ResourceId),\r\n        ResourceName = tostring(tmp_ResourceInfo.ResourceName),\r\n        ResourceType,\r\n        ServiceCategory,\r\n        ServiceName,\r\n        ServiceSubcategory = '',\r\n        SkuId = '',\r\n        SkuMeter = '',\r\n        SkuPriceDetails = '',\r\n        SkuPriceId = '',\r\n        SubAccountId = strcat('/subscriptions/', SubscriptionId),\r\n        SubAccountName = SubscriptionName,\r\n        SubAccountType = iff(isempty(SubscriptionId), '', 'Subscription'),\r\n        Tags = iff(Tags startswith '{', Tags, strcat('{', Tags, '}')),\r\n        UsageAmount = real(null),\r\n        UsageQuantity = real(null),\r\n        UsageUnit = '',\r\n        x_AccountId = '',\r\n        x_AccountName = AccountName,\r\n        x_AccountOwnerId = AccountOwnerId,\r\n        x_AmortizationClass = '',\r\n        x_BilledCostInUsd = real(null),\r\n        x_BilledUnitPrice = iff(ChargeType == 'Usage' and isnotempty(ReservationId) and ChargeType != 'UnusedSavingsPlan', real(0), UnitPrice),\r\n        x_BillingAccountId = BillingAccountId,\r\n        x_BillingAccountName = BillingAccountName,\r\n        x_BillingExchangeRate = real(null),\r\n        x_BillingExchangeRateDate = datetime(null),\r\n        x_BillingProfileId = BillingProfileId,\r\n        x_BillingProfileName = BillingProfileName,\r\n        x_BillingItemCode = '',\r\n        x_BillingItemName = '',\r\n        x_ChargeId = '',\r\n        x_CommodityCode = '',\r\n        x_CommodityName = '',\r\n        x_ComponentName = '',\r\n        x_ComponentType = '',\r\n        x_ContractedCostInUsd = real(null),\r\n        x_Cost = real(null),\r\n        x_CostAllocationRuleName = '',\r\n        x_CostCategories = '',\r\n        x_CostCenter = CostCenter,\r\n        x_CostType = '',\r\n        x_Credits = '',\r\n        x_CurrencyConversionRate = real(null),\r\n        x_CustomerId = '',\r\n        x_CustomerName = '',\r\n        x_Discount = '',\r\n        x_EffectiveCostInUsd = real(null),\r\n        x_EffectiveUnitPrice = iff(ChargeType == 'Usage' and isnotempty(ReservationId) and ChargeType != 'UnusedSavingsPlan', real(0), EffectivePrice),\r\n        x_ExportTime = datetime(null),\r\n        x_InstanceID = '',\r\n        x_InvoiceId = '',\r\n        x_InvoiceIssuerId = '',\r\n        x_InvoiceSectionId = InvoiceSectionId,\r\n        x_InvoiceSectionName = InvoiceSection,\r\n        x_ListCostInUsd = real(null),\r\n        x_Location = '',\r\n        x_OnDemandCost = real(null),\r\n        x_OnDemandCostInUsd = real(null),\r\n        x_OnDemandUnitPrice = real(null),\r\n        x_Operation = '',\r\n        x_OwnerAccountID = '',\r\n        x_PartnerCreditApplied = '',\r\n        x_PartnerCreditRate = '',\r\n        x_PricingBlockSize,\r\n        x_PricingCurrency = iff(BillingAccountId == BillingProfileId, BillingCurrency, ''),\r\n        x_PricingSubcategory = case(\r\n            // TODO: Add x_SkuTier when supported by C360 -- PricingCategory == 'Standard' and isnotempty(x_SkuTier), 'Tiered',\r\n            PricingCategory == 'Standard', 'Standard',\r\n            PricingCategory == 'Committed', strcat('Committed ', CommitmentDiscountCategory),\r\n            PricingCategory == 'Dynamic', 'Spot',\r\n            ''\r\n        ),\r\n        x_PricingUnitDescription,\r\n        x_Project = '',\r\n        x_PublisherCategory = iff(PublisherType == 'Marketplace', 'Vendor', 'Cloud Provider'),\r\n        x_PublisherId = '',\r\n        x_ResellerId = '',\r\n        x_ResellerName = '',\r\n        x_ResourceGroupName = ResourceGroup,\r\n        x_ResourceType,\r\n        x_ServiceCode = '',\r\n        x_ServiceId = '',\r\n        x_ServiceModel = '',\r\n        x_ServicePeriodEnd = datetime(null),\r\n        x_ServicePeriodStart = datetime(null),\r\n        x_SkuDescription = Product,\r\n        x_SkuDetails = iff(AdditionalInfo startswith '{', AdditionalInfo, strcat('{', AdditionalInfo, '}')),\r\n        x_SkuIsCreditEligible = IsAzureCreditEligible,\r\n        x_SkuMeterCategory = MeterCategory,\r\n        x_SkuMeterId = MeterId,\r\n        x_SkuMeterName = MeterName,\r\n        x_SkuMeterSubcategory = MeterSubCategory,\r\n        x_SkuOfferId = OfferId,\r\n        x_SkuOrderId = ProductOrderId,\r\n        x_SkuOrderName = ProductOrderName,\r\n        x_SkuPartNumber = PartNumber,\r\n        x_SkuPlanName = '',\r\n        x_SkuRegion = MeterRegion,\r\n        x_SkuServiceFamily = ServiceFamily,\r\n        x_SkuTerm = toint(Term),\r\n        x_SkuTier = '',\r\n        x_SourceName = 'C360',\r\n        x_SourceProvider = 'Microsoft',\r\n        x_SourceType = 'ActualCost',\r\n        x_SourceVersion = 'C360-2025-04',\r\n        x_SubproductName = '',\r\n        x_UsageType = ''\r\n}\r\n\r\n// Update policy for AmortizedCosts_raw -> Costs_raw table\r\n.alter table Costs_raw policy update\r\n``` \r\n[{\r\n    \"IsEnabled\": false,\r\n    \"Source\": \"AmortizedCosts_raw\",\r\n    \"Query\": \"AmortizedCosts_transform_v1_0()\",\r\n    \"IsTransactional\": true,\r\n    \"PropagateIngestionProperties\": true\r\n}]\r\n```\r\n\r\n\r\n//===| CommitmentDiscountUsage |========================================================================================\r\n// Supported versions:\r\n// - MS EA reservation details: 2023-03-01  -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/reservation-details-ea\r\n// - MS MCA reservation details: 2023-03-01 -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/reservation-details-mca\r\n//======================================================================================================================\r\n\r\n// CommitmentDiscountUsage_transform_v1_0 function\r\n.create-or-alter function\r\nwith (docstring='DEPRECATED: All commitment discount usage transformed to FOCUS 1.0. This includes reservationdeatils_raw. Use CommitmentDiscountUsage_transform_v1_2() instead.', folder='Commitment discounts')\r\nCommitmentDiscountUsage_transform_v1_0()\r\n{\r\n    // NOTE: All open issues and questions are tracked @ https://github.com/microsoft/finops-toolkit/issues/1111\r\n    CommitmentDiscountUsage_raw\r\n    //\r\n    // Change real to decimal\r\n    | extend\r\n        InstanceFlexibilityRatio = todecimal(InstanceFlexibilityRatio),\r\n        ReservedHours            = todecimal(ReservedHours),\r\n        TotalReservedQuantity    = todecimal(TotalReservedQuantity),\r\n        UsedHours                = todecimal(UsedHours)\r\n    //\r\n    // Set ProviderName\r\n    | extend ProviderName = 'Microsoft'\r\n    //\r\n    // Handle resource columns\r\n    | extend ResourceId = tolower(InstanceId)\r\n    | extend tmp_ResourceDetails = parse_resourceid(ResourceId)\r\n    | extend ResourceName        = tostring(tmp_ResourceDetails.ResourceName)\r\n    | extend SubAccountId        = tostring(tmp_ResourceDetails.SubAccountId)\r\n    | extend x_ResourceGroupName = tostring(tmp_ResourceDetails.x_ResourceGroupName)\r\n    | extend x_ResourceType      = tostring(tmp_ResourceDetails.x_ResourceType)\r\n    | lookup kind=leftouter (ResourceTypes | distinct x_ResourceType, ResourceType = SingularDisplayName) on x_ResourceType\r\n    | lookup kind=leftouter (Services | where isnotempty(x_ResourceType) | summarize take_any(ServiceName), take_any(ServiceCategory), take_any(x_ServiceModel) by x_ResourceType) on x_ResourceType\r\n    //\r\n    // Sort columns and apply final transforms\r\n    | project\r\n        ChargePeriodEnd                     = UsageDate + 1d,\r\n        ChargePeriodStart                   = UsageDate,\r\n        CommitmentDiscountCategory          = 'Usage',\r\n        CommitmentDiscountId                = tolower(strcat('/providers/microsoft.capacity/reservationorders/', ReservationOrderId, '/reservations/', ReservationId)),\r\n        CommitmentDiscountType              = 'Reservation',\r\n        ConsumedQuantity                    = UsedHours,\r\n        ProviderName,\r\n        ResourceId,\r\n        ResourceName,\r\n        ResourceType,\r\n        ServiceCategory,\r\n        ServiceName,\r\n        SubAccountId,\r\n        x_CommitmentDiscountCommittedCount  = TotalReservedQuantity,\r\n        x_CommitmentDiscountCommittedAmount = ReservedHours,\r\n        // TODO: Is this needed? -- x_CommitmentDiscountKind            = Kind,\r\n        x_CommitmentDiscountNormalizedGroup = iff(InstanceFlexibilityGroup == 'NA', '', InstanceFlexibilityGroup),\r\n        x_CommitmentDiscountNormalizedRatio = InstanceFlexibilityRatio,\r\n        x_CommitmentDiscountQuantity        = UsedHours * InstanceFlexibilityRatio,\r\n        x_IngestionTime                     = ingestion_time(),\r\n        x_ResourceGroupName,\r\n        x_ResourceType,\r\n        // x_RowId = hash_sha256(strcat(\r\n        //     // DO NOT CHANGE COLUMNS OR COLUMN ORDER\r\n        //     CommitmentDiscountId,\r\n        //     ResourceId,\r\n        //     ChargePeriodStart\r\n        // )),\r\n        x_ServiceModel,\r\n        x_SkuOrderId                        = ReservationOrderId,\r\n        x_SkuSize                           = iff(SkuName == 'NA', '', SkuName),\r\n        x_SourceName                        = coalesce(x_SourceName, iff(ProviderName == 'Microsoft', 'Cost Management', ProviderName)),\r\n        x_SourceProvider                    = coalesce(x_SourceProvider, ProviderName),\r\n        x_SourceType                        = coalesce(x_SourceType, iff(ProviderName == 'Microsoft', 'ReservationDetails', '')),\r\n        x_SourceVersion                     = coalesce(x_SourceVersion, iff(ProviderName == 'Microsoft', '2024-03-01', ''))\r\n}\r\n\r\n// CommitmentDiscountUsage_final_v1_0 table\r\n.create-merge table CommitmentDiscountUsage_final_v1_0 (\r\n    ChargePeriodEnd:                     datetime,  // Hubs add-on\r\n    ChargePeriodStart:                   datetime,  // MS 2023-03-01\r\n    CommitmentDiscountCategory:          string,    // Hubs add-on\r\n    CommitmentDiscountId:                string,    // MS 2023-03-01\r\n    CommitmentDiscountType:              string,    // Hubs add-on\r\n    ConsumedQuantity:                    decimal,   // MS 2023-03-01\r\n    ProviderName:                        string,    // Hubs add-on\r\n    ResourceId:                          string,    // MS 2023-03-01\r\n    ResourceName:                        string,    // Hubs add-on\r\n    ResourceType:                        string,    // Hubs add-on\r\n    ServiceCategory:                     string,    // Hubs add-on\r\n    ServiceName:                         string,    // Hubs add-on\r\n    SubAccountId:                        string,    // Hubs add-on\r\n    x_CommitmentDiscountCommittedCount:  decimal,   // MS 2023-03-01\r\n    x_CommitmentDiscountCommittedAmount: decimal,   // MS 2023-03-01\r\n    x_CommitmentDiscountNormalizedGroup: string,    // MS 2023-03-01\r\n    x_CommitmentDiscountNormalizedRatio: decimal,   // MS 2023-03-01\r\n    x_CommitmentDiscountQuantity:        decimal,   // MS 2023-03-01\r\n    x_IngestionTime:                     datetime,  // Hubs add-on\r\n    x_ResourceGroupName:                 string,    // Hubs add-on\r\n    x_ResourceType:                      string,    // Hubs add-on\r\n    x_ServiceModel:                      string,    // Hubs add-on\r\n    x_SkuOrderId:                        string,    // MS 2023-03-01\r\n    x_SkuSize:                           string,    // MS 2023-03-01\r\n    x_SourceName:                        string,    // Hubs add-on\r\n    x_SourceProvider:                    string,    // Hubs add-on\r\n    x_SourceType:                        string,    // Hubs add-on\r\n    x_SourceVersion:                     string     // Hubs add-on\r\n)\r\n\r\n// Update policy for CommitmentDiscountUsage_raw -> CommitmentDiscountUsage_final_v1_0 table\r\n.alter table CommitmentDiscountUsage_final_v1_0 policy update\r\n```\r\n[{\r\n    \"IsEnabled\": false,\r\n    \"Source\": \"CommitmentDiscountUsage_raw\",\r\n    \"Query\": \"CommitmentDiscountUsage_transform_v1_0()\",\r\n    \"IsTransactional\": true,\r\n    \"PropagateIngestionProperties\": true\r\n}]\r\n```\r\n\r\n\r\n//===| Recommendations |================================================================================================\r\n// Supported datasets/versions:\r\n// - MS CM EA reservation recommendations: 2023-05-01  -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/reservation-recommendations-ea\r\n// - MS CM MCA reservation recommendations: 2023-05-01 -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/reservation-recommendations-mca\r\n//======================================================================================================================\r\n\r\n// Recommendations_transform_v1_0 function\r\n.create-or-alter function\r\nwith (docstring='DEPRECATED: All recommendations transformed to FOCUS 1.0. Use Recommendations_transform_v1_2() instead.', folder='Recommendations')\r\nRecommendations_transform_v1_0()\r\n{\r\n    // NOTE: All open issues and questions are tracked @ https://github.com/microsoft/finops-toolkit/issues/1111\r\n    let isoMonths = (duration: string) {\r\n        let number = toint(replace_regex(duration, @'[PMY]', ''));\r\n        toint(case(\r\n            duration == '', toint(''),\r\n            duration endswith \"Y\", number * 12,\r\n            duration endswith \"M\", number,\r\n            -1\r\n        ))\r\n    };\r\n    Recommendations_raw\r\n    //\r\n    // Change real to decimal\r\n    | extend\r\n        CostWithNoReservedInstances    = todecimal(CostWithNoReservedInstances),\r\n        InstanceFlexibilityRatio       = todecimal(InstanceFlexibilityRatio),\r\n        NetSavings                     = todecimal(NetSavings),\r\n        RecommendedQuantity            = todecimal(RecommendedQuantity),\r\n        RecommendedQuantityNormalized  = todecimal(RecommendedQuantityNormalized),\r\n        TotalCostWithReservedInstances = todecimal(TotalCostWithReservedInstances)\r\n    //\r\n    | extend x_IngestionTime = ingestion_time()\r\n    //\r\n    // Set ProviderName\r\n    | extend ProviderName = 'Microsoft'\r\n    //\r\n    // Set source columns\r\n    | extend x_SourceName     = coalesce(x_SourceName, iff(ProviderName == 'Microsoft', 'Cost Management', ProviderName))\r\n    | extend x_SourceProvider = coalesce(x_SourceProvider, ProviderName)\r\n    | extend x_SourceType     = coalesce(x_SourceType, iff(ProviderName == 'Microsoft', 'ReservationRecommendations', ''))\r\n    | extend x_SourceVersion  = coalesce(x_SourceVersion, iff(ProviderName == 'Microsoft', '2023-05-01', ''))\r\n    //\r\n    // Convert JSON cost columns to decimal\r\n    | extend CostWithNoReservedInstances    = case(isnotempty(CostWithNoReservedInstances),    CostWithNoReservedInstances,    isnotempty(CostWithNoReservedInstancesJson),    todecimal(extract(@'\"value\":([0-9\\.]+)', 1, CostWithNoReservedInstancesJson)),    CostWithNoReservedInstances)\r\n    | extend NetSavings                     = case(isnotempty(NetSavings),                     NetSavings,                     isnotempty(NetSavingsJson),                     todecimal(extract(@'\"value\":([0-9\\.]+)', 1, NetSavingsJson)),                     NetSavings)\r\n    | extend TotalCostWithReservedInstances = case(isnotempty(TotalCostWithReservedInstances), TotalCostWithReservedInstances, isnotempty(TotalCostWithReservedInstancesJson), todecimal(extract(@'\"value\":([0-9\\.]+)', 1, TotalCostWithReservedInstancesJson)), TotalCostWithReservedInstances)\r\n    //\r\n    // Build recommendation details\r\n    | lookup kind=leftouter (Regions | summarize RegionName = make_set(RegionName)[0] by Location = RegionId) on Location\r\n    | extend x_RecommendationDetails = case(\r\n      x_SourceType == 'ReservationRecommendations', bag_pack(\r\n        'CommitmentDiscountNormalizedGroup', InstanceFlexibilityGroup,\r\n        'CommitmentDiscountNormalizedRatio', InstanceFlexibilityRatio,\r\n        'CommitmentDiscountNormalizedSize', NormalizedSize,\r\n        'CommitmentDiscountResourceType', ResourceType,\r\n        'CommitmentDiscountScope', Scope,\r\n        'LookbackPeriodDuration', case(\r\n            LookBackPeriod matches regex @'^Last([0-9]+)Days$', replace_regex(LookBackPeriod, @'^Last([0-9]+)Days$', @'P\\1D'),\r\n            LookBackPeriod matches regex @'^[0-9]+$',           strcat('P', LookBackPeriod, 'D'),\r\n            ''\r\n        ),\r\n        'LookbackPeriodStart', FirstUsageDate,\r\n        'RecommendedQuantity', RecommendedQuantity,\r\n        'RecommendedQuantityNormalized', RecommendedQuantityNormalized,\r\n        'RegionId', Location,\r\n        'RegionName', RegionName,\r\n        'SkuMeterId', MeterId,\r\n        'SkuPriceDetails', SkuProperties,\r\n        'SkuSize', coalesce(SKU, SkuName),\r\n        'SkuTerm', isoMonths(Term)\r\n      ),\r\n      dynamic({})\r\n    )\r\n    //\r\n    // Sort columns and apply final transforms\r\n    | extend x_RecommendationDate = FirstUsageDate + (toint(extract(@'^P([0-9]+)D$', 1, tostring(x_RecommendationDetails.LookbackPeriodDuration))) * 1d)\r\n    | extend x_RecommendationDate = iff(x_RecommendationDate > now(), startofday(now()), x_RecommendationDate)\r\n    | project\r\n      ProviderName,\r\n      SubAccountId = iff(isnotempty(SubscriptionId), strcat('/subscriptions/', SubscriptionId), ''),\r\n      x_IngestionTime,\r\n      x_EffectiveCostAfter = TotalCostWithReservedInstances,\r\n      x_EffectiveCostBefore = CostWithNoReservedInstances,\r\n      x_EffectiveCostSavings = NetSavings,\r\n      x_RecommendationDate = FirstUsageDate + (toint(extract(@'^P([0-9]+)D$', 1, tostring(x_RecommendationDetails.LookbackPeriodDuration))) * 1d),\r\n      x_RecommendationDetails,\r\n      x_SourceName,\r\n      x_SourceProvider,\r\n      x_SourceType,\r\n      x_SourceVersion\r\n}\r\n\r\n// Recommendations_final_v1_0 table\r\n.create-merge table Recommendations_final_v1_0 (\r\n    ProviderName:            string,\r\n    SubAccountId:            string,\r\n    x_IngestionTime:         datetime,\r\n    x_EffectiveCostAfter:    decimal,\r\n    x_EffectiveCostBefore:   decimal,\r\n    x_EffectiveCostSavings:  decimal,\r\n    x_RecommendationDate:    datetime,\r\n    x_RecommendationDetails: dynamic,\r\n    x_SourceName:            string,\r\n    x_SourceProvider:        string,\r\n    x_SourceType:            string,\r\n    x_SourceVersion:         string\r\n)\r\n\r\n// Update policy for Recommendations_raw -> Recommendations_final_v1_0 table\r\n.alter table Recommendations_final_v1_0 policy update\r\n```\r\n[{\r\n    \"IsEnabled\": false,\r\n    \"Source\": \"Recommendations_raw\",\r\n    \"Query\": \"Recommendations_transform_v1_0()\",\r\n    \"IsTransactional\": true,\r\n    \"PropagateIngestionProperties\": true\r\n}]\r\n```\r\n\r\n\r\n//===| Transactions |===================================================================================================\r\n// Supported versions:\r\n// - MS CM EA reservation transactions: 2023-05-01  -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/reservation-transactions-ea\r\n// - MS CM MCA reservation transactions: 2023-05-01 -- See https://learn.microsoft.com/azure/cost-management-billing/dataset-schema/reservation-transactions-mca\r\n//======================================================================================================================\r\n\r\n// Transactions_transform_v1_0 function\r\n.create-or-alter function\r\nwith (docstring='DEPRECATED: All transactions transformed to FOCUS 1.0. Use Transactions_transform_v1_2() instead.', folder='Transactions')\r\nTransactions_transform_v1_0()\r\n{\r\n    // NOTE: All open issues and questions are tracked @ https://github.com/microsoft/finops-toolkit/issues/1111\r\n    let isoMonths = (duration: string) {\r\n        let number = toint(replace_regex(duration, @'[PMY]', ''));\r\n        toint(case(\r\n            duration == '', toint(''),\r\n            duration endswith \"Y\", number * 12,\r\n            duration endswith \"M\", number,\r\n            -1\r\n        ))\r\n    };\r\n    Transactions_raw\r\n    //\r\n    // Change real to decimal\r\n    | extend\r\n        Amount             = todecimal(Amount),\r\n        MonetaryCommitment = todecimal(MonetaryCommitment),\r\n        Overage            = todecimal(Overage),\r\n        Quantity           = todecimal(Quantity)\r\n    //\r\n    // Set ProviderName\r\n    | extend ProviderName = 'Microsoft'\r\n    //\r\n    // Set source columns\r\n    | extend x_SourceName     = coalesce(x_SourceName, iff(ProviderName == 'Microsoft', 'Cost Management', ProviderName))\r\n    | extend x_SourceProvider = coalesce(x_SourceProvider, ProviderName)\r\n    | extend x_SourceType     = coalesce(x_SourceType, iff(ProviderName == 'Microsoft', 'ReservationTransactions', ''))\r\n    | extend x_SourceVersion  = coalesce(x_SourceVersion, iff(ProviderName == 'Microsoft', '2023-05-01', ''))\r\n    //\r\n    // Handle BillingPeriodStart/End\r\n    | extend BillingMonth = tostring(BillingMonth)\r\n    | extend BillingPeriodStart = iff(isempty(BillingMonth), datetime(null), todatetime(strcat(substring(BillingMonth, 0, 4), \"-\", substring(BillingMonth, 4, 2), \"-\", substring(BillingMonth, 6, 2))))\r\n    | extend BillingPeriodEnd = iff(isempty(BillingMonth), datetime(null), startofmonth(endofmonth(BillingPeriodStart) + 1d))\r\n    //\r\n    // Sort columns and apply final transforms\r\n    | project\r\n      BilledCost = Amount,\r\n      BillingAccountId = case(\r\n        BillingProfileId startswith '/', BillingProfileId,\r\n        isnotempty(CurrentEnrollmentId), strcat('/providers/Microsoft.Billing/billingAccounts/', CurrentEnrollmentId),\r\n        isnotempty(BillingProfileId), strcat('/providers/Microsoft.Billing/billingProfiles/', BillingProfileId),\r\n        ''\r\n      ),\r\n      BillingAccountName = coalesce(BillingProfileName, CurrentEnrollmentId),\r\n      BillingCurrency = Currency,\r\n      BillingPeriodEnd,\r\n      BillingPeriodStart,\r\n      ChargeCategory = case(\r\n        EventType in ('Cancel', 'Purchase', 'Refund'), 'Purchase',\r\n        'Adjustment'\r\n      ),\r\n      ChargeClass = case(\r\n        EventType == 'Cancel', 'Cancel',  // FOCUS does not handle this scenario\r\n        EventType == 'Refund', 'Correction',\r\n        ''\r\n      ),\r\n      ChargeDescription = Description,\r\n      ChargeFrequency   = case(\r\n        BillingFrequency == 'OneTime', 'One-Time',\r\n        BillingFrequency == 'Recurring', 'Recurring',\r\n        BillingFrequency\r\n      ),\r\n      ChargePeriodStart    = EventDate,\r\n      PricingQuantity      = Quantity,\r\n      PricingUnit          = 'Reservations',\r\n      ProviderName,\r\n      RegionId             = Region,\r\n      RegionName           = Region,\r\n      SubAccountId         = iff(isempty(PurchasingSubscriptionGuid), '', strcat('/subscriptions/', PurchasingSubscriptionGuid)),\r\n      SubAccountName       = iff(isempty(PurchasingSubscriptionGuid), '', PurchasingSubscriptionName),\r\n      x_AccountName        = AccountName,\r\n      x_AccountOwnerId     = AccountOwnerEmail,\r\n      x_CostCenter         = CostCenter,\r\n      x_InvoiceId          = InvoiceId,\r\n      x_InvoiceNumber      = Invoice,\r\n      x_InvoiceSectionId   = InvoiceSectionId,\r\n      x_InvoiceSectionName = coalesce(InvoiceSectionName, DepartmentName),\r\n      x_IngestionTime      = ingestion_time(),\r\n      x_MonetaryCommitment = MonetaryCommitment,\r\n      x_Overage            = Overage,\r\n      x_PurchasingBillingAccountId = PurchasingEnrollment,\r\n      x_SkuOrderId         = ReservationOrderId,\r\n      x_SkuOrderName       = ReservationOrderName,\r\n      x_SkuSize            = ArmSkuName,\r\n      x_SkuTerm            = isoMonths(Term),\r\n      x_SourceName,\r\n      x_SourceProvider,\r\n      x_SourceType,\r\n      x_SourceVersion,\r\n      x_SubscriptionId  = PurchasingSubscriptionGuid,\r\n      x_TransactionType = EventType\r\n}\r\n\r\n// Transactions_final_v1_0 table\r\n.create-merge table Transactions_final_v1_0 (\r\n    BilledCost:                   decimal,   // MS CM EA+MCA 2023-05-01\r\n    BillingAccountId:             string,    // MS CM EA+MCA 2023-05-01\r\n    BillingAccountName:           string,    // MS CM EA+MCA 2023-05-01\r\n    BillingCurrency:              string,    // MS CM EA+MCA 2023-05-01\r\n    BillingPeriodEnd:             datetime,  // MS CM EA+MCA 2023-05-01\r\n    BillingPeriodStart:           datetime,  // MS CM EA+MCA 2023-05-01\r\n    ChargeCategory:               string,    // Hubs add-on\r\n    ChargeClass:                  string,    // Hubs add-on\r\n    ChargeDescription:            string,    // MS CM EA+MCA 2023-05-01\r\n    ChargeFrequency:              string,    // MS CM EA+MCA 2023-05-01\r\n    ChargePeriodStart:            datetime,  // MS CM EA+MCA 2023-05-01\r\n    PricingQuantity:              decimal,   // MS CM EA+MCA 2023-05-01\r\n    PricingUnit:                  string,    // Hubs add-on\r\n    ProviderName:                 string,    // Hubs add-on\r\n    RegionId:                     string,    // MS CM EA+MCA 2023-05-01\r\n    RegionName:                   string,    // MS CM EA+MCA 2023-05-01\r\n    SubAccountId:                 string,    // MS CM EA+MCA 2023-05-01\r\n    SubAccountName:               string,    // MS CM EA+MCA 2023-05-01\r\n    x_AccountName:                string,    // MS CM EA 2023-05-01\r\n    x_AccountOwnerId:             string,    // MS CM EA 2023-05-01\r\n    x_CostCenter:                 string,    // MS CM EA 2023-05-01\r\n    x_InvoiceId:                  string,    // MS CM MCA 2023-05-01\r\n    x_InvoiceNumber:              string,    // MS CM MCA 2023-05-01\r\n    x_InvoiceSectionId:           string,    // MS CM MCA 2023-05-01\r\n    x_InvoiceSectionName:         string,    // MS CM MCA 2023-05-01\r\n    x_IngestionTime:              datetime,  // Hubs add-on\r\n    x_MonetaryCommitment:         decimal,   // MS CM EA 2023-05-01\r\n    x_Overage:                    decimal,   // MS CM EA 2023-05-01\r\n    x_PurchasingBillingAccountId: string,    // MS CM EA 2023-05-01\r\n    x_SkuOrderId:                 string,    // MS CM EA+MCA 2023-05-01\r\n    x_SkuOrderName:               string,    // MS CM EA+MCA 2023-05-01\r\n    x_SkuSize:                    string,    // MS CM EA+MCA 2023-05-01\r\n    x_SkuTerm:                    int,       // MS CM EA+MCA 2023-05-01\r\n    x_SourceName:                 string,    // Hubs add-on\r\n    x_SourceProvider:             string,    // Hubs add-on\r\n    x_SourceType:                 string,    // Hubs add-on\r\n    x_SourceVersion:              string,    // Hubs add-on\r\n    x_SubscriptionId:             string,    // MS CM EA+MCA 2023-05-01\r\n    x_TransactionType:            string     // MS CM EA+MCA 2023-05-01\r\n)\r\n\r\n// Update policy for Transactions_raw -> Transactions_final_v1_0 table\r\n.alter table Transactions_final_v1_0 policy update\r\n```\r\n[{\r\n    \"IsEnabled\": false,\r\n    \"Source\": \"Transactions_raw\",\r\n    \"Query\": \"Transactions_transform_v1_0()\",\r\n    \"IsTransactional\": true,\r\n    \"PropagateIngestionProperties\": true\r\n}]\r\n```\r\n",
                     "HUB_DATA_EXPLORER": "hubDataExplorer",
                     "HUB_DB": "Hub",
                     "INGESTION_DB": "Ingestion",
-                    "ftkGitTag": "v14",
+                    "ftkGitTag": "v15",
                     "ftkReleaseUri": "[if(not(equals(indexOf(variables('finOpsToolkitVersion'), '-dev'), -1)), 'https://raw.githubusercontent.com/microsoft/finops-toolkit/refs/heads/dev/src/open-data', format('https://raw.githubusercontent.com/microsoft/finops-toolkit/refs/tags/{0}/src/open-data', variables('ftkGitTag')))]",
                     "useFabric": "[not(empty(parameters('fabricQueryUri')))]",
                     "useAzure": "[and(not(variables('useFabric')), not(empty(parameters('clusterName'))))]",
@@ -18416,7 +18819,7 @@
                     },
                     "dataExplorerIngestionCapacity": "[if(variables('useFabric'), parameters('fabricCapacityUnits'), if(not(variables('useAzure')), 1, coalesce(tryGet(variables('ingestionCapacity'), parameters('clusterSku')), 1)))]",
                     "dataExplorerUri": "[if(variables('useFabric'), parameters('fabricQueryUri'), format('https://{0}.{1}.{2}', replace(parameters('clusterName'), '_', '-'), parameters('app').hub.location, variables('dataExplorerDnsSuffix')))]",
-                    "finOpsToolkitVersion": "14.0"
+                    "finOpsToolkitVersion": "15.0"
                   },
                   "resources": {
                     "cluster::adfClusterAdmin": {
@@ -18472,7 +18875,8 @@
                       },
                       "dependsOn": [
                         "appRegistration",
-                        "cluster"
+                        "cluster",
+                        "dataExplorerEndpoint"
                       ]
                     },
                     "dataFactory": {
@@ -18611,7 +19015,8 @@
                         ]
                       },
                       "dependsOn": [
-                        "cluster"
+                        "cluster",
+                        "hub_LatestScripts"
                       ]
                     },
                     "dataExplorerPrivateDnsZoneGroup": {
@@ -19750,6 +20155,7 @@
                                 }
                               },
                               "fieldList": [
+                                "exists",
                                 "childItems"
                               ],
                               "storeSettings": {
@@ -19776,7 +20182,7 @@
                             "userProperties": [],
                             "typeProperties": {
                               "items": {
-                                "value": "@if(contains(activity('Get Existing Parquet Files').output, 'childItems'), activity('Get Existing Parquet Files').output.childItems, json('[]'))",
+                                "value": "@if(and(activity('Get Existing Parquet Files').output.exists, contains(activity('Get Existing Parquet Files').output, 'childItems')), activity('Get Existing Parquet Files').output.childItems, json('[]'))",
                                 "type": "Expression"
                               },
                               "condition": {
@@ -19973,7 +20379,7 @@
                             "_generator": {
                               "name": "bicep",
                               "version": "0.40.2.10011",
-                              "templateHash": "1913111313164077146"
+                              "templateHash": "6663838570021556637"
                             }
                           },
                           "definitions": {
@@ -20013,6 +20419,9 @@
                                     "networkAddressPrefix": {
                                       "type": "string"
                                     },
+                                    "natGateway": {
+                                      "type": "bool"
+                                    },
                                     "privateRouting": {
                                       "type": "bool"
                                     },
@@ -20051,6 +20460,7 @@
                                   "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
                                   "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
                                   "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                  "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
                                   "privateRouting": "Indicates whether private network routing is enabled.",
                                   "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
                                   "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
@@ -20088,6 +20498,9 @@
                                     "dfs": {
                                       "$ref": "#/definitions/_1.IdNameObject"
                                     },
+                                    "file": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
                                     "queue": {
                                       "$ref": "#/definitions/_1.IdNameObject"
                                     },
@@ -20124,6 +20537,7 @@
                                 "dnsZones": {
                                   "blob": "Resource ID and name for the blob storage DNS zone.",
                                   "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                  "file": "Resource ID and name for the file storage DNS zone.",
                                   "queue": "Resource ID and name for the queue storage DNS zone.",
                                   "table": "Resource ID and name for the table storage DNS zone."
                                 },
@@ -20280,7 +20694,7 @@
                               },
                               "defaultValue": [],
                               "metadata": {
-                                "description": "Optional. Indicate which RBAC roles the Data Factory identity needs on the storage account, if created. This is in addition to Storage Blob Data Contributor for reading and managing content. Default: [] (none)."
+                                "description": "Optional. Indicate which RBAC roles the Data Factory identity needs on the publisher storage account. This is in addition to Storage Blob Data Contributor for reading and managing content, which is granted to apps that use the \"Storage\" feature. Roles are assigned whether or not the app uses the \"Storage\" feature since the storage account is shared across all apps from the same publisher. Default: [] (none)."
                               }
                             },
                             "telemetryString": {
@@ -20292,7 +20706,7 @@
                             }
                           },
                           "variables": {
-                            "$fxv#0": "# Copyright (c) Microsoft Corporation.\n# Licensed under the MIT License.\n\n<#\n.SYNOPSIS\nManages Azure Data Factory triggers and pipelines during FinOps hub deployment.\n\n.DESCRIPTION\nThis script is called by Bicep deployment scripts to start/stop Data Factory triggers\nand optionally run pipelines. It handles two types of triggers:\n\n1. Schedule triggers - Can be started/stopped directly\n2. BlobEventsTriggers - Require Event Grid subscription management before start/stop\n\nBlobEventsTriggers use Event Grid to listen for storage blob events. Before stopping,\nthe Event Grid subscription must be removed (unsubscribed). Before starting, the\nsubscription must be added and fully provisioned. This script handles this automatically\nby detecting BlobEventsTriggers via the BlobPathBeginsWith property.\n\nThe script uses retry logic with linear backoff to handle transient API failures and\nwait for Event Grid subscription provisioning/deprovisioning to complete.\n\n.PARAMETER DataFactoryResourceGroup\nThe resource group containing the Data Factory.\n\n.PARAMETER DataFactoryName\nThe name of the Data Factory instance.\n\n.PARAMETER Pipelines\nPipe-delimited list of pipeline names to run (e.g., \"pipeline1|pipeline2\").\n\n.PARAMETER StartTriggers\nSwitch to start all stopped triggers (with Event Grid subscription for blob triggers).\n\n.PARAMETER StopTriggers\nSwitch to stop all running triggers (with Event Grid unsubscription for blob triggers).\n\n.EXAMPLE\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StopTriggers\n\n.EXAMPLE\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StartTriggers\n#>\n\nparam(\n    [string] $DataFactoryResourceGroup,\n    [string] $DataFactoryName,\n    [string] $Pipelines = \"\",\n    [switch] $StartTriggers,\n    [switch] $StopTriggers\n)\n\n$MAX_RETRIES = 20\n$DeploymentScriptOutputs = @{}\n\nfunction Write-Log($Message)\n{\n    Write-Output \"$(Get-Date -Format 'HH:mm:ss') $Message\"\n}\n\nfunction Invoke-WithRetry([scriptblock]$Action, [string]$Name, [int]$Delay = 5)\n{\n    for ($i = 1; $i -le $MAX_RETRIES; $i++)\n    {\n        try { return & $Action }\n        catch\n        {\n            Write-Log \"$Name failed (attempt $i/${MAX_RETRIES}): $($_.Exception.Message)\"\n            if ($i -eq $MAX_RETRIES) { throw }\n            Start-Sleep -Seconds ($Delay * $i)\n        }\n    }\n}\n\nfunction Set-BlobTriggerSubscription([string]$TriggerName, [switch]$Subscribe)\n{\n    $targetStatus = if ($Subscribe) { 'Enabled' } else { 'Disabled' }\n    $action = if ($Subscribe) { 'Subscribing' } else { 'Unsubscribing' }\n\n    Write-Log \"$action $TriggerName to events...\"\n\n    # Check current status before attempting subscribe/unsubscribe\n    $currentStatus = (Get-AzDataFactoryV2TriggerSubscriptionStatus `\n            -ResourceGroupName $DataFactoryResourceGroup `\n            -DataFactoryName $DataFactoryName `\n            -Name $TriggerName).Status\n\n    if ($currentStatus -eq $targetStatus)\n    {\n        Write-Log \"$TriggerName subscription is already $targetStatus, skipping.\"\n        return\n    }\n\n    if ($currentStatus -eq 'Provisioning' -or $currentStatus -eq 'Deprovisioning')\n    {\n        Write-Log \"$TriggerName subscription is $currentStatus, waiting for completion...\"\n    }\n    else\n    {\n        # Only call subscribe/unsubscribe when not already in a transitional state\n        if ($Subscribe)\n        {\n            Add-AzDataFactoryV2TriggerSubscription `\n                -ResourceGroupName $DataFactoryResourceGroup `\n                -DataFactoryName $DataFactoryName `\n                -Name $TriggerName | Out-Null\n        }\n        else\n        {\n            Remove-AzDataFactoryV2TriggerSubscription `\n                -ResourceGroupName $DataFactoryResourceGroup `\n                -DataFactoryName $DataFactoryName `\n                -Name $TriggerName | Out-Null\n        }\n    }\n\n    # Poll until provisioning completes\n    Invoke-WithRetry -Name \"$action status $TriggerName\" -Delay 5 -Action {\n        $status = Get-AzDataFactoryV2TriggerSubscriptionStatus `\n            -ResourceGroupName $DataFactoryResourceGroup `\n            -DataFactoryName $DataFactoryName `\n            -Name $TriggerName\n        if ($status.Status -ne $targetStatus)\n        {\n            throw \"Subscription status is $($status.Status), expected $targetStatus\"\n        }\n    }\n}\n\nif ($StartTriggers -or $StopTriggers)\n{\n    $triggers = Invoke-WithRetry -Name \"Get triggers\" -Action {\n        Get-AzDataFactoryV2Trigger `\n            -ResourceGroupName $DataFactoryResourceGroup `\n            -DataFactoryName $DataFactoryName `\n        | Where-Object {\n            ($StartTriggers -and $_.Properties.RuntimeState -ne \"Started\") `\n                -or ($StopTriggers -and $_.Properties.RuntimeState -ne \"Stopped\")\n        }\n    }\n\n    Write-Log \"Found $($triggers.Count) trigger(s) to $(if ($StartTriggers) { 'start' } else { 'stop' })\"\n\n    $triggers | ForEach-Object {\n        $triggerName = $_.Name\n        $isBlobTrigger = $null -ne $_.Properties.BlobPathBeginsWith\n\n        if ($StopTriggers)\n        {\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName }\n            Write-Log \"Stopping trigger $triggerName...\"\n            Invoke-WithRetry -Name \"Stop $triggerName\" -Action {\n                Stop-AzDataFactoryV2Trigger `\n                    -ResourceGroupName $DataFactoryResourceGroup `\n                    -DataFactoryName $DataFactoryName `\n                    -Name $triggerName -Force\n            }\n        }\n        else\n        {\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName -Subscribe }\n            Write-Log \"Starting trigger $triggerName...\"\n            Invoke-WithRetry -Name \"Start $triggerName\" -Action {\n                Start-AzDataFactoryV2Trigger `\n                    -ResourceGroupName $DataFactoryResourceGroup `\n                    -DataFactoryName $DataFactoryName `\n                    -Name $triggerName -Force\n            }\n        }\n\n        Invoke-WithRetry -Name \"Wait for $triggerName\" -Action {\n            $state = (Get-AzDataFactoryV2Trigger `\n                    -ResourceGroupName $DataFactoryResourceGroup `\n                    -DataFactoryName $DataFactoryName `\n                    -Name $triggerName).Properties.RuntimeState\n            $expected = if ($StartTriggers) { 'Started' } else { 'Stopped' }\n            if ($state -ne $expected) { throw \"Trigger is $state, expected $expected\" }\n        }\n\n        Write-Log \"...done\"\n        $DeploymentScriptOutputs[$triggerName] = $true\n    }\n}\n\nif (-not [string]::IsNullOrWhiteSpace($Pipelines))\n{\n    $Pipelines.Split('|') | ForEach-Object {\n        Write-Log \"Running pipeline $_...\"\n        Invoke-AzDataFactoryV2Pipeline `\n            -ResourceGroupName $DataFactoryResourceGroup `\n            -DataFactoryName $DataFactoryName `\n            -PipelineName $_\n    }\n}\n",
+                            "$fxv#0": "# Copyright (c) Microsoft Corporation.\r\n# Licensed under the MIT License.\r\n\r\n<#\r\n.SYNOPSIS\r\nManages Azure Data Factory triggers and pipelines during FinOps hub deployment.\r\n\r\n.DESCRIPTION\r\nThis script is called by Bicep deployment scripts to start/stop Data Factory triggers\r\nand optionally run pipelines. It handles two types of triggers:\r\n\r\n1. Schedule triggers - Can be started/stopped directly\r\n2. BlobEventsTriggers - Require Event Grid subscription management before start/stop\r\n\r\nBlobEventsTriggers use Event Grid to listen for storage blob events. Before stopping,\r\nthe Event Grid subscription must be removed (unsubscribed). Before starting, the\r\nsubscription must be added and fully provisioned. This script handles this automatically\r\nby detecting BlobEventsTriggers via the BlobPathBeginsWith property.\r\n\r\nThe script uses retry logic with linear backoff to handle transient API failures and\r\nwait for Event Grid subscription provisioning/deprovisioning to complete.\r\n\r\n.PARAMETER DataFactoryResourceGroup\r\nThe resource group containing the Data Factory.\r\n\r\n.PARAMETER DataFactoryName\r\nThe name of the Data Factory instance.\r\n\r\n.PARAMETER Pipelines\r\nPipe-delimited list of pipeline names to run (e.g., \"pipeline1|pipeline2\").\r\n\r\n.PARAMETER StartTriggers\r\nSwitch to start all stopped triggers (with Event Grid subscription for blob triggers).\r\n\r\n.PARAMETER StopTriggers\r\nSwitch to stop all running triggers (with Event Grid unsubscription for blob triggers).\r\n\r\n.EXAMPLE\r\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StopTriggers\r\n\r\n.EXAMPLE\r\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StartTriggers\r\n#>\r\n\r\nparam(\r\n    [string] $DataFactoryResourceGroup,\r\n    [string] $DataFactoryName,\r\n    [string] $Pipelines = \"\",\r\n    [switch] $StartTriggers,\r\n    [switch] $StopTriggers\r\n)\r\n\r\n$MAX_RETRIES = 20\r\n$DeploymentScriptOutputs = @{}\r\n\r\nfunction Write-Log($Message)\r\n{\r\n    Write-Output \"$(Get-Date -Format 'HH:mm:ss') $Message\"\r\n}\r\n\r\nfunction Invoke-WithRetry([scriptblock]$Action, [string]$Name, [int]$Delay = 5)\r\n{\r\n    for ($i = 1; $i -le $MAX_RETRIES; $i++)\r\n    {\r\n        try { return & $Action }\r\n        catch\r\n        {\r\n            Write-Log \"$Name failed (attempt $i/${MAX_RETRIES}): $($_.Exception.Message)\"\r\n            if ($i -eq $MAX_RETRIES) { throw }\r\n            Start-Sleep -Seconds ($Delay * $i)\r\n        }\r\n    }\r\n}\r\n\r\nfunction Set-BlobTriggerSubscription([string]$TriggerName, [switch]$Subscribe)\r\n{\r\n    $targetStatus = if ($Subscribe) { 'Enabled' } else { 'Disabled' }\r\n    $action = if ($Subscribe) { 'Subscribing' } else { 'Unsubscribing' }\r\n\r\n    Write-Log \"$action $TriggerName to events...\"\r\n\r\n    # Check current status before attempting subscribe/unsubscribe\r\n    $currentStatus = (Get-AzDataFactoryV2TriggerSubscriptionStatus `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -Name $TriggerName).Status\r\n\r\n    if ($currentStatus -eq $targetStatus)\r\n    {\r\n        Write-Log \"$TriggerName subscription is already $targetStatus, skipping.\"\r\n        return\r\n    }\r\n\r\n    if ($currentStatus -eq 'Provisioning' -or $currentStatus -eq 'Deprovisioning')\r\n    {\r\n        Write-Log \"$TriggerName subscription is $currentStatus, waiting for completion...\"\r\n    }\r\n    else\r\n    {\r\n        # Only call subscribe/unsubscribe when not already in a transitional state\r\n        if ($Subscribe)\r\n        {\r\n            Add-AzDataFactoryV2TriggerSubscription `\r\n                -ResourceGroupName $DataFactoryResourceGroup `\r\n                -DataFactoryName $DataFactoryName `\r\n                -Name $TriggerName | Out-Null\r\n        }\r\n        else\r\n        {\r\n            Remove-AzDataFactoryV2TriggerSubscription `\r\n                -ResourceGroupName $DataFactoryResourceGroup `\r\n                -DataFactoryName $DataFactoryName `\r\n                -Name $TriggerName | Out-Null\r\n        }\r\n    }\r\n\r\n    # Poll until provisioning completes\r\n    Invoke-WithRetry -Name \"$action status $TriggerName\" -Delay 5 -Action {\r\n        $status = Get-AzDataFactoryV2TriggerSubscriptionStatus `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -Name $TriggerName\r\n        if ($status.Status -ne $targetStatus)\r\n        {\r\n            throw \"Subscription status is $($status.Status), expected $targetStatus\"\r\n        }\r\n    }\r\n}\r\n\r\nif ($StartTriggers -or $StopTriggers)\r\n{\r\n    $triggers = Invoke-WithRetry -Name \"Get triggers\" -Action {\r\n        Get-AzDataFactoryV2Trigger `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n        | Where-Object {\r\n            ($StartTriggers -and $_.Properties.RuntimeState -ne \"Started\") `\r\n                -or ($StopTriggers -and $_.Properties.RuntimeState -ne \"Stopped\")\r\n        }\r\n    }\r\n\r\n    Write-Log \"Found $($triggers.Count) trigger(s) to $(if ($StartTriggers) { 'start' } else { 'stop' })\"\r\n\r\n    $triggers | ForEach-Object {\r\n        $triggerName = $_.Name\r\n        $isBlobTrigger = $null -ne $_.Properties.BlobPathBeginsWith\r\n\r\n        if ($StopTriggers)\r\n        {\r\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName }\r\n            Write-Log \"Stopping trigger $triggerName...\"\r\n            Invoke-WithRetry -Name \"Stop $triggerName\" -Action {\r\n                Stop-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName -Force\r\n            }\r\n        }\r\n        else\r\n        {\r\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName -Subscribe }\r\n            Write-Log \"Starting trigger $triggerName...\"\r\n            Invoke-WithRetry -Name \"Start $triggerName\" -Action {\r\n                Start-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName -Force\r\n            }\r\n        }\r\n\r\n        Invoke-WithRetry -Name \"Wait for $triggerName\" -Action {\r\n            $state = (Get-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName).Properties.RuntimeState\r\n            $expected = if ($StartTriggers) { 'Started' } else { 'Stopped' }\r\n            if ($state -ne $expected) { throw \"Trigger is $state, expected $expected\" }\r\n        }\r\n\r\n        Write-Log \"...done\"\r\n        $DeploymentScriptOutputs[$triggerName] = $true\r\n    }\r\n}\r\n\r\nif (-not [string]::IsNullOrWhiteSpace($Pipelines))\r\n{\r\n    $Pipelines.Split('|') | ForEach-Object {\r\n        Write-Log \"Running pipeline $_...\"\r\n        Invoke-AzDataFactoryV2Pipeline `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -PipelineName $_\r\n    }\r\n}\r\n",
                             "usesDataFactory": "[contains(parameters('features'), 'DataFactory')]",
                             "usesKeyVault": "[contains(parameters('features'), 'KeyVault')]",
                             "usesStorage": "[contains(parameters('features'), 'Storage')]",
@@ -20314,7 +20728,7 @@
                             "factoryManagementRoles": [
                               "673868aa-7521-48a0-acc6-0f60742d39f5"
                             ],
-                            "factoryStorageRoles": "[union(parameters('storageRoles'), createArray('17d1049b-9a84-46fb-8f53-869881c3d3ab', 'ba92f5b4-2d11-453d-a403-e96b0029c9fe', 'acdd72a7-3385-48ef-bd42-f606fba81ae7'))]",
+                            "factoryStorageRoles": "[union(parameters('storageRoles'), if(not(variables('usesStorage')), createArray(), createArray('17d1049b-9a84-46fb-8f53-869881c3d3ab', 'ba92f5b4-2d11-453d-a403-e96b0029c9fe', 'acdd72a7-3385-48ef-bd42-f606fba81ae7')))]",
                             "storageInfrastructureEncryptionProperties": "[if(not(parameters('app').hub.options.storageInfrastructureEncryption), createObject(), createObject('encryption', createObject('keySource', 'Microsoft.Storage', 'requireInfrastructureEncryption', parameters('app').hub.options.storageInfrastructureEncryption)))]"
                           },
                           "resources": {
@@ -20555,7 +20969,7 @@
                                 "name": "storageRoleAssignments",
                                 "count": "[length(variables('factoryStorageRoles'))]"
                               },
-                              "condition": "[and(variables('usesDataFactory'), variables('usesStorage'))]",
+                              "condition": "[variables('usesDataFactory')]",
                               "type": "Microsoft.Authorization/roleAssignments",
                               "apiVersion": "2022-04-01",
                               "scope": "[resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage)]",
@@ -21152,7 +21566,7 @@
                                     "_generator": {
                                       "name": "bicep",
                                       "version": "0.40.2.10011",
-                                      "templateHash": "1681840610494675289"
+                                      "templateHash": "15790442586575518487"
                                     }
                                   },
                                   "definitions": {
@@ -21203,6 +21617,9 @@
                                             "networkAddressPrefix": {
                                               "type": "string"
                                             },
+                                            "natGateway": {
+                                              "type": "bool"
+                                            },
                                             "privateRouting": {
                                               "type": "bool"
                                             },
@@ -21241,6 +21658,7 @@
                                           "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
                                           "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
                                           "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
                                           "privateRouting": "Indicates whether private network routing is enabled.",
                                           "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
                                           "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
@@ -21278,6 +21696,9 @@
                                             "dfs": {
                                               "$ref": "#/definitions/_1.IdNameObject"
                                             },
+                                            "file": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
                                             "queue": {
                                               "$ref": "#/definitions/_1.IdNameObject"
                                             },
@@ -21314,6 +21735,7 @@
                                         "dnsZones": {
                                           "blob": "Resource ID and name for the blob storage DNS zone.",
                                           "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                          "file": "Resource ID and name for the file storage DNS zone.",
                                           "queue": "Resource ID and name for the queue storage DNS zone.",
                                           "table": "Resource ID and name for the table storage DNS zone."
                                         },
@@ -21439,6 +21861,13 @@
                                       "metadata": {
                                         "description": "Optional. Environment variables to use for the deployment script."
                                       }
+                                    },
+                                    "forceUpdateTag": {
+                                      "type": "string",
+                                      "defaultValue": "",
+                                      "metadata": {
+                                        "description": "Optional. Forces the script to run again when the value changes. Default = empty (only reruns when properties change)."
+                                      }
                                     }
                                   },
                                   "variables": {
@@ -21493,12 +21922,21 @@
                                           "[format('{0}', resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]": {}
                                         }
                                       },
-                                      "properties": "[shallowMerge(createArray(variables('privateEndpointDeploymentProperties'), createObject('azPowerShellVersion', '11.0', 'retentionInterval', 'PT1H', 'cleanupPreference', 'OnSuccess', 'scriptContent', parameters('scriptContent'), 'arguments', parameters('arguments'), 'environmentVariables', parameters('environmentVariables'))))]",
+                                      "properties": "[shallowMerge(createArray(variables('privateEndpointDeploymentProperties'), createObject('azPowerShellVersion', '11.0', 'retentionInterval', 'PT1H', 'cleanupPreference', 'OnSuccess', 'scriptContent', parameters('scriptContent'), 'arguments', parameters('arguments'), 'environmentVariables', parameters('environmentVariables'), 'forceUpdateTag', if(empty(parameters('forceUpdateTag')), null(), parameters('forceUpdateTag')))))]",
                                       "dependsOn": [
                                         "identity",
                                         "identityRoleAssignments"
                                       ]
                                     }
+                                  },
+                                  "outputs": {
+                                    "scriptOutputs": {
+                                      "type": "object",
+                                      "metadata": {
+                                        "description": "Values the script set in $DeploymentScriptOutputs. Empty if the script did not set any."
+                                      },
+                                      "value": "[coalesce(tryGet(reference('script'), 'outputs'), createObject())]"
+                                    }
                                   }
                                 }
                               },
@@ -22612,7 +23050,7 @@
                             "_generator": {
                               "name": "bicep",
                               "version": "0.40.2.10011",
-                              "templateHash": "667486163304855051"
+                              "templateHash": "8499017791957462039"
                             }
                           },
                           "definitions": {
@@ -22652,6 +23090,9 @@
                                     "networkAddressPrefix": {
                                       "type": "string"
                                     },
+                                    "natGateway": {
+                                      "type": "bool"
+                                    },
                                     "privateRouting": {
                                       "type": "bool"
                                     },
@@ -22690,6 +23131,7 @@
                                   "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
                                   "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
                                   "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                  "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
                                   "privateRouting": "Indicates whether private network routing is enabled.",
                                   "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
                                   "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
@@ -22727,6 +23169,9 @@
                                     "dfs": {
                                       "$ref": "#/definitions/_1.IdNameObject"
                                     },
+                                    "file": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
                                     "queue": {
                                       "$ref": "#/definitions/_1.IdNameObject"
                                     },
@@ -22763,6 +23208,7 @@
                                 "dnsZones": {
                                   "blob": "Resource ID and name for the blob storage DNS zone.",
                                   "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                  "file": "Resource ID and name for the file storage DNS zone.",
                                   "queue": "Resource ID and name for the queue storage DNS zone.",
                                   "table": "Resource ID and name for the table storage DNS zone."
                                 },
@@ -22887,7 +23333,7 @@
                             }
                           },
                           "variables": {
-                            "$fxv#0": "# Copyright (c) Microsoft Corporation.\n# Licensed under the MIT License.\n\n<#\n.SYNOPSIS\nManages Azure Data Factory triggers and pipelines during FinOps hub deployment.\n\n.DESCRIPTION\nThis script is called by Bicep deployment scripts to start/stop Data Factory triggers\nand optionally run pipelines. It handles two types of triggers:\n\n1. Schedule triggers - Can be started/stopped directly\n2. BlobEventsTriggers - Require Event Grid subscription management before start/stop\n\nBlobEventsTriggers use Event Grid to listen for storage blob events. Before stopping,\nthe Event Grid subscription must be removed (unsubscribed). Before starting, the\nsubscription must be added and fully provisioned. This script handles this automatically\nby detecting BlobEventsTriggers via the BlobPathBeginsWith property.\n\nThe script uses retry logic with linear backoff to handle transient API failures and\nwait for Event Grid subscription provisioning/deprovisioning to complete.\n\n.PARAMETER DataFactoryResourceGroup\nThe resource group containing the Data Factory.\n\n.PARAMETER DataFactoryName\nThe name of the Data Factory instance.\n\n.PARAMETER Pipelines\nPipe-delimited list of pipeline names to run (e.g., \"pipeline1|pipeline2\").\n\n.PARAMETER StartTriggers\nSwitch to start all stopped triggers (with Event Grid subscription for blob triggers).\n\n.PARAMETER StopTriggers\nSwitch to stop all running triggers (with Event Grid unsubscription for blob triggers).\n\n.EXAMPLE\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StopTriggers\n\n.EXAMPLE\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StartTriggers\n#>\n\nparam(\n    [string] $DataFactoryResourceGroup,\n    [string] $DataFactoryName,\n    [string] $Pipelines = \"\",\n    [switch] $StartTriggers,\n    [switch] $StopTriggers\n)\n\n$MAX_RETRIES = 20\n$DeploymentScriptOutputs = @{}\n\nfunction Write-Log($Message)\n{\n    Write-Output \"$(Get-Date -Format 'HH:mm:ss') $Message\"\n}\n\nfunction Invoke-WithRetry([scriptblock]$Action, [string]$Name, [int]$Delay = 5)\n{\n    for ($i = 1; $i -le $MAX_RETRIES; $i++)\n    {\n        try { return & $Action }\n        catch\n        {\n            Write-Log \"$Name failed (attempt $i/${MAX_RETRIES}): $($_.Exception.Message)\"\n            if ($i -eq $MAX_RETRIES) { throw }\n            Start-Sleep -Seconds ($Delay * $i)\n        }\n    }\n}\n\nfunction Set-BlobTriggerSubscription([string]$TriggerName, [switch]$Subscribe)\n{\n    $targetStatus = if ($Subscribe) { 'Enabled' } else { 'Disabled' }\n    $action = if ($Subscribe) { 'Subscribing' } else { 'Unsubscribing' }\n\n    Write-Log \"$action $TriggerName to events...\"\n\n    # Check current status before attempting subscribe/unsubscribe\n    $currentStatus = (Get-AzDataFactoryV2TriggerSubscriptionStatus `\n            -ResourceGroupName $DataFactoryResourceGroup `\n            -DataFactoryName $DataFactoryName `\n            -Name $TriggerName).Status\n\n    if ($currentStatus -eq $targetStatus)\n    {\n        Write-Log \"$TriggerName subscription is already $targetStatus, skipping.\"\n        return\n    }\n\n    if ($currentStatus -eq 'Provisioning' -or $currentStatus -eq 'Deprovisioning')\n    {\n        Write-Log \"$TriggerName subscription is $currentStatus, waiting for completion...\"\n    }\n    else\n    {\n        # Only call subscribe/unsubscribe when not already in a transitional state\n        if ($Subscribe)\n        {\n            Add-AzDataFactoryV2TriggerSubscription `\n                -ResourceGroupName $DataFactoryResourceGroup `\n                -DataFactoryName $DataFactoryName `\n                -Name $TriggerName | Out-Null\n        }\n        else\n        {\n            Remove-AzDataFactoryV2TriggerSubscription `\n                -ResourceGroupName $DataFactoryResourceGroup `\n                -DataFactoryName $DataFactoryName `\n                -Name $TriggerName | Out-Null\n        }\n    }\n\n    # Poll until provisioning completes\n    Invoke-WithRetry -Name \"$action status $TriggerName\" -Delay 5 -Action {\n        $status = Get-AzDataFactoryV2TriggerSubscriptionStatus `\n            -ResourceGroupName $DataFactoryResourceGroup `\n            -DataFactoryName $DataFactoryName `\n            -Name $TriggerName\n        if ($status.Status -ne $targetStatus)\n        {\n            throw \"Subscription status is $($status.Status), expected $targetStatus\"\n        }\n    }\n}\n\nif ($StartTriggers -or $StopTriggers)\n{\n    $triggers = Invoke-WithRetry -Name \"Get triggers\" -Action {\n        Get-AzDataFactoryV2Trigger `\n            -ResourceGroupName $DataFactoryResourceGroup `\n            -DataFactoryName $DataFactoryName `\n        | Where-Object {\n            ($StartTriggers -and $_.Properties.RuntimeState -ne \"Started\") `\n                -or ($StopTriggers -and $_.Properties.RuntimeState -ne \"Stopped\")\n        }\n    }\n\n    Write-Log \"Found $($triggers.Count) trigger(s) to $(if ($StartTriggers) { 'start' } else { 'stop' })\"\n\n    $triggers | ForEach-Object {\n        $triggerName = $_.Name\n        $isBlobTrigger = $null -ne $_.Properties.BlobPathBeginsWith\n\n        if ($StopTriggers)\n        {\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName }\n            Write-Log \"Stopping trigger $triggerName...\"\n            Invoke-WithRetry -Name \"Stop $triggerName\" -Action {\n                Stop-AzDataFactoryV2Trigger `\n                    -ResourceGroupName $DataFactoryResourceGroup `\n                    -DataFactoryName $DataFactoryName `\n                    -Name $triggerName -Force\n            }\n        }\n        else\n        {\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName -Subscribe }\n            Write-Log \"Starting trigger $triggerName...\"\n            Invoke-WithRetry -Name \"Start $triggerName\" -Action {\n                Start-AzDataFactoryV2Trigger `\n                    -ResourceGroupName $DataFactoryResourceGroup `\n                    -DataFactoryName $DataFactoryName `\n                    -Name $triggerName -Force\n            }\n        }\n\n        Invoke-WithRetry -Name \"Wait for $triggerName\" -Action {\n            $state = (Get-AzDataFactoryV2Trigger `\n                    -ResourceGroupName $DataFactoryResourceGroup `\n                    -DataFactoryName $DataFactoryName `\n                    -Name $triggerName).Properties.RuntimeState\n            $expected = if ($StartTriggers) { 'Started' } else { 'Stopped' }\n            if ($state -ne $expected) { throw \"Trigger is $state, expected $expected\" }\n        }\n\n        Write-Log \"...done\"\n        $DeploymentScriptOutputs[$triggerName] = $true\n    }\n}\n\nif (-not [string]::IsNullOrWhiteSpace($Pipelines))\n{\n    $Pipelines.Split('|') | ForEach-Object {\n        Write-Log \"Running pipeline $_...\"\n        Invoke-AzDataFactoryV2Pipeline `\n            -ResourceGroupName $DataFactoryResourceGroup `\n            -DataFactoryName $DataFactoryName `\n            -PipelineName $_\n    }\n}\n",
+                            "$fxv#0": "# Copyright (c) Microsoft Corporation.\r\n# Licensed under the MIT License.\r\n\r\n<#\r\n.SYNOPSIS\r\nManages Azure Data Factory triggers and pipelines during FinOps hub deployment.\r\n\r\n.DESCRIPTION\r\nThis script is called by Bicep deployment scripts to start/stop Data Factory triggers\r\nand optionally run pipelines. It handles two types of triggers:\r\n\r\n1. Schedule triggers - Can be started/stopped directly\r\n2. BlobEventsTriggers - Require Event Grid subscription management before start/stop\r\n\r\nBlobEventsTriggers use Event Grid to listen for storage blob events. Before stopping,\r\nthe Event Grid subscription must be removed (unsubscribed). Before starting, the\r\nsubscription must be added and fully provisioned. This script handles this automatically\r\nby detecting BlobEventsTriggers via the BlobPathBeginsWith property.\r\n\r\nThe script uses retry logic with linear backoff to handle transient API failures and\r\nwait for Event Grid subscription provisioning/deprovisioning to complete.\r\n\r\n.PARAMETER DataFactoryResourceGroup\r\nThe resource group containing the Data Factory.\r\n\r\n.PARAMETER DataFactoryName\r\nThe name of the Data Factory instance.\r\n\r\n.PARAMETER Pipelines\r\nPipe-delimited list of pipeline names to run (e.g., \"pipeline1|pipeline2\").\r\n\r\n.PARAMETER StartTriggers\r\nSwitch to start all stopped triggers (with Event Grid subscription for blob triggers).\r\n\r\n.PARAMETER StopTriggers\r\nSwitch to stop all running triggers (with Event Grid unsubscription for blob triggers).\r\n\r\n.EXAMPLE\r\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StopTriggers\r\n\r\n.EXAMPLE\r\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StartTriggers\r\n#>\r\n\r\nparam(\r\n    [string] $DataFactoryResourceGroup,\r\n    [string] $DataFactoryName,\r\n    [string] $Pipelines = \"\",\r\n    [switch] $StartTriggers,\r\n    [switch] $StopTriggers\r\n)\r\n\r\n$MAX_RETRIES = 20\r\n$DeploymentScriptOutputs = @{}\r\n\r\nfunction Write-Log($Message)\r\n{\r\n    Write-Output \"$(Get-Date -Format 'HH:mm:ss') $Message\"\r\n}\r\n\r\nfunction Invoke-WithRetry([scriptblock]$Action, [string]$Name, [int]$Delay = 5)\r\n{\r\n    for ($i = 1; $i -le $MAX_RETRIES; $i++)\r\n    {\r\n        try { return & $Action }\r\n        catch\r\n        {\r\n            Write-Log \"$Name failed (attempt $i/${MAX_RETRIES}): $($_.Exception.Message)\"\r\n            if ($i -eq $MAX_RETRIES) { throw }\r\n            Start-Sleep -Seconds ($Delay * $i)\r\n        }\r\n    }\r\n}\r\n\r\nfunction Set-BlobTriggerSubscription([string]$TriggerName, [switch]$Subscribe)\r\n{\r\n    $targetStatus = if ($Subscribe) { 'Enabled' } else { 'Disabled' }\r\n    $action = if ($Subscribe) { 'Subscribing' } else { 'Unsubscribing' }\r\n\r\n    Write-Log \"$action $TriggerName to events...\"\r\n\r\n    # Check current status before attempting subscribe/unsubscribe\r\n    $currentStatus = (Get-AzDataFactoryV2TriggerSubscriptionStatus `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -Name $TriggerName).Status\r\n\r\n    if ($currentStatus -eq $targetStatus)\r\n    {\r\n        Write-Log \"$TriggerName subscription is already $targetStatus, skipping.\"\r\n        return\r\n    }\r\n\r\n    if ($currentStatus -eq 'Provisioning' -or $currentStatus -eq 'Deprovisioning')\r\n    {\r\n        Write-Log \"$TriggerName subscription is $currentStatus, waiting for completion...\"\r\n    }\r\n    else\r\n    {\r\n        # Only call subscribe/unsubscribe when not already in a transitional state\r\n        if ($Subscribe)\r\n        {\r\n            Add-AzDataFactoryV2TriggerSubscription `\r\n                -ResourceGroupName $DataFactoryResourceGroup `\r\n                -DataFactoryName $DataFactoryName `\r\n                -Name $TriggerName | Out-Null\r\n        }\r\n        else\r\n        {\r\n            Remove-AzDataFactoryV2TriggerSubscription `\r\n                -ResourceGroupName $DataFactoryResourceGroup `\r\n                -DataFactoryName $DataFactoryName `\r\n                -Name $TriggerName | Out-Null\r\n        }\r\n    }\r\n\r\n    # Poll until provisioning completes\r\n    Invoke-WithRetry -Name \"$action status $TriggerName\" -Delay 5 -Action {\r\n        $status = Get-AzDataFactoryV2TriggerSubscriptionStatus `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -Name $TriggerName\r\n        if ($status.Status -ne $targetStatus)\r\n        {\r\n            throw \"Subscription status is $($status.Status), expected $targetStatus\"\r\n        }\r\n    }\r\n}\r\n\r\nif ($StartTriggers -or $StopTriggers)\r\n{\r\n    $triggers = Invoke-WithRetry -Name \"Get triggers\" -Action {\r\n        Get-AzDataFactoryV2Trigger `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n        | Where-Object {\r\n            ($StartTriggers -and $_.Properties.RuntimeState -ne \"Started\") `\r\n                -or ($StopTriggers -and $_.Properties.RuntimeState -ne \"Stopped\")\r\n        }\r\n    }\r\n\r\n    Write-Log \"Found $($triggers.Count) trigger(s) to $(if ($StartTriggers) { 'start' } else { 'stop' })\"\r\n\r\n    $triggers | ForEach-Object {\r\n        $triggerName = $_.Name\r\n        $isBlobTrigger = $null -ne $_.Properties.BlobPathBeginsWith\r\n\r\n        if ($StopTriggers)\r\n        {\r\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName }\r\n            Write-Log \"Stopping trigger $triggerName...\"\r\n            Invoke-WithRetry -Name \"Stop $triggerName\" -Action {\r\n                Stop-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName -Force\r\n            }\r\n        }\r\n        else\r\n        {\r\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName -Subscribe }\r\n            Write-Log \"Starting trigger $triggerName...\"\r\n            Invoke-WithRetry -Name \"Start $triggerName\" -Action {\r\n                Start-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName -Force\r\n            }\r\n        }\r\n\r\n        Invoke-WithRetry -Name \"Wait for $triggerName\" -Action {\r\n            $state = (Get-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName).Properties.RuntimeState\r\n            $expected = if ($StartTriggers) { 'Started' } else { 'Stopped' }\r\n            if ($state -ne $expected) { throw \"Trigger is $state, expected $expected\" }\r\n        }\r\n\r\n        Write-Log \"...done\"\r\n        $DeploymentScriptOutputs[$triggerName] = $true\r\n    }\r\n}\r\n\r\nif (-not [string]::IsNullOrWhiteSpace($Pipelines))\r\n{\r\n    $Pipelines.Split('|') | ForEach-Object {\r\n        Write-Log \"Running pipeline $_...\"\r\n        Invoke-AzDataFactoryV2Pipeline `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -PipelineName $_\r\n    }\r\n}\r\n",
                             "uniqueInstances": "[union(filter(parameters('dataFactoryInstances'), lambda('adf', not(empty(lambdaVariables('adf'))))), createArray())]"
                           },
                           "resources": {
@@ -22930,7 +23376,7 @@
                                     "_generator": {
                                       "name": "bicep",
                                       "version": "0.40.2.10011",
-                                      "templateHash": "1681840610494675289"
+                                      "templateHash": "15790442586575518487"
                                     }
                                   },
                                   "definitions": {
@@ -22981,6 +23427,9 @@
                                             "networkAddressPrefix": {
                                               "type": "string"
                                             },
+                                            "natGateway": {
+                                              "type": "bool"
+                                            },
                                             "privateRouting": {
                                               "type": "bool"
                                             },
@@ -23019,6 +23468,7 @@
                                           "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
                                           "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
                                           "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
                                           "privateRouting": "Indicates whether private network routing is enabled.",
                                           "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
                                           "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
@@ -23056,6 +23506,9 @@
                                             "dfs": {
                                               "$ref": "#/definitions/_1.IdNameObject"
                                             },
+                                            "file": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
                                             "queue": {
                                               "$ref": "#/definitions/_1.IdNameObject"
                                             },
@@ -23092,6 +23545,7 @@
                                         "dnsZones": {
                                           "blob": "Resource ID and name for the blob storage DNS zone.",
                                           "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                          "file": "Resource ID and name for the file storage DNS zone.",
                                           "queue": "Resource ID and name for the queue storage DNS zone.",
                                           "table": "Resource ID and name for the table storage DNS zone."
                                         },
@@ -23217,6 +23671,13 @@
                                       "metadata": {
                                         "description": "Optional. Environment variables to use for the deployment script."
                                       }
+                                    },
+                                    "forceUpdateTag": {
+                                      "type": "string",
+                                      "defaultValue": "",
+                                      "metadata": {
+                                        "description": "Optional. Forces the script to run again when the value changes. Default = empty (only reruns when properties change)."
+                                      }
                                     }
                                   },
                                   "variables": {
@@ -23271,12 +23732,21 @@
                                           "[format('{0}', resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]": {}
                                         }
                                       },
-                                      "properties": "[shallowMerge(createArray(variables('privateEndpointDeploymentProperties'), createObject('azPowerShellVersion', '11.0', 'retentionInterval', 'PT1H', 'cleanupPreference', 'OnSuccess', 'scriptContent', parameters('scriptContent'), 'arguments', parameters('arguments'), 'environmentVariables', parameters('environmentVariables'))))]",
+                                      "properties": "[shallowMerge(createArray(variables('privateEndpointDeploymentProperties'), createObject('azPowerShellVersion', '11.0', 'retentionInterval', 'PT1H', 'cleanupPreference', 'OnSuccess', 'scriptContent', parameters('scriptContent'), 'arguments', parameters('arguments'), 'environmentVariables', parameters('environmentVariables'), 'forceUpdateTag', if(empty(parameters('forceUpdateTag')), null(), parameters('forceUpdateTag')))))]",
                                       "dependsOn": [
                                         "identity",
                                         "identityRoleAssignments"
                                       ]
                                     }
+                                  },
+                                  "outputs": {
+                                    "scriptOutputs": {
+                                      "type": "object",
+                                      "metadata": {
+                                        "description": "Values the script set in $DeploymentScriptOutputs. Empty if the script did not set any."
+                                      },
+                                      "value": "[coalesce(tryGet(reference('script'), 'outputs'), createObject())]"
+                                    }
                                   }
                                 }
                               }
@@ -23368,15 +23838,15 @@
                     "_generator": {
                       "name": "bicep",
                       "version": "0.40.2.10011",
-                      "templateHash": "679328922419955932"
+                      "templateHash": "3025978544769533624"
                     },
                     "hubApp": {
                       "id": "Microsoft.FinOpsHubs.IngestionQueries",
-                      "version": "14.0",
+                      "version": "15.0",
                       "dependencies": [
                         "Microsoft.FinOpsHubs.Core"
                       ],
-                      "metadata": "https://microsoft.github.io/finops-toolkit/deploy/finops-hub/14.0/Microsoft.FinOpsHubs/IngestionQueries/metadata.bicep"
+                      "metadata": "https://microsoft.github.io/finops-toolkit/deploy/finops-hub/15.0/Microsoft.FinOpsHubs/IngestionQueries/metadata.bicep"
                     }
                   },
                   "definitions": {
@@ -23416,6 +23886,9 @@
                             "networkAddressPrefix": {
                               "type": "string"
                             },
+                            "natGateway": {
+                              "type": "bool"
+                            },
                             "privateRouting": {
                               "type": "bool"
                             },
@@ -23454,6 +23927,7 @@
                           "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
                           "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
                           "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
                           "privateRouting": "Indicates whether private network routing is enabled.",
                           "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
                           "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
@@ -23491,6 +23965,9 @@
                             "dfs": {
                               "$ref": "#/definitions/_1.IdNameObject"
                             },
+                            "file": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            },
                             "queue": {
                               "$ref": "#/definitions/_1.IdNameObject"
                             },
@@ -23527,6 +24004,7 @@
                         "dnsZones": {
                           "blob": "Resource ID and name for the blob storage DNS zone.",
                           "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                          "file": "Resource ID and name for the file storage DNS zone.",
                           "queue": "Resource ID and name for the queue storage DNS zone.",
                           "table": "Resource ID and name for the table storage DNS zone."
                         },
@@ -23858,7 +24336,7 @@
                   },
                   "variables": {
                     "QUERIES": "queries",
-                    "finOpsToolkitVersion": "14.0"
+                    "finOpsToolkitVersion": "15.0"
                   },
                   "resources": {
                     "dataFactory::dataset_config": {
@@ -23925,7 +24403,7 @@
                           "recurrence": {
                             "frequency": "Hour",
                             "interval": 24,
-                            "startTime": "2023-01-01T01:01:00",
+                            "startTime": "[if(equals(reference('timeZones').outputs.Timezone.value, 'UTC'), '2023-01-01T01:01:00Z', '2023-01-01T01:01:00')]",
                             "timeZone": "[reference('timeZones').outputs.Timezone.value]"
                           }
                         }
@@ -24686,7 +25164,7 @@
                             "_generator": {
                               "name": "bicep",
                               "version": "0.40.2.10011",
-                              "templateHash": "1913111313164077146"
+                              "templateHash": "6663838570021556637"
                             }
                           },
                           "definitions": {
@@ -24726,6 +25204,9 @@
                                     "networkAddressPrefix": {
                                       "type": "string"
                                     },
+                                    "natGateway": {
+                                      "type": "bool"
+                                    },
                                     "privateRouting": {
                                       "type": "bool"
                                     },
@@ -24764,6 +25245,7 @@
                                   "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
                                   "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
                                   "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                  "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
                                   "privateRouting": "Indicates whether private network routing is enabled.",
                                   "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
                                   "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
@@ -24801,6 +25283,9 @@
                                     "dfs": {
                                       "$ref": "#/definitions/_1.IdNameObject"
                                     },
+                                    "file": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
                                     "queue": {
                                       "$ref": "#/definitions/_1.IdNameObject"
                                     },
@@ -24837,6 +25322,7 @@
                                 "dnsZones": {
                                   "blob": "Resource ID and name for the blob storage DNS zone.",
                                   "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                  "file": "Resource ID and name for the file storage DNS zone.",
                                   "queue": "Resource ID and name for the queue storage DNS zone.",
                                   "table": "Resource ID and name for the table storage DNS zone."
                                 },
@@ -24993,7 +25479,7 @@
                               },
                               "defaultValue": [],
                               "metadata": {
-                                "description": "Optional. Indicate which RBAC roles the Data Factory identity needs on the storage account, if created. This is in addition to Storage Blob Data Contributor for reading and managing content. Default: [] (none)."
+                                "description": "Optional. Indicate which RBAC roles the Data Factory identity needs on the publisher storage account. This is in addition to Storage Blob Data Contributor for reading and managing content, which is granted to apps that use the \"Storage\" feature. Roles are assigned whether or not the app uses the \"Storage\" feature since the storage account is shared across all apps from the same publisher. Default: [] (none)."
                               }
                             },
                             "telemetryString": {
@@ -25005,7 +25491,7 @@
                             }
                           },
                           "variables": {
-                            "$fxv#0": "# Copyright (c) Microsoft Corporation.\n# Licensed under the MIT License.\n\n<#\n.SYNOPSIS\nManages Azure Data Factory triggers and pipelines during FinOps hub deployment.\n\n.DESCRIPTION\nThis script is called by Bicep deployment scripts to start/stop Data Factory triggers\nand optionally run pipelines. It handles two types of triggers:\n\n1. Schedule triggers - Can be started/stopped directly\n2. BlobEventsTriggers - Require Event Grid subscription management before start/stop\n\nBlobEventsTriggers use Event Grid to listen for storage blob events. Before stopping,\nthe Event Grid subscription must be removed (unsubscribed). Before starting, the\nsubscription must be added and fully provisioned. This script handles this automatically\nby detecting BlobEventsTriggers via the BlobPathBeginsWith property.\n\nThe script uses retry logic with linear backoff to handle transient API failures and\nwait for Event Grid subscription provisioning/deprovisioning to complete.\n\n.PARAMETER DataFactoryResourceGroup\nThe resource group containing the Data Factory.\n\n.PARAMETER DataFactoryName\nThe name of the Data Factory instance.\n\n.PARAMETER Pipelines\nPipe-delimited list of pipeline names to run (e.g., \"pipeline1|pipeline2\").\n\n.PARAMETER StartTriggers\nSwitch to start all stopped triggers (with Event Grid subscription for blob triggers).\n\n.PARAMETER StopTriggers\nSwitch to stop all running triggers (with Event Grid unsubscription for blob triggers).\n\n.EXAMPLE\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StopTriggers\n\n.EXAMPLE\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StartTriggers\n#>\n\nparam(\n    [string] $DataFactoryResourceGroup,\n    [string] $DataFactoryName,\n    [string] $Pipelines = \"\",\n    [switch] $StartTriggers,\n    [switch] $StopTriggers\n)\n\n$MAX_RETRIES = 20\n$DeploymentScriptOutputs = @{}\n\nfunction Write-Log($Message)\n{\n    Write-Output \"$(Get-Date -Format 'HH:mm:ss') $Message\"\n}\n\nfunction Invoke-WithRetry([scriptblock]$Action, [string]$Name, [int]$Delay = 5)\n{\n    for ($i = 1; $i -le $MAX_RETRIES; $i++)\n    {\n        try { return & $Action }\n        catch\n        {\n            Write-Log \"$Name failed (attempt $i/${MAX_RETRIES}): $($_.Exception.Message)\"\n            if ($i -eq $MAX_RETRIES) { throw }\n            Start-Sleep -Seconds ($Delay * $i)\n        }\n    }\n}\n\nfunction Set-BlobTriggerSubscription([string]$TriggerName, [switch]$Subscribe)\n{\n    $targetStatus = if ($Subscribe) { 'Enabled' } else { 'Disabled' }\n    $action = if ($Subscribe) { 'Subscribing' } else { 'Unsubscribing' }\n\n    Write-Log \"$action $TriggerName to events...\"\n\n    # Check current status before attempting subscribe/unsubscribe\n    $currentStatus = (Get-AzDataFactoryV2TriggerSubscriptionStatus `\n            -ResourceGroupName $DataFactoryResourceGroup `\n            -DataFactoryName $DataFactoryName `\n            -Name $TriggerName).Status\n\n    if ($currentStatus -eq $targetStatus)\n    {\n        Write-Log \"$TriggerName subscription is already $targetStatus, skipping.\"\n        return\n    }\n\n    if ($currentStatus -eq 'Provisioning' -or $currentStatus -eq 'Deprovisioning')\n    {\n        Write-Log \"$TriggerName subscription is $currentStatus, waiting for completion...\"\n    }\n    else\n    {\n        # Only call subscribe/unsubscribe when not already in a transitional state\n        if ($Subscribe)\n        {\n            Add-AzDataFactoryV2TriggerSubscription `\n                -ResourceGroupName $DataFactoryResourceGroup `\n                -DataFactoryName $DataFactoryName `\n                -Name $TriggerName | Out-Null\n        }\n        else\n        {\n            Remove-AzDataFactoryV2TriggerSubscription `\n                -ResourceGroupName $DataFactoryResourceGroup `\n                -DataFactoryName $DataFactoryName `\n                -Name $TriggerName | Out-Null\n        }\n    }\n\n    # Poll until provisioning completes\n    Invoke-WithRetry -Name \"$action status $TriggerName\" -Delay 5 -Action {\n        $status = Get-AzDataFactoryV2TriggerSubscriptionStatus `\n            -ResourceGroupName $DataFactoryResourceGroup `\n            -DataFactoryName $DataFactoryName `\n            -Name $TriggerName\n        if ($status.Status -ne $targetStatus)\n        {\n            throw \"Subscription status is $($status.Status), expected $targetStatus\"\n        }\n    }\n}\n\nif ($StartTriggers -or $StopTriggers)\n{\n    $triggers = Invoke-WithRetry -Name \"Get triggers\" -Action {\n        Get-AzDataFactoryV2Trigger `\n            -ResourceGroupName $DataFactoryResourceGroup `\n            -DataFactoryName $DataFactoryName `\n        | Where-Object {\n            ($StartTriggers -and $_.Properties.RuntimeState -ne \"Started\") `\n                -or ($StopTriggers -and $_.Properties.RuntimeState -ne \"Stopped\")\n        }\n    }\n\n    Write-Log \"Found $($triggers.Count) trigger(s) to $(if ($StartTriggers) { 'start' } else { 'stop' })\"\n\n    $triggers | ForEach-Object {\n        $triggerName = $_.Name\n        $isBlobTrigger = $null -ne $_.Properties.BlobPathBeginsWith\n\n        if ($StopTriggers)\n        {\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName }\n            Write-Log \"Stopping trigger $triggerName...\"\n            Invoke-WithRetry -Name \"Stop $triggerName\" -Action {\n                Stop-AzDataFactoryV2Trigger `\n                    -ResourceGroupName $DataFactoryResourceGroup `\n                    -DataFactoryName $DataFactoryName `\n                    -Name $triggerName -Force\n            }\n        }\n        else\n        {\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName -Subscribe }\n            Write-Log \"Starting trigger $triggerName...\"\n            Invoke-WithRetry -Name \"Start $triggerName\" -Action {\n                Start-AzDataFactoryV2Trigger `\n                    -ResourceGroupName $DataFactoryResourceGroup `\n                    -DataFactoryName $DataFactoryName `\n                    -Name $triggerName -Force\n            }\n        }\n\n        Invoke-WithRetry -Name \"Wait for $triggerName\" -Action {\n            $state = (Get-AzDataFactoryV2Trigger `\n                    -ResourceGroupName $DataFactoryResourceGroup `\n                    -DataFactoryName $DataFactoryName `\n                    -Name $triggerName).Properties.RuntimeState\n            $expected = if ($StartTriggers) { 'Started' } else { 'Stopped' }\n            if ($state -ne $expected) { throw \"Trigger is $state, expected $expected\" }\n        }\n\n        Write-Log \"...done\"\n        $DeploymentScriptOutputs[$triggerName] = $true\n    }\n}\n\nif (-not [string]::IsNullOrWhiteSpace($Pipelines))\n{\n    $Pipelines.Split('|') | ForEach-Object {\n        Write-Log \"Running pipeline $_...\"\n        Invoke-AzDataFactoryV2Pipeline `\n            -ResourceGroupName $DataFactoryResourceGroup `\n            -DataFactoryName $DataFactoryName `\n            -PipelineName $_\n    }\n}\n",
+                            "$fxv#0": "# Copyright (c) Microsoft Corporation.\r\n# Licensed under the MIT License.\r\n\r\n<#\r\n.SYNOPSIS\r\nManages Azure Data Factory triggers and pipelines during FinOps hub deployment.\r\n\r\n.DESCRIPTION\r\nThis script is called by Bicep deployment scripts to start/stop Data Factory triggers\r\nand optionally run pipelines. It handles two types of triggers:\r\n\r\n1. Schedule triggers - Can be started/stopped directly\r\n2. BlobEventsTriggers - Require Event Grid subscription management before start/stop\r\n\r\nBlobEventsTriggers use Event Grid to listen for storage blob events. Before stopping,\r\nthe Event Grid subscription must be removed (unsubscribed). Before starting, the\r\nsubscription must be added and fully provisioned. This script handles this automatically\r\nby detecting BlobEventsTriggers via the BlobPathBeginsWith property.\r\n\r\nThe script uses retry logic with linear backoff to handle transient API failures and\r\nwait for Event Grid subscription provisioning/deprovisioning to complete.\r\n\r\n.PARAMETER DataFactoryResourceGroup\r\nThe resource group containing the Data Factory.\r\n\r\n.PARAMETER DataFactoryName\r\nThe name of the Data Factory instance.\r\n\r\n.PARAMETER Pipelines\r\nPipe-delimited list of pipeline names to run (e.g., \"pipeline1|pipeline2\").\r\n\r\n.PARAMETER StartTriggers\r\nSwitch to start all stopped triggers (with Event Grid subscription for blob triggers).\r\n\r\n.PARAMETER StopTriggers\r\nSwitch to stop all running triggers (with Event Grid unsubscription for blob triggers).\r\n\r\n.EXAMPLE\r\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StopTriggers\r\n\r\n.EXAMPLE\r\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StartTriggers\r\n#>\r\n\r\nparam(\r\n    [string] $DataFactoryResourceGroup,\r\n    [string] $DataFactoryName,\r\n    [string] $Pipelines = \"\",\r\n    [switch] $StartTriggers,\r\n    [switch] $StopTriggers\r\n)\r\n\r\n$MAX_RETRIES = 20\r\n$DeploymentScriptOutputs = @{}\r\n\r\nfunction Write-Log($Message)\r\n{\r\n    Write-Output \"$(Get-Date -Format 'HH:mm:ss') $Message\"\r\n}\r\n\r\nfunction Invoke-WithRetry([scriptblock]$Action, [string]$Name, [int]$Delay = 5)\r\n{\r\n    for ($i = 1; $i -le $MAX_RETRIES; $i++)\r\n    {\r\n        try { return & $Action }\r\n        catch\r\n        {\r\n            Write-Log \"$Name failed (attempt $i/${MAX_RETRIES}): $($_.Exception.Message)\"\r\n            if ($i -eq $MAX_RETRIES) { throw }\r\n            Start-Sleep -Seconds ($Delay * $i)\r\n        }\r\n    }\r\n}\r\n\r\nfunction Set-BlobTriggerSubscription([string]$TriggerName, [switch]$Subscribe)\r\n{\r\n    $targetStatus = if ($Subscribe) { 'Enabled' } else { 'Disabled' }\r\n    $action = if ($Subscribe) { 'Subscribing' } else { 'Unsubscribing' }\r\n\r\n    Write-Log \"$action $TriggerName to events...\"\r\n\r\n    # Check current status before attempting subscribe/unsubscribe\r\n    $currentStatus = (Get-AzDataFactoryV2TriggerSubscriptionStatus `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -Name $TriggerName).Status\r\n\r\n    if ($currentStatus -eq $targetStatus)\r\n    {\r\n        Write-Log \"$TriggerName subscription is already $targetStatus, skipping.\"\r\n        return\r\n    }\r\n\r\n    if ($currentStatus -eq 'Provisioning' -or $currentStatus -eq 'Deprovisioning')\r\n    {\r\n        Write-Log \"$TriggerName subscription is $currentStatus, waiting for completion...\"\r\n    }\r\n    else\r\n    {\r\n        # Only call subscribe/unsubscribe when not already in a transitional state\r\n        if ($Subscribe)\r\n        {\r\n            Add-AzDataFactoryV2TriggerSubscription `\r\n                -ResourceGroupName $DataFactoryResourceGroup `\r\n                -DataFactoryName $DataFactoryName `\r\n                -Name $TriggerName | Out-Null\r\n        }\r\n        else\r\n        {\r\n            Remove-AzDataFactoryV2TriggerSubscription `\r\n                -ResourceGroupName $DataFactoryResourceGroup `\r\n                -DataFactoryName $DataFactoryName `\r\n                -Name $TriggerName | Out-Null\r\n        }\r\n    }\r\n\r\n    # Poll until provisioning completes\r\n    Invoke-WithRetry -Name \"$action status $TriggerName\" -Delay 5 -Action {\r\n        $status = Get-AzDataFactoryV2TriggerSubscriptionStatus `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -Name $TriggerName\r\n        if ($status.Status -ne $targetStatus)\r\n        {\r\n            throw \"Subscription status is $($status.Status), expected $targetStatus\"\r\n        }\r\n    }\r\n}\r\n\r\nif ($StartTriggers -or $StopTriggers)\r\n{\r\n    $triggers = Invoke-WithRetry -Name \"Get triggers\" -Action {\r\n        Get-AzDataFactoryV2Trigger `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n        | Where-Object {\r\n            ($StartTriggers -and $_.Properties.RuntimeState -ne \"Started\") `\r\n                -or ($StopTriggers -and $_.Properties.RuntimeState -ne \"Stopped\")\r\n        }\r\n    }\r\n\r\n    Write-Log \"Found $($triggers.Count) trigger(s) to $(if ($StartTriggers) { 'start' } else { 'stop' })\"\r\n\r\n    $triggers | ForEach-Object {\r\n        $triggerName = $_.Name\r\n        $isBlobTrigger = $null -ne $_.Properties.BlobPathBeginsWith\r\n\r\n        if ($StopTriggers)\r\n        {\r\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName }\r\n            Write-Log \"Stopping trigger $triggerName...\"\r\n            Invoke-WithRetry -Name \"Stop $triggerName\" -Action {\r\n                Stop-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName -Force\r\n            }\r\n        }\r\n        else\r\n        {\r\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName -Subscribe }\r\n            Write-Log \"Starting trigger $triggerName...\"\r\n            Invoke-WithRetry -Name \"Start $triggerName\" -Action {\r\n                Start-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName -Force\r\n            }\r\n        }\r\n\r\n        Invoke-WithRetry -Name \"Wait for $triggerName\" -Action {\r\n            $state = (Get-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName).Properties.RuntimeState\r\n            $expected = if ($StartTriggers) { 'Started' } else { 'Stopped' }\r\n            if ($state -ne $expected) { throw \"Trigger is $state, expected $expected\" }\r\n        }\r\n\r\n        Write-Log \"...done\"\r\n        $DeploymentScriptOutputs[$triggerName] = $true\r\n    }\r\n}\r\n\r\nif (-not [string]::IsNullOrWhiteSpace($Pipelines))\r\n{\r\n    $Pipelines.Split('|') | ForEach-Object {\r\n        Write-Log \"Running pipeline $_...\"\r\n        Invoke-AzDataFactoryV2Pipeline `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -PipelineName $_\r\n    }\r\n}\r\n",
                             "usesDataFactory": "[contains(parameters('features'), 'DataFactory')]",
                             "usesKeyVault": "[contains(parameters('features'), 'KeyVault')]",
                             "usesStorage": "[contains(parameters('features'), 'Storage')]",
@@ -25027,7 +25513,7 @@
                             "factoryManagementRoles": [
                               "673868aa-7521-48a0-acc6-0f60742d39f5"
                             ],
-                            "factoryStorageRoles": "[union(parameters('storageRoles'), createArray('17d1049b-9a84-46fb-8f53-869881c3d3ab', 'ba92f5b4-2d11-453d-a403-e96b0029c9fe', 'acdd72a7-3385-48ef-bd42-f606fba81ae7'))]",
+                            "factoryStorageRoles": "[union(parameters('storageRoles'), if(not(variables('usesStorage')), createArray(), createArray('17d1049b-9a84-46fb-8f53-869881c3d3ab', 'ba92f5b4-2d11-453d-a403-e96b0029c9fe', 'acdd72a7-3385-48ef-bd42-f606fba81ae7')))]",
                             "storageInfrastructureEncryptionProperties": "[if(not(parameters('app').hub.options.storageInfrastructureEncryption), createObject(), createObject('encryption', createObject('keySource', 'Microsoft.Storage', 'requireInfrastructureEncryption', parameters('app').hub.options.storageInfrastructureEncryption)))]"
                           },
                           "resources": {
@@ -25268,7 +25754,7 @@
                                 "name": "storageRoleAssignments",
                                 "count": "[length(variables('factoryStorageRoles'))]"
                               },
-                              "condition": "[and(variables('usesDataFactory'), variables('usesStorage'))]",
+                              "condition": "[variables('usesDataFactory')]",
                               "type": "Microsoft.Authorization/roleAssignments",
                               "apiVersion": "2022-04-01",
                               "scope": "[resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage)]",
@@ -25865,7 +26351,7 @@
                                     "_generator": {
                                       "name": "bicep",
                                       "version": "0.40.2.10011",
-                                      "templateHash": "1681840610494675289"
+                                      "templateHash": "15790442586575518487"
                                     }
                                   },
                                   "definitions": {
@@ -25916,6 +26402,9 @@
                                             "networkAddressPrefix": {
                                               "type": "string"
                                             },
+                                            "natGateway": {
+                                              "type": "bool"
+                                            },
                                             "privateRouting": {
                                               "type": "bool"
                                             },
@@ -25954,6 +26443,7 @@
                                           "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
                                           "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
                                           "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
                                           "privateRouting": "Indicates whether private network routing is enabled.",
                                           "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
                                           "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
@@ -25991,6 +26481,9 @@
                                             "dfs": {
                                               "$ref": "#/definitions/_1.IdNameObject"
                                             },
+                                            "file": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
                                             "queue": {
                                               "$ref": "#/definitions/_1.IdNameObject"
                                             },
@@ -26027,6 +26520,7 @@
                                         "dnsZones": {
                                           "blob": "Resource ID and name for the blob storage DNS zone.",
                                           "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                          "file": "Resource ID and name for the file storage DNS zone.",
                                           "queue": "Resource ID and name for the queue storage DNS zone.",
                                           "table": "Resource ID and name for the table storage DNS zone."
                                         },
@@ -26152,6 +26646,13 @@
                                       "metadata": {
                                         "description": "Optional. Environment variables to use for the deployment script."
                                       }
+                                    },
+                                    "forceUpdateTag": {
+                                      "type": "string",
+                                      "defaultValue": "",
+                                      "metadata": {
+                                        "description": "Optional. Forces the script to run again when the value changes. Default = empty (only reruns when properties change)."
+                                      }
                                     }
                                   },
                                   "variables": {
@@ -26206,12 +26707,21 @@
                                           "[format('{0}', resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]": {}
                                         }
                                       },
-                                      "properties": "[shallowMerge(createArray(variables('privateEndpointDeploymentProperties'), createObject('azPowerShellVersion', '11.0', 'retentionInterval', 'PT1H', 'cleanupPreference', 'OnSuccess', 'scriptContent', parameters('scriptContent'), 'arguments', parameters('arguments'), 'environmentVariables', parameters('environmentVariables'))))]",
+                                      "properties": "[shallowMerge(createArray(variables('privateEndpointDeploymentProperties'), createObject('azPowerShellVersion', '11.0', 'retentionInterval', 'PT1H', 'cleanupPreference', 'OnSuccess', 'scriptContent', parameters('scriptContent'), 'arguments', parameters('arguments'), 'environmentVariables', parameters('environmentVariables'), 'forceUpdateTag', if(empty(parameters('forceUpdateTag')), null(), parameters('forceUpdateTag')))))]",
                                       "dependsOn": [
                                         "identity",
                                         "identityRoleAssignments"
                                       ]
                                     }
+                                  },
+                                  "outputs": {
+                                    "scriptOutputs": {
+                                      "type": "object",
+                                      "metadata": {
+                                        "description": "Values the script set in $DeploymentScriptOutputs. Empty if the script did not set any."
+                                      },
+                                      "value": "[coalesce(tryGet(reference('script'), 'outputs'), createObject())]"
+                                    }
                                   }
                                 }
                               },
@@ -26289,7 +26799,7 @@
                             "_generator": {
                               "name": "bicep",
                               "version": "0.40.2.10011",
-                              "templateHash": "4381334582601404499"
+                              "templateHash": "16313653251874799366"
                             }
                           },
                           "parameters": {
@@ -26449,16 +26959,16 @@
                     "_generator": {
                       "name": "bicep",
                       "version": "0.40.2.10011",
-                      "templateHash": "3409646564213300733"
+                      "templateHash": "12889344858803040546"
                     },
                     "hubApp": {
                       "id": "Microsoft.FinOpsHubs.AzureResourceGraph",
-                      "version": "14.0",
+                      "version": "15.0",
                       "dependencies": [
                         "Microsoft.FinOpsHubs.Core",
                         "Microsoft.FinOpsHubs.IngestionQueries"
                       ],
-                      "metadata": "https://microsoft.github.io/finops-toolkit/deploy/finops-hub/14.0/Microsoft.FinOpsHubs/AzureResourceGraph/metadata.bicep"
+                      "metadata": "https://microsoft.github.io/finops-toolkit/deploy/finops-hub/15.0/Microsoft.FinOpsHubs/AzureResourceGraph/metadata.bicep"
                     }
                   },
                   "definitions": {
@@ -26498,6 +27008,9 @@
                             "networkAddressPrefix": {
                               "type": "string"
                             },
+                            "natGateway": {
+                              "type": "bool"
+                            },
                             "privateRouting": {
                               "type": "bool"
                             },
@@ -26536,6 +27049,7 @@
                           "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
                           "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
                           "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
                           "privateRouting": "Indicates whether private network routing is enabled.",
                           "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
                           "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
@@ -26573,6 +27087,9 @@
                             "dfs": {
                               "$ref": "#/definitions/_1.IdNameObject"
                             },
+                            "file": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            },
                             "queue": {
                               "$ref": "#/definitions/_1.IdNameObject"
                             },
@@ -26609,6 +27126,7 @@
                         "dnsZones": {
                           "blob": "Resource ID and name for the blob storage DNS zone.",
                           "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                          "file": "Resource ID and name for the file storage DNS zone.",
                           "queue": "Resource ID and name for the queue storage DNS zone.",
                           "table": "Resource ID and name for the table storage DNS zone."
                         },
@@ -26933,7 +27451,7 @@
                     }
                   },
                   "variables": {
-                    "finOpsToolkitVersion": "14.0"
+                    "finOpsToolkitVersion": "15.0"
                   },
                   "resources": {
                     "dataFactory": {
@@ -27171,7 +27689,7 @@
                             "_generator": {
                               "name": "bicep",
                               "version": "0.40.2.10011",
-                              "templateHash": "1913111313164077146"
+                              "templateHash": "6663838570021556637"
                             }
                           },
                           "definitions": {
@@ -27211,6 +27729,9 @@
                                     "networkAddressPrefix": {
                                       "type": "string"
                                     },
+                                    "natGateway": {
+                                      "type": "bool"
+                                    },
                                     "privateRouting": {
                                       "type": "bool"
                                     },
@@ -27249,6 +27770,7 @@
                                   "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
                                   "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
                                   "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                  "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
                                   "privateRouting": "Indicates whether private network routing is enabled.",
                                   "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
                                   "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
@@ -27286,6 +27808,9 @@
                                     "dfs": {
                                       "$ref": "#/definitions/_1.IdNameObject"
                                     },
+                                    "file": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
                                     "queue": {
                                       "$ref": "#/definitions/_1.IdNameObject"
                                     },
@@ -27322,6 +27847,7 @@
                                 "dnsZones": {
                                   "blob": "Resource ID and name for the blob storage DNS zone.",
                                   "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                  "file": "Resource ID and name for the file storage DNS zone.",
                                   "queue": "Resource ID and name for the queue storage DNS zone.",
                                   "table": "Resource ID and name for the table storage DNS zone."
                                 },
@@ -27478,7 +28004,7 @@
                               },
                               "defaultValue": [],
                               "metadata": {
-                                "description": "Optional. Indicate which RBAC roles the Data Factory identity needs on the storage account, if created. This is in addition to Storage Blob Data Contributor for reading and managing content. Default: [] (none)."
+                                "description": "Optional. Indicate which RBAC roles the Data Factory identity needs on the publisher storage account. This is in addition to Storage Blob Data Contributor for reading and managing content, which is granted to apps that use the \"Storage\" feature. Roles are assigned whether or not the app uses the \"Storage\" feature since the storage account is shared across all apps from the same publisher. Default: [] (none)."
                               }
                             },
                             "telemetryString": {
@@ -27490,7 +28016,7 @@
                             }
                           },
                           "variables": {
-                            "$fxv#0": "# Copyright (c) Microsoft Corporation.\n# Licensed under the MIT License.\n\n<#\n.SYNOPSIS\nManages Azure Data Factory triggers and pipelines during FinOps hub deployment.\n\n.DESCRIPTION\nThis script is called by Bicep deployment scripts to start/stop Data Factory triggers\nand optionally run pipelines. It handles two types of triggers:\n\n1. Schedule triggers - Can be started/stopped directly\n2. BlobEventsTriggers - Require Event Grid subscription management before start/stop\n\nBlobEventsTriggers use Event Grid to listen for storage blob events. Before stopping,\nthe Event Grid subscription must be removed (unsubscribed). Before starting, the\nsubscription must be added and fully provisioned. This script handles this automatically\nby detecting BlobEventsTriggers via the BlobPathBeginsWith property.\n\nThe script uses retry logic with linear backoff to handle transient API failures and\nwait for Event Grid subscription provisioning/deprovisioning to complete.\n\n.PARAMETER DataFactoryResourceGroup\nThe resource group containing the Data Factory.\n\n.PARAMETER DataFactoryName\nThe name of the Data Factory instance.\n\n.PARAMETER Pipelines\nPipe-delimited list of pipeline names to run (e.g., \"pipeline1|pipeline2\").\n\n.PARAMETER StartTriggers\nSwitch to start all stopped triggers (with Event Grid subscription for blob triggers).\n\n.PARAMETER StopTriggers\nSwitch to stop all running triggers (with Event Grid unsubscription for blob triggers).\n\n.EXAMPLE\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StopTriggers\n\n.EXAMPLE\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StartTriggers\n#>\n\nparam(\n    [string] $DataFactoryResourceGroup,\n    [string] $DataFactoryName,\n    [string] $Pipelines = \"\",\n    [switch] $StartTriggers,\n    [switch] $StopTriggers\n)\n\n$MAX_RETRIES = 20\n$DeploymentScriptOutputs = @{}\n\nfunction Write-Log($Message)\n{\n    Write-Output \"$(Get-Date -Format 'HH:mm:ss') $Message\"\n}\n\nfunction Invoke-WithRetry([scriptblock]$Action, [string]$Name, [int]$Delay = 5)\n{\n    for ($i = 1; $i -le $MAX_RETRIES; $i++)\n    {\n        try { return & $Action }\n        catch\n        {\n            Write-Log \"$Name failed (attempt $i/${MAX_RETRIES}): $($_.Exception.Message)\"\n            if ($i -eq $MAX_RETRIES) { throw }\n            Start-Sleep -Seconds ($Delay * $i)\n        }\n    }\n}\n\nfunction Set-BlobTriggerSubscription([string]$TriggerName, [switch]$Subscribe)\n{\n    $targetStatus = if ($Subscribe) { 'Enabled' } else { 'Disabled' }\n    $action = if ($Subscribe) { 'Subscribing' } else { 'Unsubscribing' }\n\n    Write-Log \"$action $TriggerName to events...\"\n\n    # Check current status before attempting subscribe/unsubscribe\n    $currentStatus = (Get-AzDataFactoryV2TriggerSubscriptionStatus `\n            -ResourceGroupName $DataFactoryResourceGroup `\n            -DataFactoryName $DataFactoryName `\n            -Name $TriggerName).Status\n\n    if ($currentStatus -eq $targetStatus)\n    {\n        Write-Log \"$TriggerName subscription is already $targetStatus, skipping.\"\n        return\n    }\n\n    if ($currentStatus -eq 'Provisioning' -or $currentStatus -eq 'Deprovisioning')\n    {\n        Write-Log \"$TriggerName subscription is $currentStatus, waiting for completion...\"\n    }\n    else\n    {\n        # Only call subscribe/unsubscribe when not already in a transitional state\n        if ($Subscribe)\n        {\n            Add-AzDataFactoryV2TriggerSubscription `\n                -ResourceGroupName $DataFactoryResourceGroup `\n                -DataFactoryName $DataFactoryName `\n                -Name $TriggerName | Out-Null\n        }\n        else\n        {\n            Remove-AzDataFactoryV2TriggerSubscription `\n                -ResourceGroupName $DataFactoryResourceGroup `\n                -DataFactoryName $DataFactoryName `\n                -Name $TriggerName | Out-Null\n        }\n    }\n\n    # Poll until provisioning completes\n    Invoke-WithRetry -Name \"$action status $TriggerName\" -Delay 5 -Action {\n        $status = Get-AzDataFactoryV2TriggerSubscriptionStatus `\n            -ResourceGroupName $DataFactoryResourceGroup `\n            -DataFactoryName $DataFactoryName `\n            -Name $TriggerName\n        if ($status.Status -ne $targetStatus)\n        {\n            throw \"Subscription status is $($status.Status), expected $targetStatus\"\n        }\n    }\n}\n\nif ($StartTriggers -or $StopTriggers)\n{\n    $triggers = Invoke-WithRetry -Name \"Get triggers\" -Action {\n        Get-AzDataFactoryV2Trigger `\n            -ResourceGroupName $DataFactoryResourceGroup `\n            -DataFactoryName $DataFactoryName `\n        | Where-Object {\n            ($StartTriggers -and $_.Properties.RuntimeState -ne \"Started\") `\n                -or ($StopTriggers -and $_.Properties.RuntimeState -ne \"Stopped\")\n        }\n    }\n\n    Write-Log \"Found $($triggers.Count) trigger(s) to $(if ($StartTriggers) { 'start' } else { 'stop' })\"\n\n    $triggers | ForEach-Object {\n        $triggerName = $_.Name\n        $isBlobTrigger = $null -ne $_.Properties.BlobPathBeginsWith\n\n        if ($StopTriggers)\n        {\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName }\n            Write-Log \"Stopping trigger $triggerName...\"\n            Invoke-WithRetry -Name \"Stop $triggerName\" -Action {\n                Stop-AzDataFactoryV2Trigger `\n                    -ResourceGroupName $DataFactoryResourceGroup `\n                    -DataFactoryName $DataFactoryName `\n                    -Name $triggerName -Force\n            }\n        }\n        else\n        {\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName -Subscribe }\n            Write-Log \"Starting trigger $triggerName...\"\n            Invoke-WithRetry -Name \"Start $triggerName\" -Action {\n                Start-AzDataFactoryV2Trigger `\n                    -ResourceGroupName $DataFactoryResourceGroup `\n                    -DataFactoryName $DataFactoryName `\n                    -Name $triggerName -Force\n            }\n        }\n\n        Invoke-WithRetry -Name \"Wait for $triggerName\" -Action {\n            $state = (Get-AzDataFactoryV2Trigger `\n                    -ResourceGroupName $DataFactoryResourceGroup `\n                    -DataFactoryName $DataFactoryName `\n                    -Name $triggerName).Properties.RuntimeState\n            $expected = if ($StartTriggers) { 'Started' } else { 'Stopped' }\n            if ($state -ne $expected) { throw \"Trigger is $state, expected $expected\" }\n        }\n\n        Write-Log \"...done\"\n        $DeploymentScriptOutputs[$triggerName] = $true\n    }\n}\n\nif (-not [string]::IsNullOrWhiteSpace($Pipelines))\n{\n    $Pipelines.Split('|') | ForEach-Object {\n        Write-Log \"Running pipeline $_...\"\n        Invoke-AzDataFactoryV2Pipeline `\n            -ResourceGroupName $DataFactoryResourceGroup `\n            -DataFactoryName $DataFactoryName `\n            -PipelineName $_\n    }\n}\n",
+                            "$fxv#0": "# Copyright (c) Microsoft Corporation.\r\n# Licensed under the MIT License.\r\n\r\n<#\r\n.SYNOPSIS\r\nManages Azure Data Factory triggers and pipelines during FinOps hub deployment.\r\n\r\n.DESCRIPTION\r\nThis script is called by Bicep deployment scripts to start/stop Data Factory triggers\r\nand optionally run pipelines. It handles two types of triggers:\r\n\r\n1. Schedule triggers - Can be started/stopped directly\r\n2. BlobEventsTriggers - Require Event Grid subscription management before start/stop\r\n\r\nBlobEventsTriggers use Event Grid to listen for storage blob events. Before stopping,\r\nthe Event Grid subscription must be removed (unsubscribed). Before starting, the\r\nsubscription must be added and fully provisioned. This script handles this automatically\r\nby detecting BlobEventsTriggers via the BlobPathBeginsWith property.\r\n\r\nThe script uses retry logic with linear backoff to handle transient API failures and\r\nwait for Event Grid subscription provisioning/deprovisioning to complete.\r\n\r\n.PARAMETER DataFactoryResourceGroup\r\nThe resource group containing the Data Factory.\r\n\r\n.PARAMETER DataFactoryName\r\nThe name of the Data Factory instance.\r\n\r\n.PARAMETER Pipelines\r\nPipe-delimited list of pipeline names to run (e.g., \"pipeline1|pipeline2\").\r\n\r\n.PARAMETER StartTriggers\r\nSwitch to start all stopped triggers (with Event Grid subscription for blob triggers).\r\n\r\n.PARAMETER StopTriggers\r\nSwitch to stop all running triggers (with Event Grid unsubscription for blob triggers).\r\n\r\n.EXAMPLE\r\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StopTriggers\r\n\r\n.EXAMPLE\r\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StartTriggers\r\n#>\r\n\r\nparam(\r\n    [string] $DataFactoryResourceGroup,\r\n    [string] $DataFactoryName,\r\n    [string] $Pipelines = \"\",\r\n    [switch] $StartTriggers,\r\n    [switch] $StopTriggers\r\n)\r\n\r\n$MAX_RETRIES = 20\r\n$DeploymentScriptOutputs = @{}\r\n\r\nfunction Write-Log($Message)\r\n{\r\n    Write-Output \"$(Get-Date -Format 'HH:mm:ss') $Message\"\r\n}\r\n\r\nfunction Invoke-WithRetry([scriptblock]$Action, [string]$Name, [int]$Delay = 5)\r\n{\r\n    for ($i = 1; $i -le $MAX_RETRIES; $i++)\r\n    {\r\n        try { return & $Action }\r\n        catch\r\n        {\r\n            Write-Log \"$Name failed (attempt $i/${MAX_RETRIES}): $($_.Exception.Message)\"\r\n            if ($i -eq $MAX_RETRIES) { throw }\r\n            Start-Sleep -Seconds ($Delay * $i)\r\n        }\r\n    }\r\n}\r\n\r\nfunction Set-BlobTriggerSubscription([string]$TriggerName, [switch]$Subscribe)\r\n{\r\n    $targetStatus = if ($Subscribe) { 'Enabled' } else { 'Disabled' }\r\n    $action = if ($Subscribe) { 'Subscribing' } else { 'Unsubscribing' }\r\n\r\n    Write-Log \"$action $TriggerName to events...\"\r\n\r\n    # Check current status before attempting subscribe/unsubscribe\r\n    $currentStatus = (Get-AzDataFactoryV2TriggerSubscriptionStatus `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -Name $TriggerName).Status\r\n\r\n    if ($currentStatus -eq $targetStatus)\r\n    {\r\n        Write-Log \"$TriggerName subscription is already $targetStatus, skipping.\"\r\n        return\r\n    }\r\n\r\n    if ($currentStatus -eq 'Provisioning' -or $currentStatus -eq 'Deprovisioning')\r\n    {\r\n        Write-Log \"$TriggerName subscription is $currentStatus, waiting for completion...\"\r\n    }\r\n    else\r\n    {\r\n        # Only call subscribe/unsubscribe when not already in a transitional state\r\n        if ($Subscribe)\r\n        {\r\n            Add-AzDataFactoryV2TriggerSubscription `\r\n                -ResourceGroupName $DataFactoryResourceGroup `\r\n                -DataFactoryName $DataFactoryName `\r\n                -Name $TriggerName | Out-Null\r\n        }\r\n        else\r\n        {\r\n            Remove-AzDataFactoryV2TriggerSubscription `\r\n                -ResourceGroupName $DataFactoryResourceGroup `\r\n                -DataFactoryName $DataFactoryName `\r\n                -Name $TriggerName | Out-Null\r\n        }\r\n    }\r\n\r\n    # Poll until provisioning completes\r\n    Invoke-WithRetry -Name \"$action status $TriggerName\" -Delay 5 -Action {\r\n        $status = Get-AzDataFactoryV2TriggerSubscriptionStatus `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -Name $TriggerName\r\n        if ($status.Status -ne $targetStatus)\r\n        {\r\n            throw \"Subscription status is $($status.Status), expected $targetStatus\"\r\n        }\r\n    }\r\n}\r\n\r\nif ($StartTriggers -or $StopTriggers)\r\n{\r\n    $triggers = Invoke-WithRetry -Name \"Get triggers\" -Action {\r\n        Get-AzDataFactoryV2Trigger `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n        | Where-Object {\r\n            ($StartTriggers -and $_.Properties.RuntimeState -ne \"Started\") `\r\n                -or ($StopTriggers -and $_.Properties.RuntimeState -ne \"Stopped\")\r\n        }\r\n    }\r\n\r\n    Write-Log \"Found $($triggers.Count) trigger(s) to $(if ($StartTriggers) { 'start' } else { 'stop' })\"\r\n\r\n    $triggers | ForEach-Object {\r\n        $triggerName = $_.Name\r\n        $isBlobTrigger = $null -ne $_.Properties.BlobPathBeginsWith\r\n\r\n        if ($StopTriggers)\r\n        {\r\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName }\r\n            Write-Log \"Stopping trigger $triggerName...\"\r\n            Invoke-WithRetry -Name \"Stop $triggerName\" -Action {\r\n                Stop-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName -Force\r\n            }\r\n        }\r\n        else\r\n        {\r\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName -Subscribe }\r\n            Write-Log \"Starting trigger $triggerName...\"\r\n            Invoke-WithRetry -Name \"Start $triggerName\" -Action {\r\n                Start-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName -Force\r\n            }\r\n        }\r\n\r\n        Invoke-WithRetry -Name \"Wait for $triggerName\" -Action {\r\n            $state = (Get-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName).Properties.RuntimeState\r\n            $expected = if ($StartTriggers) { 'Started' } else { 'Stopped' }\r\n            if ($state -ne $expected) { throw \"Trigger is $state, expected $expected\" }\r\n        }\r\n\r\n        Write-Log \"...done\"\r\n        $DeploymentScriptOutputs[$triggerName] = $true\r\n    }\r\n}\r\n\r\nif (-not [string]::IsNullOrWhiteSpace($Pipelines))\r\n{\r\n    $Pipelines.Split('|') | ForEach-Object {\r\n        Write-Log \"Running pipeline $_...\"\r\n        Invoke-AzDataFactoryV2Pipeline `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -PipelineName $_\r\n    }\r\n}\r\n",
                             "usesDataFactory": "[contains(parameters('features'), 'DataFactory')]",
                             "usesKeyVault": "[contains(parameters('features'), 'KeyVault')]",
                             "usesStorage": "[contains(parameters('features'), 'Storage')]",
@@ -27512,7 +28038,7 @@
                             "factoryManagementRoles": [
                               "673868aa-7521-48a0-acc6-0f60742d39f5"
                             ],
-                            "factoryStorageRoles": "[union(parameters('storageRoles'), createArray('17d1049b-9a84-46fb-8f53-869881c3d3ab', 'ba92f5b4-2d11-453d-a403-e96b0029c9fe', 'acdd72a7-3385-48ef-bd42-f606fba81ae7'))]",
+                            "factoryStorageRoles": "[union(parameters('storageRoles'), if(not(variables('usesStorage')), createArray(), createArray('17d1049b-9a84-46fb-8f53-869881c3d3ab', 'ba92f5b4-2d11-453d-a403-e96b0029c9fe', 'acdd72a7-3385-48ef-bd42-f606fba81ae7')))]",
                             "storageInfrastructureEncryptionProperties": "[if(not(parameters('app').hub.options.storageInfrastructureEncryption), createObject(), createObject('encryption', createObject('keySource', 'Microsoft.Storage', 'requireInfrastructureEncryption', parameters('app').hub.options.storageInfrastructureEncryption)))]"
                           },
                           "resources": {
@@ -27753,7 +28279,7 @@
                                 "name": "storageRoleAssignments",
                                 "count": "[length(variables('factoryStorageRoles'))]"
                               },
-                              "condition": "[and(variables('usesDataFactory'), variables('usesStorage'))]",
+                              "condition": "[variables('usesDataFactory')]",
                               "type": "Microsoft.Authorization/roleAssignments",
                               "apiVersion": "2022-04-01",
                               "scope": "[resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage)]",
@@ -28350,7 +28876,7 @@
                                     "_generator": {
                                       "name": "bicep",
                                       "version": "0.40.2.10011",
-                                      "templateHash": "1681840610494675289"
+                                      "templateHash": "15790442586575518487"
                                     }
                                   },
                                   "definitions": {
@@ -28401,6 +28927,9 @@
                                             "networkAddressPrefix": {
                                               "type": "string"
                                             },
+                                            "natGateway": {
+                                              "type": "bool"
+                                            },
                                             "privateRouting": {
                                               "type": "bool"
                                             },
@@ -28439,6 +28968,7 @@
                                           "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
                                           "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
                                           "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
                                           "privateRouting": "Indicates whether private network routing is enabled.",
                                           "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
                                           "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
@@ -28476,6 +29006,9 @@
                                             "dfs": {
                                               "$ref": "#/definitions/_1.IdNameObject"
                                             },
+                                            "file": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
                                             "queue": {
                                               "$ref": "#/definitions/_1.IdNameObject"
                                             },
@@ -28512,6 +29045,7 @@
                                         "dnsZones": {
                                           "blob": "Resource ID and name for the blob storage DNS zone.",
                                           "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                          "file": "Resource ID and name for the file storage DNS zone.",
                                           "queue": "Resource ID and name for the queue storage DNS zone.",
                                           "table": "Resource ID and name for the table storage DNS zone."
                                         },
@@ -28637,6 +29171,13 @@
                                       "metadata": {
                                         "description": "Optional. Environment variables to use for the deployment script."
                                       }
+                                    },
+                                    "forceUpdateTag": {
+                                      "type": "string",
+                                      "defaultValue": "",
+                                      "metadata": {
+                                        "description": "Optional. Forces the script to run again when the value changes. Default = empty (only reruns when properties change)."
+                                      }
                                     }
                                   },
                                   "variables": {
@@ -28691,12 +29232,21 @@
                                           "[format('{0}', resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]": {}
                                         }
                                       },
-                                      "properties": "[shallowMerge(createArray(variables('privateEndpointDeploymentProperties'), createObject('azPowerShellVersion', '11.0', 'retentionInterval', 'PT1H', 'cleanupPreference', 'OnSuccess', 'scriptContent', parameters('scriptContent'), 'arguments', parameters('arguments'), 'environmentVariables', parameters('environmentVariables'))))]",
+                                      "properties": "[shallowMerge(createArray(variables('privateEndpointDeploymentProperties'), createObject('azPowerShellVersion', '11.0', 'retentionInterval', 'PT1H', 'cleanupPreference', 'OnSuccess', 'scriptContent', parameters('scriptContent'), 'arguments', parameters('arguments'), 'environmentVariables', parameters('environmentVariables'), 'forceUpdateTag', if(empty(parameters('forceUpdateTag')), null(), parameters('forceUpdateTag')))))]",
                                       "dependsOn": [
                                         "identity",
                                         "identityRoleAssignments"
                                       ]
                                     }
+                                  },
+                                  "outputs": {
+                                    "scriptOutputs": {
+                                      "type": "object",
+                                      "metadata": {
+                                        "description": "Values the script set in $DeploymentScriptOutputs. Empty if the script did not set any."
+                                      },
+                                      "value": "[coalesce(tryGet(reference('script'), 'outputs'), createObject())]"
+                                    }
                                   }
                                 }
                               },
@@ -28816,17 +29366,17 @@
                     "_generator": {
                       "name": "bicep",
                       "version": "0.40.2.10011",
-                      "templateHash": "15750065557422685625"
+                      "templateHash": "4004967434686444510"
                     },
                     "hubApp": {
                       "id": "Microsoft.FinOpsHubs.Recommendations",
-                      "version": "14.0",
+                      "version": "15.0",
                       "dependencies": [
                         "Microsoft.FinOpsHubs.Core",
                         "Microsoft.FinOpsHubs.IngestionQueries",
                         "Microsoft.FinOpsHubs.AzureResourceGraph"
                       ],
-                      "metadata": "https://microsoft.github.io/finops-toolkit/deploy/finops-hub/14.0/Microsoft.FinOpsHubs/Recommendations/metadata.bicep"
+                      "metadata": "https://microsoft.github.io/finops-toolkit/deploy/finops-hub/15.0/Microsoft.FinOpsHubs/Recommendations/metadata.bicep"
                     }
                   },
                   "definitions": {
@@ -28866,6 +29416,9 @@
                             "networkAddressPrefix": {
                               "type": "string"
                             },
+                            "natGateway": {
+                              "type": "bool"
+                            },
                             "privateRouting": {
                               "type": "bool"
                             },
@@ -28904,6 +29457,7 @@
                           "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
                           "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
                           "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
                           "privateRouting": "Indicates whether private network routing is enabled.",
                           "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
                           "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
@@ -28941,6 +29495,9 @@
                             "dfs": {
                               "$ref": "#/definitions/_1.IdNameObject"
                             },
+                            "file": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            },
                             "queue": {
                               "$ref": "#/definitions/_1.IdNameObject"
                             },
@@ -28977,6 +29534,7 @@
                         "dnsZones": {
                           "blob": "Resource ID and name for the blob storage DNS zone.",
                           "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                          "file": "Resource ID and name for the file storage DNS zone.",
                           "queue": "Resource ID and name for the queue storage DNS zone.",
                           "table": "Resource ID and name for the table storage DNS zone."
                         },
@@ -29331,30 +29889,30 @@
                     }
                   },
                   "variables": {
-                    "$fxv#0": "{\n    \"dataset\": \"Recommendations\",\n    \"provider\": \"Microsoft\",\n    \"query\": \"advisorresources | where type == 'microsoft.advisor/recommendations' | where properties.category == 'Cost' | extend x_RecommendationDetails = bag_pack('RecommendationImpact', tostring(properties.impact), 'x_RecommendationProvider', 'Azure Advisor', 'x_RecommendationSolution', tostring(properties.shortDescription.solution), 'x_RecommendationTypeId', tostring(properties.recommendationTypeId), 'x_ResourceType', tolower(properties.impactedField)) | extend x_RecommendationDetails = tostring(bag_merge(x_RecommendationDetails, properties.extendedProperties)) | project x_RecommendationId=id, x_ResourceGroupName=tolower(resourceGroup), SubAccountId=subscriptionId, x_RecommendationCategory=tostring(properties.category), x_RecommendationDescription=tostring(properties.shortDescription.problem), ResourceId=tolower(properties.resourceMetadata.resourceId), ResourceName=tolower(properties.impactedValue), x_RecommendationDetails, x_RecommendationDate=tostring(properties.lastUpdated) | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\n    \"queryEngine\": \"ResourceGraph\",\n    \"scope\": \"Tenant\",\n    \"source\": \"Azure Advisor\",\n    \"type\": \"Microsoft-AdvisorCost\",\n    \"version\": \"1.0\"\n}\n",
-                    "$fxv#1": "{\n    \"dataset\": \"Recommendations\",\n    \"provider\": \"Microsoft\",\n    \"query\": \"resources | where type =~ 'Microsoft.Network/applicationGateways' | extend backendPoolsCount = array_length(properties.backendAddressPools),SKUName= tostring(properties.sku.name), SKUTier= tostring(properties.sku.tier),SKUCapacity=properties.sku.capacity,backendPools=properties.backendAddressPools| project id, name, SKUName, SKUTier, SKUCapacity,resourceGroup,subscriptionId, AppGWName=name, type, Location=location| join (    resources    | where type =~ 'Microsoft.Network/applicationGateways'    | mvexpand backendPools = properties.backendAddressPools    | extend backendIPCount = array_length(backendPools.properties.backendIPConfigurations)    | extend backendAddressesCount = array_length(backendPools.properties.backendAddresses)    | extend backendPoolName  = backendPools.properties.backendAddressPools.name    | summarize backendIPCount = sum(backendIPCount) ,backendAddressesCount=sum(backendAddressesCount) by id) on id| project-away id1| where  (backendIPCount == 0 or isempty(backendIPCount)) and (backendAddressesCount==0 or isempty(backendAddressesCount))| project     x_RecommendationId=strcat(tolower(id),'-idle'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='Application Gateway without any backend pool',     ResourceId = tolower(id),     ResourceName=tolower(AppGWName),     x_RecommendationDetails= tostring(bag_pack('backendIPCount', backendIPCount, 'Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Review and remove this resource if not needed', 'x_RecommendationTypeId', '4f69df93-5972-44e0-97cf-4343c2bcf4b8', 'x_ResourceType', type, 'x_RecommendationMaturityLevel', 'Preview')),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\n    \"queryEngine\": \"ResourceGraph\",\n    \"scope\": \"Tenant\",\n    \"source\": \"FinOps hubs\",\n    \"type\": \"Microsoft-BackendlessAppGateways\",\n    \"version\": \"1.0\"\n}\n",
-                    "$fxv#10": "{\n  \"dataset\": \"Recommendations\",\n  \"provider\": \"Microsoft\",\n  \"query\": \"resources | where type =~ 'microsoft.storage/storageaccounts' | where kind in~ ('Storage', 'BlobStorage') and parse_json(sku).name in~ ('Standard_LRS', 'Standard_GRS', 'Standard_ZRS', 'Standard_RAGRS', 'Standard_RAGZRS') | extend Location=location, AccessTier=tostring(properties.accessTier), Kind=tostring(kind) | project id, name, resourceGroup, subscriptionId, Location, Kind, AccessTier, type | project     x_RecommendationId=strcat(tolower(id),'-legacyStorageAccount'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='Storage account is using a legacy kind that is being retired',     ResourceId = tolower(id),     ResourceName=tolower(name),     x_RecommendationDetails = tostring(bag_pack('Kind', Kind, 'AccessTier', AccessTier, 'Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Upgrade to General Purpose v2 (StorageV2) storage account', 'x_RecommendationTypeId', 'c4d5e6f7-a8b9-0c1d-2e3f-4a5b6c7d8e9f', 'x_ResourceType', type)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\n  \"queryEngine\": \"ResourceGraph\",\n  \"scope\": \"Tenant\",\n  \"source\": \"FinOps hubs\",\n  \"type\": \"Microsoft-LegacyStorageAccounts\",\n  \"version\": \"1.0\"\n}\n",
-                    "$fxv#11": "{\n    \"dataset\": \"Recommendations\",\n    \"provider\": \"Microsoft\",\n    \"query\": \"resources | where type =~ 'microsoft.network/natgateways' | where isnull(properties.subnets) or array_length(properties.subnets) == 0 | extend Location=location, SKUName=tostring(sku.name) | project id, name, resourceGroup, subscriptionId, Location, SKUName, type | project     x_RecommendationId=strcat(tolower(id),'-orphanedNATGateway'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='NAT gateway is not associated with any subnet',     ResourceId = tolower(id),     ResourceName=tolower(name),     x_RecommendationDetails = tostring(bag_pack('SKUName', SKUName, 'Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Delete the orphaned NAT gateway or associate it with a subnet', 'x_RecommendationTypeId', 'b4c5d6e7-8f9a-0b1c-2d3e-4f5a6b7c8d9e', 'x_ResourceType', type)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\n    \"queryEngine\": \"ResourceGraph\",\n    \"scope\": \"Tenant\",\n    \"source\": \"FinOps hubs\",\n    \"type\": \"Microsoft-OrphanedNATGateways\",\n    \"version\": \"1.0\"\n}\n",
-                    "$fxv#12": "{\n    \"dataset\": \"Recommendations\",\n    \"provider\": \"Microsoft\",\n    \"query\": \"resources | where type =~ 'microsoft.compute/snapshots' | where sku.name =~ 'Premium_LRS' | extend DiskSizeGB=tostring(properties.diskSizeGB), TimeCreated=tostring(properties.timeCreated), Location=location, SKUName=tostring(sku.name) | project id, name, resourceGroup, subscriptionId, Location, DiskSizeGB, TimeCreated, SKUName, type | project     x_RecommendationId=strcat(tolower(id),'-premiumSnapshot'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='Snapshot is using Premium SSD storage instead of Standard',     ResourceId = tolower(id),     ResourceName=tolower(name),     x_RecommendationDetails = tostring(bag_pack('DiskSizeGB', DiskSizeGB, 'SKUName', SKUName, 'TimeCreated', TimeCreated, 'Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Change snapshot storage type from Premium SSD to Standard HDD', 'x_RecommendationTypeId', 'e7f8a9b0-1c2d-3e4f-5a6b-7c8d9e0f1a2b', 'x_ResourceType', type)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\n    \"queryEngine\": \"ResourceGraph\",\n    \"scope\": \"Tenant\",\n    \"source\": \"FinOps hubs\",\n    \"type\": \"Microsoft-PremiumSnapshots\",\n    \"version\": \"1.0\"\n}\n",
-                    "$fxv#13": "{\n    \"dataset\": \"Recommendations\",\n    \"provider\": \"Microsoft\",\n    \"query\": \"resources | where type =~ 'microsoft.compute/virtualmachines' and tolower(tostring(properties.extended.instanceView.powerState.code)) =~ 'powerstate/stopped' | extend PowerState=tostring(properties.extended.instanceView.powerState.displayStatus) | extend Location=location, type| project id, PowerState, Location, resourceGroup, subscriptionId, VMName=name, type| project     x_RecommendationId=strcat(tolower(id),'-notDeallocated'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='Virtual machine is powered off but not deallocated',     ResourceId = tolower(id),     ResourceName=tolower(VMName),     x_RecommendationDetails= tostring(bag_pack('PowerState', PowerState, 'Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Deallocate the virtual machine to ensure it does not incur in compute costs', 'x_RecommendationTypeId', 'ab2ff882-e927-4093-9d11-631be0219975', 'x_ResourceType', type)),    x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\n    \"queryEngine\": \"ResourceGraph\",\n    \"scope\": \"Tenant\",\n    \"source\": \"FinOps hubs\",\n    \"type\": \"Microsoft-StoppedVMs\",\n    \"version\": \"1.0\"\n}\n",
-                    "$fxv#14": "{\n    \"dataset\": \"Recommendations\",\n    \"provider\": \"Microsoft\",\n    \"query\": \"resources | where type =~ 'microsoft.network/ddosprotectionplans' | where isnull(properties.virtualNetworks) or array_length(properties.virtualNetworks) == 0 | extend Location=location | project id, name, resourceGroup, subscriptionId, Location, type | project     x_RecommendationId=strcat(tolower(id),'-unassociatedDDoSPlan'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='DDoS protection plan is not associated with any virtual network',     ResourceId = tolower(id),     ResourceName=tolower(name),     x_RecommendationDetails = tostring(bag_pack('Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Delete the DDoS protection plan or associate it with virtual networks', 'x_RecommendationTypeId', 'c5d6e7f8-9a0b-1c2d-3e4f-5a6b7c8d9e0f', 'x_ResourceType', type)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\n    \"queryEngine\": \"ResourceGraph\",\n    \"scope\": \"Tenant\",\n    \"source\": \"FinOps hubs\",\n    \"type\": \"Microsoft-UnassociatedDDoSPlans\",\n    \"version\": \"1.0\"\n}\n",
-                    "$fxv#15": "{\n    \"dataset\": \"Recommendations\",\n    \"provider\": \"Microsoft\",\n    \"query\": \"resources | where type =~ 'microsoft.compute/disks' and isempty(managedBy) | extend diskState = tostring(properties.diskState) | where diskState != 'ActiveSAS' and tags !contains 'ASR-ReplicaDisk' and tags !contains 'asrseeddisk' | extend DiskId=id, DiskIDfull=id, DiskName=name, SKUName=sku.name, SKUTier=sku.tier, DiskSizeGB=tostring(properties.diskSizeGB), Location=location, TimeCreated=tostring(properties.timeCreated), SubId=subscriptionId | order by DiskId asc | project DiskId, DiskIDfull, DiskName, DiskSizeGB, SKUName, SKUTier, resourceGroup, Location, TimeCreated, subscriptionId, type| project     x_RecommendationId=strcat(tolower(DiskId),'-unattached'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='Unattached (orphaned) disk is incurring in storage costs',     ResourceId = tolower(DiskId),     ResourceName=tolower(DiskName),     x_RecommendationDetails= tostring(bag_pack('DiskSizeGB', DiskSizeGB, 'SKUName', SKUName, 'SKUTier', SKUTier, 'Location', Location, 'TimeCreated', TimeCreated, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Remove or downgrade the unattached disk', 'x_RecommendationTypeId', 'e0c02939-ce02-4f9d-881f-8067ae7ec90f', 'x_ResourceType', type)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\n    \"queryEngine\": \"ResourceGraph\",\n    \"scope\": \"Tenant\",\n    \"source\": \"FinOps hubs\",\n    \"type\": \"Microsoft-UnattachedDisks\",\n    \"version\": \"1.0\"\n}\n",
-                    "$fxv#16": "{\n  \"dataset\": \"Recommendations\",\n  \"provider\": \"Microsoft\",\n  \"query\": \"resources | where type =~ 'microsoft.network/networkinterfaces' | where isnull(properties.virtualMachine) and isnull(properties.privateEndpoint) | extend Location=location, PrivateIP=tostring(properties.ipConfigurations[0].properties.privateIPAddress) | project id, name, resourceGroup, subscriptionId, Location, PrivateIP, type | project     x_RecommendationId=strcat(tolower(id),'-unattachedNIC'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='Network interface is not attached to any virtual machine or private endpoint',     ResourceId = tolower(id),     ResourceName=tolower(name),     x_RecommendationDetails = tostring(bag_pack('PrivateIP', PrivateIP, 'Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Delete the orphaned network interface', 'x_RecommendationTypeId', 'a8b9c0d1-e2f3-4a5b-6c7d-8e9f0a1b2c3d', 'x_ResourceType', type)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\n  \"queryEngine\": \"ResourceGraph\",\n  \"scope\": \"Tenant\",\n  \"source\": \"FinOps hubs\",\n  \"type\": \"Microsoft-UnattachedNICs\",\n  \"version\": \"1.0\"\n}\n",
-                    "$fxv#17": "{\n    \"dataset\": \"Recommendations\",\n    \"provider\": \"Microsoft\",\n    \"query\": \"resources | where type =~ 'Microsoft.Network/publicIPAddresses' and isempty(properties.ipConfiguration) and isempty(properties.natGateway) | extend PublicIpId=id, IPName=name, AllocationMethod=tostring(properties.publicIPAllocationMethod), SKUName=sku.name, Location=location | project PublicIpId, IPName, SKUName, resourceGroup, Location, AllocationMethod, subscriptionId, type, name | union ( resources | where type =~ 'microsoft.network/networkinterfaces' and isempty(properties.virtualMachine) and isnull(properties.privateEndpoint) and isnotempty(properties.ipConfigurations) | extend IPconfig = properties.ipConfigurations | mv-expand IPconfig | extend PublicIpId= tostring(IPconfig.properties.publicIPAddress.id) | project PublicIpId, name | join ( resources | where type =~ 'Microsoft.Network/publicIPAddresses'| extend PublicIpId=id, IPName=name, AllocationMethod=tostring(properties.publicIPAllocationMethod), SKUName=sku.name, resourceGroup, Location=location, name, id ) on PublicIpId | extend PublicIpId,IPName, SKUName, resourceGroup, Location, AllocationMethod,name, subscriptionId )| project     x_RecommendationId=strcat(tolower(PublicIpId),'-idle'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='Unattached (orphaned) public IP',     ResourceId = tolower(PublicIpId),     ResourceName=tolower(name),     x_RecommendationDetails= tostring(bag_pack('SKUName', SKUName, 'AllocationMethod', AllocationMethod, 'Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Review and remove this resource if not needed', 'x_RecommendationTypeId', '3ecbf770-9404-4504-a450-cc198e8b2a7d', 'x_ResourceType', type)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\n    \"queryEngine\": \"ResourceGraph\",\n    \"scope\": \"Tenant\",\n    \"source\": \"FinOps hubs\",\n    \"type\": \"Microsoft-UnattachedPublicIPs\",\n    \"version\": \"1.0\"\n}\n",
-                    "$fxv#18": "{\n  \"dataset\": \"Recommendations\",\n  \"provider\": \"Microsoft\",\n  \"query\": \"resources | where type =~ 'microsoft.compute/virtualmachines' | where isnull(properties.storageProfile.osDisk.managedDisk) | extend Location=location, VMSize=tostring(properties.hardwareProfile.vmSize) | project id, name, resourceGroup, subscriptionId, Location, VMSize, type | project     x_RecommendationId=strcat(tolower(id),'-unmanagedDisks'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='Virtual machine is using unmanaged disks that are being retired',     ResourceId = tolower(id),     ResourceName=tolower(name),     x_RecommendationDetails = tostring(bag_pack('VMSize', VMSize, 'Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Migrate to managed disks', 'x_RecommendationTypeId', 'd5e6f7a8-b9c0-1d2e-3f4a-5b6c7d8e9f0a', 'x_ResourceType', type)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\n  \"queryEngine\": \"ResourceGraph\",\n  \"scope\": \"Tenant\",\n  \"source\": \"FinOps hubs\",\n  \"type\": \"Microsoft-UnmanagedDisks\",\n  \"version\": \"1.0\"\n}\n",
-                    "$fxv#19": "{\n  \"dataset\": \"Recommendations\",\n  \"provider\": \"Microsoft\",\n  \"query\": \"resources | where type =~ 'microsoft.network/expressroutecircuits' | where tostring(properties.serviceProviderProvisioningState) != 'Provisioned' | extend CircuitState=tostring(properties.circuitProvisioningState), ProviderState=tostring(properties.serviceProviderProvisioningState), ServiceProvider=tostring(properties.serviceProviderProperties.serviceProviderName), BandwidthMbps=tostring(properties.serviceProviderProperties.bandwidthInMbps), SKUName=tostring(sku.name), SKUTier=tostring(sku.tier), SKUFamily=tostring(sku.family), Location=location | project id, name, resourceGroup, subscriptionId, Location, CircuitState, ProviderState, ServiceProvider, BandwidthMbps, SKUName, SKUTier, SKUFamily, type | project     x_RecommendationId=strcat(tolower(id),'-unprovisionedExpressRoute'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='ExpressRoute circuit is not in provisioned state',     ResourceId = tolower(id),     ResourceName=tolower(name),     x_RecommendationDetails = tostring(bag_pack('CircuitState', CircuitState, 'ProviderState', ProviderState, 'ServiceProvider', ServiceProvider, 'BandwidthMbps', BandwidthMbps, 'SKUName', SKUName, 'SKUTier', SKUTier, 'SKUFamily', SKUFamily, 'Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Complete provisioning or delete the ExpressRoute circuit', 'x_RecommendationTypeId', 'd6e7f8a9-0b1c-2d3e-4f5a-6b7c8d9e0f1a', 'x_ResourceType', type)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\n  \"queryEngine\": \"ResourceGraph\",\n  \"scope\": \"Tenant\",\n  \"source\": \"FinOps hubs\",\n  \"type\": \"Microsoft-UnprovisionedExpressRouteCircuits\",\n  \"version\": \"1.0\"\n}\n",
-                    "$fxv#2": "{\n    \"dataset\": \"Recommendations\",\n    \"provider\": \"Microsoft\",\n    \"query\": \"resources | where type =~ 'microsoft.network/loadbalancers' and array_length(properties.backendAddressPools) == 0 and sku.name!='Basic' | extend SKUName=tostring(sku.name) | extend SKUTier=tostring(sku.tier), Location=location | extend backendAddressPools = properties.backendAddressPools | extend id,name, SKUName,SKUTier,backendAddressPools, location,resourceGroup, subscriptionId, type| project     x_RecommendationId=strcat(tolower(id),'-idle'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='Load balancer without a backend pool',     ResourceId = tolower(id),     ResourceName=tolower(name),     x_RecommendationDetails= tostring(bag_pack('SKUName', SKUName, 'SKUTier', SKUTier, 'Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Review and remove this resource if not needed', 'x_RecommendationTypeId', 'ab703887-fa23-4915-abdc-3defbea89f7a', 'x_ResourceType', type)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\n    \"queryEngine\": \"ResourceGraph\",\n    \"scope\": \"Tenant\",\n    \"source\": \"FinOps hubs\",\n    \"type\": \"Microsoft-BackendlessLoadBalancers\",\n    \"version\": \"1.0\"\n}\n",
-                    "$fxv#20": "{\n    \"dataset\": \"Recommendations\",\n    \"provider\": \"Microsoft\",\n    \"query\": \"resourcecontainers | where type =~ 'Microsoft.Resources/subscriptions' | where tostring (properties.subscriptionPolicies.quotaId) !has 'MSDNDevTest_2014-09-01' | extend SubscriptionName=name | join (     resources | where type =~ 'Microsoft.SqlVirtualMachine/SqlVirtualMachines' and tostring(properties.['sqlServerLicenseType']) != 'AHUB'     | extend SQLID=id, VMName = name, resourceGroup, Location = location, LicenseType = tostring(properties.['sqlServerLicenseType']), OSType=tostring(properties.storageProfile.imageReference.offer), SQLAgentType = tostring(properties.['sqlManagement']), SQLVersion = tostring(properties.['sqlImageOffer']), SQLSKU=tostring(properties.['sqlImageSku'])) on subscriptionId | join (    resources    | where type =~ 'Microsoft.Compute/virtualmachines'    | extend ActualCores = toint(extract('.[A-Z]([0-9]+)', 1, tostring(properties.hardwareProfile.vmSize)))    | project VMName = tolower(name), VMSize = tostring(properties.hardwareProfile.vmSize),ActualCores, subscriptionId, vmType=type, vmResourceGroup=resourceGroup) on VMName| order by id asc    | where SQLSKU != 'Developer' and SQLSKU != 'Express'| extend CheckAHBSQLVM= case(    type == 'Microsoft.SqlVirtualMachine/SqlVirtualMachines', iif((properties.['sqlServerLicenseType']) != 'AHUB', 'AHB-disabled', 'AHB-enabled'),    'Not Windows')| project SQLID,VMName,resourceGroup, Location, VMSize, SQLVersion, SQLSKU, SQLAgentType, LicenseType, SubscriptionName,type,CheckAHBSQLVM, subscriptionId,ActualCores, vmType, vmResourceGroup| project     x_RecommendationId=strcat(tolower(SQLID),'-CheckAHBSQLVM'),     x_ResourceGroupName=tolower(vmResourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='SQL virtual machine is not leveraging Azure Hybrid Benefit',     ResourceId = tolower(SQLID),     ResourceName=tolower(VMName),     x_RecommendationDetails= tostring(bag_pack('VMSize', VMSize, 'CheckAHBSQLVM', CheckAHBSQLVM, 'ActualCores', ActualCores, 'SQLVersion', SQLVersion, 'SQLSKU', SQLSKU, 'SQLAgentType', SQLAgentType, 'LicenseType', LicenseType, 'Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Review the SQL licensing option', 'x_RecommendationTypeId', '01decd62-f91b-4434-abe5-9a09e13e018f', 'x_ResourceType', vmType)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\n    \"queryEngine\": \"ResourceGraph\",\n    \"scope\": \"Tenant\",\n    \"source\": \"FinOps hubs\",\n    \"group\": \"ahb\",\n    \"type\": \"Microsoft-SQLVMsWithoutAHB\",\n    \"version\": \"1.0\"\n}\n",
-                    "$fxv#21": "{\n    \"dataset\": \"Recommendations\",\n    \"provider\": \"Microsoft\",\n    \"query\": \"resourcecontainers | where type =~ 'Microsoft.Resources/subscriptions' | where tostring (properties.subscriptionPolicies.quotaId) !has 'MSDNDevTest_2014-09-01' | extend SubscriptionName=name | join (    resources     | where type =~ 'microsoft.compute/virtualmachines' or type =~ 'microsoft.compute/virtualMachineScaleSets'    | where (tostring(properties.virtualMachineProfile.storageProfile.osDisk.osType) == 'Windows'               and tostring(properties.virtualMachineProfile.storageProfile.imageReference.publisher) !in~ ('microsoftwindowsdesktop','microsoftvisualstudio')               and tostring(properties.virtualMachineProfile.licenseType) !startswith 'Windows')        or (tostring(properties.storageProfile.osDisk.osType) == 'Windows'               and tostring(properties.storageProfile.imageReference.publisher) !in~ ('microsoftwindowsdesktop','microsoftvisualstudio')               and tostring(properties.licenseType) !startswith 'Windows')    | extend WindowsId=id, VMSku=tostring(properties.hardwareProfile.vmSize), vmResourceGroup=resourceGroup, vmType=type, Location=location,LicenseType = tostring(properties.['licenseType'])    | extend ActualCores = toint(extract('.[A-Z]([0-9]+)', 1, tostring(properties.hardwareProfile.vmSize)))    | extend CheckAHBWindows = case(        type == 'microsoft.compute/virtualmachines' or type =~ 'microsoft.compute/virtualMachineScaleSets', iif((properties.['licenseType'])        !has 'Windows' and (properties.virtualMachineProfile.['licenseType']) !has 'Windows' , 'AHB-disabled', 'AHB-enabled'),        'Not Windows'    )) on subscriptionId | project     x_RecommendationId=strcat(tolower(WindowsId),'-CheckAHBWindows'),     x_ResourceGroupName=tolower(vmResourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='Windows virtual machine is not leveraging Azure Hybrid Benefit',     ResourceId = tolower(WindowsId),     ResourceName=tolower(split(WindowsId,'/')[-1]),     x_RecommendationDetails= tostring(bag_pack('VMSku', VMSku, 'CheckAHBWindows', CheckAHBWindows, 'ActualCores', ActualCores, 'Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Review the virtual machine licensing option', 'x_RecommendationTypeId', 'f326c065-b9f7-4a0e-a0f1-5a1c060bc25d', 'x_ResourceType', vmType)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\n    \"queryEngine\": \"ResourceGraph\",\n    \"scope\": \"Tenant\",\n    \"source\": \"FinOps hubs\",\n    \"group\": \"ahb\",\n    \"type\": \"Microsoft-VMsWithoutAHB\",\n    \"version\": \"1.0\"\n}\n",
-                    "$fxv#22": "{\n    \"dataset\": \"Recommendations\",\n    \"provider\": \"Microsoft\",\n    \"query\": \"resources | where type == 'microsoft.containerservice/managedclusters' | mvexpand AgentPoolProfiles = properties.agentPoolProfiles| project id, type, ProfileName = tostring(AgentPoolProfiles.name), Sku = tostring(sku.name), Tier = tostring(sku.tier), mode = AgentPoolProfiles.mode, AutoScaleEnabled = AgentPoolProfiles.enableAutoScaling, SpotVM = AgentPoolProfiles.scaleSetPriority, VMSize = tostring(AgentPoolProfiles.vmSize), NodeCount = tostring(AgentPoolProfiles.['count']), minCount = tostring(AgentPoolProfiles.minCount), maxCount = tostring(AgentPoolProfiles.maxCount), Location=location, resourceGroup, subscriptionId, AKSname = name| where AutoScaleEnabled == 'true' and isnull(SpotVM)| project     x_RecommendationId=strcat(tolower(id),'-notSpot'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='The AKS cluster agent pool scale set is not utilizing Spot VMs',     ResourceId = tolower(id),     ResourceName=tolower(AKSname),     x_RecommendationDetails= tostring(bag_pack('AutoScaleEnabled', AutoScaleEnabled, 'SpotVM', SpotVM, 'VMSize', VMSize, 'Location', Location, 'NodeCount', NodeCount, 'minCount', minCount, 'maxCount', maxCount, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Consider enabling Spot VMs for this AKS cluster to optimize costs, as Spot VMs offer significantly lower pricing compared to regular VMs', 'x_RecommendationTypeId', 'c26abcc2-d5e6-4654-be4a-7d338e5c1e5f', 'x_ResourceType', type)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\n    \"queryEngine\": \"ResourceGraph\",\n    \"scope\": \"Tenant\",\n    \"source\": \"FinOps hubs\",\n    \"group\": \"spot\",\n    \"type\": \"Microsoft-NonSpotAKSClusters\",\n    \"version\": \"1.0\"\n}\n",
-                    "$fxv#23": "{\n    \"additionalColumns\": [],\n    \"translator\": {\n        \"type\": \"TabularTranslator\",\n        \"mappings\": [\n            {\n                \"source\": {\n                    \"path\": \"[['ResourceId']\"\n                },\n                \"sink\": {\n                    \"path\": \"ResourceId\"\n                }\n            },\n            {\n                \"source\": {\n                    \"path\": \"[['ResourceName']\"\n                },\n                \"sink\": {\n                    \"path\": \"ResourceName\"\n                }\n            },\n            {\n                \"source\": {\n                    \"path\": \"[['SubAccountId']\"\n                },\n                \"sink\": {\n                    \"path\": \"SubAccountId\"\n                }\n            },\n            {\n                \"source\": {\n                    \"path\": \"[['SubAccountName']\"\n                },\n                \"sink\": {\n                    \"path\": \"SubAccountName\"\n                }\n            },\n            {\n                \"source\": {\n                    \"path\": \"[['x_RecommendationCategory']\"\n                },\n                \"sink\": {\n                    \"path\": \"x_RecommendationCategory\"\n                }\n            },\n            {\n                \"source\": {\n                    \"path\": \"[['x_RecommendationDate']\"\n                },\n                \"sink\": {\n                    \"path\": \"x_RecommendationDate\"\n                }\n            },\n            {\n                \"source\": {\n                    \"path\": \"[['x_RecommendationDescription']\"\n                },\n                \"sink\": {\n                    \"path\": \"x_RecommendationDescription\"\n                }\n            },\n            {\n                \"source\": {\n                    \"path\": \"[['x_RecommendationDetails']\"\n                },\n                \"sink\": {\n                    \"path\": \"x_RecommendationDetails\"\n                }\n            },\n            {\n                \"source\": {\n                    \"path\": \"[['x_RecommendationId']\"\n                },\n                \"sink\": {\n                    \"path\": \"x_RecommendationId\"\n                }\n            },\n            {\n                \"source\": {\n                    \"path\": \"[['x_ResourceGroupName']\"\n                },\n                \"sink\": {\n                    \"path\": \"x_ResourceGroupName\"\n                }\n            },\n            {\n                \"source\": {\n                    \"path\": \"[['x_SourceName']\"\n                },\n                \"sink\": {\n                    \"path\": \"x_SourceName\"\n                }\n            },\n            {\n                \"source\": {\n                    \"path\": \"[['x_SourceProvider']\"\n                },\n                \"sink\": {\n                    \"path\": \"x_SourceProvider\"\n                }\n            },\n            {\n                \"source\": {\n                    \"path\": \"[['x_SourceType']\"\n                },\n                \"sink\": {\n                    \"path\": \"x_SourceType\"\n                }\n            },\n            {\n                \"source\": {\n                    \"path\": \"[['x_SourceVersion']\"\n                },\n                \"sink\": {\n                    \"path\": \"x_SourceVersion\"\n                }\n            }\n        ],\n        \"collectionReference\": \"$['data']\",\n        \"mapComplexValuesToString\": true\n    }\n}\n",
-                    "$fxv#3": "{\n  \"dataset\": \"Recommendations\",\n  \"provider\": \"Microsoft\",\n  \"query\": \"resources | where type =~ 'microsoft.network/loadbalancers' | where sku.name =~ 'Basic' | extend Location=location | project id, name, resourceGroup, subscriptionId, Location, type | project     x_RecommendationId=strcat(tolower(id),'-basicLoadBalancer'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='Load balancer is using the retired Basic SKU',     ResourceId = tolower(id),     ResourceName=tolower(name),     x_RecommendationDetails = tostring(bag_pack('Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Upgrade to Standard SKU load balancer', 'x_RecommendationTypeId', 'a2b3c4d5-e6f7-8a9b-0c1d-2e3f4a5b6c7d', 'x_ResourceType', type)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\n  \"queryEngine\": \"ResourceGraph\",\n  \"scope\": \"Tenant\",\n  \"source\": \"FinOps hubs\",\n  \"type\": \"Microsoft-BasicLoadBalancers\",\n  \"version\": \"1.0\"\n}\n",
-                    "$fxv#4": "{\n  \"dataset\": \"Recommendations\",\n  \"provider\": \"Microsoft\",\n  \"query\": \"resources | where type =~ 'microsoft.network/publicipaddresses' | where sku.name =~ 'Basic' | extend Location=location, AllocationMethod=tostring(properties.publicIPAllocationMethod), IpAddress=tostring(properties.ipAddress) | project id, name, resourceGroup, subscriptionId, Location, AllocationMethod, IpAddress, type | project     x_RecommendationId=strcat(tolower(id),'-basicPublicIP'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='Public IP is using the retired Basic SKU',     ResourceId = tolower(id),     ResourceName=tolower(name),     x_RecommendationDetails = tostring(bag_pack('AllocationMethod', AllocationMethod, 'IpAddress', IpAddress, 'Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Upgrade to Standard SKU public IP', 'x_RecommendationTypeId', 'f1a2b3c4-d5e6-7f8a-9b0c-1d2e3f4a5b6c', 'x_ResourceType', type)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\n  \"queryEngine\": \"ResourceGraph\",\n  \"scope\": \"Tenant\",\n  \"source\": \"FinOps hubs\",\n  \"type\": \"Microsoft-BasicPublicIPs\",\n  \"version\": \"1.0\"\n}\n",
-                    "$fxv#5": "{\n  \"dataset\": \"Recommendations\",\n  \"provider\": \"Microsoft\",\n  \"query\": \"resources | where type =~ 'microsoft.network/applicationgateways' | where tostring(properties.sku.tier) in~ ('Standard', 'WAF') | extend Location=location, SKUName=tostring(properties.sku.name), SKUTier=tostring(properties.sku.tier), SKUCapacity=tostring(properties.sku.capacity) | project id, name, resourceGroup, subscriptionId, Location, SKUName, SKUTier, SKUCapacity, type | project     x_RecommendationId=strcat(tolower(id),'-classicAppGateway'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='Application Gateway is using the retiring v1 SKU',     ResourceId = tolower(id),     ResourceName=tolower(name),     x_RecommendationDetails = tostring(bag_pack('SKUName', SKUName, 'SKUTier', SKUTier, 'SKUCapacity', SKUCapacity, 'Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Migrate to Application Gateway v2 (Standard_v2 or WAF_v2)', 'x_RecommendationTypeId', 'b3c4d5e6-f7a8-9b0c-1d2e-3f4a5b6c7d8e', 'x_ResourceType', type)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\n  \"queryEngine\": \"ResourceGraph\",\n  \"scope\": \"Tenant\",\n  \"source\": \"FinOps hubs\",\n  \"type\": \"Microsoft-ClassicAppGateways\",\n  \"version\": \"1.0\"\n}\n",
-                    "$fxv#6": "{\n    \"dataset\": \"Recommendations\",\n    \"provider\": \"Microsoft\",\n    \"query\": \"resources | where type =~ 'microsoft.web/serverfarms' | where toint(properties.numberOfSites) == 0 | where sku.tier !~ 'Free' | extend Location=location, SKUName=sku.name, SKUTier=sku.tier, SKUCapacity=tostring(sku.capacity) | project id, name, resourceGroup, subscriptionId, Location, SKUName, SKUTier, SKUCapacity, type | project     x_RecommendationId=strcat(tolower(id),'-emptyAppServicePlan'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='App Service plan has no apps hosted on it',     ResourceId = tolower(id),     ResourceName=tolower(name),     x_RecommendationDetails = tostring(bag_pack('SKUName', SKUName, 'SKUTier', SKUTier, 'SKUCapacity', SKUCapacity, 'Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Delete the empty App Service plan or deploy apps to it', 'x_RecommendationTypeId', 'd7b1c874-5e1a-4e3b-9f0a-1c2d3e4f5a6b', 'x_ResourceType', type)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\n    \"queryEngine\": \"ResourceGraph\",\n    \"scope\": \"Tenant\",\n    \"source\": \"FinOps hubs\",\n    \"type\": \"Microsoft-EmptyAppServicePlans\",\n    \"version\": \"1.0\"\n}\n",
-                    "$fxv#7": "{\n  \"dataset\": \"Recommendations\",\n  \"provider\": \"Microsoft\",\n  \"query\": \"resources | where type =~ 'microsoft.network/networksecuritygroups' | where isnull(properties.networkInterfaces) and isnull(properties.subnets) | extend Location=location | project id, name, resourceGroup, subscriptionId, Location, type | project     x_RecommendationId=strcat(tolower(id),'-emptyNSG'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='Network security group is not associated with any network interface or subnet',     ResourceId = tolower(id),     ResourceName=tolower(name),     x_RecommendationDetails = tostring(bag_pack('Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Delete the orphaned network security group or associate it with a subnet or NIC', 'x_RecommendationTypeId', 'b9c0d1e2-f3a4-5b6c-7d8e-9f0a1b2c3d4e', 'x_ResourceType', type)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\n  \"queryEngine\": \"ResourceGraph\",\n  \"scope\": \"Tenant\",\n  \"source\": \"FinOps hubs\",\n  \"type\": \"Microsoft-EmptyNSGs\",\n  \"version\": \"1.0\"\n}\n",
-                    "$fxv#8": "{\n    \"dataset\": \"Recommendations\",\n    \"provider\": \"Microsoft\",\n    \"query\": \"resources | where type == 'microsoft.sql/servers/elasticpools'| extend elasticPoolId = tolower(tostring(id)), elasticPoolName = name, elasticPoolRG = resourceGroup,skuName=tostring(sku.name),skuTier=tostring(sku.tier),skuCapacity=tostring(sku.capacity), Location=location, type| join kind=leftouter ( resources | where type == 'microsoft.sql/servers/databases'| extend elasticPoolId = tolower(tostring(properties.elasticPoolId)) ) on elasticPoolId| summarize databaseCount = countif(isnotempty(elasticPoolId1)) by elasticPoolId, elasticPoolName,serverResourceGroup=resourceGroup,name,skuName,skuTier,skuCapacity,elasticPoolRG,Location, type, subscriptionId| where databaseCount == 0 | project elasticPoolId, elasticPoolName, databaseCount, elasticPoolRG ,skuName,skuTier ,skuCapacity, Location, type, subscriptionId| project     x_RecommendationId=strcat(tolower(elasticPoolId),'-idle'),     x_ResourceGroupName=tolower(elasticPoolRG),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='SQL Database elastic pool has no associated databases',     ResourceId = tolower(elasticPoolId),     ResourceName=tolower(elasticPoolName),     x_RecommendationDetails= tostring(bag_pack('skuName', skuName, 'skuTier', skuTier, 'skuCapacity', skuCapacity, 'Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Review and remove this resource if not needed', 'x_RecommendationTypeId', '50987aae-a46d-49ae-bd41-a670a4dd18bd', 'x_ResourceType', type)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\n    \"queryEngine\": \"ResourceGraph\",\n    \"scope\": \"Tenant\",\n    \"source\": \"FinOps hubs\",\n    \"type\": \"Microsoft-EmptySQLElasticPools\",\n    \"version\": \"1.0\"\n}\n",
-                    "$fxv#9": "{\n    \"dataset\": \"Recommendations\",\n    \"provider\": \"Microsoft\",\n    \"query\": \"resources | where type =~ 'microsoft.network/virtualnetworkgateways' | extend gatewayType = tostring(properties.gatewayType) | where gatewayType in ('Vpn', 'ExpressRoute') | mv-expand ipConfig = properties.ipConfigurations | extend pipId = tostring(ipConfig.properties.publicIPAddress.id) | extend gwId = tolower(id) | join kind=leftouter ( resources | where type =~ 'microsoft.network/connections' | mv-expand gwRef = pack_array(properties.virtualNetworkGateway1.id, properties.virtualNetworkGateway2.id) | extend gwId = tolower(tostring(gwRef)) | summarize connectionCount = count() by gwId ) on gwId | where isnull(connectionCount) or connectionCount == 0 | extend Location=location, SKUName=tostring(properties.sku.name), SKUTier=tostring(properties.sku.tier) | project id, name, resourceGroup, subscriptionId, Location, SKUName, SKUTier, gatewayType, type | project     x_RecommendationId=strcat(tolower(id),'-idleVNetGateway'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='Virtual network gateway has no connections',     ResourceId = tolower(id),     ResourceName=tolower(name),     x_RecommendationDetails = tostring(bag_pack('GatewayType', gatewayType, 'SKUName', SKUName, 'SKUTier', SKUTier, 'Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Delete the idle virtual network gateway or add connections', 'x_RecommendationTypeId', 'a3b4c5d6-7e8f-9a0b-1c2d-3e4f5a6b7c8d', 'x_ResourceType', type)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\n    \"queryEngine\": \"ResourceGraph\",\n    \"scope\": \"Tenant\",\n    \"source\": \"FinOps hubs\",\n    \"type\": \"Microsoft-IdleVNetGateways\",\n    \"version\": \"1.0\"\n}\n",
+                    "$fxv#0": "{\r\n    \"dataset\": \"Recommendations\",\r\n    \"provider\": \"Microsoft\",\r\n    \"query\": \"advisorresources | where type == 'microsoft.advisor/recommendations' | where properties.category == 'Cost' | extend x_RecommendationDetails = bag_pack('RecommendationImpact', tostring(properties.impact), 'x_RecommendationProvider', 'Azure Advisor', 'x_RecommendationSolution', tostring(properties.shortDescription.solution), 'x_RecommendationTypeId', tostring(properties.recommendationTypeId), 'x_ResourceType', tolower(properties.impactedField)) | extend x_RecommendationDetails = tostring(bag_merge(x_RecommendationDetails, properties.extendedProperties)) | project x_RecommendationId=id, x_ResourceGroupName=tolower(resourceGroup), SubAccountId=subscriptionId, x_RecommendationCategory=tostring(properties.category), x_RecommendationDescription=tostring(properties.shortDescription.problem), ResourceId=tolower(properties.resourceMetadata.resourceId), ResourceName=tolower(properties.impactedValue), x_RecommendationDetails, x_RecommendationDate=tostring(properties.lastUpdated) | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\r\n    \"queryEngine\": \"ResourceGraph\",\r\n    \"scope\": \"Tenant\",\r\n    \"source\": \"Azure Advisor\",\r\n    \"type\": \"Microsoft-AdvisorCost\",\r\n    \"version\": \"1.0\"\r\n}\r\n",
+                    "$fxv#1": "{\r\n    \"dataset\": \"Recommendations\",\r\n    \"provider\": \"Microsoft\",\r\n    \"query\": \"resources | where type =~ 'Microsoft.Network/applicationGateways' | extend backendPoolsCount = array_length(properties.backendAddressPools),SKUName= tostring(properties.sku.name), SKUTier= tostring(properties.sku.tier),SKUCapacity=properties.sku.capacity,backendPools=properties.backendAddressPools| project id, name, SKUName, SKUTier, SKUCapacity,resourceGroup,subscriptionId, AppGWName=name, type, Location=location| join kind=inner (    resources    | where type =~ 'Microsoft.Network/applicationGateways'    | mvexpand backendPools = properties.backendAddressPools    | extend backendIPCount = array_length(backendPools.properties.backendIPConfigurations)    | extend backendAddressesCount = array_length(backendPools.properties.backendAddresses)    | extend backendPoolName  = backendPools.properties.backendAddressPools.name    | summarize backendIPCount = sum(backendIPCount) ,backendAddressesCount=sum(backendAddressesCount) by id) on id| project-away id1| where  (backendIPCount == 0 or isempty(backendIPCount)) and (backendAddressesCount==0 or isempty(backendAddressesCount))| project     x_RecommendationId=strcat(tolower(id),'-idle'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='Application Gateway without any backend pool',     ResourceId = tolower(id),     ResourceName=tolower(AppGWName),     x_RecommendationDetails= tostring(bag_pack('backendIPCount', backendIPCount, 'Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Review and remove this resource if not needed', 'x_RecommendationTypeId', '4f69df93-5972-44e0-97cf-4343c2bcf4b8', 'x_ResourceType', type, 'x_RecommendationMaturityLevel', 'Preview')),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\r\n    \"queryEngine\": \"ResourceGraph\",\r\n    \"scope\": \"Tenant\",\r\n    \"source\": \"FinOps hubs\",\r\n    \"type\": \"Microsoft-BackendlessAppGateways\",\r\n    \"version\": \"1.0\"\r\n}\r\n",
+                    "$fxv#10": "{\r\n  \"dataset\": \"Recommendations\",\r\n  \"provider\": \"Microsoft\",\r\n  \"query\": \"resources | where type =~ 'microsoft.storage/storageaccounts' | where kind in~ ('Storage', 'BlobStorage') and parse_json(sku).name in~ ('Standard_LRS', 'Standard_GRS', 'Standard_ZRS', 'Standard_RAGRS', 'Standard_RAGZRS') | extend Location=location, AccessTier=tostring(properties.accessTier), Kind=tostring(kind) | project id, name, resourceGroup, subscriptionId, Location, Kind, AccessTier, type | project     x_RecommendationId=strcat(tolower(id),'-legacyStorageAccount'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='Storage account is using a legacy kind that is being retired',     ResourceId = tolower(id),     ResourceName=tolower(name),     x_RecommendationDetails = tostring(bag_pack('Kind', Kind, 'AccessTier', AccessTier, 'Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Upgrade to General Purpose v2 (StorageV2) storage account', 'x_RecommendationTypeId', 'c4d5e6f7-a8b9-0c1d-2e3f-4a5b6c7d8e9f', 'x_ResourceType', type)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\r\n  \"queryEngine\": \"ResourceGraph\",\r\n  \"scope\": \"Tenant\",\r\n  \"source\": \"FinOps hubs\",\r\n  \"type\": \"Microsoft-LegacyStorageAccounts\",\r\n  \"version\": \"1.0\"\r\n}\r\n",
+                    "$fxv#11": "{\r\n    \"dataset\": \"Recommendations\",\r\n    \"provider\": \"Microsoft\",\r\n    \"query\": \"resources | where type =~ 'microsoft.network/natgateways' | where isnull(properties.subnets) or array_length(properties.subnets) == 0 | extend Location=location, SKUName=tostring(sku.name) | project id, name, resourceGroup, subscriptionId, Location, SKUName, type | project     x_RecommendationId=strcat(tolower(id),'-orphanedNATGateway'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='NAT gateway is not associated with any subnet',     ResourceId = tolower(id),     ResourceName=tolower(name),     x_RecommendationDetails = tostring(bag_pack('SKUName', SKUName, 'Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Delete the orphaned NAT gateway or associate it with a subnet', 'x_RecommendationTypeId', 'b4c5d6e7-8f9a-0b1c-2d3e-4f5a6b7c8d9e', 'x_ResourceType', type)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\r\n    \"queryEngine\": \"ResourceGraph\",\r\n    \"scope\": \"Tenant\",\r\n    \"source\": \"FinOps hubs\",\r\n    \"type\": \"Microsoft-OrphanedNATGateways\",\r\n    \"version\": \"1.0\"\r\n}\r\n",
+                    "$fxv#12": "{\r\n    \"dataset\": \"Recommendations\",\r\n    \"provider\": \"Microsoft\",\r\n    \"query\": \"resources | where type =~ 'microsoft.compute/snapshots' | where sku.name =~ 'Premium_LRS' | extend DiskSizeGB=tostring(properties.diskSizeGB), TimeCreated=tostring(properties.timeCreated), Location=location, SKUName=tostring(sku.name) | project id, name, resourceGroup, subscriptionId, Location, DiskSizeGB, TimeCreated, SKUName, type | project     x_RecommendationId=strcat(tolower(id),'-premiumSnapshot'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='Snapshot is using Premium SSD storage instead of Standard',     ResourceId = tolower(id),     ResourceName=tolower(name),     x_RecommendationDetails = tostring(bag_pack('DiskSizeGB', DiskSizeGB, 'SKUName', SKUName, 'TimeCreated', TimeCreated, 'Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Change snapshot storage type from Premium SSD to Standard HDD', 'x_RecommendationTypeId', 'e7f8a9b0-1c2d-3e4f-5a6b-7c8d9e0f1a2b', 'x_ResourceType', type)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\r\n    \"queryEngine\": \"ResourceGraph\",\r\n    \"scope\": \"Tenant\",\r\n    \"source\": \"FinOps hubs\",\r\n    \"type\": \"Microsoft-PremiumSnapshots\",\r\n    \"version\": \"1.0\"\r\n}\r\n",
+                    "$fxv#13": "{\r\n    \"dataset\": \"Recommendations\",\r\n    \"provider\": \"Microsoft\",\r\n    \"query\": \"resources | where type =~ 'microsoft.compute/virtualmachines' and tolower(tostring(properties.extended.instanceView.powerState.code)) =~ 'powerstate/stopped' | extend PowerState=tostring(properties.extended.instanceView.powerState.displayStatus) | extend Location=location, type| project id, PowerState, Location, resourceGroup, subscriptionId, VMName=name, type| project     x_RecommendationId=strcat(tolower(id),'-notDeallocated'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='Virtual machine is powered off but not deallocated',     ResourceId = tolower(id),     ResourceName=tolower(VMName),     x_RecommendationDetails= tostring(bag_pack('PowerState', PowerState, 'Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Deallocate the virtual machine to ensure it does not incur in compute costs', 'x_RecommendationTypeId', 'ab2ff882-e927-4093-9d11-631be0219975', 'x_ResourceType', type)),    x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\r\n    \"queryEngine\": \"ResourceGraph\",\r\n    \"scope\": \"Tenant\",\r\n    \"source\": \"FinOps hubs\",\r\n    \"type\": \"Microsoft-StoppedVMs\",\r\n    \"version\": \"1.0\"\r\n}\r\n",
+                    "$fxv#14": "{\r\n    \"dataset\": \"Recommendations\",\r\n    \"provider\": \"Microsoft\",\r\n    \"query\": \"resources | where type =~ 'microsoft.network/ddosprotectionplans' | where isnull(properties.virtualNetworks) or array_length(properties.virtualNetworks) == 0 | extend Location=location | project id, name, resourceGroup, subscriptionId, Location, type | project     x_RecommendationId=strcat(tolower(id),'-unassociatedDDoSPlan'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='DDoS protection plan is not associated with any virtual network',     ResourceId = tolower(id),     ResourceName=tolower(name),     x_RecommendationDetails = tostring(bag_pack('Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Delete the DDoS protection plan or associate it with virtual networks', 'x_RecommendationTypeId', 'c5d6e7f8-9a0b-1c2d-3e4f-5a6b7c8d9e0f', 'x_ResourceType', type)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\r\n    \"queryEngine\": \"ResourceGraph\",\r\n    \"scope\": \"Tenant\",\r\n    \"source\": \"FinOps hubs\",\r\n    \"type\": \"Microsoft-UnassociatedDDoSPlans\",\r\n    \"version\": \"1.0\"\r\n}\r\n",
+                    "$fxv#15": "{\r\n    \"dataset\": \"Recommendations\",\r\n    \"provider\": \"Microsoft\",\r\n    \"query\": \"resources | where type =~ 'microsoft.compute/disks' and isempty(managedBy) | extend diskState = tostring(properties.diskState) | where diskState != 'ActiveSAS' and tags !contains 'ASR-ReplicaDisk' and tags !contains 'asrseeddisk' | extend DiskId=id, DiskIDfull=id, DiskName=name, SKUName=sku.name, SKUTier=sku.tier, DiskSizeGB=tostring(properties.diskSizeGB), Location=location, TimeCreated=tostring(properties.timeCreated), SubId=subscriptionId | order by DiskId asc | project DiskId, DiskIDfull, DiskName, DiskSizeGB, SKUName, SKUTier, resourceGroup, Location, TimeCreated, subscriptionId, type| project     x_RecommendationId=strcat(tolower(DiskId),'-unattached'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='Unattached (orphaned) disk is incurring in storage costs',     ResourceId = tolower(DiskId),     ResourceName=tolower(DiskName),     x_RecommendationDetails= tostring(bag_pack('DiskSizeGB', DiskSizeGB, 'SKUName', SKUName, 'SKUTier', SKUTier, 'Location', Location, 'TimeCreated', TimeCreated, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Remove or downgrade the unattached disk', 'x_RecommendationTypeId', 'e0c02939-ce02-4f9d-881f-8067ae7ec90f', 'x_ResourceType', type)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\r\n    \"queryEngine\": \"ResourceGraph\",\r\n    \"scope\": \"Tenant\",\r\n    \"source\": \"FinOps hubs\",\r\n    \"type\": \"Microsoft-UnattachedDisks\",\r\n    \"version\": \"1.0\"\r\n}\r\n",
+                    "$fxv#16": "{\r\n  \"dataset\": \"Recommendations\",\r\n  \"provider\": \"Microsoft\",\r\n  \"query\": \"resources | where type =~ 'microsoft.network/networkinterfaces' | where isnull(properties.virtualMachine) and isnull(properties.privateEndpoint) | extend Location=location, PrivateIP=tostring(properties.ipConfigurations[0].properties.privateIPAddress) | project id, name, resourceGroup, subscriptionId, Location, PrivateIP, type | project     x_RecommendationId=strcat(tolower(id),'-unattachedNIC'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='Network interface is not attached to any virtual machine or private endpoint',     ResourceId = tolower(id),     ResourceName=tolower(name),     x_RecommendationDetails = tostring(bag_pack('PrivateIP', PrivateIP, 'Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Delete the orphaned network interface', 'x_RecommendationTypeId', 'a8b9c0d1-e2f3-4a5b-6c7d-8e9f0a1b2c3d', 'x_ResourceType', type)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\r\n  \"queryEngine\": \"ResourceGraph\",\r\n  \"scope\": \"Tenant\",\r\n  \"source\": \"FinOps hubs\",\r\n  \"type\": \"Microsoft-UnattachedNICs\",\r\n  \"version\": \"1.0\"\r\n}\r\n",
+                    "$fxv#17": "{\r\n    \"dataset\": \"Recommendations\",\r\n    \"provider\": \"Microsoft\",\r\n    \"query\": \"resources | where type =~ 'Microsoft.Network/publicIPAddresses' and isempty(properties.ipConfiguration) and isempty(properties.natGateway) | extend PublicIpId=id, IPName=name, AllocationMethod=tostring(properties.publicIPAllocationMethod), SKUName=sku.name, Location=location | project PublicIpId, IPName, SKUName, resourceGroup, Location, AllocationMethod, subscriptionId, type, name | union ( resources | where type =~ 'microsoft.network/networkinterfaces' and isempty(properties.virtualMachine) and isnull(properties.privateEndpoint) and isnotempty(properties.ipConfigurations) | extend IPconfig = properties.ipConfigurations | mv-expand IPconfig | extend PublicIpId= tostring(IPconfig.properties.publicIPAddress.id) | project PublicIpId, name | join kind=inner ( resources | where type =~ 'Microsoft.Network/publicIPAddresses'| extend PublicIpId=id, IPName=name, AllocationMethod=tostring(properties.publicIPAllocationMethod), SKUName=sku.name, resourceGroup, Location=location, name, id ) on PublicIpId | extend PublicIpId,IPName, SKUName, resourceGroup, Location, AllocationMethod,name, subscriptionId )| project     x_RecommendationId=strcat(tolower(PublicIpId),'-idle'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='Unattached (orphaned) public IP',     ResourceId = tolower(PublicIpId),     ResourceName=tolower(name),     x_RecommendationDetails= tostring(bag_pack('SKUName', SKUName, 'AllocationMethod', AllocationMethod, 'Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Review and remove this resource if not needed', 'x_RecommendationTypeId', '3ecbf770-9404-4504-a450-cc198e8b2a7d', 'x_ResourceType', type)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\r\n    \"queryEngine\": \"ResourceGraph\",\r\n    \"scope\": \"Tenant\",\r\n    \"source\": \"FinOps hubs\",\r\n    \"type\": \"Microsoft-UnattachedPublicIPs\",\r\n    \"version\": \"1.0\"\r\n}\r\n",
+                    "$fxv#18": "{\r\n  \"dataset\": \"Recommendations\",\r\n  \"provider\": \"Microsoft\",\r\n  \"query\": \"resources | where type =~ 'microsoft.compute/virtualmachines' | where isnull(properties.storageProfile.osDisk.managedDisk) | extend Location=location, VMSize=tostring(properties.hardwareProfile.vmSize) | project id, name, resourceGroup, subscriptionId, Location, VMSize, type | project     x_RecommendationId=strcat(tolower(id),'-unmanagedDisks'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='Virtual machine is using unmanaged disks that are being retired',     ResourceId = tolower(id),     ResourceName=tolower(name),     x_RecommendationDetails = tostring(bag_pack('VMSize', VMSize, 'Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Migrate to managed disks', 'x_RecommendationTypeId', 'd5e6f7a8-b9c0-1d2e-3f4a-5b6c7d8e9f0a', 'x_ResourceType', type)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\r\n  \"queryEngine\": \"ResourceGraph\",\r\n  \"scope\": \"Tenant\",\r\n  \"source\": \"FinOps hubs\",\r\n  \"type\": \"Microsoft-UnmanagedDisks\",\r\n  \"version\": \"1.0\"\r\n}\r\n",
+                    "$fxv#19": "{\r\n  \"dataset\": \"Recommendations\",\r\n  \"provider\": \"Microsoft\",\r\n  \"query\": \"resources | where type =~ 'microsoft.network/expressroutecircuits' | where tostring(properties.serviceProviderProvisioningState) != 'Provisioned' | extend CircuitState=tostring(properties.circuitProvisioningState), ProviderState=tostring(properties.serviceProviderProvisioningState), ServiceProvider=tostring(properties.serviceProviderProperties.serviceProviderName), BandwidthMbps=tostring(properties.serviceProviderProperties.bandwidthInMbps), SKUName=tostring(sku.name), SKUTier=tostring(sku.tier), SKUFamily=tostring(sku.family), Location=location | project id, name, resourceGroup, subscriptionId, Location, CircuitState, ProviderState, ServiceProvider, BandwidthMbps, SKUName, SKUTier, SKUFamily, type | project     x_RecommendationId=strcat(tolower(id),'-unprovisionedExpressRoute'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='ExpressRoute circuit is not in provisioned state',     ResourceId = tolower(id),     ResourceName=tolower(name),     x_RecommendationDetails = tostring(bag_pack('CircuitState', CircuitState, 'ProviderState', ProviderState, 'ServiceProvider', ServiceProvider, 'BandwidthMbps', BandwidthMbps, 'SKUName', SKUName, 'SKUTier', SKUTier, 'SKUFamily', SKUFamily, 'Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Complete provisioning or delete the ExpressRoute circuit', 'x_RecommendationTypeId', 'd6e7f8a9-0b1c-2d3e-4f5a-6b7c8d9e0f1a', 'x_ResourceType', type)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\r\n  \"queryEngine\": \"ResourceGraph\",\r\n  \"scope\": \"Tenant\",\r\n  \"source\": \"FinOps hubs\",\r\n  \"type\": \"Microsoft-UnprovisionedExpressRouteCircuits\",\r\n  \"version\": \"1.0\"\r\n}\r\n",
+                    "$fxv#2": "{\r\n    \"dataset\": \"Recommendations\",\r\n    \"provider\": \"Microsoft\",\r\n    \"query\": \"resources | where type =~ 'microsoft.network/loadbalancers' and array_length(properties.backendAddressPools) == 0 and sku.name!='Basic' | extend SKUName=tostring(sku.name) | extend SKUTier=tostring(sku.tier), Location=location | extend backendAddressPools = properties.backendAddressPools | extend id,name, SKUName,SKUTier,backendAddressPools, location,resourceGroup, subscriptionId, type| project     x_RecommendationId=strcat(tolower(id),'-idle'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='Load balancer without a backend pool',     ResourceId = tolower(id),     ResourceName=tolower(name),     x_RecommendationDetails= tostring(bag_pack('SKUName', SKUName, 'SKUTier', SKUTier, 'Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Review and remove this resource if not needed', 'x_RecommendationTypeId', 'ab703887-fa23-4915-abdc-3defbea89f7a', 'x_ResourceType', type)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\r\n    \"queryEngine\": \"ResourceGraph\",\r\n    \"scope\": \"Tenant\",\r\n    \"source\": \"FinOps hubs\",\r\n    \"type\": \"Microsoft-BackendlessLoadBalancers\",\r\n    \"version\": \"1.0\"\r\n}\r\n",
+                    "$fxv#20": "{\r\n    \"dataset\": \"Recommendations\",\r\n    \"provider\": \"Microsoft\",\r\n    \"query\": \"resourcecontainers | where type =~ 'Microsoft.Resources/subscriptions' | where tostring (properties.subscriptionPolicies.quotaId) !has 'MSDNDevTest_2014-09-01' | extend SubscriptionName=name | join kind=inner (     resources | where type =~ 'Microsoft.SqlVirtualMachine/SqlVirtualMachines' and tostring(properties.['sqlServerLicenseType']) != 'AHUB'     | extend SQLID=id, VMResourceId = tolower(tostring(properties.virtualMachineResourceId)), VMName = name, resourceGroup, Location = location, LicenseType = tostring(properties.['sqlServerLicenseType']), OSType=tostring(properties.storageProfile.imageReference.offer), SQLAgentType = tostring(properties.['sqlManagement']), SQLVersion = tostring(properties.['sqlImageOffer']), SQLSKU=tostring(properties.['sqlImageSku'])) on subscriptionId | join kind=inner (    resources    | where type =~ 'Microsoft.Compute/virtualmachines'    | extend ActualCores = toint(extract('.[A-Z]([0-9]+)', 1, tostring(properties.hardwareProfile.vmSize)))    | project VMResourceId = tolower(id), VMSize = tostring(properties.hardwareProfile.vmSize),ActualCores, subscriptionId, vmType=type, vmResourceGroup=resourceGroup) on VMResourceId| order by id asc    | where SQLSKU != 'Developer' and SQLSKU != 'Express'| extend CheckAHBSQLVM= case(    type == 'Microsoft.SqlVirtualMachine/SqlVirtualMachines', iif((properties.['sqlServerLicenseType']) != 'AHUB', 'AHB-disabled', 'AHB-enabled'),    'Not Windows')| project SQLID,VMName,resourceGroup, Location, VMSize, SQLVersion, SQLSKU, SQLAgentType, LicenseType, SubscriptionName,type,CheckAHBSQLVM, subscriptionId,ActualCores, vmType, vmResourceGroup| project     x_RecommendationId=strcat(tolower(SQLID),'-CheckAHBSQLVM'),     x_ResourceGroupName=tolower(vmResourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='SQL virtual machine is not leveraging Azure Hybrid Benefit',     ResourceId = tolower(SQLID),     ResourceName=tolower(VMName),     x_RecommendationDetails= tostring(bag_pack('VMSize', VMSize, 'CheckAHBSQLVM', CheckAHBSQLVM, 'ActualCores', ActualCores, 'SQLVersion', SQLVersion, 'SQLSKU', SQLSKU, 'SQLAgentType', SQLAgentType, 'LicenseType', LicenseType, 'Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Review the SQL licensing option', 'x_RecommendationTypeId', '01decd62-f91b-4434-abe5-9a09e13e018f', 'x_ResourceType', vmType)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\r\n    \"queryEngine\": \"ResourceGraph\",\r\n    \"scope\": \"Tenant\",\r\n    \"source\": \"FinOps hubs\",\r\n    \"group\": \"ahb\",\r\n    \"type\": \"Microsoft-SQLVMsWithoutAHB\",\r\n    \"version\": \"1.0\"\r\n}\r\n",
+                    "$fxv#21": "{\r\n    \"dataset\": \"Recommendations\",\r\n    \"provider\": \"Microsoft\",\r\n    \"query\": \"resourcecontainers | where type =~ 'Microsoft.Resources/subscriptions' | where tostring (properties.subscriptionPolicies.quotaId) !has 'MSDNDevTest_2014-09-01' | extend SubscriptionName=name | join kind=inner (    resources     | where type =~ 'microsoft.compute/virtualmachines' or type =~ 'microsoft.compute/virtualMachineScaleSets'    | where (tostring(properties.virtualMachineProfile.storageProfile.osDisk.osType) == 'Windows'               and tostring(properties.virtualMachineProfile.storageProfile.imageReference.publisher) !in~ ('microsoftwindowsdesktop','microsoftvisualstudio')               and tostring(properties.virtualMachineProfile.licenseType) !startswith 'Windows')        or (tostring(properties.storageProfile.osDisk.osType) == 'Windows'               and tostring(properties.storageProfile.imageReference.publisher) !in~ ('microsoftwindowsdesktop','microsoftvisualstudio')               and tostring(properties.licenseType) !startswith 'Windows')    | extend WindowsId=id, VMSku=tostring(properties.hardwareProfile.vmSize), vmResourceGroup=resourceGroup, vmType=type, Location=location,LicenseType = tostring(properties.['licenseType'])    | extend ActualCores = toint(extract('.[A-Z]([0-9]+)', 1, tostring(properties.hardwareProfile.vmSize)))    | extend CheckAHBWindows = case(        type == 'microsoft.compute/virtualmachines' or type =~ 'microsoft.compute/virtualMachineScaleSets', iif((properties.['licenseType'])        !has 'Windows' and (properties.virtualMachineProfile.['licenseType']) !has 'Windows' , 'AHB-disabled', 'AHB-enabled'),        'Not Windows'    )) on subscriptionId | project     x_RecommendationId=strcat(tolower(WindowsId),'-CheckAHBWindows'),     x_ResourceGroupName=tolower(vmResourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='Windows virtual machine is not leveraging Azure Hybrid Benefit',     ResourceId = tolower(WindowsId),     ResourceName=tolower(split(WindowsId,'/')[-1]),     x_RecommendationDetails= tostring(bag_pack('VMSku', VMSku, 'CheckAHBWindows', CheckAHBWindows, 'ActualCores', ActualCores, 'Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Review the virtual machine licensing option', 'x_RecommendationTypeId', 'f326c065-b9f7-4a0e-a0f1-5a1c060bc25d', 'x_ResourceType', vmType)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\r\n    \"queryEngine\": \"ResourceGraph\",\r\n    \"scope\": \"Tenant\",\r\n    \"source\": \"FinOps hubs\",\r\n    \"group\": \"ahb\",\r\n    \"type\": \"Microsoft-VMsWithoutAHB\",\r\n    \"version\": \"1.0\"\r\n}\r\n",
+                    "$fxv#22": "{\r\n    \"dataset\": \"Recommendations\",\r\n    \"provider\": \"Microsoft\",\r\n    \"query\": \"resources | where type == 'microsoft.containerservice/managedclusters' | mvexpand AgentPoolProfiles = properties.agentPoolProfiles| project id, type, ProfileName = tostring(AgentPoolProfiles.name), Sku = tostring(sku.name), Tier = tostring(sku.tier), mode = AgentPoolProfiles.mode, AutoScaleEnabled = AgentPoolProfiles.enableAutoScaling, SpotVM = AgentPoolProfiles.scaleSetPriority, VMSize = tostring(AgentPoolProfiles.vmSize), NodeCount = tostring(AgentPoolProfiles.['count']), minCount = tostring(AgentPoolProfiles.minCount), maxCount = tostring(AgentPoolProfiles.maxCount), Location=location, resourceGroup, subscriptionId, AKSname = name| where AutoScaleEnabled == 'true' and isnull(SpotVM)| project     x_RecommendationId=strcat(tolower(id),'-notSpot'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='The AKS cluster agent pool scale set is not utilizing Spot VMs',     ResourceId = tolower(id),     ResourceName=tolower(AKSname),     x_RecommendationDetails= tostring(bag_pack('AutoScaleEnabled', AutoScaleEnabled, 'SpotVM', SpotVM, 'VMSize', VMSize, 'Location', Location, 'NodeCount', NodeCount, 'minCount', minCount, 'maxCount', maxCount, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Consider enabling Spot VMs for this AKS cluster to optimize costs, as Spot VMs offer significantly lower pricing compared to regular VMs', 'x_RecommendationTypeId', 'c26abcc2-d5e6-4654-be4a-7d338e5c1e5f', 'x_ResourceType', type)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\r\n    \"queryEngine\": \"ResourceGraph\",\r\n    \"scope\": \"Tenant\",\r\n    \"source\": \"FinOps hubs\",\r\n    \"group\": \"spot\",\r\n    \"type\": \"Microsoft-NonSpotAKSClusters\",\r\n    \"version\": \"1.0\"\r\n}\r\n",
+                    "$fxv#23": "{\r\n    \"additionalColumns\": [],\r\n    \"translator\": {\r\n        \"type\": \"TabularTranslator\",\r\n        \"mappings\": [\r\n            {\r\n                \"source\": {\r\n                    \"path\": \"[['ResourceId']\"\r\n                },\r\n                \"sink\": {\r\n                    \"path\": \"ResourceId\"\r\n                }\r\n            },\r\n            {\r\n                \"source\": {\r\n                    \"path\": \"[['ResourceName']\"\r\n                },\r\n                \"sink\": {\r\n                    \"path\": \"ResourceName\"\r\n                }\r\n            },\r\n            {\r\n                \"source\": {\r\n                    \"path\": \"[['SubAccountId']\"\r\n                },\r\n                \"sink\": {\r\n                    \"path\": \"SubAccountId\"\r\n                }\r\n            },\r\n            {\r\n                \"source\": {\r\n                    \"path\": \"[['SubAccountName']\"\r\n                },\r\n                \"sink\": {\r\n                    \"path\": \"SubAccountName\"\r\n                }\r\n            },\r\n            {\r\n                \"source\": {\r\n                    \"path\": \"[['x_RecommendationCategory']\"\r\n                },\r\n                \"sink\": {\r\n                    \"path\": \"x_RecommendationCategory\"\r\n                }\r\n            },\r\n            {\r\n                \"source\": {\r\n                    \"path\": \"[['x_RecommendationDate']\"\r\n                },\r\n                \"sink\": {\r\n                    \"path\": \"x_RecommendationDate\"\r\n                }\r\n            },\r\n            {\r\n                \"source\": {\r\n                    \"path\": \"[['x_RecommendationDescription']\"\r\n                },\r\n                \"sink\": {\r\n                    \"path\": \"x_RecommendationDescription\"\r\n                }\r\n            },\r\n            {\r\n                \"source\": {\r\n                    \"path\": \"[['x_RecommendationDetails']\"\r\n                },\r\n                \"sink\": {\r\n                    \"path\": \"x_RecommendationDetails\"\r\n                }\r\n            },\r\n            {\r\n                \"source\": {\r\n                    \"path\": \"[['x_RecommendationId']\"\r\n                },\r\n                \"sink\": {\r\n                    \"path\": \"x_RecommendationId\"\r\n                }\r\n            },\r\n            {\r\n                \"source\": {\r\n                    \"path\": \"[['x_ResourceGroupName']\"\r\n                },\r\n                \"sink\": {\r\n                    \"path\": \"x_ResourceGroupName\"\r\n                }\r\n            },\r\n            {\r\n                \"source\": {\r\n                    \"path\": \"[['x_SourceName']\"\r\n                },\r\n                \"sink\": {\r\n                    \"path\": \"x_SourceName\"\r\n                }\r\n            },\r\n            {\r\n                \"source\": {\r\n                    \"path\": \"[['x_SourceProvider']\"\r\n                },\r\n                \"sink\": {\r\n                    \"path\": \"x_SourceProvider\"\r\n                }\r\n            },\r\n            {\r\n                \"source\": {\r\n                    \"path\": \"[['x_SourceType']\"\r\n                },\r\n                \"sink\": {\r\n                    \"path\": \"x_SourceType\"\r\n                }\r\n            },\r\n            {\r\n                \"source\": {\r\n                    \"path\": \"[['x_SourceVersion']\"\r\n                },\r\n                \"sink\": {\r\n                    \"path\": \"x_SourceVersion\"\r\n                }\r\n            }\r\n        ],\r\n        \"collectionReference\": \"$['data']\",\r\n        \"mapComplexValuesToString\": true\r\n    }\r\n}\r\n",
+                    "$fxv#3": "{\r\n  \"dataset\": \"Recommendations\",\r\n  \"provider\": \"Microsoft\",\r\n  \"query\": \"resources | where type =~ 'microsoft.network/loadbalancers' | where sku.name =~ 'Basic' | extend Location=location | project id, name, resourceGroup, subscriptionId, Location, type | project     x_RecommendationId=strcat(tolower(id),'-basicLoadBalancer'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='Load balancer is using the retired Basic SKU',     ResourceId = tolower(id),     ResourceName=tolower(name),     x_RecommendationDetails = tostring(bag_pack('Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Upgrade to Standard SKU load balancer', 'x_RecommendationTypeId', 'a2b3c4d5-e6f7-8a9b-0c1d-2e3f4a5b6c7d', 'x_ResourceType', type)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\r\n  \"queryEngine\": \"ResourceGraph\",\r\n  \"scope\": \"Tenant\",\r\n  \"source\": \"FinOps hubs\",\r\n  \"type\": \"Microsoft-BasicLoadBalancers\",\r\n  \"version\": \"1.0\"\r\n}\r\n",
+                    "$fxv#4": "{\r\n  \"dataset\": \"Recommendations\",\r\n  \"provider\": \"Microsoft\",\r\n  \"query\": \"resources | where type =~ 'microsoft.network/publicipaddresses' | where sku.name =~ 'Basic' | extend Location=location, AllocationMethod=tostring(properties.publicIPAllocationMethod), IpAddress=tostring(properties.ipAddress) | project id, name, resourceGroup, subscriptionId, Location, AllocationMethod, IpAddress, type | project     x_RecommendationId=strcat(tolower(id),'-basicPublicIP'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='Public IP is using the retired Basic SKU',     ResourceId = tolower(id),     ResourceName=tolower(name),     x_RecommendationDetails = tostring(bag_pack('AllocationMethod', AllocationMethod, 'IpAddress', IpAddress, 'Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Upgrade to Standard SKU public IP', 'x_RecommendationTypeId', 'f1a2b3c4-d5e6-7f8a-9b0c-1d2e3f4a5b6c', 'x_ResourceType', type)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\r\n  \"queryEngine\": \"ResourceGraph\",\r\n  \"scope\": \"Tenant\",\r\n  \"source\": \"FinOps hubs\",\r\n  \"type\": \"Microsoft-BasicPublicIPs\",\r\n  \"version\": \"1.0\"\r\n}\r\n",
+                    "$fxv#5": "{\r\n  \"dataset\": \"Recommendations\",\r\n  \"provider\": \"Microsoft\",\r\n  \"query\": \"resources | where type =~ 'microsoft.network/applicationgateways' | where tostring(properties.sku.tier) in~ ('Standard', 'WAF') | extend Location=location, SKUName=tostring(properties.sku.name), SKUTier=tostring(properties.sku.tier), SKUCapacity=tostring(properties.sku.capacity) | project id, name, resourceGroup, subscriptionId, Location, SKUName, SKUTier, SKUCapacity, type | project     x_RecommendationId=strcat(tolower(id),'-classicAppGateway'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='Application Gateway is using the retiring v1 SKU',     ResourceId = tolower(id),     ResourceName=tolower(name),     x_RecommendationDetails = tostring(bag_pack('SKUName', SKUName, 'SKUTier', SKUTier, 'SKUCapacity', SKUCapacity, 'Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Migrate to Application Gateway v2 (Standard_v2 or WAF_v2)', 'x_RecommendationTypeId', 'b3c4d5e6-f7a8-9b0c-1d2e-3f4a5b6c7d8e', 'x_ResourceType', type)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\r\n  \"queryEngine\": \"ResourceGraph\",\r\n  \"scope\": \"Tenant\",\r\n  \"source\": \"FinOps hubs\",\r\n  \"type\": \"Microsoft-ClassicAppGateways\",\r\n  \"version\": \"1.0\"\r\n}\r\n",
+                    "$fxv#6": "{\r\n    \"dataset\": \"Recommendations\",\r\n    \"provider\": \"Microsoft\",\r\n    \"query\": \"resources | where type =~ 'microsoft.web/serverfarms' | where toint(properties.numberOfSites) == 0 | where sku.tier !~ 'Free' | extend Location=location, SKUName=sku.name, SKUTier=sku.tier, SKUCapacity=tostring(sku.capacity) | project id, name, resourceGroup, subscriptionId, Location, SKUName, SKUTier, SKUCapacity, type | project     x_RecommendationId=strcat(tolower(id),'-emptyAppServicePlan'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='App Service plan has no apps hosted on it',     ResourceId = tolower(id),     ResourceName=tolower(name),     x_RecommendationDetails = tostring(bag_pack('SKUName', SKUName, 'SKUTier', SKUTier, 'SKUCapacity', SKUCapacity, 'Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Delete the empty App Service plan or deploy apps to it', 'x_RecommendationTypeId', 'd7b1c874-5e1a-4e3b-9f0a-1c2d3e4f5a6b', 'x_ResourceType', type)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\r\n    \"queryEngine\": \"ResourceGraph\",\r\n    \"scope\": \"Tenant\",\r\n    \"source\": \"FinOps hubs\",\r\n    \"type\": \"Microsoft-EmptyAppServicePlans\",\r\n    \"version\": \"1.0\"\r\n}\r\n",
+                    "$fxv#7": "{\r\n  \"dataset\": \"Recommendations\",\r\n  \"provider\": \"Microsoft\",\r\n  \"query\": \"resources | where type =~ 'microsoft.network/networksecuritygroups' | where isnull(properties.networkInterfaces) and isnull(properties.subnets) | extend Location=location | project id, name, resourceGroup, subscriptionId, Location, type | project     x_RecommendationId=strcat(tolower(id),'-emptyNSG'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='Network security group is not associated with any network interface or subnet',     ResourceId = tolower(id),     ResourceName=tolower(name),     x_RecommendationDetails = tostring(bag_pack('Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Delete the orphaned network security group or associate it with a subnet or NIC', 'x_RecommendationTypeId', 'b9c0d1e2-f3a4-5b6c-7d8e-9f0a1b2c3d4e', 'x_ResourceType', type)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\r\n  \"queryEngine\": \"ResourceGraph\",\r\n  \"scope\": \"Tenant\",\r\n  \"source\": \"FinOps hubs\",\r\n  \"type\": \"Microsoft-EmptyNSGs\",\r\n  \"version\": \"1.0\"\r\n}\r\n",
+                    "$fxv#8": "{\r\n    \"dataset\": \"Recommendations\",\r\n    \"provider\": \"Microsoft\",\r\n    \"query\": \"resources | where type == 'microsoft.sql/servers/elasticpools'| extend elasticPoolId = tolower(tostring(id)), elasticPoolName = name, elasticPoolRG = resourceGroup,skuName=tostring(sku.name),skuTier=tostring(sku.tier),skuCapacity=tostring(sku.capacity), Location=location, type| join kind=leftouter ( resources | where type == 'microsoft.sql/servers/databases'| extend elasticPoolId = tolower(tostring(properties.elasticPoolId)) ) on elasticPoolId| summarize databaseCount = countif(isnotempty(elasticPoolId1)) by elasticPoolId, elasticPoolName,serverResourceGroup=resourceGroup,name,skuName,skuTier,skuCapacity,elasticPoolRG,Location, type, subscriptionId| where databaseCount == 0 | project elasticPoolId, elasticPoolName, databaseCount, elasticPoolRG ,skuName,skuTier ,skuCapacity, Location, type, subscriptionId| project     x_RecommendationId=strcat(tolower(elasticPoolId),'-idle'),     x_ResourceGroupName=tolower(elasticPoolRG),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='SQL Database elastic pool has no associated databases',     ResourceId = tolower(elasticPoolId),     ResourceName=tolower(elasticPoolName),     x_RecommendationDetails= tostring(bag_pack('skuName', skuName, 'skuTier', skuTier, 'skuCapacity', skuCapacity, 'Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Review and remove this resource if not needed', 'x_RecommendationTypeId', '50987aae-a46d-49ae-bd41-a670a4dd18bd', 'x_ResourceType', type)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\r\n    \"queryEngine\": \"ResourceGraph\",\r\n    \"scope\": \"Tenant\",\r\n    \"source\": \"FinOps hubs\",\r\n    \"type\": \"Microsoft-EmptySQLElasticPools\",\r\n    \"version\": \"1.0\"\r\n}\r\n",
+                    "$fxv#9": "{\r\n    \"dataset\": \"Recommendations\",\r\n    \"provider\": \"Microsoft\",\r\n    \"query\": \"resources | where type =~ 'microsoft.network/virtualnetworkgateways' | extend gatewayType = tostring(properties.gatewayType) | where gatewayType in ('Vpn', 'ExpressRoute') | mv-expand ipConfig = properties.ipConfigurations | extend pipId = tostring(ipConfig.properties.publicIPAddress.id) | extend gwId = tolower(id) | join kind=leftouter ( resources | where type =~ 'microsoft.network/connections' | mv-expand gwRef = pack_array(properties.virtualNetworkGateway1.id, properties.virtualNetworkGateway2.id) | extend gwId = tolower(tostring(gwRef)) | summarize connectionCount = count() by gwId ) on gwId | where isnull(connectionCount) or connectionCount == 0 | extend Location=location, SKUName=tostring(properties.sku.name), SKUTier=tostring(properties.sku.tier) | project id, name, resourceGroup, subscriptionId, Location, SKUName, SKUTier, gatewayType, type | project     x_RecommendationId=strcat(tolower(id),'-idleVNetGateway'),     x_ResourceGroupName=tolower(resourceGroup),     SubAccountId=subscriptionId,     x_RecommendationCategory='Cost',     x_RecommendationDescription='Virtual network gateway has no connections',     ResourceId = tolower(id),     ResourceName=tolower(name),     x_RecommendationDetails = tostring(bag_pack('GatewayType', gatewayType, 'SKUName', SKUName, 'SKUTier', SKUTier, 'Location', Location, 'x_RecommendationProvider', 'FinOps hubs', 'x_RecommendationSolution', 'Delete the idle virtual network gateway or add connections', 'x_RecommendationTypeId', 'a3b4c5d6-7e8f-9a0b-1c2d-3e4f5a6b7c8d', 'x_ResourceType', type)),     x_RecommendationDate = now() | join kind=leftouter ( resourcecontainers | where type == 'microsoft.resources/subscriptions' | project SubAccountName=name, SubAccountId=subscriptionId ) on SubAccountId | project-away SubAccountId1\",\r\n    \"queryEngine\": \"ResourceGraph\",\r\n    \"scope\": \"Tenant\",\r\n    \"source\": \"FinOps hubs\",\r\n    \"type\": \"Microsoft-IdleVNetGateways\",\r\n    \"version\": \"1.0\"\r\n}\r\n",
                     "coreQueryFiles": {
                       "Recommendations-Microsoft-AdvisorCost": "[variables('$fxv#0')]",
                       "Recommendations-Microsoft-BackendlessAppGateways": "[variables('$fxv#1')]",
@@ -29383,7 +29941,7 @@
                     "schemaFiles": {
                       "recommendations_1.0": "[variables('$fxv#23')]"
                     },
-                    "finOpsToolkitVersion": "14.0"
+                    "finOpsToolkitVersion": "15.0"
                   },
                   "resources": {
                     "appRegistration": {
@@ -29420,7 +29978,7 @@
                             "_generator": {
                               "name": "bicep",
                               "version": "0.40.2.10011",
-                              "templateHash": "1913111313164077146"
+                              "templateHash": "6663838570021556637"
                             }
                           },
                           "definitions": {
@@ -29460,6 +30018,9 @@
                                     "networkAddressPrefix": {
                                       "type": "string"
                                     },
+                                    "natGateway": {
+                                      "type": "bool"
+                                    },
                                     "privateRouting": {
                                       "type": "bool"
                                     },
@@ -29498,6 +30059,7 @@
                                   "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
                                   "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
                                   "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                  "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
                                   "privateRouting": "Indicates whether private network routing is enabled.",
                                   "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
                                   "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
@@ -29535,6 +30097,9 @@
                                     "dfs": {
                                       "$ref": "#/definitions/_1.IdNameObject"
                                     },
+                                    "file": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
                                     "queue": {
                                       "$ref": "#/definitions/_1.IdNameObject"
                                     },
@@ -29571,6 +30136,7 @@
                                 "dnsZones": {
                                   "blob": "Resource ID and name for the blob storage DNS zone.",
                                   "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                  "file": "Resource ID and name for the file storage DNS zone.",
                                   "queue": "Resource ID and name for the queue storage DNS zone.",
                                   "table": "Resource ID and name for the table storage DNS zone."
                                 },
@@ -29727,7 +30293,7 @@
                               },
                               "defaultValue": [],
                               "metadata": {
-                                "description": "Optional. Indicate which RBAC roles the Data Factory identity needs on the storage account, if created. This is in addition to Storage Blob Data Contributor for reading and managing content. Default: [] (none)."
+                                "description": "Optional. Indicate which RBAC roles the Data Factory identity needs on the publisher storage account. This is in addition to Storage Blob Data Contributor for reading and managing content, which is granted to apps that use the \"Storage\" feature. Roles are assigned whether or not the app uses the \"Storage\" feature since the storage account is shared across all apps from the same publisher. Default: [] (none)."
                               }
                             },
                             "telemetryString": {
@@ -29739,7 +30305,7 @@
                             }
                           },
                           "variables": {
-                            "$fxv#0": "# Copyright (c) Microsoft Corporation.\n# Licensed under the MIT License.\n\n<#\n.SYNOPSIS\nManages Azure Data Factory triggers and pipelines during FinOps hub deployment.\n\n.DESCRIPTION\nThis script is called by Bicep deployment scripts to start/stop Data Factory triggers\nand optionally run pipelines. It handles two types of triggers:\n\n1. Schedule triggers - Can be started/stopped directly\n2. BlobEventsTriggers - Require Event Grid subscription management before start/stop\n\nBlobEventsTriggers use Event Grid to listen for storage blob events. Before stopping,\nthe Event Grid subscription must be removed (unsubscribed). Before starting, the\nsubscription must be added and fully provisioned. This script handles this automatically\nby detecting BlobEventsTriggers via the BlobPathBeginsWith property.\n\nThe script uses retry logic with linear backoff to handle transient API failures and\nwait for Event Grid subscription provisioning/deprovisioning to complete.\n\n.PARAMETER DataFactoryResourceGroup\nThe resource group containing the Data Factory.\n\n.PARAMETER DataFactoryName\nThe name of the Data Factory instance.\n\n.PARAMETER Pipelines\nPipe-delimited list of pipeline names to run (e.g., \"pipeline1|pipeline2\").\n\n.PARAMETER StartTriggers\nSwitch to start all stopped triggers (with Event Grid subscription for blob triggers).\n\n.PARAMETER StopTriggers\nSwitch to stop all running triggers (with Event Grid unsubscription for blob triggers).\n\n.EXAMPLE\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StopTriggers\n\n.EXAMPLE\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StartTriggers\n#>\n\nparam(\n    [string] $DataFactoryResourceGroup,\n    [string] $DataFactoryName,\n    [string] $Pipelines = \"\",\n    [switch] $StartTriggers,\n    [switch] $StopTriggers\n)\n\n$MAX_RETRIES = 20\n$DeploymentScriptOutputs = @{}\n\nfunction Write-Log($Message)\n{\n    Write-Output \"$(Get-Date -Format 'HH:mm:ss') $Message\"\n}\n\nfunction Invoke-WithRetry([scriptblock]$Action, [string]$Name, [int]$Delay = 5)\n{\n    for ($i = 1; $i -le $MAX_RETRIES; $i++)\n    {\n        try { return & $Action }\n        catch\n        {\n            Write-Log \"$Name failed (attempt $i/${MAX_RETRIES}): $($_.Exception.Message)\"\n            if ($i -eq $MAX_RETRIES) { throw }\n            Start-Sleep -Seconds ($Delay * $i)\n        }\n    }\n}\n\nfunction Set-BlobTriggerSubscription([string]$TriggerName, [switch]$Subscribe)\n{\n    $targetStatus = if ($Subscribe) { 'Enabled' } else { 'Disabled' }\n    $action = if ($Subscribe) { 'Subscribing' } else { 'Unsubscribing' }\n\n    Write-Log \"$action $TriggerName to events...\"\n\n    # Check current status before attempting subscribe/unsubscribe\n    $currentStatus = (Get-AzDataFactoryV2TriggerSubscriptionStatus `\n            -ResourceGroupName $DataFactoryResourceGroup `\n            -DataFactoryName $DataFactoryName `\n            -Name $TriggerName).Status\n\n    if ($currentStatus -eq $targetStatus)\n    {\n        Write-Log \"$TriggerName subscription is already $targetStatus, skipping.\"\n        return\n    }\n\n    if ($currentStatus -eq 'Provisioning' -or $currentStatus -eq 'Deprovisioning')\n    {\n        Write-Log \"$TriggerName subscription is $currentStatus, waiting for completion...\"\n    }\n    else\n    {\n        # Only call subscribe/unsubscribe when not already in a transitional state\n        if ($Subscribe)\n        {\n            Add-AzDataFactoryV2TriggerSubscription `\n                -ResourceGroupName $DataFactoryResourceGroup `\n                -DataFactoryName $DataFactoryName `\n                -Name $TriggerName | Out-Null\n        }\n        else\n        {\n            Remove-AzDataFactoryV2TriggerSubscription `\n                -ResourceGroupName $DataFactoryResourceGroup `\n                -DataFactoryName $DataFactoryName `\n                -Name $TriggerName | Out-Null\n        }\n    }\n\n    # Poll until provisioning completes\n    Invoke-WithRetry -Name \"$action status $TriggerName\" -Delay 5 -Action {\n        $status = Get-AzDataFactoryV2TriggerSubscriptionStatus `\n            -ResourceGroupName $DataFactoryResourceGroup `\n            -DataFactoryName $DataFactoryName `\n            -Name $TriggerName\n        if ($status.Status -ne $targetStatus)\n        {\n            throw \"Subscription status is $($status.Status), expected $targetStatus\"\n        }\n    }\n}\n\nif ($StartTriggers -or $StopTriggers)\n{\n    $triggers = Invoke-WithRetry -Name \"Get triggers\" -Action {\n        Get-AzDataFactoryV2Trigger `\n            -ResourceGroupName $DataFactoryResourceGroup `\n            -DataFactoryName $DataFactoryName `\n        | Where-Object {\n            ($StartTriggers -and $_.Properties.RuntimeState -ne \"Started\") `\n                -or ($StopTriggers -and $_.Properties.RuntimeState -ne \"Stopped\")\n        }\n    }\n\n    Write-Log \"Found $($triggers.Count) trigger(s) to $(if ($StartTriggers) { 'start' } else { 'stop' })\"\n\n    $triggers | ForEach-Object {\n        $triggerName = $_.Name\n        $isBlobTrigger = $null -ne $_.Properties.BlobPathBeginsWith\n\n        if ($StopTriggers)\n        {\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName }\n            Write-Log \"Stopping trigger $triggerName...\"\n            Invoke-WithRetry -Name \"Stop $triggerName\" -Action {\n                Stop-AzDataFactoryV2Trigger `\n                    -ResourceGroupName $DataFactoryResourceGroup `\n                    -DataFactoryName $DataFactoryName `\n                    -Name $triggerName -Force\n            }\n        }\n        else\n        {\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName -Subscribe }\n            Write-Log \"Starting trigger $triggerName...\"\n            Invoke-WithRetry -Name \"Start $triggerName\" -Action {\n                Start-AzDataFactoryV2Trigger `\n                    -ResourceGroupName $DataFactoryResourceGroup `\n                    -DataFactoryName $DataFactoryName `\n                    -Name $triggerName -Force\n            }\n        }\n\n        Invoke-WithRetry -Name \"Wait for $triggerName\" -Action {\n            $state = (Get-AzDataFactoryV2Trigger `\n                    -ResourceGroupName $DataFactoryResourceGroup `\n                    -DataFactoryName $DataFactoryName `\n                    -Name $triggerName).Properties.RuntimeState\n            $expected = if ($StartTriggers) { 'Started' } else { 'Stopped' }\n            if ($state -ne $expected) { throw \"Trigger is $state, expected $expected\" }\n        }\n\n        Write-Log \"...done\"\n        $DeploymentScriptOutputs[$triggerName] = $true\n    }\n}\n\nif (-not [string]::IsNullOrWhiteSpace($Pipelines))\n{\n    $Pipelines.Split('|') | ForEach-Object {\n        Write-Log \"Running pipeline $_...\"\n        Invoke-AzDataFactoryV2Pipeline `\n            -ResourceGroupName $DataFactoryResourceGroup `\n            -DataFactoryName $DataFactoryName `\n            -PipelineName $_\n    }\n}\n",
+                            "$fxv#0": "# Copyright (c) Microsoft Corporation.\r\n# Licensed under the MIT License.\r\n\r\n<#\r\n.SYNOPSIS\r\nManages Azure Data Factory triggers and pipelines during FinOps hub deployment.\r\n\r\n.DESCRIPTION\r\nThis script is called by Bicep deployment scripts to start/stop Data Factory triggers\r\nand optionally run pipelines. It handles two types of triggers:\r\n\r\n1. Schedule triggers - Can be started/stopped directly\r\n2. BlobEventsTriggers - Require Event Grid subscription management before start/stop\r\n\r\nBlobEventsTriggers use Event Grid to listen for storage blob events. Before stopping,\r\nthe Event Grid subscription must be removed (unsubscribed). Before starting, the\r\nsubscription must be added and fully provisioned. This script handles this automatically\r\nby detecting BlobEventsTriggers via the BlobPathBeginsWith property.\r\n\r\nThe script uses retry logic with linear backoff to handle transient API failures and\r\nwait for Event Grid subscription provisioning/deprovisioning to complete.\r\n\r\n.PARAMETER DataFactoryResourceGroup\r\nThe resource group containing the Data Factory.\r\n\r\n.PARAMETER DataFactoryName\r\nThe name of the Data Factory instance.\r\n\r\n.PARAMETER Pipelines\r\nPipe-delimited list of pipeline names to run (e.g., \"pipeline1|pipeline2\").\r\n\r\n.PARAMETER StartTriggers\r\nSwitch to start all stopped triggers (with Event Grid subscription for blob triggers).\r\n\r\n.PARAMETER StopTriggers\r\nSwitch to stop all running triggers (with Event Grid unsubscription for blob triggers).\r\n\r\n.EXAMPLE\r\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StopTriggers\r\n\r\n.EXAMPLE\r\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StartTriggers\r\n#>\r\n\r\nparam(\r\n    [string] $DataFactoryResourceGroup,\r\n    [string] $DataFactoryName,\r\n    [string] $Pipelines = \"\",\r\n    [switch] $StartTriggers,\r\n    [switch] $StopTriggers\r\n)\r\n\r\n$MAX_RETRIES = 20\r\n$DeploymentScriptOutputs = @{}\r\n\r\nfunction Write-Log($Message)\r\n{\r\n    Write-Output \"$(Get-Date -Format 'HH:mm:ss') $Message\"\r\n}\r\n\r\nfunction Invoke-WithRetry([scriptblock]$Action, [string]$Name, [int]$Delay = 5)\r\n{\r\n    for ($i = 1; $i -le $MAX_RETRIES; $i++)\r\n    {\r\n        try { return & $Action }\r\n        catch\r\n        {\r\n            Write-Log \"$Name failed (attempt $i/${MAX_RETRIES}): $($_.Exception.Message)\"\r\n            if ($i -eq $MAX_RETRIES) { throw }\r\n            Start-Sleep -Seconds ($Delay * $i)\r\n        }\r\n    }\r\n}\r\n\r\nfunction Set-BlobTriggerSubscription([string]$TriggerName, [switch]$Subscribe)\r\n{\r\n    $targetStatus = if ($Subscribe) { 'Enabled' } else { 'Disabled' }\r\n    $action = if ($Subscribe) { 'Subscribing' } else { 'Unsubscribing' }\r\n\r\n    Write-Log \"$action $TriggerName to events...\"\r\n\r\n    # Check current status before attempting subscribe/unsubscribe\r\n    $currentStatus = (Get-AzDataFactoryV2TriggerSubscriptionStatus `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -Name $TriggerName).Status\r\n\r\n    if ($currentStatus -eq $targetStatus)\r\n    {\r\n        Write-Log \"$TriggerName subscription is already $targetStatus, skipping.\"\r\n        return\r\n    }\r\n\r\n    if ($currentStatus -eq 'Provisioning' -or $currentStatus -eq 'Deprovisioning')\r\n    {\r\n        Write-Log \"$TriggerName subscription is $currentStatus, waiting for completion...\"\r\n    }\r\n    else\r\n    {\r\n        # Only call subscribe/unsubscribe when not already in a transitional state\r\n        if ($Subscribe)\r\n        {\r\n            Add-AzDataFactoryV2TriggerSubscription `\r\n                -ResourceGroupName $DataFactoryResourceGroup `\r\n                -DataFactoryName $DataFactoryName `\r\n                -Name $TriggerName | Out-Null\r\n        }\r\n        else\r\n        {\r\n            Remove-AzDataFactoryV2TriggerSubscription `\r\n                -ResourceGroupName $DataFactoryResourceGroup `\r\n                -DataFactoryName $DataFactoryName `\r\n                -Name $TriggerName | Out-Null\r\n        }\r\n    }\r\n\r\n    # Poll until provisioning completes\r\n    Invoke-WithRetry -Name \"$action status $TriggerName\" -Delay 5 -Action {\r\n        $status = Get-AzDataFactoryV2TriggerSubscriptionStatus `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -Name $TriggerName\r\n        if ($status.Status -ne $targetStatus)\r\n        {\r\n            throw \"Subscription status is $($status.Status), expected $targetStatus\"\r\n        }\r\n    }\r\n}\r\n\r\nif ($StartTriggers -or $StopTriggers)\r\n{\r\n    $triggers = Invoke-WithRetry -Name \"Get triggers\" -Action {\r\n        Get-AzDataFactoryV2Trigger `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n        | Where-Object {\r\n            ($StartTriggers -and $_.Properties.RuntimeState -ne \"Started\") `\r\n                -or ($StopTriggers -and $_.Properties.RuntimeState -ne \"Stopped\")\r\n        }\r\n    }\r\n\r\n    Write-Log \"Found $($triggers.Count) trigger(s) to $(if ($StartTriggers) { 'start' } else { 'stop' })\"\r\n\r\n    $triggers | ForEach-Object {\r\n        $triggerName = $_.Name\r\n        $isBlobTrigger = $null -ne $_.Properties.BlobPathBeginsWith\r\n\r\n        if ($StopTriggers)\r\n        {\r\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName }\r\n            Write-Log \"Stopping trigger $triggerName...\"\r\n            Invoke-WithRetry -Name \"Stop $triggerName\" -Action {\r\n                Stop-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName -Force\r\n            }\r\n        }\r\n        else\r\n        {\r\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName -Subscribe }\r\n            Write-Log \"Starting trigger $triggerName...\"\r\n            Invoke-WithRetry -Name \"Start $triggerName\" -Action {\r\n                Start-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName -Force\r\n            }\r\n        }\r\n\r\n        Invoke-WithRetry -Name \"Wait for $triggerName\" -Action {\r\n            $state = (Get-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName).Properties.RuntimeState\r\n            $expected = if ($StartTriggers) { 'Started' } else { 'Stopped' }\r\n            if ($state -ne $expected) { throw \"Trigger is $state, expected $expected\" }\r\n        }\r\n\r\n        Write-Log \"...done\"\r\n        $DeploymentScriptOutputs[$triggerName] = $true\r\n    }\r\n}\r\n\r\nif (-not [string]::IsNullOrWhiteSpace($Pipelines))\r\n{\r\n    $Pipelines.Split('|') | ForEach-Object {\r\n        Write-Log \"Running pipeline $_...\"\r\n        Invoke-AzDataFactoryV2Pipeline `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -PipelineName $_\r\n    }\r\n}\r\n",
                             "usesDataFactory": "[contains(parameters('features'), 'DataFactory')]",
                             "usesKeyVault": "[contains(parameters('features'), 'KeyVault')]",
                             "usesStorage": "[contains(parameters('features'), 'Storage')]",
@@ -29761,7 +30327,7 @@
                             "factoryManagementRoles": [
                               "673868aa-7521-48a0-acc6-0f60742d39f5"
                             ],
-                            "factoryStorageRoles": "[union(parameters('storageRoles'), createArray('17d1049b-9a84-46fb-8f53-869881c3d3ab', 'ba92f5b4-2d11-453d-a403-e96b0029c9fe', 'acdd72a7-3385-48ef-bd42-f606fba81ae7'))]",
+                            "factoryStorageRoles": "[union(parameters('storageRoles'), if(not(variables('usesStorage')), createArray(), createArray('17d1049b-9a84-46fb-8f53-869881c3d3ab', 'ba92f5b4-2d11-453d-a403-e96b0029c9fe', 'acdd72a7-3385-48ef-bd42-f606fba81ae7')))]",
                             "storageInfrastructureEncryptionProperties": "[if(not(parameters('app').hub.options.storageInfrastructureEncryption), createObject(), createObject('encryption', createObject('keySource', 'Microsoft.Storage', 'requireInfrastructureEncryption', parameters('app').hub.options.storageInfrastructureEncryption)))]"
                           },
                           "resources": {
@@ -30002,7 +30568,7 @@
                                 "name": "storageRoleAssignments",
                                 "count": "[length(variables('factoryStorageRoles'))]"
                               },
-                              "condition": "[and(variables('usesDataFactory'), variables('usesStorage'))]",
+                              "condition": "[variables('usesDataFactory')]",
                               "type": "Microsoft.Authorization/roleAssignments",
                               "apiVersion": "2022-04-01",
                               "scope": "[resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage)]",
@@ -30599,7 +31165,7 @@
                                     "_generator": {
                                       "name": "bicep",
                                       "version": "0.40.2.10011",
-                                      "templateHash": "1681840610494675289"
+                                      "templateHash": "15790442586575518487"
                                     }
                                   },
                                   "definitions": {
@@ -30650,6 +31216,9 @@
                                             "networkAddressPrefix": {
                                               "type": "string"
                                             },
+                                            "natGateway": {
+                                              "type": "bool"
+                                            },
                                             "privateRouting": {
                                               "type": "bool"
                                             },
@@ -30688,6 +31257,7 @@
                                           "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
                                           "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
                                           "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
                                           "privateRouting": "Indicates whether private network routing is enabled.",
                                           "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
                                           "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
@@ -30725,6 +31295,9 @@
                                             "dfs": {
                                               "$ref": "#/definitions/_1.IdNameObject"
                                             },
+                                            "file": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
                                             "queue": {
                                               "$ref": "#/definitions/_1.IdNameObject"
                                             },
@@ -30761,6 +31334,7 @@
                                         "dnsZones": {
                                           "blob": "Resource ID and name for the blob storage DNS zone.",
                                           "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                          "file": "Resource ID and name for the file storage DNS zone.",
                                           "queue": "Resource ID and name for the queue storage DNS zone.",
                                           "table": "Resource ID and name for the table storage DNS zone."
                                         },
@@ -30886,6 +31460,13 @@
                                       "metadata": {
                                         "description": "Optional. Environment variables to use for the deployment script."
                                       }
+                                    },
+                                    "forceUpdateTag": {
+                                      "type": "string",
+                                      "defaultValue": "",
+                                      "metadata": {
+                                        "description": "Optional. Forces the script to run again when the value changes. Default = empty (only reruns when properties change)."
+                                      }
                                     }
                                   },
                                   "variables": {
@@ -30940,12 +31521,21 @@
                                           "[format('{0}', resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]": {}
                                         }
                                       },
-                                      "properties": "[shallowMerge(createArray(variables('privateEndpointDeploymentProperties'), createObject('azPowerShellVersion', '11.0', 'retentionInterval', 'PT1H', 'cleanupPreference', 'OnSuccess', 'scriptContent', parameters('scriptContent'), 'arguments', parameters('arguments'), 'environmentVariables', parameters('environmentVariables'))))]",
+                                      "properties": "[shallowMerge(createArray(variables('privateEndpointDeploymentProperties'), createObject('azPowerShellVersion', '11.0', 'retentionInterval', 'PT1H', 'cleanupPreference', 'OnSuccess', 'scriptContent', parameters('scriptContent'), 'arguments', parameters('arguments'), 'environmentVariables', parameters('environmentVariables'), 'forceUpdateTag', if(empty(parameters('forceUpdateTag')), null(), parameters('forceUpdateTag')))))]",
                                       "dependsOn": [
                                         "identity",
                                         "identityRoleAssignments"
                                       ]
                                     }
+                                  },
+                                  "outputs": {
+                                    "scriptOutputs": {
+                                      "type": "object",
+                                      "metadata": {
+                                        "description": "Values the script set in $DeploymentScriptOutputs. Empty if the script did not set any."
+                                      },
+                                      "value": "[coalesce(tryGet(reference('script'), 'outputs'), createObject())]"
+                                    }
                                   }
                                 }
                               },
@@ -31029,7 +31619,7 @@
                             "_generator": {
                               "name": "bicep",
                               "version": "0.40.2.10011",
-                              "templateHash": "3945478053736728153"
+                              "templateHash": "8959083120322629470"
                             }
                           },
                           "definitions": {
@@ -31069,6 +31659,9 @@
                                     "networkAddressPrefix": {
                                       "type": "string"
                                     },
+                                    "natGateway": {
+                                      "type": "bool"
+                                    },
                                     "privateRouting": {
                                       "type": "bool"
                                     },
@@ -31107,6 +31700,7 @@
                                   "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
                                   "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
                                   "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                  "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
                                   "privateRouting": "Indicates whether private network routing is enabled.",
                                   "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
                                   "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
@@ -31144,6 +31738,9 @@
                                     "dfs": {
                                       "$ref": "#/definitions/_1.IdNameObject"
                                     },
+                                    "file": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
                                     "queue": {
                                       "$ref": "#/definitions/_1.IdNameObject"
                                     },
@@ -31180,6 +31777,7 @@
                                 "dnsZones": {
                                   "blob": "Resource ID and name for the blob storage DNS zone.",
                                   "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                  "file": "Resource ID and name for the file storage DNS zone.",
                                   "queue": "Resource ID and name for the queue storage DNS zone.",
                                   "table": "Resource ID and name for the table storage DNS zone."
                                 },
@@ -31292,7 +31890,7 @@
                             }
                           },
                           "variables": {
-                            "$fxv#0": "# Copyright (c) Microsoft Corporation.\n# Licensed under the MIT License.\n\n# Get storage context\n$storageContext = @{\n    Context   = New-AzStorageContext -StorageAccountName $env:storageAccountName -UseConnectedAccount\n    Container = $env:containerName\n}\n\n# Uploading files\n$files = $env:files | ConvertFrom-Json -Depth 10\nWrite-Output \"Uploading ${$files.PSObject.Properties.Count} files...\"\n$files.PSObject.Properties | ForEach-Object {\n    $filePath = $_.Name\n    $tempPath = \"./$($filePath -replace \"/\", \"_\")\"\n    Write-Output \"  Uploading $filePath...\"\n    $_.Value | Out-File $tempPath\n    Set-AzStorageBlobContent @storageContext -File $tempPath -Blob $filePath -Force | Out-Null\n}\n",
+                            "$fxv#0": "# Copyright (c) Microsoft Corporation.\r\n# Licensed under the MIT License.\r\n\r\n# Get storage context\r\n$storageContext = @{\r\n    Context   = New-AzStorageContext -StorageAccountName $env:storageAccountName -UseConnectedAccount\r\n    Container = $env:containerName\r\n}\r\n\r\n# Uploading files\r\n$files = $env:files | ConvertFrom-Json -Depth 10\r\nWrite-Output \"Uploading ${$files.PSObject.Properties.Count} files...\"\r\n$files.PSObject.Properties | ForEach-Object {\r\n    $filePath = $_.Name\r\n    $tempPath = \"./$($filePath -replace \"/\", \"_\")\"\r\n    Write-Output \"  Uploading $filePath...\"\r\n    $_.Value | Out-File $tempPath\r\n    Set-AzStorageBlobContent @storageContext -File $tempPath -Blob $filePath -Force | Out-Null\r\n}\r\n",
                             "fileCount": "[length(items(parameters('files')))]",
                             "hasFiles": "[greater(variables('fileCount'), 0)]"
                           },
@@ -31357,7 +31955,7 @@
                                     "_generator": {
                                       "name": "bicep",
                                       "version": "0.40.2.10011",
-                                      "templateHash": "8053001273024010241"
+                                      "templateHash": "17649985755359546818"
                                     }
                                   },
                                   "definitions": {
@@ -31397,6 +31995,9 @@
                                             "networkAddressPrefix": {
                                               "type": "string"
                                             },
+                                            "natGateway": {
+                                              "type": "bool"
+                                            },
                                             "privateRouting": {
                                               "type": "bool"
                                             },
@@ -31435,6 +32036,7 @@
                                           "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
                                           "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
                                           "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
                                           "privateRouting": "Indicates whether private network routing is enabled.",
                                           "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
                                           "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
@@ -31472,6 +32074,9 @@
                                             "dfs": {
                                               "$ref": "#/definitions/_1.IdNameObject"
                                             },
+                                            "file": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
                                             "queue": {
                                               "$ref": "#/definitions/_1.IdNameObject"
                                             },
@@ -31508,6 +32113,7 @@
                                         "dnsZones": {
                                           "blob": "Resource ID and name for the blob storage DNS zone.",
                                           "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                          "file": "Resource ID and name for the file storage DNS zone.",
                                           "queue": "Resource ID and name for the queue storage DNS zone.",
                                           "table": "Resource ID and name for the table storage DNS zone."
                                         },
@@ -31750,7 +32356,7 @@
                                     "_generator": {
                                       "name": "bicep",
                                       "version": "0.40.2.10011",
-                                      "templateHash": "1681840610494675289"
+                                      "templateHash": "15790442586575518487"
                                     }
                                   },
                                   "definitions": {
@@ -31801,6 +32407,9 @@
                                             "networkAddressPrefix": {
                                               "type": "string"
                                             },
+                                            "natGateway": {
+                                              "type": "bool"
+                                            },
                                             "privateRouting": {
                                               "type": "bool"
                                             },
@@ -31839,6 +32448,7 @@
                                           "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
                                           "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
                                           "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
                                           "privateRouting": "Indicates whether private network routing is enabled.",
                                           "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
                                           "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
@@ -31876,6 +32486,9 @@
                                             "dfs": {
                                               "$ref": "#/definitions/_1.IdNameObject"
                                             },
+                                            "file": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
                                             "queue": {
                                               "$ref": "#/definitions/_1.IdNameObject"
                                             },
@@ -31912,6 +32525,7 @@
                                         "dnsZones": {
                                           "blob": "Resource ID and name for the blob storage DNS zone.",
                                           "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                          "file": "Resource ID and name for the file storage DNS zone.",
                                           "queue": "Resource ID and name for the queue storage DNS zone.",
                                           "table": "Resource ID and name for the table storage DNS zone."
                                         },
@@ -32037,6 +32651,13 @@
                                       "metadata": {
                                         "description": "Optional. Environment variables to use for the deployment script."
                                       }
+                                    },
+                                    "forceUpdateTag": {
+                                      "type": "string",
+                                      "defaultValue": "",
+                                      "metadata": {
+                                        "description": "Optional. Forces the script to run again when the value changes. Default = empty (only reruns when properties change)."
+                                      }
                                     }
                                   },
                                   "variables": {
@@ -32091,12 +32712,21 @@
                                           "[format('{0}', resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]": {}
                                         }
                                       },
-                                      "properties": "[shallowMerge(createArray(variables('privateEndpointDeploymentProperties'), createObject('azPowerShellVersion', '11.0', 'retentionInterval', 'PT1H', 'cleanupPreference', 'OnSuccess', 'scriptContent', parameters('scriptContent'), 'arguments', parameters('arguments'), 'environmentVariables', parameters('environmentVariables'))))]",
+                                      "properties": "[shallowMerge(createArray(variables('privateEndpointDeploymentProperties'), createObject('azPowerShellVersion', '11.0', 'retentionInterval', 'PT1H', 'cleanupPreference', 'OnSuccess', 'scriptContent', parameters('scriptContent'), 'arguments', parameters('arguments'), 'environmentVariables', parameters('environmentVariables'), 'forceUpdateTag', if(empty(parameters('forceUpdateTag')), null(), parameters('forceUpdateTag')))))]",
                                       "dependsOn": [
                                         "identity",
                                         "identityRoleAssignments"
                                       ]
                                     }
+                                  },
+                                  "outputs": {
+                                    "scriptOutputs": {
+                                      "type": "object",
+                                      "metadata": {
+                                        "description": "Values the script set in $DeploymentScriptOutputs. Empty if the script did not set any."
+                                      },
+                                      "value": "[coalesce(tryGet(reference('script'), 'outputs'), createObject())]"
+                                    }
                                   }
                                 }
                               },
@@ -32180,7 +32810,7 @@
                             "_generator": {
                               "name": "bicep",
                               "version": "0.40.2.10011",
-                              "templateHash": "3945478053736728153"
+                              "templateHash": "8959083120322629470"
                             }
                           },
                           "definitions": {
@@ -32220,6 +32850,9 @@
                                     "networkAddressPrefix": {
                                       "type": "string"
                                     },
+                                    "natGateway": {
+                                      "type": "bool"
+                                    },
                                     "privateRouting": {
                                       "type": "bool"
                                     },
@@ -32258,6 +32891,7 @@
                                   "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
                                   "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
                                   "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                  "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
                                   "privateRouting": "Indicates whether private network routing is enabled.",
                                   "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
                                   "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
@@ -32295,6 +32929,9 @@
                                     "dfs": {
                                       "$ref": "#/definitions/_1.IdNameObject"
                                     },
+                                    "file": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
                                     "queue": {
                                       "$ref": "#/definitions/_1.IdNameObject"
                                     },
@@ -32331,6 +32968,7 @@
                                 "dnsZones": {
                                   "blob": "Resource ID and name for the blob storage DNS zone.",
                                   "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                  "file": "Resource ID and name for the file storage DNS zone.",
                                   "queue": "Resource ID and name for the queue storage DNS zone.",
                                   "table": "Resource ID and name for the table storage DNS zone."
                                 },
@@ -32443,7 +33081,7 @@
                             }
                           },
                           "variables": {
-                            "$fxv#0": "# Copyright (c) Microsoft Corporation.\n# Licensed under the MIT License.\n\n# Get storage context\n$storageContext = @{\n    Context   = New-AzStorageContext -StorageAccountName $env:storageAccountName -UseConnectedAccount\n    Container = $env:containerName\n}\n\n# Uploading files\n$files = $env:files | ConvertFrom-Json -Depth 10\nWrite-Output \"Uploading ${$files.PSObject.Properties.Count} files...\"\n$files.PSObject.Properties | ForEach-Object {\n    $filePath = $_.Name\n    $tempPath = \"./$($filePath -replace \"/\", \"_\")\"\n    Write-Output \"  Uploading $filePath...\"\n    $_.Value | Out-File $tempPath\n    Set-AzStorageBlobContent @storageContext -File $tempPath -Blob $filePath -Force | Out-Null\n}\n",
+                            "$fxv#0": "# Copyright (c) Microsoft Corporation.\r\n# Licensed under the MIT License.\r\n\r\n# Get storage context\r\n$storageContext = @{\r\n    Context   = New-AzStorageContext -StorageAccountName $env:storageAccountName -UseConnectedAccount\r\n    Container = $env:containerName\r\n}\r\n\r\n# Uploading files\r\n$files = $env:files | ConvertFrom-Json -Depth 10\r\nWrite-Output \"Uploading ${$files.PSObject.Properties.Count} files...\"\r\n$files.PSObject.Properties | ForEach-Object {\r\n    $filePath = $_.Name\r\n    $tempPath = \"./$($filePath -replace \"/\", \"_\")\"\r\n    Write-Output \"  Uploading $filePath...\"\r\n    $_.Value | Out-File $tempPath\r\n    Set-AzStorageBlobContent @storageContext -File $tempPath -Blob $filePath -Force | Out-Null\r\n}\r\n",
                             "fileCount": "[length(items(parameters('files')))]",
                             "hasFiles": "[greater(variables('fileCount'), 0)]"
                           },
@@ -32508,7 +33146,7 @@
                                     "_generator": {
                                       "name": "bicep",
                                       "version": "0.40.2.10011",
-                                      "templateHash": "8053001273024010241"
+                                      "templateHash": "17649985755359546818"
                                     }
                                   },
                                   "definitions": {
@@ -32548,6 +33186,9 @@
                                             "networkAddressPrefix": {
                                               "type": "string"
                                             },
+                                            "natGateway": {
+                                              "type": "bool"
+                                            },
                                             "privateRouting": {
                                               "type": "bool"
                                             },
@@ -32586,6 +33227,7 @@
                                           "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
                                           "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
                                           "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
                                           "privateRouting": "Indicates whether private network routing is enabled.",
                                           "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
                                           "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
@@ -32623,6 +33265,9 @@
                                             "dfs": {
                                               "$ref": "#/definitions/_1.IdNameObject"
                                             },
+                                            "file": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
                                             "queue": {
                                               "$ref": "#/definitions/_1.IdNameObject"
                                             },
@@ -32659,6 +33304,7 @@
                                         "dnsZones": {
                                           "blob": "Resource ID and name for the blob storage DNS zone.",
                                           "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                          "file": "Resource ID and name for the file storage DNS zone.",
                                           "queue": "Resource ID and name for the queue storage DNS zone.",
                                           "table": "Resource ID and name for the table storage DNS zone."
                                         },
@@ -32901,7 +33547,7 @@
                                     "_generator": {
                                       "name": "bicep",
                                       "version": "0.40.2.10011",
-                                      "templateHash": "1681840610494675289"
+                                      "templateHash": "15790442586575518487"
                                     }
                                   },
                                   "definitions": {
@@ -32952,6 +33598,9 @@
                                             "networkAddressPrefix": {
                                               "type": "string"
                                             },
+                                            "natGateway": {
+                                              "type": "bool"
+                                            },
                                             "privateRouting": {
                                               "type": "bool"
                                             },
@@ -32990,6 +33639,7 @@
                                           "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
                                           "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
                                           "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
                                           "privateRouting": "Indicates whether private network routing is enabled.",
                                           "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
                                           "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
@@ -33027,6 +33677,9 @@
                                             "dfs": {
                                               "$ref": "#/definitions/_1.IdNameObject"
                                             },
+                                            "file": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
                                             "queue": {
                                               "$ref": "#/definitions/_1.IdNameObject"
                                             },
@@ -33063,6 +33716,7 @@
                                         "dnsZones": {
                                           "blob": "Resource ID and name for the blob storage DNS zone.",
                                           "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                          "file": "Resource ID and name for the file storage DNS zone.",
                                           "queue": "Resource ID and name for the queue storage DNS zone.",
                                           "table": "Resource ID and name for the table storage DNS zone."
                                         },
@@ -33188,6 +33842,13 @@
                                       "metadata": {
                                         "description": "Optional. Environment variables to use for the deployment script."
                                       }
+                                    },
+                                    "forceUpdateTag": {
+                                      "type": "string",
+                                      "defaultValue": "",
+                                      "metadata": {
+                                        "description": "Optional. Forces the script to run again when the value changes. Default = empty (only reruns when properties change)."
+                                      }
                                     }
                                   },
                                   "variables": {
@@ -33242,12 +33903,21 @@
                                           "[format('{0}', resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]": {}
                                         }
                                       },
-                                      "properties": "[shallowMerge(createArray(variables('privateEndpointDeploymentProperties'), createObject('azPowerShellVersion', '11.0', 'retentionInterval', 'PT1H', 'cleanupPreference', 'OnSuccess', 'scriptContent', parameters('scriptContent'), 'arguments', parameters('arguments'), 'environmentVariables', parameters('environmentVariables'))))]",
+                                      "properties": "[shallowMerge(createArray(variables('privateEndpointDeploymentProperties'), createObject('azPowerShellVersion', '11.0', 'retentionInterval', 'PT1H', 'cleanupPreference', 'OnSuccess', 'scriptContent', parameters('scriptContent'), 'arguments', parameters('arguments'), 'environmentVariables', parameters('environmentVariables'), 'forceUpdateTag', if(empty(parameters('forceUpdateTag')), null(), parameters('forceUpdateTag')))))]",
                                       "dependsOn": [
                                         "identity",
                                         "identityRoleAssignments"
                                       ]
                                     }
+                                  },
+                                  "outputs": {
+                                    "scriptOutputs": {
+                                      "type": "object",
+                                      "metadata": {
+                                        "description": "Values the script set in $DeploymentScriptOutputs. Empty if the script did not set any."
+                                      },
+                                      "value": "[coalesce(tryGet(reference('script'), 'outputs'), createObject())]"
+                                    }
                                   }
                                 }
                               },
@@ -33353,11 +34023,11 @@
                     "_generator": {
                       "name": "bicep",
                       "version": "0.40.2.10011",
-                      "templateHash": "14591038022236946532"
+                      "templateHash": "15813933130144860694"
                     },
                     "hubApp": {
                       "id": "Microsoft.FinOpsHubs.RemoteHub",
-                      "version": "14.0",
+                      "version": "15.0",
                       "dependencies": [
                         "Microsoft.FinOpsHubs.Core"
                       ]
@@ -33400,6 +34070,9 @@
                             "networkAddressPrefix": {
                               "type": "string"
                             },
+                            "natGateway": {
+                              "type": "bool"
+                            },
                             "privateRouting": {
                               "type": "bool"
                             },
@@ -33438,6 +34111,7 @@
                           "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
                           "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
                           "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
                           "privateRouting": "Indicates whether private network routing is enabled.",
                           "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
                           "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
@@ -33475,6 +34149,9 @@
                             "dfs": {
                               "$ref": "#/definitions/_1.IdNameObject"
                             },
+                            "file": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            },
                             "queue": {
                               "$ref": "#/definitions/_1.IdNameObject"
                             },
@@ -33511,6 +34188,7 @@
                         "dnsZones": {
                           "blob": "Resource ID and name for the blob storage DNS zone.",
                           "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                          "file": "Resource ID and name for the file storage DNS zone.",
                           "queue": "Resource ID and name for the queue storage DNS zone.",
                           "table": "Resource ID and name for the table storage DNS zone."
                         },
@@ -33828,7 +34506,7 @@
                   },
                   "variables": {
                     "storageKeySecretName": "[format('{0}-storage-key', toLower(parameters('app').hub.name))]",
-                    "finOpsToolkitVersion": "14.0"
+                    "finOpsToolkitVersion": "15.0"
                   },
                   "resources": {
                     "dataFactory::linkedService_remoteHubStorage": {
@@ -34001,7 +34679,7 @@
                             "_generator": {
                               "name": "bicep",
                               "version": "0.40.2.10011",
-                              "templateHash": "1913111313164077146"
+                              "templateHash": "6663838570021556637"
                             }
                           },
                           "definitions": {
@@ -34041,6 +34719,9 @@
                                     "networkAddressPrefix": {
                                       "type": "string"
                                     },
+                                    "natGateway": {
+                                      "type": "bool"
+                                    },
                                     "privateRouting": {
                                       "type": "bool"
                                     },
@@ -34079,6 +34760,7 @@
                                   "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
                                   "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
                                   "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                  "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
                                   "privateRouting": "Indicates whether private network routing is enabled.",
                                   "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
                                   "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
@@ -34116,6 +34798,9 @@
                                     "dfs": {
                                       "$ref": "#/definitions/_1.IdNameObject"
                                     },
+                                    "file": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
                                     "queue": {
                                       "$ref": "#/definitions/_1.IdNameObject"
                                     },
@@ -34152,6 +34837,7 @@
                                 "dnsZones": {
                                   "blob": "Resource ID and name for the blob storage DNS zone.",
                                   "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                  "file": "Resource ID and name for the file storage DNS zone.",
                                   "queue": "Resource ID and name for the queue storage DNS zone.",
                                   "table": "Resource ID and name for the table storage DNS zone."
                                 },
@@ -34308,7 +34994,7 @@
                               },
                               "defaultValue": [],
                               "metadata": {
-                                "description": "Optional. Indicate which RBAC roles the Data Factory identity needs on the storage account, if created. This is in addition to Storage Blob Data Contributor for reading and managing content. Default: [] (none)."
+                                "description": "Optional. Indicate which RBAC roles the Data Factory identity needs on the publisher storage account. This is in addition to Storage Blob Data Contributor for reading and managing content, which is granted to apps that use the \"Storage\" feature. Roles are assigned whether or not the app uses the \"Storage\" feature since the storage account is shared across all apps from the same publisher. Default: [] (none)."
                               }
                             },
                             "telemetryString": {
@@ -34320,7 +35006,7 @@
                             }
                           },
                           "variables": {
-                            "$fxv#0": "# Copyright (c) Microsoft Corporation.\n# Licensed under the MIT License.\n\n<#\n.SYNOPSIS\nManages Azure Data Factory triggers and pipelines during FinOps hub deployment.\n\n.DESCRIPTION\nThis script is called by Bicep deployment scripts to start/stop Data Factory triggers\nand optionally run pipelines. It handles two types of triggers:\n\n1. Schedule triggers - Can be started/stopped directly\n2. BlobEventsTriggers - Require Event Grid subscription management before start/stop\n\nBlobEventsTriggers use Event Grid to listen for storage blob events. Before stopping,\nthe Event Grid subscription must be removed (unsubscribed). Before starting, the\nsubscription must be added and fully provisioned. This script handles this automatically\nby detecting BlobEventsTriggers via the BlobPathBeginsWith property.\n\nThe script uses retry logic with linear backoff to handle transient API failures and\nwait for Event Grid subscription provisioning/deprovisioning to complete.\n\n.PARAMETER DataFactoryResourceGroup\nThe resource group containing the Data Factory.\n\n.PARAMETER DataFactoryName\nThe name of the Data Factory instance.\n\n.PARAMETER Pipelines\nPipe-delimited list of pipeline names to run (e.g., \"pipeline1|pipeline2\").\n\n.PARAMETER StartTriggers\nSwitch to start all stopped triggers (with Event Grid subscription for blob triggers).\n\n.PARAMETER StopTriggers\nSwitch to stop all running triggers (with Event Grid unsubscription for blob triggers).\n\n.EXAMPLE\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StopTriggers\n\n.EXAMPLE\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StartTriggers\n#>\n\nparam(\n    [string] $DataFactoryResourceGroup,\n    [string] $DataFactoryName,\n    [string] $Pipelines = \"\",\n    [switch] $StartTriggers,\n    [switch] $StopTriggers\n)\n\n$MAX_RETRIES = 20\n$DeploymentScriptOutputs = @{}\n\nfunction Write-Log($Message)\n{\n    Write-Output \"$(Get-Date -Format 'HH:mm:ss') $Message\"\n}\n\nfunction Invoke-WithRetry([scriptblock]$Action, [string]$Name, [int]$Delay = 5)\n{\n    for ($i = 1; $i -le $MAX_RETRIES; $i++)\n    {\n        try { return & $Action }\n        catch\n        {\n            Write-Log \"$Name failed (attempt $i/${MAX_RETRIES}): $($_.Exception.Message)\"\n            if ($i -eq $MAX_RETRIES) { throw }\n            Start-Sleep -Seconds ($Delay * $i)\n        }\n    }\n}\n\nfunction Set-BlobTriggerSubscription([string]$TriggerName, [switch]$Subscribe)\n{\n    $targetStatus = if ($Subscribe) { 'Enabled' } else { 'Disabled' }\n    $action = if ($Subscribe) { 'Subscribing' } else { 'Unsubscribing' }\n\n    Write-Log \"$action $TriggerName to events...\"\n\n    # Check current status before attempting subscribe/unsubscribe\n    $currentStatus = (Get-AzDataFactoryV2TriggerSubscriptionStatus `\n            -ResourceGroupName $DataFactoryResourceGroup `\n            -DataFactoryName $DataFactoryName `\n            -Name $TriggerName).Status\n\n    if ($currentStatus -eq $targetStatus)\n    {\n        Write-Log \"$TriggerName subscription is already $targetStatus, skipping.\"\n        return\n    }\n\n    if ($currentStatus -eq 'Provisioning' -or $currentStatus -eq 'Deprovisioning')\n    {\n        Write-Log \"$TriggerName subscription is $currentStatus, waiting for completion...\"\n    }\n    else\n    {\n        # Only call subscribe/unsubscribe when not already in a transitional state\n        if ($Subscribe)\n        {\n            Add-AzDataFactoryV2TriggerSubscription `\n                -ResourceGroupName $DataFactoryResourceGroup `\n                -DataFactoryName $DataFactoryName `\n                -Name $TriggerName | Out-Null\n        }\n        else\n        {\n            Remove-AzDataFactoryV2TriggerSubscription `\n                -ResourceGroupName $DataFactoryResourceGroup `\n                -DataFactoryName $DataFactoryName `\n                -Name $TriggerName | Out-Null\n        }\n    }\n\n    # Poll until provisioning completes\n    Invoke-WithRetry -Name \"$action status $TriggerName\" -Delay 5 -Action {\n        $status = Get-AzDataFactoryV2TriggerSubscriptionStatus `\n            -ResourceGroupName $DataFactoryResourceGroup `\n            -DataFactoryName $DataFactoryName `\n            -Name $TriggerName\n        if ($status.Status -ne $targetStatus)\n        {\n            throw \"Subscription status is $($status.Status), expected $targetStatus\"\n        }\n    }\n}\n\nif ($StartTriggers -or $StopTriggers)\n{\n    $triggers = Invoke-WithRetry -Name \"Get triggers\" -Action {\n        Get-AzDataFactoryV2Trigger `\n            -ResourceGroupName $DataFactoryResourceGroup `\n            -DataFactoryName $DataFactoryName `\n        | Where-Object {\n            ($StartTriggers -and $_.Properties.RuntimeState -ne \"Started\") `\n                -or ($StopTriggers -and $_.Properties.RuntimeState -ne \"Stopped\")\n        }\n    }\n\n    Write-Log \"Found $($triggers.Count) trigger(s) to $(if ($StartTriggers) { 'start' } else { 'stop' })\"\n\n    $triggers | ForEach-Object {\n        $triggerName = $_.Name\n        $isBlobTrigger = $null -ne $_.Properties.BlobPathBeginsWith\n\n        if ($StopTriggers)\n        {\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName }\n            Write-Log \"Stopping trigger $triggerName...\"\n            Invoke-WithRetry -Name \"Stop $triggerName\" -Action {\n                Stop-AzDataFactoryV2Trigger `\n                    -ResourceGroupName $DataFactoryResourceGroup `\n                    -DataFactoryName $DataFactoryName `\n                    -Name $triggerName -Force\n            }\n        }\n        else\n        {\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName -Subscribe }\n            Write-Log \"Starting trigger $triggerName...\"\n            Invoke-WithRetry -Name \"Start $triggerName\" -Action {\n                Start-AzDataFactoryV2Trigger `\n                    -ResourceGroupName $DataFactoryResourceGroup `\n                    -DataFactoryName $DataFactoryName `\n                    -Name $triggerName -Force\n            }\n        }\n\n        Invoke-WithRetry -Name \"Wait for $triggerName\" -Action {\n            $state = (Get-AzDataFactoryV2Trigger `\n                    -ResourceGroupName $DataFactoryResourceGroup `\n                    -DataFactoryName $DataFactoryName `\n                    -Name $triggerName).Properties.RuntimeState\n            $expected = if ($StartTriggers) { 'Started' } else { 'Stopped' }\n            if ($state -ne $expected) { throw \"Trigger is $state, expected $expected\" }\n        }\n\n        Write-Log \"...done\"\n        $DeploymentScriptOutputs[$triggerName] = $true\n    }\n}\n\nif (-not [string]::IsNullOrWhiteSpace($Pipelines))\n{\n    $Pipelines.Split('|') | ForEach-Object {\n        Write-Log \"Running pipeline $_...\"\n        Invoke-AzDataFactoryV2Pipeline `\n            -ResourceGroupName $DataFactoryResourceGroup `\n            -DataFactoryName $DataFactoryName `\n            -PipelineName $_\n    }\n}\n",
+                            "$fxv#0": "# Copyright (c) Microsoft Corporation.\r\n# Licensed under the MIT License.\r\n\r\n<#\r\n.SYNOPSIS\r\nManages Azure Data Factory triggers and pipelines during FinOps hub deployment.\r\n\r\n.DESCRIPTION\r\nThis script is called by Bicep deployment scripts to start/stop Data Factory triggers\r\nand optionally run pipelines. It handles two types of triggers:\r\n\r\n1. Schedule triggers - Can be started/stopped directly\r\n2. BlobEventsTriggers - Require Event Grid subscription management before start/stop\r\n\r\nBlobEventsTriggers use Event Grid to listen for storage blob events. Before stopping,\r\nthe Event Grid subscription must be removed (unsubscribed). Before starting, the\r\nsubscription must be added and fully provisioned. This script handles this automatically\r\nby detecting BlobEventsTriggers via the BlobPathBeginsWith property.\r\n\r\nThe script uses retry logic with linear backoff to handle transient API failures and\r\nwait for Event Grid subscription provisioning/deprovisioning to complete.\r\n\r\n.PARAMETER DataFactoryResourceGroup\r\nThe resource group containing the Data Factory.\r\n\r\n.PARAMETER DataFactoryName\r\nThe name of the Data Factory instance.\r\n\r\n.PARAMETER Pipelines\r\nPipe-delimited list of pipeline names to run (e.g., \"pipeline1|pipeline2\").\r\n\r\n.PARAMETER StartTriggers\r\nSwitch to start all stopped triggers (with Event Grid subscription for blob triggers).\r\n\r\n.PARAMETER StopTriggers\r\nSwitch to stop all running triggers (with Event Grid unsubscription for blob triggers).\r\n\r\n.EXAMPLE\r\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StopTriggers\r\n\r\n.EXAMPLE\r\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StartTriggers\r\n#>\r\n\r\nparam(\r\n    [string] $DataFactoryResourceGroup,\r\n    [string] $DataFactoryName,\r\n    [string] $Pipelines = \"\",\r\n    [switch] $StartTriggers,\r\n    [switch] $StopTriggers\r\n)\r\n\r\n$MAX_RETRIES = 20\r\n$DeploymentScriptOutputs = @{}\r\n\r\nfunction Write-Log($Message)\r\n{\r\n    Write-Output \"$(Get-Date -Format 'HH:mm:ss') $Message\"\r\n}\r\n\r\nfunction Invoke-WithRetry([scriptblock]$Action, [string]$Name, [int]$Delay = 5)\r\n{\r\n    for ($i = 1; $i -le $MAX_RETRIES; $i++)\r\n    {\r\n        try { return & $Action }\r\n        catch\r\n        {\r\n            Write-Log \"$Name failed (attempt $i/${MAX_RETRIES}): $($_.Exception.Message)\"\r\n            if ($i -eq $MAX_RETRIES) { throw }\r\n            Start-Sleep -Seconds ($Delay * $i)\r\n        }\r\n    }\r\n}\r\n\r\nfunction Set-BlobTriggerSubscription([string]$TriggerName, [switch]$Subscribe)\r\n{\r\n    $targetStatus = if ($Subscribe) { 'Enabled' } else { 'Disabled' }\r\n    $action = if ($Subscribe) { 'Subscribing' } else { 'Unsubscribing' }\r\n\r\n    Write-Log \"$action $TriggerName to events...\"\r\n\r\n    # Check current status before attempting subscribe/unsubscribe\r\n    $currentStatus = (Get-AzDataFactoryV2TriggerSubscriptionStatus `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -Name $TriggerName).Status\r\n\r\n    if ($currentStatus -eq $targetStatus)\r\n    {\r\n        Write-Log \"$TriggerName subscription is already $targetStatus, skipping.\"\r\n        return\r\n    }\r\n\r\n    if ($currentStatus -eq 'Provisioning' -or $currentStatus -eq 'Deprovisioning')\r\n    {\r\n        Write-Log \"$TriggerName subscription is $currentStatus, waiting for completion...\"\r\n    }\r\n    else\r\n    {\r\n        # Only call subscribe/unsubscribe when not already in a transitional state\r\n        if ($Subscribe)\r\n        {\r\n            Add-AzDataFactoryV2TriggerSubscription `\r\n                -ResourceGroupName $DataFactoryResourceGroup `\r\n                -DataFactoryName $DataFactoryName `\r\n                -Name $TriggerName | Out-Null\r\n        }\r\n        else\r\n        {\r\n            Remove-AzDataFactoryV2TriggerSubscription `\r\n                -ResourceGroupName $DataFactoryResourceGroup `\r\n                -DataFactoryName $DataFactoryName `\r\n                -Name $TriggerName | Out-Null\r\n        }\r\n    }\r\n\r\n    # Poll until provisioning completes\r\n    Invoke-WithRetry -Name \"$action status $TriggerName\" -Delay 5 -Action {\r\n        $status = Get-AzDataFactoryV2TriggerSubscriptionStatus `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -Name $TriggerName\r\n        if ($status.Status -ne $targetStatus)\r\n        {\r\n            throw \"Subscription status is $($status.Status), expected $targetStatus\"\r\n        }\r\n    }\r\n}\r\n\r\nif ($StartTriggers -or $StopTriggers)\r\n{\r\n    $triggers = Invoke-WithRetry -Name \"Get triggers\" -Action {\r\n        Get-AzDataFactoryV2Trigger `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n        | Where-Object {\r\n            ($StartTriggers -and $_.Properties.RuntimeState -ne \"Started\") `\r\n                -or ($StopTriggers -and $_.Properties.RuntimeState -ne \"Stopped\")\r\n        }\r\n    }\r\n\r\n    Write-Log \"Found $($triggers.Count) trigger(s) to $(if ($StartTriggers) { 'start' } else { 'stop' })\"\r\n\r\n    $triggers | ForEach-Object {\r\n        $triggerName = $_.Name\r\n        $isBlobTrigger = $null -ne $_.Properties.BlobPathBeginsWith\r\n\r\n        if ($StopTriggers)\r\n        {\r\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName }\r\n            Write-Log \"Stopping trigger $triggerName...\"\r\n            Invoke-WithRetry -Name \"Stop $triggerName\" -Action {\r\n                Stop-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName -Force\r\n            }\r\n        }\r\n        else\r\n        {\r\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName -Subscribe }\r\n            Write-Log \"Starting trigger $triggerName...\"\r\n            Invoke-WithRetry -Name \"Start $triggerName\" -Action {\r\n                Start-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName -Force\r\n            }\r\n        }\r\n\r\n        Invoke-WithRetry -Name \"Wait for $triggerName\" -Action {\r\n            $state = (Get-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName).Properties.RuntimeState\r\n            $expected = if ($StartTriggers) { 'Started' } else { 'Stopped' }\r\n            if ($state -ne $expected) { throw \"Trigger is $state, expected $expected\" }\r\n        }\r\n\r\n        Write-Log \"...done\"\r\n        $DeploymentScriptOutputs[$triggerName] = $true\r\n    }\r\n}\r\n\r\nif (-not [string]::IsNullOrWhiteSpace($Pipelines))\r\n{\r\n    $Pipelines.Split('|') | ForEach-Object {\r\n        Write-Log \"Running pipeline $_...\"\r\n        Invoke-AzDataFactoryV2Pipeline `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -PipelineName $_\r\n    }\r\n}\r\n",
                             "usesDataFactory": "[contains(parameters('features'), 'DataFactory')]",
                             "usesKeyVault": "[contains(parameters('features'), 'KeyVault')]",
                             "usesStorage": "[contains(parameters('features'), 'Storage')]",
@@ -34342,7 +35028,7 @@
                             "factoryManagementRoles": [
                               "673868aa-7521-48a0-acc6-0f60742d39f5"
                             ],
-                            "factoryStorageRoles": "[union(parameters('storageRoles'), createArray('17d1049b-9a84-46fb-8f53-869881c3d3ab', 'ba92f5b4-2d11-453d-a403-e96b0029c9fe', 'acdd72a7-3385-48ef-bd42-f606fba81ae7'))]",
+                            "factoryStorageRoles": "[union(parameters('storageRoles'), if(not(variables('usesStorage')), createArray(), createArray('17d1049b-9a84-46fb-8f53-869881c3d3ab', 'ba92f5b4-2d11-453d-a403-e96b0029c9fe', 'acdd72a7-3385-48ef-bd42-f606fba81ae7')))]",
                             "storageInfrastructureEncryptionProperties": "[if(not(parameters('app').hub.options.storageInfrastructureEncryption), createObject(), createObject('encryption', createObject('keySource', 'Microsoft.Storage', 'requireInfrastructureEncryption', parameters('app').hub.options.storageInfrastructureEncryption)))]"
                           },
                           "resources": {
@@ -34583,7 +35269,7 @@
                                 "name": "storageRoleAssignments",
                                 "count": "[length(variables('factoryStorageRoles'))]"
                               },
-                              "condition": "[and(variables('usesDataFactory'), variables('usesStorage'))]",
+                              "condition": "[variables('usesDataFactory')]",
                               "type": "Microsoft.Authorization/roleAssignments",
                               "apiVersion": "2022-04-01",
                               "scope": "[resourceId('Microsoft.Storage/storageAccounts', parameters('app').storage)]",
@@ -35180,7 +35866,7 @@
                                     "_generator": {
                                       "name": "bicep",
                                       "version": "0.40.2.10011",
-                                      "templateHash": "1681840610494675289"
+                                      "templateHash": "15790442586575518487"
                                     }
                                   },
                                   "definitions": {
@@ -35231,6 +35917,9 @@
                                             "networkAddressPrefix": {
                                               "type": "string"
                                             },
+                                            "natGateway": {
+                                              "type": "bool"
+                                            },
                                             "privateRouting": {
                                               "type": "bool"
                                             },
@@ -35269,6 +35958,7 @@
                                           "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
                                           "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
                                           "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
                                           "privateRouting": "Indicates whether private network routing is enabled.",
                                           "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
                                           "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
@@ -35306,6 +35996,9 @@
                                             "dfs": {
                                               "$ref": "#/definitions/_1.IdNameObject"
                                             },
+                                            "file": {
+                                              "$ref": "#/definitions/_1.IdNameObject"
+                                            },
                                             "queue": {
                                               "$ref": "#/definitions/_1.IdNameObject"
                                             },
@@ -35342,6 +36035,7 @@
                                         "dnsZones": {
                                           "blob": "Resource ID and name for the blob storage DNS zone.",
                                           "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                          "file": "Resource ID and name for the file storage DNS zone.",
                                           "queue": "Resource ID and name for the queue storage DNS zone.",
                                           "table": "Resource ID and name for the table storage DNS zone."
                                         },
@@ -35467,6 +36161,13 @@
                                       "metadata": {
                                         "description": "Optional. Environment variables to use for the deployment script."
                                       }
+                                    },
+                                    "forceUpdateTag": {
+                                      "type": "string",
+                                      "defaultValue": "",
+                                      "metadata": {
+                                        "description": "Optional. Forces the script to run again when the value changes. Default = empty (only reruns when properties change)."
+                                      }
                                     }
                                   },
                                   "variables": {
@@ -35521,12 +36222,21 @@
                                           "[format('{0}', resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]": {}
                                         }
                                       },
-                                      "properties": "[shallowMerge(createArray(variables('privateEndpointDeploymentProperties'), createObject('azPowerShellVersion', '11.0', 'retentionInterval', 'PT1H', 'cleanupPreference', 'OnSuccess', 'scriptContent', parameters('scriptContent'), 'arguments', parameters('arguments'), 'environmentVariables', parameters('environmentVariables'))))]",
+                                      "properties": "[shallowMerge(createArray(variables('privateEndpointDeploymentProperties'), createObject('azPowerShellVersion', '11.0', 'retentionInterval', 'PT1H', 'cleanupPreference', 'OnSuccess', 'scriptContent', parameters('scriptContent'), 'arguments', parameters('arguments'), 'environmentVariables', parameters('environmentVariables'), 'forceUpdateTag', if(empty(parameters('forceUpdateTag')), null(), parameters('forceUpdateTag')))))]",
                                       "dependsOn": [
                                         "identity",
                                         "identityRoleAssignments"
                                       ]
                                     }
+                                  },
+                                  "outputs": {
+                                    "scriptOutputs": {
+                                      "type": "object",
+                                      "metadata": {
+                                        "description": "Values the script set in $DeploymentScriptOutputs. Empty if the script did not set any."
+                                      },
+                                      "value": "[coalesce(tryGet(reference('script'), 'outputs'), createObject())]"
+                                    }
                                   }
                                 }
                               },
@@ -35740,7 +36450,7 @@
                     "_generator": {
                       "name": "bicep",
                       "version": "0.40.2.10011",
-                      "templateHash": "1681840610494675289"
+                      "templateHash": "15790442586575518487"
                     }
                   },
                   "definitions": {
@@ -35791,6 +36501,9 @@
                             "networkAddressPrefix": {
                               "type": "string"
                             },
+                            "natGateway": {
+                              "type": "bool"
+                            },
                             "privateRouting": {
                               "type": "bool"
                             },
@@ -35829,6 +36542,7 @@
                           "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
                           "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
                           "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
                           "privateRouting": "Indicates whether private network routing is enabled.",
                           "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
                           "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
@@ -35866,6 +36580,9 @@
                             "dfs": {
                               "$ref": "#/definitions/_1.IdNameObject"
                             },
+                            "file": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            },
                             "queue": {
                               "$ref": "#/definitions/_1.IdNameObject"
                             },
@@ -35902,6 +36619,7 @@
                         "dnsZones": {
                           "blob": "Resource ID and name for the blob storage DNS zone.",
                           "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                          "file": "Resource ID and name for the file storage DNS zone.",
                           "queue": "Resource ID and name for the queue storage DNS zone.",
                           "table": "Resource ID and name for the table storage DNS zone."
                         },
@@ -36027,6 +36745,13 @@
                       "metadata": {
                         "description": "Optional. Environment variables to use for the deployment script."
                       }
+                    },
+                    "forceUpdateTag": {
+                      "type": "string",
+                      "defaultValue": "",
+                      "metadata": {
+                        "description": "Optional. Forces the script to run again when the value changes. Default = empty (only reruns when properties change)."
+                      }
                     }
                   },
                   "variables": {
@@ -36081,12 +36806,21 @@
                           "[format('{0}', resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]": {}
                         }
                       },
-                      "properties": "[shallowMerge(createArray(variables('privateEndpointDeploymentProperties'), createObject('azPowerShellVersion', '11.0', 'retentionInterval', 'PT1H', 'cleanupPreference', 'OnSuccess', 'scriptContent', parameters('scriptContent'), 'arguments', parameters('arguments'), 'environmentVariables', parameters('environmentVariables'))))]",
+                      "properties": "[shallowMerge(createArray(variables('privateEndpointDeploymentProperties'), createObject('azPowerShellVersion', '11.0', 'retentionInterval', 'PT1H', 'cleanupPreference', 'OnSuccess', 'scriptContent', parameters('scriptContent'), 'arguments', parameters('arguments'), 'environmentVariables', parameters('environmentVariables'), 'forceUpdateTag', if(empty(parameters('forceUpdateTag')), null(), parameters('forceUpdateTag')))))]",
                       "dependsOn": [
                         "identity",
                         "identityRoleAssignments"
                       ]
                     }
+                  },
+                  "outputs": {
+                    "scriptOutputs": {
+                      "type": "object",
+                      "metadata": {
+                        "description": "Values the script set in $DeploymentScriptOutputs. Empty if the script did not set any."
+                      },
+                      "value": "[coalesce(tryGet(reference('script'), 'outputs'), createObject())]"
+                    }
                   }
                 }
               },
@@ -36132,7 +36866,7 @@
                     "_generator": {
                       "name": "bicep",
                       "version": "0.40.2.10011",
-                      "templateHash": "667486163304855051"
+                      "templateHash": "8499017791957462039"
                     }
                   },
                   "definitions": {
@@ -36172,6 +36906,9 @@
                             "networkAddressPrefix": {
                               "type": "string"
                             },
+                            "natGateway": {
+                              "type": "bool"
+                            },
                             "privateRouting": {
                               "type": "bool"
                             },
@@ -36210,6 +36947,7 @@
                           "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
                           "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
                           "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                          "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
                           "privateRouting": "Indicates whether private network routing is enabled.",
                           "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
                           "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
@@ -36247,6 +36985,9 @@
                             "dfs": {
                               "$ref": "#/definitions/_1.IdNameObject"
                             },
+                            "file": {
+                              "$ref": "#/definitions/_1.IdNameObject"
+                            },
                             "queue": {
                               "$ref": "#/definitions/_1.IdNameObject"
                             },
@@ -36283,6 +37024,7 @@
                         "dnsZones": {
                           "blob": "Resource ID and name for the blob storage DNS zone.",
                           "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                          "file": "Resource ID and name for the file storage DNS zone.",
                           "queue": "Resource ID and name for the queue storage DNS zone.",
                           "table": "Resource ID and name for the table storage DNS zone."
                         },
@@ -36407,7 +37149,7 @@
                     }
                   },
                   "variables": {
-                    "$fxv#0": "# Copyright (c) Microsoft Corporation.\n# Licensed under the MIT License.\n\n<#\n.SYNOPSIS\nManages Azure Data Factory triggers and pipelines during FinOps hub deployment.\n\n.DESCRIPTION\nThis script is called by Bicep deployment scripts to start/stop Data Factory triggers\nand optionally run pipelines. It handles two types of triggers:\n\n1. Schedule triggers - Can be started/stopped directly\n2. BlobEventsTriggers - Require Event Grid subscription management before start/stop\n\nBlobEventsTriggers use Event Grid to listen for storage blob events. Before stopping,\nthe Event Grid subscription must be removed (unsubscribed). Before starting, the\nsubscription must be added and fully provisioned. This script handles this automatically\nby detecting BlobEventsTriggers via the BlobPathBeginsWith property.\n\nThe script uses retry logic with linear backoff to handle transient API failures and\nwait for Event Grid subscription provisioning/deprovisioning to complete.\n\n.PARAMETER DataFactoryResourceGroup\nThe resource group containing the Data Factory.\n\n.PARAMETER DataFactoryName\nThe name of the Data Factory instance.\n\n.PARAMETER Pipelines\nPipe-delimited list of pipeline names to run (e.g., \"pipeline1|pipeline2\").\n\n.PARAMETER StartTriggers\nSwitch to start all stopped triggers (with Event Grid subscription for blob triggers).\n\n.PARAMETER StopTriggers\nSwitch to stop all running triggers (with Event Grid unsubscription for blob triggers).\n\n.EXAMPLE\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StopTriggers\n\n.EXAMPLE\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StartTriggers\n#>\n\nparam(\n    [string] $DataFactoryResourceGroup,\n    [string] $DataFactoryName,\n    [string] $Pipelines = \"\",\n    [switch] $StartTriggers,\n    [switch] $StopTriggers\n)\n\n$MAX_RETRIES = 20\n$DeploymentScriptOutputs = @{}\n\nfunction Write-Log($Message)\n{\n    Write-Output \"$(Get-Date -Format 'HH:mm:ss') $Message\"\n}\n\nfunction Invoke-WithRetry([scriptblock]$Action, [string]$Name, [int]$Delay = 5)\n{\n    for ($i = 1; $i -le $MAX_RETRIES; $i++)\n    {\n        try { return & $Action }\n        catch\n        {\n            Write-Log \"$Name failed (attempt $i/${MAX_RETRIES}): $($_.Exception.Message)\"\n            if ($i -eq $MAX_RETRIES) { throw }\n            Start-Sleep -Seconds ($Delay * $i)\n        }\n    }\n}\n\nfunction Set-BlobTriggerSubscription([string]$TriggerName, [switch]$Subscribe)\n{\n    $targetStatus = if ($Subscribe) { 'Enabled' } else { 'Disabled' }\n    $action = if ($Subscribe) { 'Subscribing' } else { 'Unsubscribing' }\n\n    Write-Log \"$action $TriggerName to events...\"\n\n    # Check current status before attempting subscribe/unsubscribe\n    $currentStatus = (Get-AzDataFactoryV2TriggerSubscriptionStatus `\n            -ResourceGroupName $DataFactoryResourceGroup `\n            -DataFactoryName $DataFactoryName `\n            -Name $TriggerName).Status\n\n    if ($currentStatus -eq $targetStatus)\n    {\n        Write-Log \"$TriggerName subscription is already $targetStatus, skipping.\"\n        return\n    }\n\n    if ($currentStatus -eq 'Provisioning' -or $currentStatus -eq 'Deprovisioning')\n    {\n        Write-Log \"$TriggerName subscription is $currentStatus, waiting for completion...\"\n    }\n    else\n    {\n        # Only call subscribe/unsubscribe when not already in a transitional state\n        if ($Subscribe)\n        {\n            Add-AzDataFactoryV2TriggerSubscription `\n                -ResourceGroupName $DataFactoryResourceGroup `\n                -DataFactoryName $DataFactoryName `\n                -Name $TriggerName | Out-Null\n        }\n        else\n        {\n            Remove-AzDataFactoryV2TriggerSubscription `\n                -ResourceGroupName $DataFactoryResourceGroup `\n                -DataFactoryName $DataFactoryName `\n                -Name $TriggerName | Out-Null\n        }\n    }\n\n    # Poll until provisioning completes\n    Invoke-WithRetry -Name \"$action status $TriggerName\" -Delay 5 -Action {\n        $status = Get-AzDataFactoryV2TriggerSubscriptionStatus `\n            -ResourceGroupName $DataFactoryResourceGroup `\n            -DataFactoryName $DataFactoryName `\n            -Name $TriggerName\n        if ($status.Status -ne $targetStatus)\n        {\n            throw \"Subscription status is $($status.Status), expected $targetStatus\"\n        }\n    }\n}\n\nif ($StartTriggers -or $StopTriggers)\n{\n    $triggers = Invoke-WithRetry -Name \"Get triggers\" -Action {\n        Get-AzDataFactoryV2Trigger `\n            -ResourceGroupName $DataFactoryResourceGroup `\n            -DataFactoryName $DataFactoryName `\n        | Where-Object {\n            ($StartTriggers -and $_.Properties.RuntimeState -ne \"Started\") `\n                -or ($StopTriggers -and $_.Properties.RuntimeState -ne \"Stopped\")\n        }\n    }\n\n    Write-Log \"Found $($triggers.Count) trigger(s) to $(if ($StartTriggers) { 'start' } else { 'stop' })\"\n\n    $triggers | ForEach-Object {\n        $triggerName = $_.Name\n        $isBlobTrigger = $null -ne $_.Properties.BlobPathBeginsWith\n\n        if ($StopTriggers)\n        {\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName }\n            Write-Log \"Stopping trigger $triggerName...\"\n            Invoke-WithRetry -Name \"Stop $triggerName\" -Action {\n                Stop-AzDataFactoryV2Trigger `\n                    -ResourceGroupName $DataFactoryResourceGroup `\n                    -DataFactoryName $DataFactoryName `\n                    -Name $triggerName -Force\n            }\n        }\n        else\n        {\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName -Subscribe }\n            Write-Log \"Starting trigger $triggerName...\"\n            Invoke-WithRetry -Name \"Start $triggerName\" -Action {\n                Start-AzDataFactoryV2Trigger `\n                    -ResourceGroupName $DataFactoryResourceGroup `\n                    -DataFactoryName $DataFactoryName `\n                    -Name $triggerName -Force\n            }\n        }\n\n        Invoke-WithRetry -Name \"Wait for $triggerName\" -Action {\n            $state = (Get-AzDataFactoryV2Trigger `\n                    -ResourceGroupName $DataFactoryResourceGroup `\n                    -DataFactoryName $DataFactoryName `\n                    -Name $triggerName).Properties.RuntimeState\n            $expected = if ($StartTriggers) { 'Started' } else { 'Stopped' }\n            if ($state -ne $expected) { throw \"Trigger is $state, expected $expected\" }\n        }\n\n        Write-Log \"...done\"\n        $DeploymentScriptOutputs[$triggerName] = $true\n    }\n}\n\nif (-not [string]::IsNullOrWhiteSpace($Pipelines))\n{\n    $Pipelines.Split('|') | ForEach-Object {\n        Write-Log \"Running pipeline $_...\"\n        Invoke-AzDataFactoryV2Pipeline `\n            -ResourceGroupName $DataFactoryResourceGroup `\n            -DataFactoryName $DataFactoryName `\n            -PipelineName $_\n    }\n}\n",
+                    "$fxv#0": "# Copyright (c) Microsoft Corporation.\r\n# Licensed under the MIT License.\r\n\r\n<#\r\n.SYNOPSIS\r\nManages Azure Data Factory triggers and pipelines during FinOps hub deployment.\r\n\r\n.DESCRIPTION\r\nThis script is called by Bicep deployment scripts to start/stop Data Factory triggers\r\nand optionally run pipelines. It handles two types of triggers:\r\n\r\n1. Schedule triggers - Can be started/stopped directly\r\n2. BlobEventsTriggers - Require Event Grid subscription management before start/stop\r\n\r\nBlobEventsTriggers use Event Grid to listen for storage blob events. Before stopping,\r\nthe Event Grid subscription must be removed (unsubscribed). Before starting, the\r\nsubscription must be added and fully provisioned. This script handles this automatically\r\nby detecting BlobEventsTriggers via the BlobPathBeginsWith property.\r\n\r\nThe script uses retry logic with linear backoff to handle transient API failures and\r\nwait for Event Grid subscription provisioning/deprovisioning to complete.\r\n\r\n.PARAMETER DataFactoryResourceGroup\r\nThe resource group containing the Data Factory.\r\n\r\n.PARAMETER DataFactoryName\r\nThe name of the Data Factory instance.\r\n\r\n.PARAMETER Pipelines\r\nPipe-delimited list of pipeline names to run (e.g., \"pipeline1|pipeline2\").\r\n\r\n.PARAMETER StartTriggers\r\nSwitch to start all stopped triggers (with Event Grid subscription for blob triggers).\r\n\r\n.PARAMETER StopTriggers\r\nSwitch to stop all running triggers (with Event Grid unsubscription for blob triggers).\r\n\r\n.EXAMPLE\r\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StopTriggers\r\n\r\n.EXAMPLE\r\n.\\Init-DataFactory.ps1 -DataFactoryResourceGroup \"rg-hub\" -DataFactoryName \"adf-hub\" -StartTriggers\r\n#>\r\n\r\nparam(\r\n    [string] $DataFactoryResourceGroup,\r\n    [string] $DataFactoryName,\r\n    [string] $Pipelines = \"\",\r\n    [switch] $StartTriggers,\r\n    [switch] $StopTriggers\r\n)\r\n\r\n$MAX_RETRIES = 20\r\n$DeploymentScriptOutputs = @{}\r\n\r\nfunction Write-Log($Message)\r\n{\r\n    Write-Output \"$(Get-Date -Format 'HH:mm:ss') $Message\"\r\n}\r\n\r\nfunction Invoke-WithRetry([scriptblock]$Action, [string]$Name, [int]$Delay = 5)\r\n{\r\n    for ($i = 1; $i -le $MAX_RETRIES; $i++)\r\n    {\r\n        try { return & $Action }\r\n        catch\r\n        {\r\n            Write-Log \"$Name failed (attempt $i/${MAX_RETRIES}): $($_.Exception.Message)\"\r\n            if ($i -eq $MAX_RETRIES) { throw }\r\n            Start-Sleep -Seconds ($Delay * $i)\r\n        }\r\n    }\r\n}\r\n\r\nfunction Set-BlobTriggerSubscription([string]$TriggerName, [switch]$Subscribe)\r\n{\r\n    $targetStatus = if ($Subscribe) { 'Enabled' } else { 'Disabled' }\r\n    $action = if ($Subscribe) { 'Subscribing' } else { 'Unsubscribing' }\r\n\r\n    Write-Log \"$action $TriggerName to events...\"\r\n\r\n    # Check current status before attempting subscribe/unsubscribe\r\n    $currentStatus = (Get-AzDataFactoryV2TriggerSubscriptionStatus `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -Name $TriggerName).Status\r\n\r\n    if ($currentStatus -eq $targetStatus)\r\n    {\r\n        Write-Log \"$TriggerName subscription is already $targetStatus, skipping.\"\r\n        return\r\n    }\r\n\r\n    if ($currentStatus -eq 'Provisioning' -or $currentStatus -eq 'Deprovisioning')\r\n    {\r\n        Write-Log \"$TriggerName subscription is $currentStatus, waiting for completion...\"\r\n    }\r\n    else\r\n    {\r\n        # Only call subscribe/unsubscribe when not already in a transitional state\r\n        if ($Subscribe)\r\n        {\r\n            Add-AzDataFactoryV2TriggerSubscription `\r\n                -ResourceGroupName $DataFactoryResourceGroup `\r\n                -DataFactoryName $DataFactoryName `\r\n                -Name $TriggerName | Out-Null\r\n        }\r\n        else\r\n        {\r\n            Remove-AzDataFactoryV2TriggerSubscription `\r\n                -ResourceGroupName $DataFactoryResourceGroup `\r\n                -DataFactoryName $DataFactoryName `\r\n                -Name $TriggerName | Out-Null\r\n        }\r\n    }\r\n\r\n    # Poll until provisioning completes\r\n    Invoke-WithRetry -Name \"$action status $TriggerName\" -Delay 5 -Action {\r\n        $status = Get-AzDataFactoryV2TriggerSubscriptionStatus `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -Name $TriggerName\r\n        if ($status.Status -ne $targetStatus)\r\n        {\r\n            throw \"Subscription status is $($status.Status), expected $targetStatus\"\r\n        }\r\n    }\r\n}\r\n\r\nif ($StartTriggers -or $StopTriggers)\r\n{\r\n    $triggers = Invoke-WithRetry -Name \"Get triggers\" -Action {\r\n        Get-AzDataFactoryV2Trigger `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n        | Where-Object {\r\n            ($StartTriggers -and $_.Properties.RuntimeState -ne \"Started\") `\r\n                -or ($StopTriggers -and $_.Properties.RuntimeState -ne \"Stopped\")\r\n        }\r\n    }\r\n\r\n    Write-Log \"Found $($triggers.Count) trigger(s) to $(if ($StartTriggers) { 'start' } else { 'stop' })\"\r\n\r\n    $triggers | ForEach-Object {\r\n        $triggerName = $_.Name\r\n        $isBlobTrigger = $null -ne $_.Properties.BlobPathBeginsWith\r\n\r\n        if ($StopTriggers)\r\n        {\r\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName }\r\n            Write-Log \"Stopping trigger $triggerName...\"\r\n            Invoke-WithRetry -Name \"Stop $triggerName\" -Action {\r\n                Stop-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName -Force\r\n            }\r\n        }\r\n        else\r\n        {\r\n            if ($isBlobTrigger) { Set-BlobTriggerSubscription -TriggerName $triggerName -Subscribe }\r\n            Write-Log \"Starting trigger $triggerName...\"\r\n            Invoke-WithRetry -Name \"Start $triggerName\" -Action {\r\n                Start-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName -Force\r\n            }\r\n        }\r\n\r\n        Invoke-WithRetry -Name \"Wait for $triggerName\" -Action {\r\n            $state = (Get-AzDataFactoryV2Trigger `\r\n                    -ResourceGroupName $DataFactoryResourceGroup `\r\n                    -DataFactoryName $DataFactoryName `\r\n                    -Name $triggerName).Properties.RuntimeState\r\n            $expected = if ($StartTriggers) { 'Started' } else { 'Stopped' }\r\n            if ($state -ne $expected) { throw \"Trigger is $state, expected $expected\" }\r\n        }\r\n\r\n        Write-Log \"...done\"\r\n        $DeploymentScriptOutputs[$triggerName] = $true\r\n    }\r\n}\r\n\r\nif (-not [string]::IsNullOrWhiteSpace($Pipelines))\r\n{\r\n    $Pipelines.Split('|') | ForEach-Object {\r\n        Write-Log \"Running pipeline $_...\"\r\n        Invoke-AzDataFactoryV2Pipeline `\r\n            -ResourceGroupName $DataFactoryResourceGroup `\r\n            -DataFactoryName $DataFactoryName `\r\n            -PipelineName $_\r\n    }\r\n}\r\n",
                     "uniqueInstances": "[union(filter(parameters('dataFactoryInstances'), lambda('adf', not(empty(lambdaVariables('adf'))))), createArray())]"
                   },
                   "resources": {
@@ -36450,7 +37192,7 @@
                             "_generator": {
                               "name": "bicep",
                               "version": "0.40.2.10011",
-                              "templateHash": "1681840610494675289"
+                              "templateHash": "15790442586575518487"
                             }
                           },
                           "definitions": {
@@ -36501,6 +37243,9 @@
                                     "networkAddressPrefix": {
                                       "type": "string"
                                     },
+                                    "natGateway": {
+                                      "type": "bool"
+                                    },
                                     "privateRouting": {
                                       "type": "bool"
                                     },
@@ -36539,6 +37284,7 @@
                                   "keyVaultSku": "KeyVault SKU. Allowed values: \"standard\", \"premium\".",
                                   "keyVaultEnablePurgeProtection": "Indicates whether purge protection is enabled for the Key Vault. When enabled, deleted Key Vault and its secrets cannot be permanently deleted until the retention period expires, which is required for compliance in some environments.",
                                   "networkAddressPrefix": "Address prefix for the FinOps hub isolated virtual network, if private network routing is enabled.",
+                                  "natGateway": "Indicates whether a NAT Gateway should be deployed for controlled outbound internet access. When enabled, the script and Data Explorer subnets route outbound traffic through the NAT Gateway.",
                                   "privateRouting": "Indicates whether private network routing is enabled.",
                                   "publisherIsolation": "Indicates whether FinOps hub resources should be separated by publisher for advanced security.",
                                   "storageInfrastructureEncryption": "Indicates whether infrastructure encryption is enabled for the storage account.",
@@ -36576,6 +37322,9 @@
                                     "dfs": {
                                       "$ref": "#/definitions/_1.IdNameObject"
                                     },
+                                    "file": {
+                                      "$ref": "#/definitions/_1.IdNameObject"
+                                    },
                                     "queue": {
                                       "$ref": "#/definitions/_1.IdNameObject"
                                     },
@@ -36612,6 +37361,7 @@
                                 "dnsZones": {
                                   "blob": "Resource ID and name for the blob storage DNS zone.",
                                   "dfs": "Resource ID and name for the DFS storage DNS zone.",
+                                  "file": "Resource ID and name for the file storage DNS zone.",
                                   "queue": "Resource ID and name for the queue storage DNS zone.",
                                   "table": "Resource ID and name for the table storage DNS zone."
                                 },
@@ -36737,6 +37487,13 @@
                               "metadata": {
                                 "description": "Optional. Environment variables to use for the deployment script."
                               }
+                            },
+                            "forceUpdateTag": {
+                              "type": "string",
+                              "defaultValue": "",
+                              "metadata": {
+                                "description": "Optional. Forces the script to run again when the value changes. Default = empty (only reruns when properties change)."
+                              }
                             }
                           },
                           "variables": {
@@ -36791,12 +37548,21 @@
                                   "[format('{0}', resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('identityName')))]": {}
                                 }
                               },
-                              "properties": "[shallowMerge(createArray(variables('privateEndpointDeploymentProperties'), createObject('azPowerShellVersion', '11.0', 'retentionInterval', 'PT1H', 'cleanupPreference', 'OnSuccess', 'scriptContent', parameters('scriptContent'), 'arguments', parameters('arguments'), 'environmentVariables', parameters('environmentVariables'))))]",
+                              "properties": "[shallowMerge(createArray(variables('privateEndpointDeploymentProperties'), createObject('azPowerShellVersion', '11.0', 'retentionInterval', 'PT1H', 'cleanupPreference', 'OnSuccess', 'scriptContent', parameters('scriptContent'), 'arguments', parameters('arguments'), 'environmentVariables', parameters('environmentVariables'), 'forceUpdateTag', if(empty(parameters('forceUpdateTag')), null(), parameters('forceUpdateTag')))))]",
                               "dependsOn": [
                                 "identity",
                                 "identityRoleAssignments"
                               ]
                             }
+                          },
+                          "outputs": {
+                            "scriptOutputs": {
+                              "type": "object",
+                              "metadata": {
+                                "description": "Values the script set in $DeploymentScriptOutputs. Empty if the script did not set any."
+                              },
+                              "value": "[coalesce(tryGet(reference('script'), 'outputs'), createObject())]"
+                            }
                           }
                         }
                       }
diff --git a/docs/deploy/finops-hub-latest.ui.json b/docs/deploy/finops-hub-latest.ui.json
index da1f029b8..77ba01053 100644
--- a/docs/deploy/finops-hub-latest.ui.json
+++ b/docs/deploy/finops-hub-latest.ui.json
@@ -668,7 +668,7 @@
                 "type": "Microsoft.Common.TextBlock",
                 "visible": true,
                 "options": {
-                  "text": "Configure data retention settings for Azure Data Explorer."
+                  "text": "Configure data retention settings for Azure Data Explorer. When you redeploy or upgrade a hub, values left at the default keep the current retention settings and changed values are applied. To set a value back to the default, edit config/settings.json in the hub storage account or deploy with PowerShell."
                 }
               },
               {
@@ -850,7 +850,23 @@
                 "type": "Microsoft.Common.TextBlock",
                 "visible": true,
                 "options": {
-                  "text": "Infrastructure encryption can be enabled for the entire storage account. To enable infrastructure encryption for this storage account, you must check this box at the time that you deploy this template. <a href='https://learn.microsoft.com/azure/storage/common/infrastructure-encryption-enable?tabs=portal'>Learn more</a>. To learn about pricing for encryption scopes, see <a href= 'https://azure.microsoft.com/pricing/details/storage/blobs/'>Blob Storage pricing</a>."
+                  "text": "Infrastructure encryption can be enabled for the entire storage account. To enable infrastructure encryption for this storage account, you must check this box at the time that you deploy this template.",
+                  "link": {
+                    "label": "Learn more",
+                    "uri": "https://learn.microsoft.com/azure/storage/common/infrastructure-encryption-enable?tabs=portal"
+                  }
+                }
+              },
+              {
+                "name": "infraEncryptionPricing",
+                "type": "Microsoft.Common.TextBlock",
+                "visible": true,
+                "options": {
+                  "text": "To learn about pricing for encryption scopes, see",
+                  "link": {
+                    "label": "Blob Storage pricing",
+                    "uri": "https://azure.microsoft.com/pricing/details/storage/blobs/"
+                  }
                 }
               },
               {
@@ -879,7 +895,7 @@
                 "name": "enableManagedExports",
                 "type": "Microsoft.Common.CheckBox",
                 "label": "Enable managed exports",
-                "toolTip": "Creating exports in Cost Management requires the User Access Administrator role. You must have access to grant User Access Administrator to your FinOps hub to enable managed exports."
+                "toolTip": "Creating exports in Cost Management requires the ability to grant access to the export destination. You must have access to grant the Role Based Access Control Administrator role to your FinOps hub to enable managed exports."
               }
             ],
             "visible": true
@@ -934,6 +950,14 @@
                   ]
                 },
                 "visible": "[equals(steps('advanced').networking.enablePublicAccess, false)]"
+              },
+              {
+                "name": "enableNatGateway",
+                "type": "Microsoft.Common.CheckBox",
+                "label": "Deploy NAT Gateway for controlled outbound access",
+                "toolTip": "Required by the September 2025 'Subnets should be private' policy. Adds a Standard NAT Gateway and Standard static Public IP attached to the script and Data Explorer subnets to provide controlled outbound internet access. Leave unchecked if you have your own egress path (UDR to firewall, peered hub with NAT, etc.).",
+                "defaultValue": false,
+                "visible": "[equals(steps('advanced').networking.enablePublicAccess, false)]"
               }
             ],
             "visible": true
@@ -957,6 +981,8 @@
               "Microsoft.Network/privateDnsZones",
               "Microsoft.Network/privateDnsZones/virtualNetworkLinks",
               "Microsoft.Network/privateEndpoints",
+              "Microsoft.Network/publicIPAddresses",
+              "Microsoft.Network/natGateways",
               "Microsoft.Resources/deploymentScripts",
               "Microsoft.Storage/storageAccounts"
             ]
@@ -977,12 +1003,13 @@
       "enableAHBRecommendations": "[steps('recommendations').optional.enableAHBRecommendations]",
       "enableSpotRecommendations": "[steps('recommendations').optional.enableSpotRecommendations]",
       "enablePublicAccess": "[steps('advanced').networking.enablePublicAccess]",
+      "enableNatGateway": "[steps('advanced').networking.enableNatGateway]",
       "virtualNetworkAddressPrefix": "[steps('advanced').networking.virtualNetworkAddressPrefix]",
       "dataExplorerSku": "[steps('pricing').dataExplorer.dataExplorerSku]",
-      "exportRetentionInDays": "[steps('retention').storage.msexportsDays]",
-      "ingestionRetentionInMonths": "[steps('retention').storage.ingestionMonths]",
-      "dataExplorerRawRetentionInDays": "[steps('retention').dataExplorer.rawDays]",
-      "dataExplorerFinalRetentionInMonths": "[steps('retention').dataExplorer.finalMonths]",
+      "exportRetentionInDays": "[if(or(equals(steps('retention').storage.msexportsDays, ''), equals(steps('retention').storage.msexportsDays, '0')), parse('null'), steps('retention').storage.msexportsDays)]",
+      "ingestionRetentionInMonths": "[if(or(equals(steps('retention').storage.ingestionMonths, ''), equals(steps('retention').storage.ingestionMonths, '13')), parse('null'), steps('retention').storage.ingestionMonths)]",
+      "dataExplorerRawRetentionInDays": "[if(or(equals(steps('retention').dataExplorer.rawDays, ''), equals(steps('retention').dataExplorer.rawDays, '0')), parse('null'), steps('retention').dataExplorer.rawDays)]",
+      "dataExplorerFinalRetentionInMonths": "[if(or(equals(steps('retention').dataExplorer.finalMonths, ''), equals(steps('retention').dataExplorer.finalMonths, '13')), parse('null'), steps('retention').dataExplorer.finalMonths)]",
       "remoteHubStorageUri": "[if(equals(basics('analyticsBackend').analyticsEngine, 'remote'), basics('analyticsBackend').remoteHubStorageUri, '')]",
       "remoteHubStorageKey": "[if(equals(basics('analyticsBackend').analyticsEngine, 'remote'), basics('analyticsBackend').remoteHubStorageKey, '')]",
       "enablePurgeProtection": "[if(equals(basics('analyticsBackend').analyticsEngine, 'remote'), coalesce(basics('analyticsBackend').enablePurgeProtection, false), false)]",
diff --git a/docs/deploy/finops-hub/15.0/Microsoft.CostManagement/Exports/metadata.bicep b/docs/deploy/finops-hub/15.0/Microsoft.CostManagement/Exports/metadata.bicep
new file mode 100644
index 000000000..c822a03f9
--- /dev/null
+++ b/docs/deploy/finops-hub/15.0/Microsoft.CostManagement/Exports/metadata.bicep
@@ -0,0 +1,31 @@
+// Copyright (c) Microsoft Corporation.
+// Licensed under the MIT License.
+
+//==============================================================================
+// App metadata definition
+//==============================================================================
+
+@export()
+@description('Metadata for resources created by the Cost Management Exports app.')
+type AppMetadata = {
+  @description('Fully-qualified app identifier.')
+  id: string
+  @description('App version.')
+  version: string
+  @description('Storage container names.')
+  containers: {
+    @description('Container for raw Cost Management export files.')
+    msexports: string
+  }
+  @description('Data Factory dataset names.')
+  datasets: {
+    @description('JSON dataset for export manifest files.')
+    msexportsManifest: string
+    @description('CSV dataset for raw export files.')
+    msexports: string
+    @description('Gzip dataset for compressed export files.')
+    msexportsGzip: string
+    @description('Parquet dataset for converted export files.')
+    msexportsParquet: string
+  }
+}
diff --git a/docs/deploy/finops-hub/15.0/Microsoft.CostManagement/ManagedExports/metadata.bicep b/docs/deploy/finops-hub/15.0/Microsoft.CostManagement/ManagedExports/metadata.bicep
new file mode 100644
index 000000000..e5796a345
--- /dev/null
+++ b/docs/deploy/finops-hub/15.0/Microsoft.CostManagement/ManagedExports/metadata.bicep
@@ -0,0 +1,24 @@
+// Copyright (c) Microsoft Corporation.
+// Licensed under the MIT License.
+
+//==============================================================================
+// App metadata definition
+//==============================================================================
+
+@export()
+@description('Metadata for resources created by the Cost Management Managed Exports app.')
+type AppMetadata = {
+  @description('Fully-qualified app identifier.')
+  id: string
+  @description('App version.')
+  version: string
+  @description('Data Factory pipeline names for public API.')
+  pipelines: {
+    @description('Pipeline to start the backfill process.')
+    startBackfillProcess: string
+    @description('Pipeline to start the export process.')
+    startExportProcess: string
+    @description('Pipeline to configure Cost Management exports.')
+    configureExports: string
+  }
+}
diff --git a/docs/deploy/finops-hub/15.0/Microsoft.FinOpsHubs/Analytics/metadata.bicep b/docs/deploy/finops-hub/15.0/Microsoft.FinOpsHubs/Analytics/metadata.bicep
new file mode 100644
index 000000000..84c4c3392
--- /dev/null
+++ b/docs/deploy/finops-hub/15.0/Microsoft.FinOpsHubs/Analytics/metadata.bicep
@@ -0,0 +1,47 @@
+// Copyright (c) Microsoft Corporation.
+// Licensed under the MIT License.
+
+//==============================================================================
+// App metadata definition
+//==============================================================================
+
+@export()
+@description('Metadata for resources created by the Analytics app.')
+type AppMetadata = {
+  @description('Fully-qualified app identifier.')
+  id: string
+  @description('App version.')
+  version: string
+  @description('Data Explorer cluster or Fabric endpoint properties.')
+  cluster: {
+    @description('Resource ID of the cluster. Empty if using Fabric.')
+    id: string
+    @description('Name of the cluster. Empty if using Fabric.')
+    name: string
+    @description('URI of the cluster or Fabric query endpoint.')
+    uri: string
+    @description('Object ID of the cluster system-assigned managed identity. Empty if using Fabric.')
+    principalId: string
+  }
+  @description('Database names.')
+  databases: {
+    @description('Database used for data ingestion.')
+    ingestion: string
+    @description('Database used for queries.')
+    hub: string
+  }
+  @description('Data Factory linked service names.')
+  linkedServices: {
+    @description('Linked service for Azure Data Explorer or Microsoft Fabric.')
+    hubDataExplorer: string
+    @description('HTTP linked service for the FinOps toolkit GitHub repository.')
+    ftkRepo: string
+  }
+  @description('Data Factory dataset names.')
+  datasets: {
+    @description('Dataset for Azure Data Explorer or Microsoft Fabric.')
+    hubDataExplorer: string
+    @description('Dataset for FinOps toolkit release files from GitHub.')
+    ftkReleaseFile: string
+  }
+}
diff --git a/docs/deploy/finops-hub/15.0/Microsoft.FinOpsHubs/AzureResourceGraph/metadata.bicep b/docs/deploy/finops-hub/15.0/Microsoft.FinOpsHubs/AzureResourceGraph/metadata.bicep
new file mode 100644
index 000000000..23f321d03
--- /dev/null
+++ b/docs/deploy/finops-hub/15.0/Microsoft.FinOpsHubs/AzureResourceGraph/metadata.bicep
@@ -0,0 +1,16 @@
+// Copyright (c) Microsoft Corporation.
+// Licensed under the MIT License.
+
+@export()
+@description('Metadata for resources created by the Azure Resource Graph app.')
+type AppMetadata = {
+  @description('Fully-qualified app identifier.')
+  id: string
+  @description('App version.')
+  version: string
+  @description('Data Factory dataset names.')
+  datasets: {
+    @description('Dataset for Azure Resource Graph REST API.')
+    azureResourceGraph: string
+  }
+}
diff --git a/docs/deploy/finops-hub/15.0/Microsoft.FinOpsHubs/Core/metadata.bicep b/docs/deploy/finops-hub/15.0/Microsoft.FinOpsHubs/Core/metadata.bicep
new file mode 100644
index 000000000..92cc4748f
--- /dev/null
+++ b/docs/deploy/finops-hub/15.0/Microsoft.FinOpsHubs/Core/metadata.bicep
@@ -0,0 +1,52 @@
+// Copyright (c) Microsoft Corporation.
+// Licensed under the MIT License.
+
+//==============================================================================
+// App metadata definition
+//==============================================================================
+
+@export()
+@description('Metadata for resources created by the Core app.')
+type AppMetadata = {
+  @description('Fully-qualified app identifier.')
+  id: string
+  @description('App version.')
+  version: string
+  @description('URL to use when connecting Power BI reports to data.')
+  storageUrlForPowerBI: string
+  // TODO: Review whether identity properties should be in metadata or handled differently
+  @description('Object ID of the Data Factory managed identity. Needed when configuring managed exports.')
+  principalId: string
+  @description('Separator characters used between the ingestion ID and file name for ingested files. Used to identify uniqueness and clean up old files with old ingestion IDs.')
+  ingestionIdFileNameSeparator: string
+  @description('Storage container names.')
+  containers: {
+    @description('Configuration container for settings, queries, and schemas.')
+    config: string
+    @description('Ingestion container for normalized data.')
+    ingestion: string
+  }
+  @description('Data Factory dataset names.')
+  datasets: {
+    @description('JSON dataset for configuration files.')
+    config: string
+    @description('Parquet dataset for ingested data.')
+    ingestion: string
+    @description('Parquet dataset for listing ingested files.')
+    ingestionFiles: string
+    @description('JSON dataset for ingestion manifest files.')
+    ingestionManifest: string
+  }
+  @description('Data Factory linked service names.')
+  linkedServices: {
+    @description('REST linked service for Azure Resource Manager API calls.')
+    azurerm: string
+  }
+  @description('Metadata for the hub settings file.')
+  settings: {
+    @description('Container name for the hub settings file.')
+    container: string
+    @description('File name of the hub settings file.')
+    file: string
+  }
+}
diff --git a/docs/deploy/finops-hub/15.0/Microsoft.FinOpsHubs/IngestionQueries/metadata.bicep b/docs/deploy/finops-hub/15.0/Microsoft.FinOpsHubs/IngestionQueries/metadata.bicep
new file mode 100644
index 000000000..5e39e8825
--- /dev/null
+++ b/docs/deploy/finops-hub/15.0/Microsoft.FinOpsHubs/IngestionQueries/metadata.bicep
@@ -0,0 +1,22 @@
+// Copyright (c) Microsoft Corporation.
+// Licensed under the MIT License.
+
+//==============================================================================
+// App metadata definition
+//==============================================================================
+
+@export()
+@description('Metadata for resources created by the Ingestion Queries app.')
+type AppMetadata = {
+  @description('Fully-qualified app identifier.')
+  id: string
+  @description('App version.')
+  version: string
+  @description('Metadata for query definition files.')
+  queries: {
+    @description('Container name for query definition files.')
+    container: string
+    @description('Folder path for query definition files within the container.')
+    folder: string
+  }
+}
diff --git a/docs/deploy/finops-workbooks-15.0.json b/docs/deploy/finops-workbooks-15.0.json
new file mode 100644
index 000000000..6b3021c6a
--- /dev/null
+++ b/docs/deploy/finops-workbooks-15.0.json
@@ -0,0 +1,20933 @@
+{
+  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+  "contentVersion": "1.0.0.0",
+  "metadata": {
+    "_generator": {
+      "name": "bicep",
+      "version": "0.40.2.10011",
+      "templateHash": "5998933264254671495"
+    }
+  },
+  "parameters": {
+    "displayNamePrefix": {
+      "type": "string",
+      "defaultValue": "FinOps",
+      "metadata": {
+        "description": "Optional. Display name prefix to use for all workbooks. Default: \"FinOps\"."
+      }
+    },
+    "includeOptimization": {
+      "type": "bool",
+      "defaultValue": true,
+      "metadata": {
+        "description": "Optional. Indicates whether to deploy the optimization workbook. Default: true."
+      }
+    },
+    "includeGovernance": {
+      "type": "bool",
+      "defaultValue": true,
+      "metadata": {
+        "description": "Optional. Indicates whether to deploy the governance workbook. Default: true."
+      }
+    },
+    "location": {
+      "type": "string",
+      "defaultValue": "[resourceGroup().location]",
+      "metadata": {
+        "description": "Optional. Location of the resources. Default: Same as deployment. See https://aka.ms/azureregions."
+      }
+    },
+    "tags": {
+      "type": "object",
+      "defaultValue": {},
+      "metadata": {
+        "description": "Optional. Tags for all resources."
+      }
+    },
+    "tagsByResource": {
+      "type": "object",
+      "defaultValue": {},
+      "metadata": {
+        "description": "Optional. Tags to apply to resources based on their resource type. Resource type specific tags will be merged with tags for all resources."
+      }
+    },
+    "enableDefaultTelemetry": {
+      "type": "bool",
+      "defaultValue": true,
+      "metadata": {
+        "description": "Optional. Enable telemetry to track anonymous module usage trends, monitor for bugs, and improve future releases."
+      }
+    }
+  },
+  "variables": {
+    "telemetryId": "00f120b5-2007-6120-0000-a7730126b006",
+    "finOpsToolkitVersion": "15.0",
+    "resourceTags": "[union(parameters('tags'), coalesce(tryGet(parameters('tagsByResource'), 'Microsoft.Insights/workbooks'), createObject()), createObject('ftk-version', variables('finOpsToolkitVersion'), 'ftk-tool', 'FinOps workbooks'))]"
+  },
+  "resources": [
+    {
+      "condition": "[parameters('enableDefaultTelemetry')]",
+      "type": "Microsoft.Resources/deployments",
+      "apiVersion": "2022-09-01",
+      "name": "[format('pid-{0}-{1}', variables('telemetryId'), uniqueString(deployment().name, parameters('location')))]",
+      "properties": {
+        "mode": "Incremental",
+        "template": {
+          "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+          "contentVersion": "1.0.0.0",
+          "metadata": {
+            "_generator": {
+              "name": "FinOps toolkit",
+              "version": "[variables('finOpsToolkitVersion')]"
+            }
+          },
+          "resources": []
+        }
+      }
+    },
+    {
+      "condition": "[parameters('includeOptimization')]",
+      "type": "Microsoft.Resources/deployments",
+      "apiVersion": "2025-04-01",
+      "name": "[format('{0}-Optimization', parameters('displayNamePrefix'))]",
+      "properties": {
+        "expressionEvaluationOptions": {
+          "scope": "inner"
+        },
+        "mode": "Incremental",
+        "parameters": {
+          "displayName": {
+            "value": "[format('{0} - Optimization', parameters('displayNamePrefix'))]"
+          },
+          "location": {
+            "value": "[parameters('location')]"
+          },
+          "tags": {
+            "value": "[variables('resourceTags')]"
+          },
+          "enableDefaultTelemetry": {
+            "value": false
+          }
+        },
+        "template": {
+          "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+          "contentVersion": "1.0.0.0",
+          "metadata": {
+            "_generator": {
+              "name": "bicep",
+              "version": "0.40.2.10011",
+              "templateHash": "1527761292121389614"
+            }
+          },
+          "parameters": {
+            "displayName": {
+              "type": "string",
+              "defaultValue": "Cost optimization",
+              "metadata": {
+                "description": "Optional. Display name for the workbook used in the Gallery. Must be unique in the resource group."
+              }
+            },
+            "location": {
+              "type": "string",
+              "defaultValue": "[resourceGroup().location]",
+              "metadata": {
+                "description": "Optional. Location of the resources. Default: Same as deployment. See https://aka.ms/azureregions."
+              }
+            },
+            "description": {
+              "type": "string",
+              "defaultValue": "Reports to help you optimize your cost.",
+              "metadata": {
+                "description": "Optional. Workbook description."
+              }
+            },
+            "tags": {
+              "type": "object",
+              "defaultValue": {},
+              "metadata": {
+                "description": "Optional. Tags for all resources."
+              }
+            },
+            "enableDefaultTelemetry": {
+              "type": "bool",
+              "defaultValue": true,
+              "metadata": {
+                "description": "Optional. Enable telemetry to track anonymous module usage trends, monitor for bugs, and improve future releases."
+              }
+            }
+          },
+          "variables": {
+            "$fxv#0": {
+              "version": "Notebook/1.0",
+              "items": [
+                {
+                  "type": 11,
+                  "content": {
+                    "version": "LinkItem/1.0",
+                    "style": "tabs",
+                    "links": [
+                      {
+                        "id": "ca40468d-4518-43bf-ac6e-0a11d7331e12",
+                        "cellValue": "SelectedTab",
+                        "linkTarget": "parameter",
+                        "linkLabel": "Overview",
+                        "subTarget": "Welcome",
+                        "style": "link"
+                      },
+                      {
+                        "id": "f280fc2a-f42a-42a4-ad4b-be37ab3e8b48",
+                        "cellValue": "SelectedTab",
+                        "linkTarget": "parameter",
+                        "linkLabel": "Rate optimization",
+                        "subTarget": "RateOptimization",
+                        "style": "link"
+                      },
+                      {
+                        "id": "26b3c7ef-1a00-4a3f-a773-677f00db9343",
+                        "cellValue": "SelectedTab",
+                        "linkTarget": "parameter",
+                        "linkLabel": "Usage optimization",
+                        "subTarget": "UsageOptimization",
+                        "style": "link"
+                      }
+                    ]
+                  },
+                  "name": "links - MainTabs"
+                },
+                {
+                  "type": 12,
+                  "content": {
+                    "version": "NotebookGroup/1.0",
+                    "groupType": "editable",
+                    "items": [
+                      {
+                        "type": 11,
+                        "content": {
+                          "version": "LinkItem/1.0",
+                          "style": "tabs",
+                          "links": [
+                            {
+                              "id": "28fdc6e9-2946-4016-8e75-b812ff8f853d",
+                              "cellValue": "SelectedRateOptimizationTab",
+                              "linkTarget": "parameter",
+                              "linkLabel": "Compute",
+                              "subTarget": "Compute",
+                              "style": "link"
+                            },
+                            {
+                              "id": "4e0a0d2d-1d61-4d04-a35d-93e38d1bac29",
+                              "cellValue": "SelectedRateOptimizationTab",
+                              "linkTarget": "parameter",
+                              "linkLabel": "Storage",
+                              "subTarget": "Storage",
+                              "style": "link"
+                            },
+                            {
+                              "id": "22d04714-50f4-4d72-baec-e8ccddddc7f3",
+                              "cellValue": "SelectedRateOptimizationTab",
+                              "linkTarget": "parameter",
+                              "linkLabel": "Networking",
+                              "subTarget": "Networking",
+                              "style": "link"
+                            },
+                            {
+                              "id": "eaedbb0e-e895-4940-80ad-f743c3ab1041",
+                              "cellValue": "SelectedRateOptimizationTab",
+                              "linkTarget": "parameter",
+                              "linkLabel": "Top 10 services",
+                              "subTarget": "Top10Services",
+                              "style": "link"
+                            }
+                          ]
+                        },
+                        "name": "links - UsageOptimization tabs"
+                      },
+                      {
+                        "type": 9,
+                        "content": {
+                          "version": "KqlParameterItem/1.0",
+                          "parameters": [
+                            {
+                              "id": "51aa3a9b-14e0-4c22-a60d-abdbf8813f00",
+                              "version": "KqlParameterItem/1.0",
+                              "name": "Subscription",
+                              "type": 6,
+                              "isRequired": true,
+                              "multiSelect": true,
+                              "quote": "'",
+                              "delimiter": ",",
+                              "typeSettings": {
+                                "additionalResourceOptions": [
+                                  "value::all"
+                                ],
+                                "includeAll": false,
+                                "showDefault": false
+                              },
+                              "timeContext": {
+                                "durationMs": 86400000
+                              },
+                              "defaultValue": "value::all",
+                              "label": " Subscription",
+                              "value": [
+                                "value::all"
+                              ]
+                            },
+                            {
+                              "id": "f342a111-002a-47fd-807f-0d4ccac0618a",
+                              "version": "KqlParameterItem/1.0",
+                              "name": "ResourceGroup",
+                              "label": "Resource Group",
+                              "type": 2,
+                              "isRequired": true,
+                              "multiSelect": true,
+                              "quote": "'",
+                              "delimiter": ",",
+                              "query": "resources\r\n| distinct resourceGroup",
+                              "crossComponentResources": [
+                                "{Subscription}"
+                              ],
+                              "typeSettings": {
+                                "additionalResourceOptions": [
+                                  "value::all"
+                                ],
+                                "showDefault": false
+                              },
+                              "defaultValue": "value::all",
+                              "queryType": 1,
+                              "resourceType": "microsoft.resourcegraph/resources"
+                            },
+                            {
+                              "id": "2336f06b-ddaa-4a9e-b72f-a2bec1ea84a9",
+                              "version": "KqlParameterItem/1.0",
+                              "name": "SingleSubHidden",
+                              "type": 1,
+                              "isRequired": true,
+                              "query": "resourcecontainers\r\n| where type==\"microsoft.resources/subscriptions\"\r\n| take 1\r\n| project subscriptionId",
+                              "crossComponentResources": [
+                                "{Subscription}"
+                              ],
+                              "isHiddenWhenLocked": true,
+                              "queryType": 1,
+                              "resourceType": "microsoft.resourcegraph/resources",
+                              "label": "Hidden Subscription"
+                            },
+                            {
+                              "id": "d6776ffe-e4f6-4c08-8f9e-a2fe2b3b6634",
+                              "version": "KqlParameterItem/1.0",
+                              "name": "TagName",
+                              "type": 2,
+                              "query": "Resources\r\n| where tags != '' and tags != '[]'\r\n| mvexpand tags\r\n| extend tagName = tostring(bag_keys(tags)[0])\r\n| distinct tagName\r\n| sort by tagName asc",
+                              "crossComponentResources": [
+                                "{Subscription}"
+                              ],
+                              "typeSettings": {
+                                "additionalResourceOptions": []
+                              },
+                              "queryType": 1,
+                              "resourceType": "microsoft.resourcegraph/resources",
+                              "value": null,
+                              "label": "Tag Name"
+                            },
+                            {
+                              "id": "f73dc4a1-ef8b-45c5-a30b-a11bb077a3cc",
+                              "version": "KqlParameterItem/1.0",
+                              "name": "TagValue",
+                              "type": 2,
+                              "query": "Resources\r\n| mvexpand tags\r\n| extend tagName = tostring(bag_keys(tags)[0])\r\n| extend tagValue = tostring(tags[tagName])\r\n| where tags != '' and tags != '[]' and tostring(bag_keys(tags)[0]) == '{TagName}'\r\n| distinct tagValue\r\n| sort by tagValue asc",
+                              "crossComponentResources": [
+                                "{Subscription}"
+                              ],
+                              "typeSettings": {
+                                "additionalResourceOptions": []
+                              },
+                              "queryType": 1,
+                              "resourceType": "microsoft.resourcegraph/resources",
+                              "value": null,
+                              "label": "Tag Value"
+                            }
+                          ],
+                          "style": "pills",
+                          "queryType": 0,
+                          "resourceType": "microsoft.resourcegraph/resources"
+                        },
+                        "customWidth": "75",
+                        "conditionalVisibility": {
+                          "parameterName": "SelectedTab",
+                          "comparison": "isEqualTo",
+                          "value": "UsageOptimization"
+                        },
+                        "name": "parameters - Filters"
+                      },
+                      {
+                        "type": 12,
+                        "content": {
+                          "version": "NotebookGroup/1.0",
+                          "groupType": "template",
+                          "loadFromTemplateId": "",
+                          "items": [
+                            {
+                              "type": 9,
+                              "content": {
+                                "version": "KqlParameterItem/1.0",
+                                "crossComponentResources": [
+                                  "{Subscription}"
+                                ],
+                                "parameters": [
+                                  {
+                                    "id": "37ceb1c3-3930-4689-a90b-22f26e42bd81",
+                                    "version": "KqlParameterItem/1.0",
+                                    "name": "Subscription",
+                                    "type": 6,
+                                    "isRequired": true,
+                                    "multiSelect": true,
+                                    "quote": "'",
+                                    "delimiter": ",",
+                                    "typeSettings": {
+                                      "additionalResourceOptions": [
+                                        "value::all"
+                                      ],
+                                      "includeAll": false,
+                                      "showDefault": false
+                                    },
+                                    "timeContext": {
+                                      "durationMs": 86400000
+                                    },
+                                    "defaultValue": "value::all",
+                                    "label": " Subscription"
+                                  },
+                                  {
+                                    "id": "08f5fe68-c2e3-4882-9300-b3e33f572dfe",
+                                    "version": "KqlParameterItem/1.0",
+                                    "name": "ResourceGroup",
+                                    "label": "Resource Group",
+                                    "type": 2,
+                                    "isRequired": true,
+                                    "multiSelect": true,
+                                    "quote": "'",
+                                    "delimiter": ",",
+                                    "query": "resources\r\n| distinct resourceGroup",
+                                    "crossComponentResources": [
+                                      "{Subscription}"
+                                    ],
+                                    "typeSettings": {
+                                      "additionalResourceOptions": [
+                                        "value::all"
+                                      ],
+                                      "showDefault": false
+                                    },
+                                    "defaultValue": "value::all",
+                                    "queryType": 1,
+                                    "resourceType": "microsoft.resourcegraph/resources"
+                                  },
+                                  {
+                                    "id": "4fea3013-df84-4930-a453-8a6bd0375130",
+                                    "version": "KqlParameterItem/1.0",
+                                    "name": "SingleSubHidden",
+                                    "type": 1,
+                                    "isRequired": true,
+                                    "query": "resourcecontainers\r\n| where type==\"microsoft.resources/subscriptions\"\r\n| take 1\r\n| project subscriptionId",
+                                    "crossComponentResources": [
+                                      "{Subscription}"
+                                    ],
+                                    "isHiddenWhenLocked": true,
+                                    "queryType": 1,
+                                    "resourceType": "microsoft.resourcegraph/resources",
+                                    "label": "Hidden Subscription"
+                                  },
+                                  {
+                                    "id": "8412f39d-ee67-4979-b887-47463b8848c2",
+                                    "version": "KqlParameterItem/1.0",
+                                    "name": "TagName",
+                                    "type": 2,
+                                    "query": "Resources\r\n| where tags != '' and tags != '[]'\r\n| mvexpand tags\r\n| extend tagName = tostring(bag_keys(tags)[0])\r\n| distinct tagName\r\n| sort by tagName asc",
+                                    "crossComponentResources": [
+                                      "{Subscription}"
+                                    ],
+                                    "typeSettings": {
+                                      "additionalResourceOptions": []
+                                    },
+                                    "queryType": 1,
+                                    "resourceType": "microsoft.resourcegraph/resources",
+                                    "value": null,
+                                    "label": "Tag Name"
+                                  },
+                                  {
+                                    "id": "50c68f38-13a0-4aff-a259-4426c83b7cc0",
+                                    "version": "KqlParameterItem/1.0",
+                                    "name": "TagValue",
+                                    "type": 2,
+                                    "query": "Resources\r\n| mvexpand tags\r\n| extend tagName = tostring(bag_keys(tags)[0])\r\n| extend tagValue = tostring(tags[tagName])\r\n| where tags != '' and tags != '[]' and tostring(bag_keys(tags)[0]) == '{TagName}'\r\n| distinct tagValue\r\n| sort by tagValue asc",
+                                    "crossComponentResources": [
+                                      "{Subscription}"
+                                    ],
+                                    "typeSettings": {
+                                      "additionalResourceOptions": []
+                                    },
+                                    "queryType": 1,
+                                    "resourceType": "microsoft.resourcegraph/resources",
+                                    "value": null,
+                                    "label": "Tag Value"
+                                  }
+                                ],
+                                "style": "pills",
+                                "queryType": 1,
+                                "resourceType": "microsoft.resourcegraph/resources"
+                              },
+                              "customWidth": "75",
+                              "conditionalVisibilities": [
+                                {
+                                  "parameterName": "SelectedTab",
+                                  "comparison": "isNotEqualTo",
+                                  "value": "CostInformation"
+                                },
+                                {
+                                  "parameterName": "SelectedTab",
+                                  "comparison": "isNotEqualTo",
+                                  "value": "Welcome"
+                                }
+                              ],
+                              "name": "parameters - Filters"
+                            },
+                            {
+                              "type": 9,
+                              "content": {
+                                "version": "KqlParameterItem/1.0",
+                                "crossComponentResources": [
+                                  "{Subscription}"
+                                ],
+                                "parameters": [
+                                  {
+                                    "id": "eae8a0d2-14e6-4cd1-a2d2-fd6b207cf517",
+                                    "version": "KqlParameterItem/1.0",
+                                    "name": "Location",
+                                    "type": 2,
+                                    "query": "Resources\r\n| where type =~ 'Microsoft.Compute/virtualMachines'\r\n| project name, location\r\n| summarize count () by location\r\n| project location",
+                                    "crossComponentResources": [
+                                      "{Subscription}"
+                                    ],
+                                    "typeSettings": {
+                                      "additionalResourceOptions": [
+                                        "value::1"
+                                      ]
+                                    },
+                                    "timeContext": {
+                                      "durationMs": 86400000
+                                    },
+                                    "defaultValue": "value::1",
+                                    "queryType": 1,
+                                    "resourceType": "microsoft.resourcegraph/resources",
+                                    "label": "Resource Location"
+                                  }
+                                ],
+                                "style": "pills",
+                                "queryType": 1,
+                                "resourceType": "microsoft.resourcegraph/resources"
+                              },
+                              "customWidth": "25",
+                              "conditionalVisibility": {
+                                "parameterName": "SelectedTab",
+                                "comparison": "isEqualTo",
+                                "value": "AHB"
+                              },
+                              "name": "parameters - location"
+                            },
+                            {
+                              "type": 12,
+                              "content": {
+                                "version": "NotebookGroup/1.0",
+                                "groupType": "editable",
+                                "items": [
+                                  {
+                                    "type": 9,
+                                    "content": {
+                                      "version": "KqlParameterItem/1.0",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ],
+                                      "parameters": [
+                                        {
+                                          "id": "eae8a0d2-14e6-4cd1-a2d2-fd6b207cf517",
+                                          "version": "KqlParameterItem/1.0",
+                                          "name": "Location",
+                                          "type": 2,
+                                          "query": "Resources\r\n| where type =~ 'Microsoft.Compute/virtualMachines'\r\n| project name, location\r\n| summarize count () by location\r\n| project location",
+                                          "crossComponentResources": [
+                                            "{Subscription}"
+                                          ],
+                                          "typeSettings": {
+                                            "additionalResourceOptions": [
+                                              "value::1"
+                                            ]
+                                          },
+                                          "timeContext": {
+                                            "durationMs": 86400000
+                                          },
+                                          "defaultValue": "value::1",
+                                          "queryType": 1,
+                                          "resourceType": "microsoft.resourcegraph/resources",
+                                          "label": "Resource Location"
+                                        }
+                                      ],
+                                      "style": "pills",
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources"
+                                    },
+                                    "customWidth": "25",
+                                    "conditionalVisibility": {
+                                      "parameterName": "SelectedTab",
+                                      "comparison": "isEqualTo",
+                                      "value": "AHB"
+                                    },
+                                    "name": "parameters - location"
+                                  },
+                                  {
+                                    "type": 11,
+                                    "content": {
+                                      "version": "LinkItem/1.0",
+                                      "style": "tabs",
+                                      "links": [
+                                        {
+                                          "id": "6d563f46-7150-458c-9ee4-0558abe8e29b",
+                                          "cellValue": "SelectedSubTab",
+                                          "linkTarget": "parameter",
+                                          "linkLabel": "Azure App Service",
+                                          "subTarget": "webapp",
+                                          "style": "link"
+                                        },
+                                        {
+                                          "id": "dbe9a7fb-6ab1-4de1-a98b-4ec8a9af906c",
+                                          "cellValue": "SelectedSubTab",
+                                          "linkTarget": "parameter",
+                                          "linkLabel": "Azure Kubernetes Service",
+                                          "subTarget": "AKS",
+                                          "style": "link"
+                                        },
+                                        {
+                                          "id": "0211f413-9f36-4750-9ef2-d382ba30ba6c",
+                                          "cellValue": "SelectedSubTab",
+                                          "linkTarget": "parameter",
+                                          "linkLabel": "Azure Synapse",
+                                          "subTarget": "Synapse",
+                                          "preText": "VM",
+                                          "style": "link"
+                                        },
+                                        {
+                                          "id": "820d600c-8ab3-4622-ba5a-52f60574d111",
+                                          "cellValue": "SelectedSubTab",
+                                          "linkTarget": "parameter",
+                                          "linkLabel": "Monitoring",
+                                          "subTarget": "Monitoring",
+                                          "style": "link"
+                                        }
+                                      ]
+                                    },
+                                    "name": "links - Storage"
+                                  },
+                                  {
+                                    "type": 12,
+                                    "content": {
+                                      "version": "NotebookGroup/1.0",
+                                      "groupType": "editable",
+                                      "items": [
+                                        {
+                                          "type": 1,
+                                          "content": {
+                                            "json": "# Synapse\r\nA Synapse Workspace is considered unused if it doesn't have any SQL pools attached to it\r\n",
+                                            "style": "upsell"
+                                          },
+                                          "name": "Synapse"
+                                        },
+                                        {
+                                          "type": 3,
+                                          "content": {
+                                            "version": "KqlItem/1.0",
+                                            "query": "Resources\r\n| where type =~ 'Microsoft.Synapse/workspaces'\r\n| join kind=leftouter (\r\n    Resources\r\n    | where type =~ 'Microsoft.Synapse/workspaces/sqlPools'\r\n    | extend SynapseWorkspaceResourceId = substring(id, 0, indexof(id, '/sqlPools/'))\r\n    | summarize sqlpoolCount = count() by SynapseWorkspaceResourceId\r\n) on $left.id == $right.SynapseWorkspaceResourceId\r\n| join kind=leftouter (\r\n    Resources\r\n    | where type =~ 'Microsoft.Synapse/workspaces/bigDataPools'\r\n    | extend SynapseWorkspaceResourceId = substring(id, 0, indexof(id, '/bigDataPools/'))\r\n    | summarize bigdatapoolCount = count() by SynapseWorkspaceResourceId\r\n) on $left.id == $right.SynapseWorkspaceResourceId\r\n| where (isnull(sqlpoolCount) or sqlpoolCount == 0) and (isnull(bigdatapoolCount) or bigdatapoolCount == 0)\r\n| project id, resourceGroup, subscriptionId, location\r\n| join kind = innerunique(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}'])\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct id\r\n    )\r\n    on id",
+                                            "size": 0,
+                                            "title": "Unused Synapase workspace",
+                                            "noDataMessage": "All of your Synapse workspaces have SQL pools.",
+                                            "noDataMessageStyle": 3,
+                                            "showExportToExcel": true,
+                                            "queryType": 1,
+                                            "resourceType": "microsoft.resourcegraph/resources",
+                                            "crossComponentResources": [
+                                              "{Subscription}"
+                                            ],
+                                            "gridSettings": {
+                                              "formatters": [
+                                                {
+                                                  "columnMatch": "subscriptionId",
+                                                  "formatter": 15,
+                                                  "formatOptions": {
+                                                    "linkTarget": null,
+                                                    "showIcon": true
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "id1",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "storageaccount",
+                                                  "formatter": 13,
+                                                  "formatOptions": {
+                                                    "linkTarget": "Resource",
+                                                    "subTarget": "insights",
+                                                    "linkIsContextBlade": true,
+                                                    "showIcon": true
+                                                  }
+                                                }
+                                              ],
+                                              "labelSettings": [
+                                                {
+                                                  "columnId": "id",
+                                                  "label": "Resource ID"
+                                                },
+                                                {
+                                                  "columnId": "resourceGroup",
+                                                  "label": "Resource Group"
+                                                },
+                                                {
+                                                  "columnId": "subscriptionId",
+                                                  "label": "Subscription Name"
+                                                }
+                                              ]
+                                            }
+                                          },
+                                          "name": "Get-Synapse1"
+                                        }
+                                      ]
+                                    },
+                                    "conditionalVisibility": {
+                                      "parameterName": "SelectedSubTab",
+                                      "comparison": "isEqualTo",
+                                      "value": "Synapse"
+                                    },
+                                    "name": "SynapseGroup"
+                                  },
+                                  {
+                                    "type": 12,
+                                    "content": {
+                                      "version": "NotebookGroup/1.0",
+                                      "groupType": "editable",
+                                      "items": [
+                                        {
+                                          "type": 1,
+                                          "content": {
+                                            "json": "# Azure Kubernetes Service\r\n- Enable cluster autoscaler to automatically adjust the number of agent nodes in response to resource constraints\r\n\r\n- Consider using Azure Spot VMs for workloads that can handle interruptions, early terminations, or evictions. For example, workloads such as batch processing jobs, development and testing environments, and large compute workloads may be good candidates to be scheduled on a spot node pool.\r\n\r\n- Utilize the Horizontal pod autoscaler to adjust the number of pods in a deployment depending on CPU utilization or other select metrics.\r\n\r\n- Use the Start/Stop feature in Azure Kubernetes Services (AKS).\r\n\r\n",
+                                            "style": "upsell"
+                                          },
+                                          "name": "Azure Kubernetes Service"
+                                        },
+                                        {
+                                          "type": 3,
+                                          "content": {
+                                            "version": "KqlItem/1.0",
+                                            "query": "\tresources\r\n    | where resourceGroup in ({ResourceGroup})\r\n\t| where type == \"microsoft.containerservice/managedclusters\"\r\n\t| extend  AKSname=name,location=location,Sku=tostring(sku.name),Tier=tostring(sku.tier),AgentPoolProfiles=properties.agentPoolProfiles\r\n    | project id,AKSname,resourceGroup,subscriptionId,Sku,Tier,AgentPoolProfiles,location\r\n    | join kind = innerunique(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}'])\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct id\r\n    )\r\n    on id\r\n\t| mvexpand AgentPoolProfiles\r\n\t| extend ProfileName = tostring(AgentPoolProfiles.name) ,mode=AgentPoolProfiles.mode,AutoScaleEnabled = AgentPoolProfiles.enableAutoScaling ,SpotVM=AgentPoolProfiles.scaleSetPriority,  VMSize=tostring(AgentPoolProfiles.vmSize),minCount=tostring(AgentPoolProfiles.minCount),maxCount=tostring(AgentPoolProfiles.maxCount) , nodeCount=tostring(AgentPoolProfiles.['count'])\r\n    | project id,ProfileName,Sku,Tier,mode,AutoScaleEnabled,SpotVM, VMSize,nodeCount,minCount,maxCount,location,resourceGroup,subscriptionId,AKSname\r\n    \r\n",
+                                            "size": 0,
+                                            "noDataMessage": "You have no AKS clusters!",
+                                            "showExportToExcel": true,
+                                            "queryType": 1,
+                                            "resourceType": "microsoft.resourcegraph/resources",
+                                            "crossComponentResources": [
+                                              "{Subscription}"
+                                            ],
+                                            "gridSettings": {
+                                              "formatters": [
+                                                {
+                                                  "columnMatch": "AKS Name",
+                                                  "formatter": 1
+                                                },
+                                                {
+                                                  "columnMatch": "id",
+                                                  "formatter": 13,
+                                                  "formatOptions": {
+                                                    "linkTarget": "Resource",
+                                                    "subTarget": "Insights",
+                                                    "showIcon": true
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "mode",
+                                                  "formatter": 18,
+                                                  "formatOptions": {
+                                                    "thresholdsOptions": "icons",
+                                                    "thresholdsGrid": [
+                                                      {
+                                                        "operator": "==",
+                                                        "thresholdValue": "System",
+                                                        "representation": "Gear",
+                                                        "text": "{0}{1}"
+                                                      },
+                                                      {
+                                                        "operator": "==",
+                                                        "thresholdValue": "User",
+                                                        "representation": "Person",
+                                                        "text": "{0}{1}"
+                                                      },
+                                                      {
+                                                        "operator": "Default",
+                                                        "thresholdValue": null,
+                                                        "representation": "success",
+                                                        "text": "{0}{1}"
+                                                      }
+                                                    ]
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "AutoScaleEnabled",
+                                                  "formatter": 18,
+                                                  "formatOptions": {
+                                                    "thresholdsOptions": "icons",
+                                                    "thresholdsGrid": [
+                                                      {
+                                                        "operator": "==",
+                                                        "thresholdValue": "true",
+                                                        "representation": "success",
+                                                        "text": "Enabled"
+                                                      },
+                                                      {
+                                                        "operator": "Default",
+                                                        "thresholdValue": null,
+                                                        "representation": "disabled",
+                                                        "text": "Disabled"
+                                                      }
+                                                    ]
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "SpotVM",
+                                                  "formatter": 18,
+                                                  "formatOptions": {
+                                                    "thresholdsOptions": "icons",
+                                                    "thresholdsGrid": [
+                                                      {
+                                                        "operator": "is Empty",
+                                                        "representation": "2",
+                                                        "text": "{0}{1}Not Spot VM"
+                                                      },
+                                                      {
+                                                        "operator": "Default",
+                                                        "thresholdValue": null,
+                                                        "representation": "success",
+                                                        "text": "{0}{1}"
+                                                      }
+                                                    ]
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "Group",
+                                                  "formatter": 1
+                                                },
+                                                {
+                                                  "columnMatch": "subscriptionId",
+                                                  "formatter": 15,
+                                                  "formatOptions": {
+                                                    "linkTarget": null,
+                                                    "showIcon": true
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "AKSname",
+                                                  "formatter": 5
+                                                }
+                                              ],
+                                              "filter": true,
+                                              "hierarchySettings": {
+                                                "treeType": 1,
+                                                "groupBy": [
+                                                  "AKSname"
+                                                ],
+                                                "expandTopLevel": true
+                                              },
+                                              "labelSettings": [
+                                                {
+                                                  "columnId": "id",
+                                                  "label": "ID"
+                                                },
+                                                {
+                                                  "columnId": "ProfileName",
+                                                  "label": "Profile Name"
+                                                },
+                                                {
+                                                  "columnId": "Sku",
+                                                  "label": "SKU"
+                                                },
+                                                {
+                                                  "columnId": "Tier",
+                                                  "label": "SKU Tier"
+                                                },
+                                                {
+                                                  "columnId": "mode",
+                                                  "label": "Mode"
+                                                },
+                                                {
+                                                  "columnId": "AutoScaleEnabled",
+                                                  "label": "Autoscale enabled?"
+                                                },
+                                                {
+                                                  "columnId": "SpotVM",
+                                                  "label": "Spot VM?"
+                                                },
+                                                {
+                                                  "columnId": "VMSize",
+                                                  "label": "VM SKU"
+                                                },
+                                                {
+                                                  "columnId": "nodeCount",
+                                                  "label": "Number of nodes"
+                                                },
+                                                {
+                                                  "columnId": "minCount",
+                                                  "label": "Minimum nodes"
+                                                },
+                                                {
+                                                  "columnId": "maxCount",
+                                                  "label": "Maximum nodes"
+                                                },
+                                                {
+                                                  "columnId": "location",
+                                                  "label": "Location"
+                                                },
+                                                {
+                                                  "columnId": "resourceGroup",
+                                                  "label": "Resource Group"
+                                                },
+                                                {
+                                                  "columnId": "subscriptionId",
+                                                  "label": "Subscription Name"
+                                                },
+                                                {
+                                                  "columnId": "AKSname",
+                                                  "label": "AKS Name"
+                                                }
+                                              ]
+                                            }
+                                          },
+                                          "name": "Get-All-AKS"
+                                        }
+                                      ]
+                                    },
+                                    "conditionalVisibility": {
+                                      "parameterName": "SelectedSubTab",
+                                      "comparison": "isEqualTo",
+                                      "value": "AKS"
+                                    },
+                                    "name": "AKSGroup"
+                                  },
+                                  {
+                                    "type": 12,
+                                    "content": {
+                                      "version": "NotebookGroup/1.0",
+                                      "groupType": "editable",
+                                      "items": [
+                                        {
+                                          "type": 1,
+                                          "content": {
+                                            "json": "# Azure App Service\r\n## Save with Premium v3 reserved instances\r\nWhen you commit to an Azure App Service Premium v3 reserved instance you can save money. The reservation discount is applied automatically to the number of running instances that match the reservation scope and attributes - you don't need to assign a reservation to a specific instance to get the discounts.\r\n\r\n## Determine the right reserved instance size before you buy\r\nBefore you buy a reservation, you should determine the size of the Premium v3 reserved instance that you need. The following sections will help you determine the right Premium v3 reserved instance size.\r\n\r\n## Use Autoscale appropriately\r\nAutoscale can be used to provision resources for when they're needed or on demand, which allows you to minimize costs when your environment is idle.\r\n",
+                                            "style": "upsell"
+                                          },
+                                          "name": "Azure App Service"
+                                        },
+                                        {
+                                          "type": 3,
+                                          "content": {
+                                            "version": "KqlItem/1.0",
+                                            "query": "resources\r\n| where resourceGroup in ({ResourceGroup})\r\n| where type =~ 'Microsoft.Web/sites'\r\n| extend WebAppRG=resourceGroup, WebAppName=name, AppServicePlan=tostring(properties.serverFarmId), SKU=tostring(properties.sku), Type=kind, Status=tostring(properties.state), WebAppLocation=location, SubscriptionName=subscriptionId\r\n| project id,WebAppName, Type, Status, WebAppLocation, AppServicePlan, WebAppRG,SubscriptionName\r\n| order by id asc\r\n| join kind = innerunique(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}'])\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct id\r\n    )\r\n    on id",
+                                            "size": 0,
+                                            "queryType": 1,
+                                            "resourceType": "microsoft.resourcegraph/resources",
+                                            "crossComponentResources": [
+                                              "{Subscription}"
+                                            ]
+                                          },
+                                          "conditionalVisibility": {
+                                            "parameterName": "isVisible",
+                                            "comparison": "isEqualTo",
+                                            "value": "Never"
+                                          },
+                                          "name": "query - WebFunctionStatus"
+                                        },
+                                        {
+                                          "type": 3,
+                                          "content": {
+                                            "version": "KqlItem/1.0",
+                                            "query": "resources\r\n| where resourceGroup in ({ResourceGroup})\r\n| where type == \"microsoft.web/serverfarms\"  and sku.tier !~ 'Free'\r\n| extend  planId=tolower(tostring(id)),skuname = tostring(sku.name) , skutier = tostring(sku.tier), workers=tostring(properties.numberOfWorkers),webRG=resourceGroup,maxworkers=tostring(properties.maximumNumberOfWorkers), Sites=tostring(properties.numberOfSites), SubscriptionName=subscriptionId\r\n| project planId, name, skuname, skutier, workers, maxworkers, webRG, Sites, SubscriptionName\r\n| join kind=leftouter (resources | where type ==\"microsoft.insights/autoscalesettings\" | project planId=tolower(tostring(properties.targetResourceUri)), PredictiveAutoscale=properties.predictiveAutoscalePolicy.scaleMode, AutoScaleProfiles=properties.profiles,resourceGroup) on planId\r\n",
+                                            "size": 0,
+                                            "queryType": 1,
+                                            "resourceType": "microsoft.resourcegraph/resources",
+                                            "crossComponentResources": [
+                                              "{Subscription}"
+                                            ]
+                                          },
+                                          "conditionalVisibility": {
+                                            "parameterName": "isVisible",
+                                            "comparison": "isEqualTo",
+                                            "value": "Never"
+                                          },
+                                          "name": "query - AppServiceplandetails"
+                                        },
+                                        {
+                                          "type": 3,
+                                          "content": {
+                                            "version": "KqlItem/1.0",
+                                            "query": "{\"version\":\"Merge/1.0\",\"merges\":[{\"id\":\"3fddbdd9-c4eb-46ae-b6b0-654c0da7b1a8\",\"mergeType\":\"inner\",\"leftTable\":\"query - AppServiceplandetails\",\"rightTable\":\"query - WebFunctionStatus\",\"leftColumn\":\"planId\",\"rightColumn\":\"AppServicePlan\"}],\"projectRename\":[{\"originalName\":\"[query - AppServiceplandetails].type\",\"mergedName\":\"type\",\"fromId\":\"unknown\"},{\"originalName\":\"[query - AppServiceplandetails].tenantId\",\"mergedName\":\"tenantId\",\"fromId\":\"unknown\"},{\"originalName\":\"[query - AppServiceplandetails].kind\",\"mergedName\":\"kind\",\"fromId\":\"unknown\"},{\"originalName\":\"[query - AppServiceplandetails].location\",\"mergedName\":\"location\",\"fromId\":\"unknown\"},{\"originalName\":\"[query - AppServiceplandetails].managedBy\",\"mergedName\":\"managedBy\",\"fromId\":\"unknown\"},{\"originalName\":\"[query - AppServiceplandetails].subscriptionId\",\"mergedName\":\"subscriptionId\",\"fromId\":\"unknown\"},{\"originalName\":\"[query - AppServiceplandetails].sku\",\"mergedName\":\"sku\",\"fromId\":\"unknown\"},{\"originalName\":\"[query - AppServiceplandetails].SubscriptionName\",\"mergedName\":\"SubscriptionName\",\"fromId\":\"unknown\"},{\"originalName\":\"[query - AppServiceplandetails].plan\",\"mergedName\":\"plan\",\"fromId\":\"unknown\"},{\"originalName\":\"[query - AppServiceplandetails].properties\",\"mergedName\":\"properties\",\"fromId\":\"unknown\"},{\"originalName\":\"[query - AppServiceplandetails].tags\",\"mergedName\":\"tags\",\"fromId\":\"unknown\"},{\"originalName\":\"[query - AppServiceplandetails].identity\",\"mergedName\":\"identity\",\"fromId\":\"unknown\"},{\"originalName\":\"[query - AppServiceplandetails].zones\",\"mergedName\":\"zones\",\"fromId\":\"unknown\"},{\"originalName\":\"[query - AppServiceplandetails].extendedLocation\",\"mergedName\":\"extendedLocation\",\"fromId\":\"unknown\"},{\"originalName\":\"[query - AppServiceplandetails].planId\",\"mergedName\":\"planId\",\"fromId\":\"unknown\"},{\"originalName\":\"[query - WebFunctionStatus].id\",\"mergedName\":\"id\",\"fromId\":\"unknown\"},{\"originalName\":\"[query - AppServiceplandetails].name\",\"mergedName\":\"name\",\"fromId\":\"3fddbdd9-c4eb-46ae-b6b0-654c0da7b1a8\"},{\"originalName\":\"[query - WebFunctionStatus].Status\",\"mergedName\":\"Status\",\"fromId\":\"3fddbdd9-c4eb-46ae-b6b0-654c0da7b1a8\"},{\"originalName\":\"[query - WebFunctionStatus].Type\",\"mergedName\":\"Type\",\"fromId\":\"3fddbdd9-c4eb-46ae-b6b0-654c0da7b1a8\"},{\"originalName\":\"[query - AppServiceplandetails].skuname\",\"mergedName\":\"skuname\",\"fromId\":\"3fddbdd9-c4eb-46ae-b6b0-654c0da7b1a8\"},{\"originalName\":\"[query - AppServiceplandetails].skutier\",\"mergedName\":\"skutier\",\"fromId\":\"3fddbdd9-c4eb-46ae-b6b0-654c0da7b1a8\"},{\"originalName\":\"[query - AppServiceplandetails].PredictiveAutoscale\",\"mergedName\":\"PredictiveAutoscale\",\"fromId\":\"unknown\"},{\"originalName\":\"[query - AppServiceplandetails].AutoScaleProfiles\",\"mergedName\":\"AutoScaleProfiles\",\"fromId\":\"unknown\"},{\"originalName\":\"[query - AppServiceplandetails].workers\",\"mergedName\":\"workers\",\"fromId\":\"3fddbdd9-c4eb-46ae-b6b0-654c0da7b1a8\"},{\"originalName\":\"[query - AppServiceplandetails].maxworkers\",\"mergedName\":\"maxworkers\",\"fromId\":\"3fddbdd9-c4eb-46ae-b6b0-654c0da7b1a8\"},{\"originalName\":\"[query - AppServiceplandetails].webRG\",\"mergedName\":\"webRG\",\"fromId\":\"3fddbdd9-c4eb-46ae-b6b0-654c0da7b1a8\"},{\"originalName\":\"[query - AppServiceplandetails].planId1\",\"mergedName\":\"planId1\",\"fromId\":\"3fddbdd9-c4eb-46ae-b6b0-654c0da7b1a8\"},{\"originalName\":\"[query - AppServiceplandetails].resourceGroup\",\"mergedName\":\"resourceGroup\",\"fromId\":\"3fddbdd9-c4eb-46ae-b6b0-654c0da7b1a8\"},{\"originalName\":\"[query - WebFunctionStatus].WebAppName\",\"mergedName\":\"WebAppName\",\"fromId\":\"3fddbdd9-c4eb-46ae-b6b0-654c0da7b1a8\"},{\"originalName\":\"[query - WebFunctionStatus].WebAppLocation\",\"mergedName\":\"WebAppLocation\",\"fromId\":\"3fddbdd9-c4eb-46ae-b6b0-654c0da7b1a8\"},{\"originalName\":\"[query - WebFunctionStatus].AppServicePlan\",\"mergedName\":\"AppServicePlan\",\"fromId\":\"3fddbdd9-c4eb-46ae-b6b0-654c0da7b1a8\"},{\"originalName\":\"[query - WebFunctionStatus].WebAppRG\",\"mergedName\":\"WebAppRG\",\"fromId\":\"3fddbdd9-c4eb-46ae-b6b0-654c0da7b1a8\"},{\"originalName\":\"[query - AppServiceplandetails].Sites\",\"mergedName\":\"Sites\",\"fromId\":\"unknown\"},{\"originalName\":\"[query - WebFunctionStatus].SubscriptionName\"},{\"originalName\":\"[query - WebFunctionStatus].id1\"},{\"originalName\":\"[query - AppServiceplandetails].resourceGroup1\"}]}",
+                                            "size": 0,
+                                            "title": "Web Apps",
+                                            "noDataMessage": "You have no WebApps!",
+                                            "showExportToExcel": true,
+                                            "queryType": 7,
+                                            "gridSettings": {
+                                              "formatters": [
+                                                {
+                                                  "columnMatch": "Name",
+                                                  "formatter": 1
+                                                },
+                                                {
+                                                  "columnMatch": "SubscriptionName",
+                                                  "formatter": 15,
+                                                  "formatOptions": {
+                                                    "linkTarget": null,
+                                                    "showIcon": true
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "name",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "Status",
+                                                  "formatter": 18,
+                                                  "formatOptions": {
+                                                    "thresholdsOptions": "icons",
+                                                    "thresholdsGrid": [
+                                                      {
+                                                        "operator": "==",
+                                                        "thresholdValue": "Running",
+                                                        "representation": "success",
+                                                        "text": "{0}{1}"
+                                                      },
+                                                      {
+                                                        "operator": "==",
+                                                        "thresholdValue": "Stopped",
+                                                        "representation": "disabled",
+                                                        "text": "{0}{1}"
+                                                      },
+                                                      {
+                                                        "operator": "Default",
+                                                        "thresholdValue": null,
+                                                        "representation": "success",
+                                                        "text": "{0}{1}"
+                                                      }
+                                                    ]
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "webRG",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "planId1",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "resourceGroup",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "WebAppName",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "AppServicePlan",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "WebAppRG",
+                                                  "formatter": 14,
+                                                  "formatOptions": {
+                                                    "linkTarget": null,
+                                                    "showIcon": true
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "Group",
+                                                  "formatter": 1
+                                                }
+                                              ],
+                                              "rowLimit": 1000,
+                                              "filter": true,
+                                              "hierarchySettings": {
+                                                "treeType": 1,
+                                                "groupBy": [
+                                                  "name"
+                                                ],
+                                                "expandTopLevel": true
+                                              },
+                                              "labelSettings": [
+                                                {
+                                                  "columnId": "SubscriptionName",
+                                                  "label": "Subscription Name"
+                                                },
+                                                {
+                                                  "columnId": "planId",
+                                                  "label": "Plan ID"
+                                                },
+                                                {
+                                                  "columnId": "id",
+                                                  "label": "ID"
+                                                },
+                                                {
+                                                  "columnId": "name",
+                                                  "label": "Name"
+                                                },
+                                                {
+                                                  "columnId": "skuname",
+                                                  "label": "SKU"
+                                                },
+                                                {
+                                                  "columnId": "skutier",
+                                                  "label": "SKU Tier"
+                                                },
+                                                {
+                                                  "columnId": "PredictiveAutoscale",
+                                                  "label": "Autoscale Enabled?"
+                                                },
+                                                {
+                                                  "columnId": "AutoScaleProfiles",
+                                                  "label": "Autoscale Profile"
+                                                },
+                                                {
+                                                  "columnId": "workers",
+                                                  "label": "Workers"
+                                                },
+                                                {
+                                                  "columnId": "maxworkers",
+                                                  "label": "Max. Workers"
+                                                },
+                                                {
+                                                  "columnId": "webRG",
+                                                  "label": "Application Resource Group"
+                                                },
+                                                {
+                                                  "columnId": "WebAppName",
+                                                  "label": "Application Name"
+                                                },
+                                                {
+                                                  "columnId": "WebAppLocation",
+                                                  "label": "Application Location"
+                                                },
+                                                {
+                                                  "columnId": "AppServicePlan",
+                                                  "label": "App Service Plan"
+                                                },
+                                                {
+                                                  "columnId": "WebAppRG",
+                                                  "label": "Application Resource Group"
+                                                }
+                                              ]
+                                            }
+                                          },
+                                          "name": "Get-Idle-WebApp"
+                                        },
+                                        {
+                                          "type": 3,
+                                          "content": {
+                                            "version": "KqlItem/1.0",
+                                            "query": "resources\r\n| where resourceGroup in ({ResourceGroup})\r\n| where type == \"microsoft.web/serverfarms\" and properties.numberOfSites == \"0\"\r\n| extend  id, planId=tolower(tostring(id)),skuname = tostring(sku.name) , skutier = tostring(sku.tier), workers=tostring(properties.numberOfWorkers),webRG=resourceGroup,maxworkers=tostring(properties.maximumNumberOfWorkers), Sites=tostring(properties.numberOfSites), SubscriptionName=subscriptionId\r\n| project id, planId, name, skuname, skutier, workers, maxworkers, webRG, Sites, SubscriptionName\r\n| join kind=leftouter (resources | where type ==\"microsoft.insights/autoscalesettings\" | project planId=tolower(tostring(properties.targetResourceUri)), PredictiveAutoscale=properties.predictiveAutoscalePolicy.scaleMode, AutoScaleProfiles=properties.profiles,resourceGroup) on planId\r\n| join kind = innerunique(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}'])\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct id\r\n    ) on id",
+                                            "size": 0,
+                                            "noDataMessage": "All of your App Service's plan have at least one website.",
+                                            "noDataMessageStyle": 3,
+                                            "showExportToExcel": true,
+                                            "queryType": 1,
+                                            "resourceType": "microsoft.resourcegraph/resources",
+                                            "crossComponentResources": [
+                                              "{Subscription}"
+                                            ],
+                                            "gridSettings": {
+                                              "formatters": [
+                                                {
+                                                  "columnMatch": "id",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "name",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "maxworkers",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "SubscriptionName",
+                                                  "formatter": 15,
+                                                  "formatOptions": {
+                                                    "linkTarget": null,
+                                                    "showIcon": true
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "planId1",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "PredictiveAutoscale",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "AutoScaleProfiles",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "resourceGroup",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "id1",
+                                                  "formatter": 5
+                                                }
+                                              ],
+                                              "labelSettings": [
+                                                {
+                                                  "columnId": "planId",
+                                                  "label": "App Service Plan "
+                                                },
+                                                {
+                                                  "columnId": "name",
+                                                  "label": "SKU Name"
+                                                },
+                                                {
+                                                  "columnId": "skuname",
+                                                  "label": "SKU Name"
+                                                },
+                                                {
+                                                  "columnId": "skutier",
+                                                  "label": "SKU Tier"
+                                                },
+                                                {
+                                                  "columnId": "workers",
+                                                  "label": "Number of Workers "
+                                                },
+                                                {
+                                                  "columnId": "maxworkers",
+                                                  "label": "Number of websites"
+                                                },
+                                                {
+                                                  "columnId": "webRG",
+                                                  "label": "Resource Group "
+                                                },
+                                                {
+                                                  "columnId": "Sites",
+                                                  "label": "Number of websites"
+                                                },
+                                                {
+                                                  "columnId": "SubscriptionName",
+                                                  "label": "Subscription Name"
+                                                }
+                                              ]
+                                            }
+                                          },
+                                          "name": "query - IdleServicePlans"
+                                        }
+                                      ]
+                                    },
+                                    "conditionalVisibility": {
+                                      "parameterName": "SelectedSubTab",
+                                      "comparison": "isEqualTo",
+                                      "value": "webapp"
+                                    },
+                                    "name": "WebAppGroup"
+                                  },
+                                  {
+                                    "type": 12,
+                                    "content": {
+                                      "version": "NotebookGroup/1.0",
+                                      "groupType": "editable",
+                                      "items": [
+                                        {
+                                          "type": 1,
+                                          "content": {
+                                            "json": "## Log Analytics workspace\r\nA [Log Analytics workspace](https://learn.microsoft.com/azure/azure-monitor/logs/log-analytics-workspace-overview) is a unique environment for log data from Azure Monitor and other Azure services, such as Microsoft Sentinel and Microsoft Defender for Cloud. Each workspace has its own data repository and configuration but might combine data from multiple services. The following advices could be of help in cost optimization:\r\n\r\n1. Adopt [commitment tiers](https://learn.microsoft.com/azure/azure-monitor/logs/cost-logs#commitment-tiers) where applicable.\r\n2. Adopt [Azure Monitor Logs dedicated cluster](https://learn.microsoft.com/azure/azure-monitor/logs/cost-logs#dedicated-clusters) if a single workspace does not ingest enough data as per the minimum commitment tier (100 GB/day) or if it is possible to aggregate ingestion costs from more than one workspace in the same region.\r\n3. Convert the free tier based workspace to **Pay-as-you-go** model and add them to an Azure Monitor Logs dedicated cluster where possible.",
+                                            "style": "upsell"
+                                          },
+                                          "name": "MonitoringRecommendations"
+                                        },
+                                        {
+                                          "type": 3,
+                                          "content": {
+                                            "version": "KqlItem/1.0",
+                                            "query": "resources\r\n| where type =~ 'microsoft.operationalinsights/workspaces'\r\n| where resourceGroup in ({ResourceGroup})\r\n| extend \r\n  state = trim(' ', tostring(properties.provisioningState)),\r\n  sku = trim(' ', tostring(properties.sku.name)),\r\n  skuUpdate = trim(' ', tostring(properties.sku.lastSkuUpdate)),\r\n  retentionDays = toint(properties.retentionInDays),\r\n  dailyquotaGB  = trim(' ', tostring(properties.workspaceCapping.dailyQuotaGb))\r\n| extend dailyquotaGB = iif(dailyquotaGB !=-1.0, dailyquotaGB,\"--\")\r\n| project id, resourceGroup, location, retentionDays, dailyquotaGB, sku, subscriptionId\r\n| join kind = inner (\r\n    resources\r\n    | where type =~ 'microsoft.operationalinsights/workspaces'\r\n    | where resourceGroup in ({ResourceGroup})\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags[tagName])\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | summarize arg_max(tagName, tagValue) by id\r\n) on id\r\n| extend resourceGroup = tostring(split(id,'/providers/')[0])\r\n| project-away id1",
+                                            "size": 0,
+                                            "title": "Log Analytics Workspaces",
+                                            "showRefreshButton": true,
+                                            "exportMultipleValues": true,
+                                            "exportedParameters": [
+                                              {
+                                                "fieldName": "id",
+                                                "parameterName": "selectedWorkspaceId",
+                                                "parameterType": 1
+                                              }
+                                            ],
+                                            "showExportToExcel": true,
+                                            "queryType": 1,
+                                            "resourceType": "microsoft.resourcegraph/resources",
+                                            "crossComponentResources": [
+                                              "{Subscription}"
+                                            ],
+                                            "gridSettings": {
+                                              "formatters": [
+                                                {
+                                                  "columnMatch": "id",
+                                                  "formatter": 13,
+                                                  "formatOptions": {
+                                                    "linkTarget": "Resource",
+                                                    "subTarget": "insights",
+                                                    "linkIsContextBlade": true,
+                                                    "showIcon": true
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "resourceGroup",
+                                                  "formatter": 14,
+                                                  "formatOptions": {
+                                                    "linkTarget": "Resource",
+                                                    "linkIsContextBlade": true,
+                                                    "showIcon": true
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "retentionDays",
+                                                  "formatter": 4,
+                                                  "formatOptions": {
+                                                    "min": 1,
+                                                    "max": 730,
+                                                    "palette": "blue",
+                                                    "customColumnWidthSetting": "10%"
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "dailyquotaGB",
+                                                  "formatter": 0,
+                                                  "formatOptions": {
+                                                    "customColumnWidthSetting": "10%"
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "sku",
+                                                  "formatter": 18,
+                                                  "formatOptions": {
+                                                    "thresholdsOptions": "colors",
+                                                    "thresholdsGrid": [
+                                                      {
+                                                        "operator": "==",
+                                                        "thresholdValue": "lacluster",
+                                                        "representation": "green",
+                                                        "text": "{0}{1}"
+                                                      },
+                                                      {
+                                                        "operator": "==",
+                                                        "thresholdValue": "free",
+                                                        "representation": "gray",
+                                                        "text": "{0}{1}"
+                                                      },
+                                                      {
+                                                        "operator": "==",
+                                                        "thresholdValue": "capacityreservation",
+                                                        "representation": "green",
+                                                        "text": "{0}{1}"
+                                                      },
+                                                      {
+                                                        "operator": "Default",
+                                                        "thresholdValue": null,
+                                                        "representation": "red",
+                                                        "text": "{0}{1}"
+                                                      }
+                                                    ]
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "subscriptionId",
+                                                  "formatter": 15,
+                                                  "formatOptions": {
+                                                    "linkTarget": "Resource",
+                                                    "linkIsContextBlade": true,
+                                                    "showIcon": true
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "tagName",
+                                                  "formatter": 18,
+                                                  "formatOptions": {
+                                                    "thresholdsOptions": "icons",
+                                                    "thresholdsGrid": [
+                                                      {
+                                                        "operator": "is Empty",
+                                                        "representation": "Blank",
+                                                        "text": "{0}{1}"
+                                                      },
+                                                      {
+                                                        "operator": "Default",
+                                                        "thresholdValue": null,
+                                                        "representation": "Tags",
+                                                        "text": "{0}{1}"
+                                                      }
+                                                    ]
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "tagValue",
+                                                  "formatter": 18,
+                                                  "formatOptions": {
+                                                    "thresholdsOptions": "icons",
+                                                    "thresholdsGrid": [
+                                                      {
+                                                        "operator": "is Empty",
+                                                        "representation": "Blank",
+                                                        "text": "{0}{1}"
+                                                      },
+                                                      {
+                                                        "operator": "Default",
+                                                        "thresholdValue": null,
+                                                        "representation": "Tags",
+                                                        "text": "{0}{1}"
+                                                      }
+                                                    ]
+                                                  }
+                                                }
+                                              ],
+                                              "rowLimit": 10000,
+                                              "filter": true,
+                                              "labelSettings": [
+                                                {
+                                                  "columnId": "id",
+                                                  "label": "Workspace"
+                                                },
+                                                {
+                                                  "columnId": "resourceGroup",
+                                                  "label": "Resource Group"
+                                                },
+                                                {
+                                                  "columnId": "location",
+                                                  "label": "Location"
+                                                },
+                                                {
+                                                  "columnId": "retentionDays",
+                                                  "label": "Retention (days)"
+                                                },
+                                                {
+                                                  "columnId": "dailyquotaGB",
+                                                  "label": "Daily Cap (GB)"
+                                                },
+                                                {
+                                                  "columnId": "sku",
+                                                  "label": "Pricing Tier"
+                                                },
+                                                {
+                                                  "columnId": "subscriptionId",
+                                                  "label": "Subscription"
+                                                },
+                                                {
+                                                  "columnId": "tagName",
+                                                  "label": "Tag Name"
+                                                },
+                                                {
+                                                  "columnId": "tagValue",
+                                                  "label": "Tag Value"
+                                                }
+                                              ]
+                                            },
+                                            "sortBy": []
+                                          },
+                                          "name": "logAnalyticsWorkspaces",
+                                          "styleSettings": {
+                                            "showBorder": true
+                                          }
+                                        },
+                                        {
+                                          "type": 1,
+                                          "content": {
+                                            "json": "💡_Select one or more workspaces from the list above to see daily ingestion trend_"
+                                          },
+                                          "conditionalVisibility": {
+                                            "parameterName": "selectedWorkspaceId",
+                                            "comparison": "isEqualTo"
+                                          },
+                                          "name": "text - 3",
+                                          "styleSettings": {
+                                            "showBorder": true
+                                          }
+                                        },
+                                        {
+                                          "type": 9,
+                                          "content": {
+                                            "version": "KqlParameterItem/1.0",
+                                            "crossComponentResources": [
+                                              "{Subscription}"
+                                            ],
+                                            "parameters": [
+                                              {
+                                                "id": "d9c04e61-453f-4f85-8d7e-1a34037d836b",
+                                                "version": "KqlParameterItem/1.0",
+                                                "name": "selectedWorkspaces",
+                                                "type": 5,
+                                                "isRequired": true,
+                                                "multiSelect": true,
+                                                "quote": "'",
+                                                "delimiter": ",",
+                                                "query": "where type =~ 'microsoft.operationalinsights/workspaces'\r\n| where id in ({selectedWorkspaceId})",
+                                                "crossComponentResources": [
+                                                  "{Subscription}"
+                                                ],
+                                                "isHiddenWhenLocked": true,
+                                                "typeSettings": {
+                                                  "additionalResourceOptions": [],
+                                                  "showDefault": false
+                                                },
+                                                "timeContext": {
+                                                  "durationMs": 2592000000
+                                                },
+                                                "queryType": 1,
+                                                "resourceType": "microsoft.resourcegraph/resources",
+                                                "value": null
+                                              },
+                                              {
+                                                "id": "2108523c-fb80-49b3-9ff1-ea5e5eca2091",
+                                                "version": "KqlParameterItem/1.0",
+                                                "name": "TimeRange",
+                                                "label": "Time range",
+                                                "type": 4,
+                                                "isRequired": true,
+                                                "typeSettings": {
+                                                  "selectableValues": [
+                                                    {
+                                                      "durationMs": 172800000
+                                                    },
+                                                    {
+                                                      "durationMs": 604800000
+                                                    },
+                                                    {
+                                                      "durationMs": 1209600000
+                                                    },
+                                                    {
+                                                      "durationMs": 2592000000
+                                                    }
+                                                  ]
+                                                },
+                                                "timeContext": {
+                                                  "durationMs": 2592000000
+                                                },
+                                                "value": {
+                                                  "durationMs": 2592000000
+                                                }
+                                              }
+                                            ],
+                                            "style": "pills",
+                                            "queryType": 1,
+                                            "resourceType": "microsoft.resourcegraph/resources"
+                                          },
+                                          "conditionalVisibility": {
+                                            "parameterName": "_",
+                                            "comparison": "isEqualTo",
+                                            "value": "_"
+                                          },
+                                          "name": "parameters - 2"
+                                        },
+                                        {
+                                          "type": 3,
+                                          "content": {
+                                            "version": "KqlItem/1.0",
+                                            "query": "Usage\r\n| where StartTime >= startofday({TimeRange:start}) and EndTime < startofday(now())\r\n| where IsBillable == true\r\n| project Quantity, ResourceUri, TimeGenerated\r\n| summarize BillableDataGB = sum(Quantity / 1024.) by bin(TimeGenerated, 1d)\r\n| project TimeGenerated, BillableDataGB",
+                                            "size": 0,
+                                            "aggregation": 5,
+                                            "title": "Total Daily Ingestion for selected workspaces - Trend by {TimeRange:label}",
+                                            "timeContextFromParameter": "TimeRange",
+                                            "showRefreshButton": true,
+                                            "showExportToExcel": true,
+                                            "queryType": 0,
+                                            "resourceType": "microsoft.operationalinsights/workspaces",
+                                            "crossComponentResources": [
+                                              "{selectedWorkspaces}"
+                                            ],
+                                            "visualization": "barchart",
+                                            "chartSettings": {
+                                              "seriesLabelSettings": [
+                                                {
+                                                  "seriesName": "BillableDataGB",
+                                                  "label": "Ingested data"
+                                                }
+                                              ],
+                                              "ySettings": {
+                                                "numberFormatSettings": {
+                                                  "unit": 39,
+                                                  "options": {
+                                                    "style": "decimal",
+                                                    "useGrouping": true,
+                                                    "maximumFractionDigits": 2
+                                                  }
+                                                }
+                                              }
+                                            }
+                                          },
+                                          "conditionalVisibility": {
+                                            "parameterName": "selectedWorkspaceId",
+                                            "comparison": "isNotEqualTo"
+                                          },
+                                          "name": "dailyIngestionTrend",
+                                          "styleSettings": {
+                                            "showBorder": true
+                                          }
+                                        }
+                                      ]
+                                    },
+                                    "conditionalVisibility": {
+                                      "parameterName": "SelectedSubTab",
+                                      "comparison": "isEqualTo",
+                                      "value": "Monitoring"
+                                    },
+                                    "name": "MonitoringGroup"
+                                  },
+                                  {
+                                    "type": 12,
+                                    "content": {
+                                      "version": "NotebookGroup/1.0",
+                                      "groupType": "editable",
+                                      "items": [
+                                        {
+                                          "type": 3,
+                                          "content": {
+                                            "version": "KqlItem/1.0",
+                                            "query": "advisorresources\r\n| where type =~ 'microsoft.advisor/recommendations'\r\n| where resourceGroup in ({ResourceGroup})\r\n| where properties.category == 'Cost' and properties.lastUpdated >= ago(1d)\r\n| where properties.impactedField has \"Workspaces\"\r\n| extend AffectedResource=tostring(properties.resourceMetadata.resourceId), Category=properties.category, SubCategory=properties.impactedField, Impact=properties.impact,resourceGroup,subscriptionId,Recommendation=tostring(properties.shortDescription.problem), id, stableId = name, recommendationTypeId = tostring(properties.recommendationTypeId), maxCpuP95 = properties.extendedProperties.MaxCpuP95\r\n| join kind = leftouter\r\n(advisorresources | where type=~'microsoft.advisor/suppressions'\r\n| extend tokens = split(id, '/')\r\n| extend stableId = iff(array_length(tokens) > 3, tokens[(array_length(tokens)-3)], '')\r\n| extend expirationTimeStamp = todatetime(iff(strcmp(tostring(properties.ttl), '-1') == 0, '9999-12-31', properties.expirationTimeStamp))\r\n| where expirationTimeStamp > now()\r\n| project stableId, expirationTimeStamp)\r\non stableId\r\n| where isempty(expirationTimeStamp)\r\n| project AffectedResource=tostring(properties.resourceMetadata.resourceId), Category=properties.category, SubCategory=properties.impactedField, Recommendation=tostring(properties.shortDescription.problem), Impact=properties.impact,resourceGroup,subscriptionId, id, stableId = name, recommendationTypeId = tostring(properties.recommendationTypeId), maxCpuP95 = properties.extendedProperties.MaxCpuP95\r\n| join kind = leftouter\r\n(advisorresources | where type =~ 'microsoft.advisor/configurations' | where isempty(resourceGroup) == true\r\n| project subscriptionId, excludeRecomm = properties.exclude, lowCpuThreshold = properties.lowCpuThreshold, AffectedResource=tostring(properties.resourceMetadata.resourceId),Impact=properties.impact,resourceGroup,AdditionaInfo=properties.extendedProperties,Recommendation=tostring(properties.shortDescription.problem))\r\non subscriptionId\r\n| extend isActive1 = iff(isnull(excludeRecomm), true, tobool(excludeRecomm) == false)\r\n| extend isActive2 = iff(recommendationTypeId == 'e10b1381-5f0a-47ff-8c7b-37bd13d7c974', iff((isnotempty(lowCpuThreshold) and isnotempty(maxCpuP95)), toint(maxCpuP95) < toint(lowCpuThreshold), iff((isempty(maxCpuP95) or toint(maxCpuP95) < 5), true, false)), true)\r\n| where isActive1 == true and isActive2 == true\r\n| join kind = leftouter\r\n(advisorresources | where type =~ 'microsoft.advisor/configurations' | where isnotempty(resourceGroup) == true\r\n| project subscriptionId, resourceGroup, excludeProperty = properties.exclude)\r\non subscriptionId, resourceGroup\r\n| extend isActive3 = iff(isnull(excludeProperty), true, tobool(excludeProperty) == false)\r\n| where isActive3 == true\r\n| where Category == 'Cost' \r\n| where SubCategory has \"Workspaces\"\r\n| project-away subscriptionId1, subscriptionId2, AffectedResource1, isActive2, isActive3, Impact1, Recommendation1, resourceGroup1, resourceGroup2",
+                                            "size": 0,
+                                            "title": "Azure Advisor Cost recommendations",
+                                            "noDataMessage": "You are following all of our cost recommendations for Monitoring",
+                                            "noDataMessageStyle": 3,
+                                            "showExportToExcel": true,
+                                            "queryType": 1,
+                                            "resourceType": "microsoft.resourcegraph/resources",
+                                            "crossComponentResources": [
+                                              "{Subscription}"
+                                            ],
+                                            "gridSettings": {
+                                              "formatters": [
+                                                {
+                                                  "columnMatch": "Group",
+                                                  "formatter": 1
+                                                },
+                                                {
+                                                  "columnMatch": "subscriptionId",
+                                                  "formatter": 15,
+                                                  "formatOptions": {
+                                                    "linkTarget": null,
+                                                    "showIcon": true
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "id",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "stableId",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "recommendationTypeId",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "maxCpuP95",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "excludeRecomm",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "lowCpuThreshold",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "AdditionaInfo",
+                                                  "formatter": 5,
+                                                  "formatOptions": {
+                                                    "customColumnWidthSetting": "19ch"
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "isActive1",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "excludeProperty",
+                                                  "formatter": 5
+                                                }
+                                              ],
+                                              "rowLimit": 1000,
+                                              "filter": true,
+                                              "hierarchySettings": {
+                                                "treeType": 1,
+                                                "groupBy": [
+                                                  "Recommendation"
+                                                ],
+                                                "expandTopLevel": true
+                                              },
+                                              "labelSettings": [
+                                                {
+                                                  "columnId": "AffectedResource",
+                                                  "label": "Affected Resource"
+                                                },
+                                                {
+                                                  "columnId": "Category",
+                                                  "label": "Recommendation Category"
+                                                },
+                                                {
+                                                  "columnId": "SubCategory",
+                                                  "label": "Affected Resource Type"
+                                                },
+                                                {
+                                                  "columnId": "Recommendation",
+                                                  "label": "Recommendation"
+                                                },
+                                                {
+                                                  "columnId": "Impact",
+                                                  "label": "Impact"
+                                                },
+                                                {
+                                                  "columnId": "resourceGroup",
+                                                  "label": "Resource Group"
+                                                },
+                                                {
+                                                  "columnId": "subscriptionId",
+                                                  "label": "Subscription ID"
+                                                }
+                                              ]
+                                            }
+                                          },
+                                          "conditionalVisibility": {
+                                            "parameterName": "isVisible",
+                                            "comparison": "isEqualTo",
+                                            "value": "true"
+                                          },
+                                          "name": "Get-AdvisorRecommendations-Monitoring"
+                                        },
+                                        {
+                                          "type": 3,
+                                          "content": {
+                                            "version": "KqlItem/1.0",
+                                            "query": " resources\r\n    | where resourceGroup in ({ResourceGroup})\r\n    | where type has \"microsoft.operationalinsights/workspaces\"\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend AffectedResource=id,ResourceRG=resourceGroup\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}'])\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct id\r\n    | project id",
+                                            "size": 0,
+                                            "queryType": 1,
+                                            "resourceType": "microsoft.resourcegraph/resources",
+                                            "crossComponentResources": [
+                                              "{Subscription}"
+                                            ],
+                                            "gridSettings": {
+                                              "rowLimit": 10000
+                                            }
+                                          },
+                                          "conditionalVisibility": {
+                                            "parameterName": "isVisible",
+                                            "comparison": "isEqualTo",
+                                            "value": "true"
+                                          },
+                                          "name": "query - tags - list all network resources"
+                                        },
+                                        {
+                                          "type": 3,
+                                          "content": {
+                                            "version": "KqlItem/1.0",
+                                            "query": "{\"version\":\"Merge/1.0\",\"merges\":[{\"id\":\"d446799d-b1af-4bca-9d72-84ba2d87008d\",\"mergeType\":\"innerunique\",\"leftTable\":\"Get-AdvisorRecommendations-Monitoring\",\"rightTable\":\"query - tags - list all network resources\",\"leftColumn\":\"AffectedResource\",\"rightColumn\":\"id\"}],\"projectRename\":[{\"originalName\":\"[Get-AdvisorRecommendations-Monitoring].AffectedResource\",\"mergedName\":\"Affected Resource\",\"fromId\":\"d446799d-b1af-4bca-9d72-84ba2d87008d\"},{\"originalName\":\"[Get-AdvisorRecommendations-Monitoring].Category\",\"mergedName\":\"Recommendation Category\",\"fromId\":\"d446799d-b1af-4bca-9d72-84ba2d87008d\"},{\"originalName\":\"[Get-AdvisorRecommendations-Monitoring].SubCategory\",\"mergedName\":\"Affected Resource Type\",\"fromId\":\"d446799d-b1af-4bca-9d72-84ba2d87008d\"},{\"originalName\":\"[Get-AdvisorRecommendations-Monitoring].Recommendation\",\"mergedName\":\"Recommendation\",\"fromId\":\"d446799d-b1af-4bca-9d72-84ba2d87008d\"},{\"originalName\":\"[Get-AdvisorRecommendations-Monitoring].Impact\",\"mergedName\":\"Impact\",\"fromId\":\"d446799d-b1af-4bca-9d72-84ba2d87008d\"},{\"originalName\":\"[Get-AdvisorRecommendations-Monitoring].resourceGroup\",\"mergedName\":\"Resource Group\",\"fromId\":\"d446799d-b1af-4bca-9d72-84ba2d87008d\"},{\"originalName\":\"[Get-AdvisorRecommendations-Monitoring].subscriptionId\",\"mergedName\":\"Subscription ID\",\"fromId\":\"d446799d-b1af-4bca-9d72-84ba2d87008d\"},{\"originalName\":\"[Get-AdvisorRecommendations-Monitoring].id\",\"mergedName\":\"id\",\"fromId\":\"d446799d-b1af-4bca-9d72-84ba2d87008d\"},{\"originalName\":\"[Get-AdvisorRecommendations-Monitoring].stableId\",\"mergedName\":\"stableId\",\"fromId\":\"d446799d-b1af-4bca-9d72-84ba2d87008d\"},{\"originalName\":\"[Get-AdvisorRecommendations-Monitoring].recommendationTypeId\",\"mergedName\":\"recommendationTypeId\",\"fromId\":\"d446799d-b1af-4bca-9d72-84ba2d87008d\"},{\"originalName\":\"[Get-AdvisorRecommendations-Monitoring].maxCpuP95\",\"mergedName\":\"maxCpuP95\",\"fromId\":\"d446799d-b1af-4bca-9d72-84ba2d87008d\"},{\"originalName\":\"[Get-AdvisorRecommendations-Monitoring].excludeRecomm\",\"mergedName\":\"excludeRecomm\",\"fromId\":\"d446799d-b1af-4bca-9d72-84ba2d87008d\"},{\"originalName\":\"[Get-AdvisorRecommendations-Monitoring].lowCpuThreshold\",\"mergedName\":\"lowCpuThreshold\",\"fromId\":\"d446799d-b1af-4bca-9d72-84ba2d87008d\"},{\"originalName\":\"[Get-AdvisorRecommendations-Monitoring].AdditionaInfo\",\"mergedName\":\"AdditionaInfo\",\"fromId\":\"d446799d-b1af-4bca-9d72-84ba2d87008d\"},{\"originalName\":\"[Get-AdvisorRecommendations-Monitoring].isActive1\",\"mergedName\":\"isActive1\",\"fromId\":\"d446799d-b1af-4bca-9d72-84ba2d87008d\"},{\"originalName\":\"[Get-AdvisorRecommendations-Monitoring].excludeProperty\",\"mergedName\":\"excludeProperty\",\"fromId\":\"d446799d-b1af-4bca-9d72-84ba2d87008d\"},{\"originalName\":\"[query - tags - list all network resources].id\",\"mergedName\":\"id1\",\"fromId\":\"d446799d-b1af-4bca-9d72-84ba2d87008d\"},{\"originalName\":\"[Get-AdvisorRecommendations-Networking].excludeProperty\"},{\"originalName\":\"[Get-AdvisorRecommendations-Networking].isActive1\"},{\"originalName\":\"[Get-AdvisorRecommendations-Networking].AdditionaInfo\"},{\"originalName\":\"[Get-AdvisorRecommendations-Networking].lowCpuThreshold\"},{\"originalName\":\"[Get-AdvisorRecommendations-Networking].excludeRecomm\"},{\"originalName\":\"[Get-AdvisorRecommendations-Networking].maxCpuP95\"},{\"originalName\":\"[Get-AdvisorRecommendations-Networking].recommendationTypeId\"},{\"originalName\":\"[Get-AdvisorRecommendations-Networking].stableId\"},{\"originalName\":\"[query - tags - list all network resources].id\"},{\"originalName\":\"[Get-AdvisorRecommendations-Networking].id\"}]}",
+                                            "size": 0,
+                                            "title": "Azure Advisor Cost recommendations",
+                                            "noDataMessage": "You are following all of our cost recommendations for Monitoring",
+                                            "noDataMessageStyle": 3,
+                                            "queryType": 7
+                                          },
+                                          "showPin": false,
+                                          "name": "query - Merge - Monitoring Advisor recommendations"
+                                        }
+                                      ]
+                                    },
+                                    "conditionalVisibility": {
+                                      "parameterName": "SelectedSubTab",
+                                      "comparison": "isEqualTo",
+                                      "value": "Monitoring"
+                                    },
+                                    "name": "AdvisorGroupMonitoring"
+                                  }
+                                ]
+                              },
+                              "name": "group - 0 "
+                            }
+                          ]
+                        },
+                        "conditionalVisibilities": [
+                          {
+                            "parameterName": "SelectedTab",
+                            "comparison": "isEqualTo",
+                            "value": "UsageOptimization"
+                          },
+                          {
+                            "parameterName": "SelectedRateOptimizationTab",
+                            "comparison": "isEqualTo",
+                            "value": "Top10Services"
+                          }
+                        ],
+                        "name": "group - Top10Services"
+                      },
+                      {
+                        "type": 12,
+                        "content": {
+                          "version": "NotebookGroup/1.0",
+                          "groupType": "template",
+                          "loadFromTemplateId": "",
+                          "items": [
+                            {
+                              "type": 9,
+                              "content": {
+                                "version": "KqlParameterItem/1.0",
+                                "crossComponentResources": [
+                                  "{Subscription}"
+                                ],
+                                "parameters": [
+                                  {
+                                    "id": "7a720abf-5b4a-4fb1-adaf-2383e70f625d",
+                                    "version": "KqlParameterItem/1.0",
+                                    "name": "Subscription",
+                                    "type": 6,
+                                    "isRequired": true,
+                                    "multiSelect": true,
+                                    "quote": "'",
+                                    "delimiter": ",",
+                                    "typeSettings": {
+                                      "additionalResourceOptions": [
+                                        "value::all"
+                                      ],
+                                      "includeAll": false,
+                                      "showDefault": false
+                                    },
+                                    "timeContext": {
+                                      "durationMs": 86400000
+                                    },
+                                    "defaultValue": "value::all",
+                                    "label": " Subscription"
+                                  },
+                                  {
+                                    "id": "a29babbc-5092-46c5-b03b-932c90aa61c9",
+                                    "version": "KqlParameterItem/1.0",
+                                    "name": "ResourceGroup",
+                                    "label": "Resource Group",
+                                    "type": 2,
+                                    "isRequired": true,
+                                    "multiSelect": true,
+                                    "quote": "'",
+                                    "delimiter": ",",
+                                    "query": "resources\r\n| distinct resourceGroup",
+                                    "crossComponentResources": [
+                                      "{Subscription}"
+                                    ],
+                                    "typeSettings": {
+                                      "additionalResourceOptions": [
+                                        "value::all"
+                                      ],
+                                      "showDefault": false
+                                    },
+                                    "defaultValue": "value::all",
+                                    "queryType": 1,
+                                    "resourceType": "microsoft.resourcegraph/resources"
+                                  },
+                                  {
+                                    "id": "4b9c84b6-14ab-4663-b8b7-8bf0c351bbb5",
+                                    "version": "KqlParameterItem/1.0",
+                                    "name": "SingleSubHidden",
+                                    "type": 1,
+                                    "isRequired": true,
+                                    "query": "resourcecontainers\r\n| where type==\"microsoft.resources/subscriptions\"\r\n| take 1\r\n| project subscriptionId",
+                                    "crossComponentResources": [
+                                      "{Subscription}"
+                                    ],
+                                    "isHiddenWhenLocked": true,
+                                    "queryType": 1,
+                                    "resourceType": "microsoft.resourcegraph/resources",
+                                    "label": "Hidden Subscription"
+                                  },
+                                  {
+                                    "id": "6637e003-5323-4c6d-9990-426388c833e9",
+                                    "version": "KqlParameterItem/1.0",
+                                    "name": "TagName",
+                                    "type": 2,
+                                    "query": "Resources\r\n| where tags != '' and tags != '[]'\r\n| mvexpand tags\r\n| extend tagName = tostring(bag_keys(tags)[0])\r\n| distinct tagName\r\n| sort by tagName asc",
+                                    "crossComponentResources": [
+                                      "{Subscription}"
+                                    ],
+                                    "typeSettings": {
+                                      "additionalResourceOptions": []
+                                    },
+                                    "queryType": 1,
+                                    "resourceType": "microsoft.resourcegraph/resources",
+                                    "value": null,
+                                    "label": "Tag Name"
+                                  },
+                                  {
+                                    "id": "d390e2b5-aa2f-494b-bbb8-0b18c8de9063",
+                                    "version": "KqlParameterItem/1.0",
+                                    "name": "TagValue",
+                                    "type": 2,
+                                    "query": "Resources\r\n| mvexpand tags\r\n| extend tagName = tostring(bag_keys(tags)[0])\r\n| extend tagValue = tostring(tags[tagName])\r\n| where tags != '' and tags != '[]' and tostring(bag_keys(tags)[0]) == '{TagName}'\r\n| distinct tagValue\r\n| sort by tagValue asc",
+                                    "crossComponentResources": [
+                                      "{Subscription}"
+                                    ],
+                                    "typeSettings": {
+                                      "additionalResourceOptions": []
+                                    },
+                                    "queryType": 1,
+                                    "resourceType": "microsoft.resourcegraph/resources",
+                                    "value": null,
+                                    "label": "Tag Value"
+                                  }
+                                ],
+                                "style": "pills",
+                                "queryType": 1,
+                                "resourceType": "microsoft.resourcegraph/resources"
+                              },
+                              "customWidth": "75",
+                              "conditionalVisibilities": [
+                                {
+                                  "parameterName": "SelectedTab",
+                                  "comparison": "isNotEqualTo",
+                                  "value": "CostInformation"
+                                },
+                                {
+                                  "parameterName": "SelectedTab",
+                                  "comparison": "isNotEqualTo",
+                                  "value": "Welcome"
+                                }
+                              ],
+                              "name": "parameters - Filters"
+                            },
+                            {
+                              "type": 9,
+                              "content": {
+                                "version": "KqlParameterItem/1.0",
+                                "crossComponentResources": [
+                                  "{Subscription}"
+                                ],
+                                "parameters": [
+                                  {
+                                    "id": "ae7eb928-8873-46f8-a3ff-77f45c207fb3",
+                                    "version": "KqlParameterItem/1.0",
+                                    "name": "Location",
+                                    "type": 2,
+                                    "query": "Resources\r\n| where type =~ 'Microsoft.Compute/virtualMachines'\r\n| project name, location\r\n| summarize count () by location\r\n| project location",
+                                    "crossComponentResources": [
+                                      "{Subscription}"
+                                    ],
+                                    "typeSettings": {
+                                      "additionalResourceOptions": [
+                                        "value::1"
+                                      ]
+                                    },
+                                    "timeContext": {
+                                      "durationMs": 86400000
+                                    },
+                                    "defaultValue": "value::1",
+                                    "queryType": 1,
+                                    "resourceType": "microsoft.resourcegraph/resources",
+                                    "label": "Resource Location"
+                                  }
+                                ],
+                                "style": "pills",
+                                "queryType": 1,
+                                "resourceType": "microsoft.resourcegraph/resources"
+                              },
+                              "customWidth": "25",
+                              "conditionalVisibility": {
+                                "parameterName": "SelectedTab",
+                                "comparison": "isEqualTo",
+                                "value": "AHB"
+                              },
+                              "name": "parameters - location"
+                            },
+                            {
+                              "type": 12,
+                              "content": {
+                                "version": "NotebookGroup/1.0",
+                                "groupType": "editable",
+                                "title": "Networking cost optimization recommendations",
+                                "items": [
+                                  {
+                                    "type": 9,
+                                    "content": {
+                                      "version": "KqlParameterItem/1.0",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ],
+                                      "parameters": [
+                                        {
+                                          "id": "ae7eb928-8873-46f8-a3ff-77f45c207fb3",
+                                          "version": "KqlParameterItem/1.0",
+                                          "name": "Location",
+                                          "type": 2,
+                                          "query": "Resources\r\n| where type =~ 'Microsoft.Compute/virtualMachines'\r\n| project name, location\r\n| summarize count () by location\r\n| project location",
+                                          "crossComponentResources": [
+                                            "{Subscription}"
+                                          ],
+                                          "typeSettings": {
+                                            "additionalResourceOptions": [
+                                              "value::1"
+                                            ]
+                                          },
+                                          "timeContext": {
+                                            "durationMs": 86400000
+                                          },
+                                          "defaultValue": "value::1",
+                                          "queryType": 1,
+                                          "resourceType": "microsoft.resourcegraph/resources",
+                                          "label": "Resource Location"
+                                        }
+                                      ],
+                                      "style": "pills",
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources"
+                                    },
+                                    "customWidth": "25",
+                                    "conditionalVisibility": {
+                                      "parameterName": "SelectedTab",
+                                      "comparison": "isEqualTo",
+                                      "value": "AHB"
+                                    },
+                                    "name": "parameters - location"
+                                  },
+                                  {
+                                    "type": 11,
+                                    "content": {
+                                      "version": "LinkItem/1.0",
+                                      "style": "tabs",
+                                      "links": [
+                                        {
+                                          "id": "e5d97e9d-97e6-45f2-871c-376799213b6a",
+                                          "cellValue": "SelectedSubTab",
+                                          "linkTarget": "parameter",
+                                          "linkLabel": "Azure Firewall",
+                                          "subTarget": "firewall",
+                                          "style": "link"
+                                        },
+                                        {
+                                          "id": "0211f413-9f36-4750-9ef2-d382ba30ba6c",
+                                          "cellValue": "SelectedSubTab",
+                                          "linkTarget": "parameter",
+                                          "linkLabel": "Application Gateway",
+                                          "subTarget": "appGateway",
+                                          "preText": "VM",
+                                          "style": "link"
+                                        },
+                                        {
+                                          "id": "61595d5e-9f25-4919-95a6-1462739f4657",
+                                          "cellValue": "SelectedSubTab",
+                                          "linkTarget": "parameter",
+                                          "linkLabel": "Load Balancer",
+                                          "subTarget": "loadBalancer",
+                                          "style": "link"
+                                        },
+                                        {
+                                          "id": "dbe9a7fb-6ab1-4de1-a98b-4ec8a9af906c",
+                                          "cellValue": "SelectedSubTab",
+                                          "linkTarget": "parameter",
+                                          "linkLabel": "Public IP Address",
+                                          "subTarget": "publicIP",
+                                          "style": "link"
+                                        },
+                                        {
+                                          "id": "79e7a97a-1413-41e8-b4c6-ebd1d0a45e2e",
+                                          "cellValue": "SelectedSubTab",
+                                          "linkTarget": "parameter",
+                                          "linkLabel": "Virtual Network Gateway",
+                                          "subTarget": "vpnGw",
+                                          "style": "link"
+                                        },
+                                        {
+                                          "id": "5655ef75-a5ec-4f4b-badf-a99191a0493f",
+                                          "cellValue": "SelectedSubTab",
+                                          "linkTarget": "parameter",
+                                          "linkLabel": "NAT Gateway",
+                                          "subTarget": "natgw",
+                                          "style": "link"
+                                        },
+                                        {
+                                          "id": "68a77162-06c2-4648-83e0-f8f41c4fbda7",
+                                          "cellValue": "SelectedSubTab",
+                                          "linkTarget": "parameter",
+                                          "linkLabel": "ExpressRoute",
+                                          "subTarget": "ER",
+                                          "style": "link"
+                                        },
+                                        {
+                                          "id": "5dd4cb39-5aa1-4de9-bc4c-338e15b8d389",
+                                          "cellValue": "SelectedSubTab",
+                                          "linkTarget": "parameter",
+                                          "linkLabel": "Private DNS & Private Endpoint",
+                                          "subTarget": "privatedns",
+                                          "style": "link"
+                                        },
+                                        {
+                                          "id": "6d563f46-7150-458c-9ee4-0558abe8e29b",
+                                          "cellValue": "SelectedSubTab",
+                                          "linkTarget": "parameter",
+                                          "linkLabel": "Advisor recommendations",
+                                          "subTarget": "advisorNetworking",
+                                          "style": "link"
+                                        }
+                                      ]
+                                    },
+                                    "name": "links - Networking"
+                                  },
+                                  {
+                                    "type": 12,
+                                    "content": {
+                                      "version": "NotebookGroup/1.0",
+                                      "groupType": "editable",
+                                      "items": [
+                                        {
+                                          "type": 12,
+                                          "content": {
+                                            "version": "NotebookGroup/1.0",
+                                            "groupType": "editable",
+                                            "items": [
+                                              {
+                                                "type": 1,
+                                                "content": {
+                                                  "json": "# Recommendations for Application Gateways\r\nReview Application Gateways which include backend pools with no targets. Resources listed with 2 red signs are considered idle.",
+                                                  "style": "upsell"
+                                                },
+                                                "name": "Recommendations for Application Gateways"
+                                              },
+                                              {
+                                                "type": 3,
+                                                "content": {
+                                                  "version": "KqlItem/1.0",
+                                                  "query": "resources\r\n| where type =~ 'Microsoft.Network/applicationGateways' and resourceGroup in ({ResourceGroup})\r\n| extend backendPoolsCount = array_length(properties.backendAddressPools),SKUName= tostring(properties.sku.name), SKUTier= tostring(properties.sku.tier),SKUCapacity=properties.sku.capacity,backendPools=properties.backendAddressPools,resourceGroup=strcat('/subscriptions/',subscriptionId,'/resourceGroups/',resourceGroup)\r\n| project id, name, SKUName, SKUTier, SKUCapacity,resourceGroup,subscriptionId\r\n| join (\r\n    resources\r\n    | where type =~ 'Microsoft.Network/applicationGateways' and resourceGroup in ({ResourceGroup})\r\n    | mvexpand backendPools = properties.backendAddressPools\r\n    | extend backendIPCount = array_length(backendPools.properties.backendIPConfigurations)\r\n    | extend backendAddressesCount = array_length(backendPools.properties.backendAddresses)\r\n    | extend backendPoolName  = backendPools.properties.backendAddressPools.name\r\n    | summarize backendIPCount = sum(backendIPCount) ,backendAddressesCount=sum(backendAddressesCount) by id\r\n) on id\r\n| project-away id1\r\n| where  (backendIPCount == 0 or isempty(backendIPCount)) and (backendAddressesCount==0 or isempty(backendAddressesCount))\r\n| order by id asc\r\n| join kind = innerunique(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}'])\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct id\r\n    )\r\n    on id",
+                                                  "size": 0,
+                                                  "title": "Application gateways with empty backend pools",
+                                                  "noDataMessage": "You don't have any Application Gateways with empty backendpools",
+                                                  "noDataMessageStyle": 3,
+                                                  "showExportToExcel": true,
+                                                  "queryType": 1,
+                                                  "resourceType": "microsoft.resourcegraph/resources",
+                                                  "crossComponentResources": [
+                                                    "{Subscription}"
+                                                  ],
+                                                  "gridSettings": {
+                                                    "formatters": [
+                                                      {
+                                                        "columnMatch": "SKUCapacity",
+                                                        "formatter": 1
+                                                      },
+                                                      {
+                                                        "columnMatch": "subscriptionId",
+                                                        "formatter": 15,
+                                                        "formatOptions": {
+                                                          "linkTarget": null,
+                                                          "showIcon": true
+                                                        }
+                                                      },
+                                                      {
+                                                        "columnMatch": "backendIPCount",
+                                                        "formatter": 18,
+                                                        "formatOptions": {
+                                                          "thresholdsOptions": "icons",
+                                                          "thresholdsGrid": [
+                                                            {
+                                                              "operator": "==",
+                                                              "thresholdValue": "0",
+                                                              "representation": "disabled",
+                                                              "text": "No Backend IPs"
+                                                            },
+                                                            {
+                                                              "operator": ">",
+                                                              "thresholdValue": "0",
+                                                              "representation": "success",
+                                                              "text": "Backend IP configured"
+                                                            },
+                                                            {
+                                                              "operator": "Default",
+                                                              "thresholdValue": null,
+                                                              "representation": "success",
+                                                              "text": "{0}{1}"
+                                                            }
+                                                          ]
+                                                        }
+                                                      },
+                                                      {
+                                                        "columnMatch": "backendAddressesCount",
+                                                        "formatter": 18,
+                                                        "formatOptions": {
+                                                          "thresholdsOptions": "icons",
+                                                          "thresholdsGrid": [
+                                                            {
+                                                              "operator": "==",
+                                                              "thresholdValue": "0",
+                                                              "representation": "disabled",
+                                                              "text": "No Backend targets"
+                                                            },
+                                                            {
+                                                              "operator": ">",
+                                                              "thresholdValue": "0",
+                                                              "representation": "success",
+                                                              "text": "Backend targets available"
+                                                            },
+                                                            {
+                                                              "operator": "Default",
+                                                              "thresholdValue": null,
+                                                              "representation": "success",
+                                                              "text": "{0}{1}"
+                                                            }
+                                                          ]
+                                                        }
+                                                      },
+                                                      {
+                                                        "columnMatch": "id1",
+                                                        "formatter": 5
+                                                      },
+                                                      {
+                                                        "columnMatch": "Recommendation",
+                                                        "formatter": 18,
+                                                        "formatOptions": {
+                                                          "thresholdsOptions": "colors",
+                                                          "thresholdsGrid": [
+                                                            {
+                                                              "operator": "==",
+                                                              "thresholdValue": "No Backend targets",
+                                                              "representation": "redBright",
+                                                              "text": "No Backend targets"
+                                                            },
+                                                            {
+                                                              "operator": "Default",
+                                                              "thresholdValue": null,
+                                                              "representation": "green",
+                                                              "text": "Backend targets enabled"
+                                                            }
+                                                          ]
+                                                        }
+                                                      },
+                                                      {
+                                                        "columnMatch": "backendPoolIPTarget",
+                                                        "formatter": 18,
+                                                        "formatOptions": {
+                                                          "thresholdsOptions": "icons",
+                                                          "thresholdsGrid": [
+                                                            {
+                                                              "operator": ">",
+                                                              "thresholdValue": "0",
+                                                              "representation": "success",
+                                                              "text": ""
+                                                            },
+                                                            {
+                                                              "operator": "==",
+                                                              "thresholdValue": "0",
+                                                              "representation": "disabled",
+                                                              "text": ""
+                                                            },
+                                                            {
+                                                              "operator": "Default",
+                                                              "thresholdValue": null,
+                                                              "representation": "success",
+                                                              "text": "{0}{1}"
+                                                            }
+                                                          ]
+                                                        }
+                                                      },
+                                                      {
+                                                        "columnMatch": "backendPoolVMTarget",
+                                                        "formatter": 18,
+                                                        "formatOptions": {
+                                                          "thresholdsOptions": "icons",
+                                                          "thresholdsGrid": [
+                                                            {
+                                                              "operator": "is Empty",
+                                                              "representation": "disabled",
+                                                              "text": ""
+                                                            },
+                                                            {
+                                                              "operator": ">",
+                                                              "thresholdValue": "0",
+                                                              "representation": "success",
+                                                              "text": ""
+                                                            },
+                                                            {
+                                                              "operator": "Default",
+                                                              "thresholdValue": null,
+                                                              "representation": "success",
+                                                              "text": "{0}{1}"
+                                                            }
+                                                          ]
+                                                        }
+                                                      },
+                                                      {
+                                                        "columnMatch": "Recommednation",
+                                                        "formatter": 18,
+                                                        "formatOptions": {
+                                                          "thresholdsOptions": "colors",
+                                                          "thresholdsGrid": [
+                                                            {
+                                                              "operator": "==",
+                                                              "thresholdValue": "No Backend targets",
+                                                              "representation": "redBright",
+                                                              "text": "{0}{1}"
+                                                            },
+                                                            {
+                                                              "operator": "Default",
+                                                              "thresholdValue": null,
+                                                              "representation": "green",
+                                                              "text": "{0}{1}"
+                                                            }
+                                                          ]
+                                                        }
+                                                      }
+                                                    ],
+                                                    "labelSettings": [
+                                                      {
+                                                        "columnId": "id",
+                                                        "label": "ID"
+                                                      },
+                                                      {
+                                                        "columnId": "name",
+                                                        "label": "Name"
+                                                      },
+                                                      {
+                                                        "columnId": "SKUName",
+                                                        "label": "SKU"
+                                                      },
+                                                      {
+                                                        "columnId": "SKUTier",
+                                                        "label": "SKU Tier"
+                                                      },
+                                                      {
+                                                        "columnId": "SKUCapacity",
+                                                        "label": "Capacity"
+                                                      },
+                                                      {
+                                                        "columnId": "resourceGroup",
+                                                        "label": "Resource Group"
+                                                      },
+                                                      {
+                                                        "columnId": "subscriptionId",
+                                                        "label": "Subscription ID"
+                                                      },
+                                                      {
+                                                        "columnId": "backendIPCount",
+                                                        "label": "Has backend pool for IPs?"
+                                                      },
+                                                      {
+                                                        "columnId": "backendAddressesCount",
+                                                        "label": "Has backend pool for VMs?"
+                                                      },
+                                                      {
+                                                        "columnId": "id1",
+                                                        "label": "ResourceID"
+                                                      }
+                                                    ]
+                                                  }
+                                                },
+                                                "name": "Get-Idle-AppGW"
+                                              }
+                                            ]
+                                          },
+                                          "conditionalVisibility": {
+                                            "parameterName": "SelectedSubTab",
+                                            "comparison": "isEqualTo",
+                                            "value": "appGateway"
+                                          },
+                                          "name": "NetworkingAppGateway"
+                                        },
+                                        {
+                                          "type": 12,
+                                          "content": {
+                                            "version": "NotebookGroup/1.0",
+                                            "groupType": "editable",
+                                            "items": [
+                                              {
+                                                "type": 1,
+                                                "content": {
+                                                  "json": "# Recommendations for Load Balancers\r\nReview Load balancers with no backend pools, and remove them if not needed.",
+                                                  "style": "upsell"
+                                                },
+                                                "name": "Recommendations for Load Balancers"
+                                              },
+                                              {
+                                                "type": 3,
+                                                "content": {
+                                                  "version": "KqlItem/1.0",
+                                                  "query": "resources \r\n| where resourceGroup in ({ResourceGroup})\r\n| extend resourceGroup=strcat('/subscriptions/',subscriptionId,'/resourceGroups/',resourceGroup), SKUName=tostring(sku.name),SKUTier=tostring(sku.tier),location,backendAddressPools = properties.backendAddressPools\r\n| where type =~ 'microsoft.network/loadbalancers' and array_length(backendAddressPools) == 0 and sku.name!='Basic'\r\n| order by id asc\r\n| project id,name, SKUName,SKUTier,backendAddressPools, location,resourceGroup, subscriptionId\r\n| join kind = innerunique(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}'])\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct id\r\n    )\r\n    on id",
+                                                  "size": 0,
+                                                  "title": "Load Balancers with empty backend pools",
+                                                  "noDataMessage": "You don't have any Load Balancers with empty backendpools",
+                                                  "noDataMessageStyle": 3,
+                                                  "showExportToExcel": true,
+                                                  "queryType": 1,
+                                                  "resourceType": "microsoft.resourcegraph/resources",
+                                                  "crossComponentResources": [
+                                                    "{Subscription}"
+                                                  ],
+                                                  "gridSettings": {
+                                                    "formatters": [
+                                                      {
+                                                        "columnMatch": "backendAddressPools",
+                                                        "formatter": 18,
+                                                        "formatOptions": {
+                                                          "thresholdsOptions": "icons",
+                                                          "thresholdsGrid": [
+                                                            {
+                                                              "operator": "==",
+                                                              "thresholdValue": "0",
+                                                              "representation": "disabled",
+                                                              "text": "Empty Backend Pool"
+                                                            },
+                                                            {
+                                                              "operator": "Default",
+                                                              "thresholdValue": null,
+                                                              "representation": "success",
+                                                              "text": ""
+                                                            }
+                                                          ]
+                                                        }
+                                                      },
+                                                      {
+                                                        "columnMatch": "subscriptionId",
+                                                        "formatter": 15,
+                                                        "formatOptions": {
+                                                          "linkTarget": null,
+                                                          "showIcon": true
+                                                        }
+                                                      },
+                                                      {
+                                                        "columnMatch": "id1",
+                                                        "formatter": 5
+                                                      }
+                                                    ],
+                                                    "labelSettings": [
+                                                      {
+                                                        "columnId": "id",
+                                                        "label": "Resource ID"
+                                                      },
+                                                      {
+                                                        "columnId": "name",
+                                                        "label": "Name"
+                                                      },
+                                                      {
+                                                        "columnId": "SKUName",
+                                                        "label": "SKU"
+                                                      },
+                                                      {
+                                                        "columnId": "SKUTier",
+                                                        "label": "SKU Tier"
+                                                      },
+                                                      {
+                                                        "columnId": "backendAddressPools",
+                                                        "label": "Has backend pool?"
+                                                      },
+                                                      {
+                                                        "columnId": "location",
+                                                        "label": "Location"
+                                                      },
+                                                      {
+                                                        "columnId": "resourceGroup",
+                                                        "label": "Resource Group"
+                                                      },
+                                                      {
+                                                        "columnId": "subscriptionId",
+                                                        "label": "Subscription Name"
+                                                      },
+                                                      {
+                                                        "columnId": "id1",
+                                                        "label": "ResourceID"
+                                                      }
+                                                    ]
+                                                  }
+                                                },
+                                                "name": "Get-Idle-LB"
+                                              }
+                                            ]
+                                          },
+                                          "conditionalVisibility": {
+                                            "parameterName": "SelectedSubTab",
+                                            "comparison": "isEqualTo",
+                                            "value": "loadBalancer"
+                                          },
+                                          "name": "LoadBalancerGroup"
+                                        },
+                                        {
+                                          "type": 12,
+                                          "content": {
+                                            "version": "NotebookGroup/1.0",
+                                            "groupType": "editable",
+                                            "items": [
+                                              {
+                                                "type": 1,
+                                                "content": {
+                                                  "json": "# Recommendations for Public IP Addresses\r\nReview unattached Public IP addresses, as they may represent additional cost.\r\n<br>This query will also show Public IPs attached to Idle network cards.\r\n",
+                                                  "style": "upsell"
+                                                },
+                                                "name": "Recommendations for PIP"
+                                              },
+                                              {
+                                                "type": 3,
+                                                "content": {
+                                                  "version": "KqlItem/1.0",
+                                                  "query": "resources \r\n| where resourceGroup in ({ResourceGroup})\r\n| where type =~ 'Microsoft.Network/publicIPAddresses' and isempty(properties.ipConfiguration) and isempty(properties.natGateway) and properties.publicIPAllocationMethod =~ 'Static'\r\n| extend PublicIpId=id, IPName=name, AllocationMethod=tostring(properties.publicIPAllocationMethod), SKUName=sku.name, Location=location ,resourceGroup=strcat('/subscriptions/',subscriptionId,'/resourceGroups/',resourceGroup)\r\n| project PublicIpId,IPName, SKUName, resourceGroup, Location, AllocationMethod, subscriptionId\r\n| union (\r\n Resources \r\n | where type =~ 'microsoft.network/networkinterfaces' and isempty(properties.virtualMachine) and isnull(properties.privateEndpoint) and isnotempty(properties.ipConfigurations) \r\n | extend IPconfig = properties.ipConfigurations \r\n | mv-expand IPconfig \r\n | extend PublicIpId= tostring(IPconfig.properties.publicIPAddress.id)\r\n | project PublicIpId\r\n | join ( \r\n    resources \r\n    | where type =~ 'Microsoft.Network/publicIPAddresses'\r\n    | extend PublicIpId=id, IPName=name, AllocationMethod=tostring(properties.publicIPAllocationMethod), SKUName=sku.name, resourceGroup, Location=location \r\n ) on PublicIpId\r\n | project PublicIpId,IPName, SKUName, resourceGroup, Location, AllocationMethod, subscriptionId\r\n)\r\n| join kind = innerunique(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}'])\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | extend PublicIpId=id\r\n    | distinct PublicIpId\r\n    )\r\n    on PublicIpId\r\n",
+                                                  "size": 0,
+                                                  "title": "Unattached Public IPs",
+                                                  "noDataMessage": "You have no unattached Public IPs",
+                                                  "noDataMessageStyle": 3,
+                                                  "showExportToExcel": true,
+                                                  "queryType": 1,
+                                                  "resourceType": "microsoft.resourcegraph/resources",
+                                                  "crossComponentResources": [
+                                                    "{Subscription}"
+                                                  ],
+                                                  "gridSettings": {
+                                                    "formatters": [
+                                                      {
+                                                        "columnMatch": "subscriptionId",
+                                                        "formatter": 15,
+                                                        "formatOptions": {
+                                                          "linkTarget": null,
+                                                          "showIcon": true
+                                                        }
+                                                      },
+                                                      {
+                                                        "columnMatch": "PublicIpId1",
+                                                        "formatter": 5
+                                                      }
+                                                    ],
+                                                    "labelSettings": [
+                                                      {
+                                                        "columnId": "PublicIpId",
+                                                        "label": "ID"
+                                                      },
+                                                      {
+                                                        "columnId": "IPName",
+                                                        "label": "Name"
+                                                      },
+                                                      {
+                                                        "columnId": "SKUName",
+                                                        "label": "SKU"
+                                                      },
+                                                      {
+                                                        "columnId": "resourceGroup",
+                                                        "label": "Resource Group"
+                                                      },
+                                                      {
+                                                        "columnId": "AllocationMethod",
+                                                        "label": "Allocation Method"
+                                                      },
+                                                      {
+                                                        "columnId": "subscriptionId",
+                                                        "label": "Subscription Name"
+                                                      },
+                                                      {
+                                                        "columnId": "PublicIpId1",
+                                                        "label": "Resource ID"
+                                                      }
+                                                    ]
+                                                  }
+                                                },
+                                                "name": "Get-Idle-PIP"
+                                              },
+                                              {
+                                                "type": 1,
+                                                "content": {
+                                                  "json": "# Routing Preference\r\n\r\nAzure routing preference enables you to choose how your traffic routes between Azure and the Internet. You can choose to route traffic either via the Microsoft network or via the ISP network (public internet). By default, traffic is routed via the Microsoft global network for all Azure services.\r\n\r\nRouting preference choices include:\r\n\r\n- **Microsoft Network**: Both ingress and egress traffic stays bulk of the travel on the Microsoft global network. This routing is also known as cold potato routing. This option has a higher ingress/egress cost.\r\n\r\n- **Public Internet (ISP network)**: The new routing choice Internet routing minimizes travel on the Microsoft global network and uses the transit ISP network to route your traffic. This routing is also known as hot potato routing.\r\n\r\nFor more information about routing preference, see [What is routing preference?](https://learn.microsoft.com/azure/virtual-network/ip-services/ip-services-overview#routing-preference).\r\n\r\n",
+                                                  "style": "upsell"
+                                                },
+                                                "name": "text - 3"
+                                              },
+                                              {
+                                                "type": 3,
+                                                "content": {
+                                                  "version": "KqlItem/1.0",
+                                                  "query": "resources\r\n| where resourceGroup in ({ResourceGroup})\r\n| where type =~ 'Microsoft.Network/publicIPAddresses' and isnotempty(properties.ipConfiguration)\r\n| where tostring(properties.ipTags)== \"[]\"\r\n| extend PublicIpId=id, RoutingMethod=id, IPName=name, AllocationMethod=tostring(properties.publicIPAllocationMethod), SKUName=sku.name, Location=location ,resourceGroup=strcat('/subscriptions/',subscriptionId,'/resourceGroups/',resourceGroup)\r\n| project PublicIpId,IPName, RoutingMethod,SKUName, resourceGroup, Location, AllocationMethod, subscriptionId\r\n| join kind = innerunique(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}'])\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | extend PublicIpId=id\r\n    | distinct PublicIpId\r\n    )\r\n    on PublicIpId",
+                                                  "size": 0,
+                                                  "title": "Public IP Addresses ",
+                                                  "noDataMessageStyle": 3,
+                                                  "showExportToExcel": true,
+                                                  "queryType": 1,
+                                                  "resourceType": "microsoft.resourcegraph/resources",
+                                                  "crossComponentResources": [
+                                                    "{Subscription}"
+                                                  ],
+                                                  "gridSettings": {
+                                                    "formatters": [
+                                                      {
+                                                        "columnMatch": "RoutingMethod",
+                                                        "formatter": 18,
+                                                        "formatOptions": {
+                                                          "thresholdsOptions": "icons",
+                                                          "thresholdsGrid": [
+                                                            {
+                                                              "operator": "Default",
+                                                              "thresholdValue": null,
+                                                              "representation": "info",
+                                                              "text": "Microsoft Network"
+                                                            }
+                                                          ]
+                                                        }
+                                                      },
+                                                      {
+                                                        "columnMatch": "PublicIpId1",
+                                                        "formatter": 5
+                                                      }
+                                                    ],
+                                                    "labelSettings": [
+                                                      {
+                                                        "columnId": "PublicIpId",
+                                                        "label": "ID"
+                                                      },
+                                                      {
+                                                        "columnId": "IPName",
+                                                        "label": "Name"
+                                                      },
+                                                      {
+                                                        "columnId": "RoutingMethod",
+                                                        "label": "Routing Method"
+                                                      },
+                                                      {
+                                                        "columnId": "SKUName",
+                                                        "label": "SKU Name"
+                                                      },
+                                                      {
+                                                        "columnId": "resourceGroup",
+                                                        "label": "Resource Group"
+                                                      },
+                                                      {
+                                                        "columnId": "Location",
+                                                        "label": "Location"
+                                                      },
+                                                      {
+                                                        "columnId": "AllocationMethod",
+                                                        "label": "Allocation Method"
+                                                      },
+                                                      {
+                                                        "columnId": "subscriptionId",
+                                                        "label": "SubscriptionId"
+                                                      },
+                                                      {
+                                                        "columnId": "PublicIpId1",
+                                                        "label": "Resource ID"
+                                                      }
+                                                    ]
+                                                  }
+                                                },
+                                                "name": "Query-PIP-RoutingPreference"
+                                              },
+                                              {
+                                                "type": 1,
+                                                "content": {
+                                                  "json": "# DDoS IP Protection\r\nIf you need to protect fewer than 15 public IP resources, the IP Protection tier is the more cost-effective option. However, if you have more than 15 public IP resources to protect, then the Network Protection tier becomes more cost-effective. \r\n\r\nThis query will surface all Public IP (PIP) addressess with the DDoS Protection enabled. If there are more than 15 Public IP Addresses with DDoS protection in the same virtual network, then it is cheaper to enable DDoS Network protection.\r\n\r\nThe Network Protection tier also provides additional features, including:\r\n\r\n- DDoS Protection Rapid Response (DRR)\r\n- Cost protection guarantees\r\n- Web Application Firewall (WAF) discounts\r\n\r\nFor more information about DDoS protection, see [Which Azure DDoS Protection tier should I choose?](https://learn.microsoft.com/azure/ddos-protection/ddos-faq?source=recommendations#which-azure-ddos-protection-tier-should-i-choose-).",
+                                                  "style": "upsell"
+                                                },
+                                                "name": "text - 5"
+                                              },
+                                              {
+                                                "type": 3,
+                                                "content": {
+                                                  "version": "KqlItem/1.0",
+                                                  "query": "resources\r\n| where type == \"microsoft.network/publicipaddresses\"\r\n| project ddosProtection=tostring(properties.ddosSettings), name\r\n| where ddosProtection has \"Enabled\"\r\n| count\r\n| project TotalIpsProtected = Count\r\n| extend CheckIpsProtected = iff(TotalIpsProtected >= 15,\"Enable Network Protection tier\", \"Enable PIP DDoS Protection\")",
+                                                  "size": 0,
+                                                  "title": "Public IP Addresses DDoS Protection",
+                                                  "showExportToExcel": true,
+                                                  "queryType": 1,
+                                                  "resourceType": "microsoft.resourcegraph/resources",
+                                                  "crossComponentResources": [
+                                                    "{Subscription}"
+                                                  ],
+                                                  "gridSettings": {
+                                                    "formatters": [
+                                                      {
+                                                        "columnMatch": "RoutingMethod",
+                                                        "formatter": 18,
+                                                        "formatOptions": {
+                                                          "thresholdsOptions": "icons",
+                                                          "thresholdsGrid": [
+                                                            {
+                                                              "operator": "Default",
+                                                              "thresholdValue": null,
+                                                              "representation": "info",
+                                                              "text": "Microsoft Network"
+                                                            }
+                                                          ]
+                                                        }
+                                                      },
+                                                      {
+                                                        "columnMatch": "PublicIpId1",
+                                                        "formatter": 5
+                                                      }
+                                                    ]
+                                                  }
+                                                },
+                                                "name": "Query-PIP-DDoSProtection"
+                                              }
+                                            ]
+                                          },
+                                          "conditionalVisibility": {
+                                            "parameterName": "SelectedSubTab",
+                                            "comparison": "isEqualTo",
+                                            "value": "publicIP"
+                                          },
+                                          "name": "PIPGroup"
+                                        },
+                                        {
+                                          "type": 12,
+                                          "content": {
+                                            "version": "NotebookGroup/1.0",
+                                            "groupType": "editable",
+                                            "items": [
+                                              {
+                                                "type": 1,
+                                                "content": {
+                                                  "json": "# Recommendations for Virtual Network Gateways\r\nReview idle Virtual Network Gateways that have no connections defined, as they may represent additional cost.\r\n",
+                                                  "style": "upsell"
+                                                },
+                                                "name": "Recommendations for idle virtualNetworkGateways"
+                                              },
+                                              {
+                                                "type": 3,
+                                                "content": {
+                                                  "version": "KqlItem/1.0",
+                                                  "query": "resources\r\n| where type == \"microsoft.network/virtualnetworkgateways\"\r\n| extend resourceGroup =strcat('/subscriptions/',subscriptionId,'/resourceGroups/',resourceGroup)\r\n| project id, GWName=name,resourceGroup,location,subscriptionId\r\n| join kind = leftouter(\r\n    resources\r\n    | where type == \"microsoft.network/connections\"\r\n    | extend id = tostring(properties.virtualNetworkGateway1.id)\r\n    | project id\r\n    | union (\r\n         resources\r\n         | where type == \"microsoft.network/connections\"\r\n         | extend id = tostring(properties.virtualNetworkGateway2.id)\r\n         | project id\r\n    )\r\n) on id\r\n| where isempty(id1)\r\n| project id, GWName,resourceGroup,location,subscriptionId,status=id",
+                                                  "size": 0,
+                                                  "title": "Idle Virtual Network Gateways",
+                                                  "noDataMessage": "No Idle Virtual Network Gateways found",
+                                                  "noDataMessageStyle": 3,
+                                                  "showExportToExcel": true,
+                                                  "queryType": 1,
+                                                  "resourceType": "microsoft.resourcegraph/resources",
+                                                  "crossComponentResources": [
+                                                    "{Subscription}"
+                                                  ],
+                                                  "gridSettings": {
+                                                    "formatters": [
+                                                      {
+                                                        "columnMatch": "subscriptionId",
+                                                        "formatter": 15,
+                                                        "formatOptions": {
+                                                          "linkTarget": null,
+                                                          "showIcon": true
+                                                        }
+                                                      },
+                                                      {
+                                                        "columnMatch": "status",
+                                                        "formatter": 18,
+                                                        "formatOptions": {
+                                                          "thresholdsOptions": "icons",
+                                                          "thresholdsGrid": [
+                                                            {
+                                                              "operator": "Default",
+                                                              "thresholdValue": null,
+                                                              "representation": "warning",
+                                                              "text": "Error-Connection not configured"
+                                                            }
+                                                          ]
+                                                        }
+                                                      }
+                                                    ],
+                                                    "filter": true,
+                                                    "labelSettings": [
+                                                      {
+                                                        "columnId": "id",
+                                                        "label": "Resource ID"
+                                                      },
+                                                      {
+                                                        "columnId": "GWName",
+                                                        "label": "VPN Gateway Name"
+                                                      },
+                                                      {
+                                                        "columnId": "status",
+                                                        "label": "Is connected?"
+                                                      }
+                                                    ]
+                                                  }
+                                                },
+                                                "name": "query - Idle Virtual Network gateways"
+                                              }
+                                            ]
+                                          },
+                                          "conditionalVisibility": {
+                                            "parameterName": "SelectedSubTab",
+                                            "comparison": "isEqualTo",
+                                            "value": "vpnGw"
+                                          },
+                                          "name": "VPNGW Group"
+                                        },
+                                        {
+                                          "type": 12,
+                                          "content": {
+                                            "version": "NotebookGroup/1.0",
+                                            "groupType": "editable",
+                                            "items": [
+                                              {
+                                                "type": 3,
+                                                "content": {
+                                                  "version": "KqlItem/1.0",
+                                                  "query": "advisorresources\r\n| where type =~ 'microsoft.advisor/recommendations'\r\n| where resourceGroup in ({ResourceGroup})\r\n| where properties.category == 'Cost' and properties.lastUpdated >= ago(1d)\r\n| where properties.impactedField has \"Network\"\r\n| extend AffectedResource=tostring(properties.resourceMetadata.resourceId), Category=properties.category, SubCategory=properties.impactedField, Impact=properties.impact,resourceGroup,subscriptionId,Recommendation=tostring(properties.shortDescription.problem), id, stableId = name, recommendationTypeId = tostring(properties.recommendationTypeId), maxCpuP95 = properties.extendedProperties.MaxCpuP95\r\n| join kind = leftouter\r\n(advisorresources | where type=~'microsoft.advisor/suppressions'\r\n| extend tokens = split(id, '/')\r\n| extend stableId = iff(array_length(tokens) > 3, tokens[(array_length(tokens)-3)], '')\r\n| extend expirationTimeStamp = todatetime(iff(strcmp(tostring(properties.ttl), '-1') == 0, '9999-12-31', properties.expirationTimeStamp))\r\n| where expirationTimeStamp > now()\r\n| project stableId, expirationTimeStamp)\r\non stableId\r\n| where isempty(expirationTimeStamp)\r\n| project AffectedResource=tostring(properties.resourceMetadata.resourceId), Category=properties.category, SubCategory=properties.impactedField, Recommendation=tostring(properties.shortDescription.problem), Impact=properties.impact,resourceGroup,subscriptionId, id, stableId = name, recommendationTypeId = tostring(properties.recommendationTypeId), maxCpuP95 = properties.extendedProperties.MaxCpuP95\r\n| join kind = leftouter\r\n(advisorresources | where type =~ 'microsoft.advisor/configurations' | where isempty(resourceGroup) == true\r\n| project subscriptionId, excludeRecomm = properties.exclude, lowCpuThreshold = properties.lowCpuThreshold, AffectedResource=tostring(properties.resourceMetadata.resourceId),Impact=properties.impact,resourceGroup,AdditionaInfo=properties.extendedProperties,Recommendation=tostring(properties.shortDescription.problem))\r\non subscriptionId\r\n| extend isActive1 = iff(isnull(excludeRecomm), true, tobool(excludeRecomm) == false)\r\n| extend isActive2 = iff(recommendationTypeId == 'e10b1381-5f0a-47ff-8c7b-37bd13d7c974', iff((isnotempty(lowCpuThreshold) and isnotempty(maxCpuP95)), toint(maxCpuP95) < toint(lowCpuThreshold), iff((isempty(maxCpuP95) or toint(maxCpuP95) < 5), true, false)), true)\r\n| where isActive1 == true and isActive2 == true\r\n| join kind = leftouter\r\n(advisorresources | where type =~ 'microsoft.advisor/configurations' | where isnotempty(resourceGroup) == true\r\n| project subscriptionId, resourceGroup, excludeProperty = properties.exclude)\r\non subscriptionId, resourceGroup\r\n| extend isActive3 = iff(isnull(excludeProperty), true, tobool(excludeProperty) == false)\r\n| where isActive3 == true\r\n| where Category == 'Cost' \r\n| where SubCategory has \"Network\"\r\n| project-away subscriptionId1, subscriptionId2, AffectedResource1, isActive2, isActive3, Impact1, Recommendation1, resourceGroup1, resourceGroup2",
+                                                  "size": 0,
+                                                  "title": "Azure Advisor Cost recommendations",
+                                                  "noDataMessage": "You are following all of our cost recommendations for Networking",
+                                                  "noDataMessageStyle": 3,
+                                                  "showExportToExcel": true,
+                                                  "queryType": 1,
+                                                  "resourceType": "microsoft.resourcegraph/resources",
+                                                  "crossComponentResources": [
+                                                    "{Subscription}"
+                                                  ],
+                                                  "gridSettings": {
+                                                    "formatters": [
+                                                      {
+                                                        "columnMatch": "Group",
+                                                        "formatter": 1
+                                                      },
+                                                      {
+                                                        "columnMatch": "subscriptionId",
+                                                        "formatter": 15,
+                                                        "formatOptions": {
+                                                          "linkTarget": null,
+                                                          "showIcon": true
+                                                        }
+                                                      },
+                                                      {
+                                                        "columnMatch": "id",
+                                                        "formatter": 5
+                                                      },
+                                                      {
+                                                        "columnMatch": "stableId",
+                                                        "formatter": 5
+                                                      },
+                                                      {
+                                                        "columnMatch": "recommendationTypeId",
+                                                        "formatter": 5
+                                                      },
+                                                      {
+                                                        "columnMatch": "maxCpuP95",
+                                                        "formatter": 5
+                                                      },
+                                                      {
+                                                        "columnMatch": "excludeRecomm",
+                                                        "formatter": 5
+                                                      },
+                                                      {
+                                                        "columnMatch": "lowCpuThreshold",
+                                                        "formatter": 5
+                                                      },
+                                                      {
+                                                        "columnMatch": "AdditionaInfo",
+                                                        "formatter": 5,
+                                                        "formatOptions": {
+                                                          "customColumnWidthSetting": "19ch"
+                                                        }
+                                                      },
+                                                      {
+                                                        "columnMatch": "isActive1",
+                                                        "formatter": 5
+                                                      },
+                                                      {
+                                                        "columnMatch": "excludeProperty",
+                                                        "formatter": 5
+                                                      }
+                                                    ],
+                                                    "rowLimit": 1000,
+                                                    "filter": true,
+                                                    "hierarchySettings": {
+                                                      "treeType": 1,
+                                                      "groupBy": [
+                                                        "Recommendation"
+                                                      ],
+                                                      "expandTopLevel": true
+                                                    },
+                                                    "labelSettings": [
+                                                      {
+                                                        "columnId": "AffectedResource",
+                                                        "label": "Affected Resource"
+                                                      },
+                                                      {
+                                                        "columnId": "Category",
+                                                        "label": "Recommendation Category"
+                                                      },
+                                                      {
+                                                        "columnId": "SubCategory",
+                                                        "label": "Affected Resource Type"
+                                                      },
+                                                      {
+                                                        "columnId": "Recommendation",
+                                                        "label": "Recommendation"
+                                                      },
+                                                      {
+                                                        "columnId": "Impact",
+                                                        "label": "Impact"
+                                                      },
+                                                      {
+                                                        "columnId": "resourceGroup",
+                                                        "label": "Resource Group"
+                                                      },
+                                                      {
+                                                        "columnId": "subscriptionId",
+                                                        "label": "Subscription ID"
+                                                      }
+                                                    ]
+                                                  }
+                                                },
+                                                "conditionalVisibility": {
+                                                  "parameterName": "isVisible",
+                                                  "comparison": "isEqualTo",
+                                                  "value": "true"
+                                                },
+                                                "name": "Get-AdvisorRecommendations-Networking"
+                                              },
+                                              {
+                                                "type": 3,
+                                                "content": {
+                                                  "version": "KqlItem/1.0",
+                                                  "query": " resources\r\n    | where resourceGroup in ({ResourceGroup})\r\n    | where type has \"Microsoft.Network\"\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend AffectedResource=id,ResourceRG=resourceGroup\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}'])\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct id\r\n    | project id",
+                                                  "size": 0,
+                                                  "queryType": 1,
+                                                  "resourceType": "microsoft.resourcegraph/resources",
+                                                  "crossComponentResources": [
+                                                    "{Subscription}"
+                                                  ]
+                                                },
+                                                "conditionalVisibility": {
+                                                  "parameterName": "isVisible",
+                                                  "comparison": "isEqualTo",
+                                                  "value": "true"
+                                                },
+                                                "name": "query - tags - list all network resources"
+                                              },
+                                              {
+                                                "type": 3,
+                                                "content": {
+                                                  "version": "KqlItem/1.0",
+                                                  "query": "{\"version\":\"Merge/1.0\",\"merges\":[{\"id\":\"d446799d-b1af-4bca-9d72-84ba2d87008d\",\"mergeType\":\"innerunique\",\"leftTable\":\"Get-AdvisorRecommendations-Networking\",\"rightTable\":\"query - tags - list all network resources\",\"leftColumn\":\"AffectedResource\",\"rightColumn\":\"id\"}],\"projectRename\":[{\"originalName\":\"[Get-AdvisorRecommendations-Networking].AffectedResource\",\"mergedName\":\"AffectedResource\",\"fromId\":\"d446799d-b1af-4bca-9d72-84ba2d87008d\"},{\"originalName\":\"[Get-AdvisorRecommendations-Networking].Category\",\"mergedName\":\"Category\",\"fromId\":\"d446799d-b1af-4bca-9d72-84ba2d87008d\"},{\"originalName\":\"[Get-AdvisorRecommendations-Networking].SubCategory\",\"mergedName\":\"SubCategory\",\"fromId\":\"d446799d-b1af-4bca-9d72-84ba2d87008d\"},{\"originalName\":\"[Get-AdvisorRecommendations-Networking].Recommendation\",\"mergedName\":\"Recommendation\",\"fromId\":\"d446799d-b1af-4bca-9d72-84ba2d87008d\"},{\"originalName\":\"[Get-AdvisorRecommendations-Networking].Impact\",\"mergedName\":\"Impact\",\"fromId\":\"d446799d-b1af-4bca-9d72-84ba2d87008d\"},{\"originalName\":\"[Get-AdvisorRecommendations-Networking].resourceGroup\",\"mergedName\":\"resourceGroup\",\"fromId\":\"d446799d-b1af-4bca-9d72-84ba2d87008d\"},{\"originalName\":\"[Get-AdvisorRecommendations-Networking].subscriptionId\",\"mergedName\":\"subscriptionId\",\"fromId\":\"d446799d-b1af-4bca-9d72-84ba2d87008d\"},{\"originalName\":\"[Get-AdvisorRecommendations-Networking].excludeProperty\"},{\"originalName\":\"[Get-AdvisorRecommendations-Networking].isActive1\"},{\"originalName\":\"[Get-AdvisorRecommendations-Networking].AdditionaInfo\"},{\"originalName\":\"[Get-AdvisorRecommendations-Networking].lowCpuThreshold\"},{\"originalName\":\"[Get-AdvisorRecommendations-Networking].excludeRecomm\"},{\"originalName\":\"[Get-AdvisorRecommendations-Networking].maxCpuP95\"},{\"originalName\":\"[Get-AdvisorRecommendations-Networking].recommendationTypeId\"},{\"originalName\":\"[Get-AdvisorRecommendations-Networking].stableId\"},{\"originalName\":\"[query - tags - list all network resources].id\"},{\"originalName\":\"[Get-AdvisorRecommendations-Networking].id\"}]}",
+                                                  "size": 0,
+                                                  "title": "Azure Advisor Cost recommendations",
+                                                  "noDataMessage": "You are following all of our cost recommendations for Networking",
+                                                  "noDataMessageStyle": 3,
+                                                  "showExportToExcel": true,
+                                                  "queryType": 7
+                                                },
+                                                "showPin": false,
+                                                "name": "query - Merge - Network Advisor recommendations"
+                                              }
+                                            ]
+                                          },
+                                          "conditionalVisibility": {
+                                            "parameterName": "SelectedSubTab",
+                                            "comparison": "isEqualTo",
+                                            "value": "advisorNetworking"
+                                          },
+                                          "name": "AdvisorGroupNetworking"
+                                        },
+                                        {
+                                          "type": 12,
+                                          "content": {
+                                            "version": "NotebookGroup/1.0",
+                                            "groupType": "editable",
+                                            "items": [
+                                              {
+                                                "type": 1,
+                                                "content": {
+                                                  "json": "# Recommendations for NAT Gateways\r\nReview idle NAT Gateways that have no subnet defined, as they may represent additional cost.\r\n",
+                                                  "style": "upsell"
+                                                },
+                                                "name": "Recommendations for idle NAT Gateway"
+                                              },
+                                              {
+                                                "type": 3,
+                                                "content": {
+                                                  "version": "KqlItem/1.0",
+                                                  "query": "resources\r\n| where type == \"microsoft.network/natgateways\" and isnull(properties.subnets)\r\n| project id, GWName=name, SKUName=tostring(sku.name), SKUTier=tostring(sku.tier), Location=location ,resourceGroup=tostring(strcat('/subscriptions/',subscriptionId,'/resourceGroups/',resourceGroup)),subnet=tostring(properties.subnet), subscriptionId\r\n| join kind = innerunique(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}'])\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct id\r\n    )\r\n    on id",
+                                                  "size": 0,
+                                                  "title": "Idle NAT Gateways",
+                                                  "noDataMessage": "No idle NAT gateways found",
+                                                  "noDataMessageStyle": 3,
+                                                  "showExportToExcel": true,
+                                                  "queryType": 1,
+                                                  "resourceType": "microsoft.resourcegraph/resources",
+                                                  "crossComponentResources": [
+                                                    "{Subscription}"
+                                                  ],
+                                                  "gridSettings": {
+                                                    "formatters": [
+                                                      {
+                                                        "columnMatch": "subnet",
+                                                        "formatter": 18,
+                                                        "formatOptions": {
+                                                          "thresholdsOptions": "icons",
+                                                          "thresholdsGrid": [
+                                                            {
+                                                              "operator": "Default",
+                                                              "thresholdValue": null,
+                                                              "representation": "warning",
+                                                              "text": "Not associated."
+                                                            }
+                                                          ]
+                                                        }
+                                                      },
+                                                      {
+                                                        "columnMatch": "subscriptionId",
+                                                        "formatter": 15,
+                                                        "formatOptions": {
+                                                          "linkTarget": null,
+                                                          "showIcon": true
+                                                        }
+                                                      },
+                                                      {
+                                                        "columnMatch": "id1",
+                                                        "formatter": 5
+                                                      }
+                                                    ],
+                                                    "filter": true,
+                                                    "labelSettings": [
+                                                      {
+                                                        "columnId": "id",
+                                                        "label": "Resource ID"
+                                                      },
+                                                      {
+                                                        "columnId": "GWName",
+                                                        "label": "NAT Gateway Name"
+                                                      },
+                                                      {
+                                                        "columnId": "SKUName",
+                                                        "label": "SKU Name"
+                                                      },
+                                                      {
+                                                        "columnId": "SKUTier",
+                                                        "label": "SKU Tier"
+                                                      },
+                                                      {
+                                                        "columnId": "Location",
+                                                        "label": "Location"
+                                                      },
+                                                      {
+                                                        "columnId": "resourceGroup",
+                                                        "label": "Resource Group"
+                                                      },
+                                                      {
+                                                        "columnId": "subnet",
+                                                        "label": "Subnet"
+                                                      },
+                                                      {
+                                                        "columnId": "subscriptionId",
+                                                        "label": "Subscription"
+                                                      }
+                                                    ]
+                                                  }
+                                                },
+                                                "name": "query - Idle NAT gateways"
+                                              }
+                                            ]
+                                          },
+                                          "conditionalVisibility": {
+                                            "parameterName": "SelectedSubTab",
+                                            "comparison": "isEqualTo",
+                                            "value": "natgw"
+                                          },
+                                          "name": "NATGW Group"
+                                        },
+                                        {
+                                          "type": 12,
+                                          "content": {
+                                            "version": "NotebookGroup/1.0",
+                                            "groupType": "editable",
+                                            "items": [
+                                              {
+                                                "type": 1,
+                                                "content": {
+                                                  "json": "# Recommendations for Private DNS\r\nReview private DNS without [Virtual Network Links](https://learn.microsoft.com/azure/dns/private-dns-virtual-network-links).\r\n",
+                                                  "style": "upsell"
+                                                },
+                                                "name": "Recommendations for idle private dns"
+                                              },
+                                              {
+                                                "type": 3,
+                                                "content": {
+                                                  "version": "KqlItem/1.0",
+                                                  "query": "resources\r\n| where type == \"microsoft.network/privatednszones\" and properties.numberOfVirtualNetworkLinks == 0\r\n| project id, PrivateDNSName=name, NumberOfRecordSets=tostring(properties.numberOfRecordSets),resourceGroup=tostring(strcat('/subscriptions/',subscriptionId,'/resourceGroups/',resourceGroup)),vNets=tostring(properties.properties.numberOfVirtualNetworkLinks), subscriptionId\r\n| join kind = innerunique(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}'])\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct id\r\n    )\r\n    on id",
+                                                  "size": 0,
+                                                  "title": "Idle private DNS ",
+                                                  "noDataMessage": "No idle private DNS found",
+                                                  "noDataMessageStyle": 3,
+                                                  "showExportToExcel": true,
+                                                  "queryType": 1,
+                                                  "resourceType": "microsoft.resourcegraph/resources",
+                                                  "crossComponentResources": [
+                                                    "{Subscription}"
+                                                  ],
+                                                  "gridSettings": {
+                                                    "formatters": [
+                                                      {
+                                                        "columnMatch": "vNets",
+                                                        "formatter": 18,
+                                                        "formatOptions": {
+                                                          "thresholdsOptions": "icons",
+                                                          "thresholdsGrid": [
+                                                            {
+                                                              "operator": "==",
+                                                              "thresholdValue": "0",
+                                                              "representation": "2",
+                                                              "text": "Not associated to any vNET"
+                                                            },
+                                                            {
+                                                              "operator": "Default",
+                                                              "thresholdValue": null,
+                                                              "representation": "warning",
+                                                              "text": "Not associated to any vNET"
+                                                            }
+                                                          ]
+                                                        }
+                                                      },
+                                                      {
+                                                        "columnMatch": "subscriptionId",
+                                                        "formatter": 15,
+                                                        "formatOptions": {
+                                                          "linkTarget": null,
+                                                          "showIcon": true
+                                                        }
+                                                      },
+                                                      {
+                                                        "columnMatch": "id1",
+                                                        "formatter": 5
+                                                      },
+                                                      {
+                                                        "columnMatch": "subnet",
+                                                        "formatter": 18,
+                                                        "formatOptions": {
+                                                          "thresholdsOptions": "icons",
+                                                          "thresholdsGrid": [
+                                                            {
+                                                              "operator": "Default",
+                                                              "thresholdValue": null,
+                                                              "representation": "warning",
+                                                              "text": "Not associated."
+                                                            }
+                                                          ]
+                                                        }
+                                                      }
+                                                    ],
+                                                    "filter": true,
+                                                    "labelSettings": [
+                                                      {
+                                                        "columnId": "id",
+                                                        "label": "Resource ID"
+                                                      },
+                                                      {
+                                                        "columnId": "PrivateDNSName",
+                                                        "label": "Private DNS name"
+                                                      },
+                                                      {
+                                                        "columnId": "NumberOfRecordSets",
+                                                        "label": "Number of DNS records"
+                                                      },
+                                                      {
+                                                        "columnId": "resourceGroup",
+                                                        "label": "Resource Group"
+                                                      },
+                                                      {
+                                                        "columnId": "vNets",
+                                                        "label": "vNETs associated"
+                                                      },
+                                                      {
+                                                        "columnId": "subscriptionId",
+                                                        "label": "Subscription"
+                                                      }
+                                                    ]
+                                                  }
+                                                },
+                                                "name": "query - Idle private DNS"
+                                              },
+                                              {
+                                                "type": 1,
+                                                "content": {
+                                                  "json": "# Recommendations for Private endpoints\r\nReview [Private Endpoints](https://learn.microsoft.com/azure/private-link/private-endpoint-overview) that are not connected to any resource.",
+                                                  "style": "upsell"
+                                                },
+                                                "name": "Recommendations for idle private endpoints"
+                                              },
+                                              {
+                                                "type": 3,
+                                                "content": {
+                                                  "version": "KqlItem/1.0",
+                                                  "query": "resources\r\n| where type =~ \"microsoft.network/privateendpoints\"\r\n| extend connection = iff(array_length(properties.manualPrivateLinkServiceConnections) > 0, properties.manualPrivateLinkServiceConnections[0], properties.privateLinkServiceConnections[0])\r\n| extend subnetId = properties.subnet.id\r\n| extend subnetIdSplit = split(subnetId, \"/\")\r\n| extend vnetId = strcat_array(array_slice(subnetIdSplit,0,8), \"/\")\r\n| extend serviceId = tostring(connection.properties.privateLinkServiceId)\r\n| extend serviceIdSplit = split(serviceId, \"/\")\r\n| extend serviceName = tostring(serviceIdSplit[8])\r\n| extend serviceTypeEnum = iff(isnotnull(serviceIdSplit[6]), tolower(strcat(serviceIdSplit[6], \"/\", serviceIdSplit[7])), \"microsoft.network/privatelinkservices\")\r\n| extend stateEnum = tostring(connection.properties.privateLinkServiceConnectionState.status)\r\n| extend stateDescription = tostring(connection.properties.privateLinkServiceConnectionState.description)\r\n| extend groupIds = tostring(connection.properties.groupIds[0])\r\n| where stateEnum == \"Disconnected\"\r\n| extend Details = pack_all()\r\n| project id, PrivateDNSName=name, stateEnum, stateDescription, resourceGroup=tostring(strcat('/subscriptions/',subscriptionId,'/resourceGroups/',resourceGroup)),serviceName, serviceTypeEnum, groupIds, vnetId, subnetId,subscriptionId\r\n| join kind = innerunique(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}'])\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct id\r\n    )\r\n    on id",
+                                                  "size": 0,
+                                                  "title": "Idle private endpoints",
+                                                  "noDataMessage": "No idle private endpoints found",
+                                                  "noDataMessageStyle": 3,
+                                                  "showExportToExcel": true,
+                                                  "queryType": 1,
+                                                  "resourceType": "microsoft.resourcegraph/resources",
+                                                  "crossComponentResources": [
+                                                    "{Subscription}"
+                                                  ],
+                                                  "gridSettings": {
+                                                    "formatters": [
+                                                      {
+                                                        "columnMatch": "serviceTypeEnum",
+                                                        "formatter": 16,
+                                                        "formatOptions": {
+                                                          "showIcon": true
+                                                        }
+                                                      },
+                                                      {
+                                                        "columnMatch": "vnetId",
+                                                        "formatter": 13,
+                                                        "formatOptions": {
+                                                          "linkTarget": null,
+                                                          "showIcon": true
+                                                        }
+                                                      },
+                                                      {
+                                                        "columnMatch": "subnetId",
+                                                        "formatter": 13,
+                                                        "formatOptions": {
+                                                          "linkTarget": null,
+                                                          "showIcon": true
+                                                        }
+                                                      },
+                                                      {
+                                                        "columnMatch": "subscriptionId",
+                                                        "formatter": 15,
+                                                        "formatOptions": {
+                                                          "linkTarget": null,
+                                                          "showIcon": true
+                                                        }
+                                                      },
+                                                      {
+                                                        "columnMatch": "id1",
+                                                        "formatter": 5
+                                                      }
+                                                    ],
+                                                    "filter": true,
+                                                    "labelSettings": [
+                                                      {
+                                                        "columnId": "id",
+                                                        "label": "Resource ID"
+                                                      },
+                                                      {
+                                                        "columnId": "PrivateDNSName",
+                                                        "label": "Private Endpoint name"
+                                                      },
+                                                      {
+                                                        "columnId": "stateEnum",
+                                                        "label": "State"
+                                                      },
+                                                      {
+                                                        "columnId": "stateDescription",
+                                                        "label": "State description"
+                                                      },
+                                                      {
+                                                        "columnId": "resourceGroup",
+                                                        "label": "Resource Group"
+                                                      },
+                                                      {
+                                                        "columnId": "serviceName",
+                                                        "label": "Resource Name"
+                                                      },
+                                                      {
+                                                        "columnId": "serviceTypeEnum",
+                                                        "label": "Service Type"
+                                                      },
+                                                      {
+                                                        "columnId": "groupIds",
+                                                        "label": "Resource Sub-type"
+                                                      },
+                                                      {
+                                                        "columnId": "vnetId",
+                                                        "label": "Subnet"
+                                                      },
+                                                      {
+                                                        "columnId": "subnetId",
+                                                        "label": "Subscription"
+                                                      }
+                                                    ]
+                                                  }
+                                                },
+                                                "name": "query - Idle private endpoint"
+                                              }
+                                            ]
+                                          },
+                                          "conditionalVisibility": {
+                                            "parameterName": "SelectedSubTab",
+                                            "comparison": "isEqualTo",
+                                            "value": "privatedns"
+                                          },
+                                          "name": "Private DNS and Private Endpoints Group"
+                                        },
+                                        {
+                                          "type": 12,
+                                          "content": {
+                                            "version": "NotebookGroup/1.0",
+                                            "groupType": "editable",
+                                            "items": [
+                                              {
+                                                "type": 1,
+                                                "content": {
+                                                  "json": "# Recommendations for Azure Firewall\r\n\r\n## Azure Firewall Premium SKU\r\nThis table identifies Azure Firewalls with Premium SKU and evaluates whether the associated policy incorporates premium-only features or not. If a Premium SKU Firewall lacks a policy with premium features, such as TLS or intrusion detection it will be shown here. To learn more about Azure Firewall skus, check this  [SKU comparison table](https://learn.microsoft.com/azure/firewall/choose-firewall-sku). ",
+                                                  "style": "upsell"
+                                                },
+                                                "name": "Recommendations for premium Firewall"
+                                              },
+                                              {
+                                                "type": 3,
+                                                "content": {
+                                                  "version": "KqlItem/1.0",
+                                                  "query": "resources \r\n| where type =~ 'Microsoft.Network/azureFirewalls' and properties.sku.tier==\"Premium\"\r\n| project FWID=id, firewallName = name, SkuTier = tostring(properties.sku.tier), resourceGroup, location\r\n| join kind=inner (\r\n    resources\r\n    | where type =~ 'microsoft.network/firewallpolicies'\r\n    | mv-expand properties.firewalls\r\n    | extend intrusionDetection = tostring(properties.intrusionDetection contains \"Alert\" or properties.intrusionDetection contains \"Deny\"), transportSecurity = tostring(properties.transportSecurity contains \"keyVaultSecretId\")\r\n    | extend FWID=tostring(properties_firewalls.id)\r\n    | where intrusionDetection == \"False\" and transportSecurity == \"False\"\r\n    | project PolicyName = name, PolicySKU=tostring(properties.sku.tier), intrusionDetection, transportSecurity, FWID\r\n) on FWID",
+                                                  "size": 0,
+                                                  "title": "Azure Firewall Premium",
+                                                  "noDataMessage": "No Azure Firewall Premium found",
+                                                  "noDataMessageStyle": 3,
+                                                  "showExportToExcel": true,
+                                                  "queryType": 1,
+                                                  "resourceType": "microsoft.resourcegraph/resources",
+                                                  "crossComponentResources": [
+                                                    "{Subscription}"
+                                                  ],
+                                                  "gridSettings": {
+                                                    "formatters": [
+                                                      {
+                                                        "columnMatch": "firewallName",
+                                                        "formatter": 5
+                                                      },
+                                                      {
+                                                        "columnMatch": "FWID1",
+                                                        "formatter": 5
+                                                      },
+                                                      {
+                                                        "columnMatch": "subscriptionId",
+                                                        "formatter": 15,
+                                                        "formatOptions": {
+                                                          "linkTarget": null,
+                                                          "showIcon": true
+                                                        }
+                                                      },
+                                                      {
+                                                        "columnMatch": "status",
+                                                        "formatter": 18,
+                                                        "formatOptions": {
+                                                          "thresholdsOptions": "icons",
+                                                          "thresholdsGrid": [
+                                                            {
+                                                              "operator": "Default",
+                                                              "thresholdValue": null,
+                                                              "representation": "warning",
+                                                              "text": "Error-Connection not configured"
+                                                            }
+                                                          ]
+                                                        }
+                                                      }
+                                                    ],
+                                                    "filter": true,
+                                                    "labelSettings": [
+                                                      {
+                                                        "columnId": "FWID",
+                                                        "label": "Firewall Name"
+                                                      },
+                                                      {
+                                                        "columnId": "firewallName",
+                                                        "label": "FWName"
+                                                      },
+                                                      {
+                                                        "columnId": "SkuTier",
+                                                        "label": "SKU"
+                                                      },
+                                                      {
+                                                        "columnId": "resourceGroup",
+                                                        "label": "Resource Group"
+                                                      },
+                                                      {
+                                                        "columnId": "location",
+                                                        "label": "Location"
+                                                      },
+                                                      {
+                                                        "columnId": "PolicyName",
+                                                        "label": "Policy Name"
+                                                      },
+                                                      {
+                                                        "columnId": "PolicySKU",
+                                                        "label": "Policy SKU"
+                                                      },
+                                                      {
+                                                        "columnId": "intrusionDetection",
+                                                        "label": "Is Intrusion Detection enabled?"
+                                                      },
+                                                      {
+                                                        "columnId": "transportSecurity",
+                                                        "label": "Is TLS enabled?"
+                                                      }
+                                                    ]
+                                                  }
+                                                },
+                                                "name": "query - Optimize Premium AZ Firewall"
+                                              },
+                                              {
+                                                "type": 1,
+                                                "content": {
+                                                  "json": "## Avoid multiple Firewall instances in the same region\r\nOptimize the use of Azure Firewall by having a central instance of Azure Firewall in the hub virtual network or Virtual WAN secure hub and share the same firewall across many spoke virtual networks that are connected to the same hub from the same region. Ensure there's no unexpected cross-region traffic as part of the hub-spoke topology nor multiple Azure firewall instances deployed to the same region. To learn more about Azure Firewall design principles, check [Azure Well-Architected Framework review - Azure Firewall](https://learn.microsoft.com/azure/well-architected/service-guides/azure-firewall#cost-optimization).",
+                                                  "style": "upsell"
+                                                },
+                                                "name": "text - 3"
+                                              },
+                                              {
+                                                "type": 3,
+                                                "content": {
+                                                  "version": "KqlItem/1.0",
+                                                  "query": "resources \r\n| where type =~ 'Microsoft.Network/azureFirewalls'\r\n| mv-expand properties.ipConfigurations\r\n| project FWID=id, firewallName = name, SkuTier = tostring(properties.sku.tier), FWRG=resourceGroup, FWLocation=location, SubnetID=tostring(properties_ipConfigurations.properties.subnet.id)\r\n| join  (\r\nresources\r\n| where type =~ 'Microsoft.Network/virtualNetworks' \r\n| mv-expand properties.subnets\r\n| where properties_subnets.id has 'AzureFirewallSubnet'\r\n| extend  SubnetID=tostring(properties_subnets.id), SubnetName=name, SubnetLocation=location, SubnetRG=resourceGroup) on SubnetID\r\n| project FWID, FWRG,FWLocation, SubnetID,SubnetName, SubnetRG, SubnetLocation\r\n",
+                                                  "size": 0,
+                                                  "title": "Azure Firewall per location",
+                                                  "noDataMessage": "No Firewall deployed",
+                                                  "noDataMessageStyle": 3,
+                                                  "showExportToExcel": true,
+                                                  "queryType": 1,
+                                                  "resourceType": "microsoft.resourcegraph/resources",
+                                                  "crossComponentResources": [
+                                                    "{Subscription}"
+                                                  ],
+                                                  "gridSettings": {
+                                                    "formatters": [
+                                                      {
+                                                        "columnMatch": "SubnetName",
+                                                        "formatter": 5
+                                                      },
+                                                      {
+                                                        "columnMatch": "firewallName",
+                                                        "formatter": 5
+                                                      },
+                                                      {
+                                                        "columnMatch": "FWID1",
+                                                        "formatter": 5
+                                                      },
+                                                      {
+                                                        "columnMatch": "subscriptionId",
+                                                        "formatter": 15,
+                                                        "formatOptions": {
+                                                          "linkTarget": null,
+                                                          "showIcon": true
+                                                        }
+                                                      },
+                                                      {
+                                                        "columnMatch": "status",
+                                                        "formatter": 18,
+                                                        "formatOptions": {
+                                                          "thresholdsOptions": "icons",
+                                                          "thresholdsGrid": [
+                                                            {
+                                                              "operator": "Default",
+                                                              "thresholdValue": null,
+                                                              "representation": "warning",
+                                                              "text": "Error-Connection not configured"
+                                                            }
+                                                          ]
+                                                        }
+                                                      }
+                                                    ],
+                                                    "filter": true,
+                                                    "labelSettings": [
+                                                      {
+                                                        "columnId": "FWID",
+                                                        "label": "Firewall Name"
+                                                      },
+                                                      {
+                                                        "columnId": "FWRG",
+                                                        "label": "Firewall Resource Group"
+                                                      },
+                                                      {
+                                                        "columnId": "FWLocation",
+                                                        "label": "Firewall Location"
+                                                      },
+                                                      {
+                                                        "columnId": "SubnetID",
+                                                        "label": "Vnet / Subnet Name"
+                                                      },
+                                                      {
+                                                        "columnId": "SubnetName",
+                                                        "label": "Subnet extended Name"
+                                                      },
+                                                      {
+                                                        "columnId": "SubnetRG",
+                                                        "label": "Subnet Resource Group"
+                                                      },
+                                                      {
+                                                        "columnId": "SubnetLocation",
+                                                        "label": "Subnet Location"
+                                                      }
+                                                    ]
+                                                  }
+                                                },
+                                                "name": "query - Firewall per Location"
+                                              }
+                                            ]
+                                          },
+                                          "conditionalVisibility": {
+                                            "parameterName": "SelectedSubTab",
+                                            "comparison": "isEqualTo",
+                                            "value": "firewall"
+                                          },
+                                          "name": "Firewall Group"
+                                        },
+                                        {
+                                          "type": 12,
+                                          "content": {
+                                            "version": "NotebookGroup/1.0",
+                                            "groupType": "editable",
+                                            "items": [
+                                              {
+                                                "type": 1,
+                                                "content": {
+                                                  "json": "# Recommendations for ExpressRoute\r\n\r\nReview idle ExpressRoute circuits that has not been provisioned (service provider has not completed provisioning or has deprovisioned), as they may represent additional cost.",
+                                                  "style": "upsell"
+                                                },
+                                                "name": "Recommendations for ExpressRoute"
+                                              },
+                                              {
+                                                "type": 3,
+                                                "content": {
+                                                  "version": "KqlItem/1.0",
+                                                  "query": "resources\r\n| where type =~ 'Microsoft.Network/expressRouteCircuits' and properties.serviceProviderProvisioningState == \"NotProvisioned\"\r\n| extend ServiceLocation=tostring(properties.serviceProviderProperties.peeringLocation), ServiceProvider=tostring(properties.serviceProviderProperties.serviceProviderName), BandwidthInMbps=tostring(properties.serviceProviderProperties.bandwidthInMbps)\r\n| project   ERId=id,ERName = name, ERRG = resourceGroup, SKUName=tostring(sku.name), SKUTier=tostring(sku.tier), SKUFamily=tostring(sku.family), ERLocation = location, ServiceLocation, ServiceProvider, BandwidthInMbps\r\n| join kind = innerunique(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}'])\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | extend ERId=id\r\n    | distinct ERId\r\n    )\r\n    on ERId\r\n\r\n",
+                                                  "size": 0,
+                                                  "title": "Idle ExpressRoute circuits",
+                                                  "noDataMessage": "No idle ExpressRoute circuits found",
+                                                  "noDataMessageStyle": 3,
+                                                  "showExportToExcel": true,
+                                                  "queryType": 1,
+                                                  "resourceType": "microsoft.resourcegraph/resources",
+                                                  "crossComponentResources": [
+                                                    "{Subscription}"
+                                                  ],
+                                                  "gridSettings": {
+                                                    "formatters": [
+                                                      {
+                                                        "columnMatch": "ERId1",
+                                                        "formatter": 5
+                                                      }
+                                                    ],
+                                                    "labelSettings": [
+                                                      {
+                                                        "columnId": "ERId",
+                                                        "label": "ExpressRoute ID"
+                                                      },
+                                                      {
+                                                        "columnId": "ERName",
+                                                        "label": "ER Name"
+                                                      },
+                                                      {
+                                                        "columnId": "ERRG",
+                                                        "label": "Resource Group"
+                                                      },
+                                                      {
+                                                        "columnId": "SKUName",
+                                                        "label": "SKU Name"
+                                                      },
+                                                      {
+                                                        "columnId": "SKUTier",
+                                                        "label": "SKU Tier"
+                                                      },
+                                                      {
+                                                        "columnId": "SKUFamily",
+                                                        "label": "SKU Family"
+                                                      },
+                                                      {
+                                                        "columnId": "ERLocation",
+                                                        "label": "Location"
+                                                      },
+                                                      {
+                                                        "columnId": "ServiceLocation",
+                                                        "label": "Service Location"
+                                                      },
+                                                      {
+                                                        "columnId": "ServiceProvider",
+                                                        "label": "Service Provider"
+                                                      },
+                                                      {
+                                                        "columnId": "BandwidthInMbps",
+                                                        "label": "Bandwidth in Mbps"
+                                                      }
+                                                    ]
+                                                  }
+                                                },
+                                                "name": "Idle ExpressRoute circuits"
+                                              }
+                                            ]
+                                          },
+                                          "conditionalVisibility": {
+                                            "parameterName": "SelectedSubTab",
+                                            "comparison": "isEqualTo",
+                                            "value": "ER"
+                                          },
+                                          "name": "ExpressRoute Group"
+                                        }
+                                      ]
+                                    },
+                                    "name": "networking - Subscription"
+                                  }
+                                ]
+                              },
+                              "name": "group - 0"
+                            }
+                          ]
+                        },
+                        "conditionalVisibilities": [
+                          {
+                            "parameterName": "SelectedTab",
+                            "comparison": "isEqualTo",
+                            "value": "UsageOptimization"
+                          },
+                          {
+                            "parameterName": "SelectedRateOptimizationTab",
+                            "comparison": "isEqualTo",
+                            "value": "Networking"
+                          }
+                        ],
+                        "name": "NetworkingGroup",
+                        "styleSettings": {
+                          "showBorder": true
+                        }
+                      },
+                      {
+                        "type": 12,
+                        "content": {
+                          "version": "NotebookGroup/1.0",
+                          "groupType": "template",
+                          "title": "Storage cost optimization recommendations",
+                          "loadFromTemplateId": "",
+                          "items": [
+                            {
+                              "type": 9,
+                              "content": {
+                                "version": "KqlParameterItem/1.0",
+                                "crossComponentResources": [
+                                  "{Subscription}"
+                                ],
+                                "parameters": [
+                                  {
+                                    "id": "37ceb1c3-3930-4689-a90b-22f26e42bd81",
+                                    "version": "KqlParameterItem/1.0",
+                                    "name": "Subscription",
+                                    "type": 6,
+                                    "isRequired": true,
+                                    "multiSelect": true,
+                                    "quote": "'",
+                                    "delimiter": ",",
+                                    "typeSettings": {
+                                      "additionalResourceOptions": [
+                                        "value::all"
+                                      ],
+                                      "includeAll": false,
+                                      "showDefault": false
+                                    },
+                                    "timeContext": {
+                                      "durationMs": 86400000
+                                    },
+                                    "defaultValue": "value::all",
+                                    "label": " Subscription"
+                                  },
+                                  {
+                                    "id": "08f5fe68-c2e3-4882-9300-b3e33f572dfe",
+                                    "version": "KqlParameterItem/1.0",
+                                    "name": "ResourceGroup",
+                                    "label": "Resource Group",
+                                    "type": 2,
+                                    "isRequired": true,
+                                    "multiSelect": true,
+                                    "quote": "'",
+                                    "delimiter": ",",
+                                    "query": "resources\r\n| distinct resourceGroup",
+                                    "crossComponentResources": [
+                                      "{Subscription}"
+                                    ],
+                                    "typeSettings": {
+                                      "additionalResourceOptions": [
+                                        "value::all"
+                                      ],
+                                      "showDefault": false
+                                    },
+                                    "defaultValue": "value::all",
+                                    "queryType": 1,
+                                    "resourceType": "microsoft.resourcegraph/resources"
+                                  },
+                                  {
+                                    "id": "4fea3013-df84-4930-a453-8a6bd0375130",
+                                    "version": "KqlParameterItem/1.0",
+                                    "name": "SingleSubHidden",
+                                    "type": 1,
+                                    "isRequired": true,
+                                    "query": "resourcecontainers\r\n| where type==\"microsoft.resources/subscriptions\"\r\n| take 1\r\n| project subscriptionId",
+                                    "crossComponentResources": [
+                                      "{Subscription}"
+                                    ],
+                                    "isHiddenWhenLocked": true,
+                                    "queryType": 1,
+                                    "resourceType": "microsoft.resourcegraph/resources",
+                                    "label": "Hidden Subscription"
+                                  },
+                                  {
+                                    "id": "8412f39d-ee67-4979-b887-47463b8848c2",
+                                    "version": "KqlParameterItem/1.0",
+                                    "name": "TagName",
+                                    "type": 2,
+                                    "query": "Resources\r\n| where tags != '' and tags != '[]'\r\n| mvexpand tags\r\n| extend tagName = tostring(bag_keys(tags)[0])\r\n| distinct tagName\r\n| sort by tagName asc",
+                                    "crossComponentResources": [
+                                      "{Subscription}"
+                                    ],
+                                    "typeSettings": {
+                                      "additionalResourceOptions": []
+                                    },
+                                    "queryType": 1,
+                                    "resourceType": "microsoft.resourcegraph/resources",
+                                    "value": null,
+                                    "label": "Tag Name"
+                                  },
+                                  {
+                                    "id": "50c68f38-13a0-4aff-a259-4426c83b7cc0",
+                                    "version": "KqlParameterItem/1.0",
+                                    "name": "TagValue",
+                                    "type": 2,
+                                    "query": "Resources\r\n| mvexpand tags\r\n| extend tagName = tostring(bag_keys(tags)[0])\r\n| extend tagValue = tostring(tags[tagName])\r\n| where tags != '' and tags != '[]' and tostring(bag_keys(tags)[0]) == '{TagName}'\r\n| distinct tagValue\r\n| sort by tagValue asc",
+                                    "crossComponentResources": [
+                                      "{Subscription}"
+                                    ],
+                                    "typeSettings": {
+                                      "additionalResourceOptions": []
+                                    },
+                                    "queryType": 1,
+                                    "resourceType": "microsoft.resourcegraph/resources",
+                                    "value": null,
+                                    "label": "Tag Value"
+                                  }
+                                ],
+                                "style": "pills",
+                                "queryType": 1,
+                                "resourceType": "microsoft.resourcegraph/resources"
+                              },
+                              "customWidth": "75",
+                              "conditionalVisibilities": [
+                                {
+                                  "parameterName": "SelectedTab",
+                                  "comparison": "isNotEqualTo",
+                                  "value": "CostInformation"
+                                },
+                                {
+                                  "parameterName": "SelectedTab",
+                                  "comparison": "isNotEqualTo",
+                                  "value": "Welcome"
+                                }
+                              ],
+                              "name": "parameters - Filters"
+                            },
+                            {
+                              "type": 9,
+                              "content": {
+                                "version": "KqlParameterItem/1.0",
+                                "crossComponentResources": [
+                                  "{Subscription}"
+                                ],
+                                "parameters": [
+                                  {
+                                    "id": "eae8a0d2-14e6-4cd1-a2d2-fd6b207cf517",
+                                    "version": "KqlParameterItem/1.0",
+                                    "name": "Location",
+                                    "type": 2,
+                                    "query": "Resources\r\n| where type =~ 'Microsoft.Compute/virtualMachines'\r\n| project name, location\r\n| summarize count () by location\r\n| project location",
+                                    "crossComponentResources": [
+                                      "{Subscription}"
+                                    ],
+                                    "typeSettings": {
+                                      "additionalResourceOptions": [
+                                        "value::1"
+                                      ]
+                                    },
+                                    "timeContext": {
+                                      "durationMs": 86400000
+                                    },
+                                    "defaultValue": "value::1",
+                                    "queryType": 1,
+                                    "resourceType": "microsoft.resourcegraph/resources",
+                                    "label": "Resource Location"
+                                  }
+                                ],
+                                "style": "pills",
+                                "queryType": 1,
+                                "resourceType": "microsoft.resourcegraph/resources"
+                              },
+                              "customWidth": "25",
+                              "conditionalVisibility": {
+                                "parameterName": "SelectedTab",
+                                "comparison": "isEqualTo",
+                                "value": "AHB"
+                              },
+                              "name": "parameters - location"
+                            },
+                            {
+                              "type": 12,
+                              "content": {
+                                "version": "NotebookGroup/1.0",
+                                "groupType": "editable",
+                                "items": [
+                                  {
+                                    "type": 9,
+                                    "content": {
+                                      "version": "KqlParameterItem/1.0",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ],
+                                      "parameters": [
+                                        {
+                                          "id": "eae8a0d2-14e6-4cd1-a2d2-fd6b207cf517",
+                                          "version": "KqlParameterItem/1.0",
+                                          "name": "Location",
+                                          "type": 2,
+                                          "query": "Resources\r\n| where type =~ 'Microsoft.Compute/virtualMachines'\r\n| project name, location\r\n| summarize count () by location\r\n| project location",
+                                          "crossComponentResources": [
+                                            "{Subscription}"
+                                          ],
+                                          "typeSettings": {
+                                            "additionalResourceOptions": [
+                                              "value::1"
+                                            ]
+                                          },
+                                          "timeContext": {
+                                            "durationMs": 86400000
+                                          },
+                                          "defaultValue": "value::1",
+                                          "queryType": 1,
+                                          "resourceType": "microsoft.resourcegraph/resources",
+                                          "label": "Resource Location"
+                                        }
+                                      ],
+                                      "style": "pills",
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources"
+                                    },
+                                    "customWidth": "25",
+                                    "conditionalVisibility": {
+                                      "parameterName": "SelectedTab",
+                                      "comparison": "isEqualTo",
+                                      "value": "AHB"
+                                    },
+                                    "name": "parameters - location"
+                                  },
+                                  {
+                                    "type": 11,
+                                    "content": {
+                                      "version": "LinkItem/1.0",
+                                      "style": "tabs",
+                                      "links": [
+                                        {
+                                          "id": "0211f413-9f36-4750-9ef2-d382ba30ba6c",
+                                          "cellValue": "SelectedSubTab",
+                                          "linkTarget": "parameter",
+                                          "linkLabel": "Storage Accounts",
+                                          "subTarget": "Storage",
+                                          "preText": "VM",
+                                          "style": "link"
+                                        },
+                                        {
+                                          "id": "dbe9a7fb-6ab1-4de1-a98b-4ec8a9af906c",
+                                          "cellValue": "SelectedSubTab",
+                                          "linkTarget": "parameter",
+                                          "linkLabel": "Managed Disks",
+                                          "subTarget": "Disks",
+                                          "style": "link"
+                                        },
+                                        {
+                                          "id": "86ff248b-1ce4-4194-8cd4-b1e0a9956b5d",
+                                          "cellValue": "SelectedSubTab",
+                                          "linkTarget": "parameter",
+                                          "linkLabel": "Backup",
+                                          "subTarget": "Backup",
+                                          "style": "link"
+                                        },
+                                        {
+                                          "id": "6d563f46-7150-458c-9ee4-0558abe8e29b",
+                                          "cellValue": "SelectedSubTab",
+                                          "linkTarget": "parameter",
+                                          "linkLabel": "Advisor recommendations",
+                                          "subTarget": "advisorStorage",
+                                          "style": "link"
+                                        }
+                                      ]
+                                    },
+                                    "name": "links - Storage"
+                                  },
+                                  {
+                                    "type": 12,
+                                    "content": {
+                                      "version": "NotebookGroup/1.0",
+                                      "groupType": "editable",
+                                      "items": [
+                                        {
+                                          "type": 1,
+                                          "content": {
+                                            "json": "## Idle backups\r\n\r\nReview protected items backup activity to determine if there are items that have not been backed up in the last 90 days. This could either mean that the underlying resource that's being backed up doesn't exist anymore or there's some issue with the resource that's preventing backups from being taken reliably.\r\n",
+                                            "style": "upsell"
+                                          },
+                                          "name": "text - idleBackup"
+                                        },
+                                        {
+                                          "type": 3,
+                                          "content": {
+                                            "version": "KqlItem/1.0",
+                                            "query": "recoveryservicesresources\r\n| where type =~ 'microsoft.recoveryservices/vaults/backupfabrics/protectioncontainers/protecteditems'\r\n| extend vaultId = tostring(properties.vaultId),resourceId = tostring(properties.sourceResourceId),idleBackup= datetime_diff('day', now(), todatetime(properties.lastBackupTime)) > 90, resourceType=tostring(properties.workloadType), protectionState=tostring(properties.protectionState),lastBackupTime=tostring(properties.lastBackupTime), resourceGroup=strcat('/subscriptions/',subscriptionId,'/resourceGroups/',resourceGroup),lastBackupDate=todatetime(properties.lastBackupTime)\r\n| where idleBackup != 0\r\n| project resourceId,vaultId,idleBackup,lastBackupDate,resourceType,protectionState,lastBackupTime,location,resourceGroup,subscriptionId\r\n| join kind = inner(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}'])\r\n    | extend vaultId = id\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | project vaultId\r\n    )\r\n    on vaultId\r\n    | project-away vaultId1",
+                                            "size": 0,
+                                            "title": "Idle backups",
+                                            "showExportToExcel": true,
+                                            "queryType": 1,
+                                            "resourceType": "microsoft.resourcegraph/resources",
+                                            "crossComponentResources": [
+                                              "{Subscription}"
+                                            ],
+                                            "gridSettings": {
+                                              "formatters": [
+                                                {
+                                                  "columnMatch": "idleBackup",
+                                                  "formatter": 18,
+                                                  "formatOptions": {
+                                                    "thresholdsOptions": "icons",
+                                                    "thresholdsGrid": [
+                                                      {
+                                                        "operator": ">",
+                                                        "thresholdValue": "0",
+                                                        "representation": "2",
+                                                        "text": "No backup in the last 90 days"
+                                                      },
+                                                      {
+                                                        "operator": "Default",
+                                                        "thresholdValue": null,
+                                                        "representation": "success",
+                                                        "text": ""
+                                                      }
+                                                    ]
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "resourceGroup",
+                                                  "formatter": 14,
+                                                  "formatOptions": {
+                                                    "linkTarget": null,
+                                                    "showIcon": true
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "subscriptionId",
+                                                  "formatter": 15,
+                                                  "formatOptions": {
+                                                    "linkTarget": null,
+                                                    "showIcon": true
+                                                  }
+                                                }
+                                              ],
+                                              "labelSettings": [
+                                                {
+                                                  "columnId": "resourceId",
+                                                  "label": "Resource ID"
+                                                },
+                                                {
+                                                  "columnId": "idleBackup",
+                                                  "label": "Backup activity"
+                                                },
+                                                {
+                                                  "columnId": "lastBackupDate",
+                                                  "label": "Last backup date"
+                                                },
+                                                {
+                                                  "columnId": "resourceType",
+                                                  "label": "Resource type"
+                                                },
+                                                {
+                                                  "columnId": "protectionState",
+                                                  "label": "Protection state"
+                                                },
+                                                {
+                                                  "columnId": "lastBackupTime",
+                                                  "label": "Last backup time"
+                                                },
+                                                {
+                                                  "columnId": "location",
+                                                  "label": "Location"
+                                                },
+                                                {
+                                                  "columnId": "resourceGroup",
+                                                  "label": "Resource group"
+                                                },
+                                                {
+                                                  "columnId": "subscriptionId",
+                                                  "label": "Subscription ID"
+                                                }
+                                              ]
+                                            },
+                                            "sortBy": []
+                                          },
+                                          "name": "query - idleBackups"
+                                        },
+                                        {
+                                          "type": 1,
+                                          "content": {
+                                            "json": "## Backup storage redundancy settings\r\n\r\nBy default, when you configure backup for resources, geo-redundant storage (GRS) replication is applied to these backups. While this is the recommended storage replication option as it creates more redundancy for your critical data, you can choose to protect items using locally-redundant storage (LRS) if that meets your backup availability needs for dev-test workloads. Using LRS instead of GRS halves the cost of your backup storage. \r\n\r\n🖱️Click on each vault to see the configured storage replication\r\n",
+                                            "style": "upsell"
+                                          },
+                                          "name": "text - backupReplication"
+                                        },
+                                        {
+                                          "type": 3,
+                                          "content": {
+                                            "version": "KqlItem/1.0",
+                                            "query": "Resources\r\n| where type == 'microsoft.recoveryservices/vaults'\r\n| where resourceGroup in ({ResourceGroup})\r\n| extend skuTier = tostring(sku['tier']), skuName = tostring(sku['name']), resourceGroup=strcat('/subscriptions/',subscriptionId,'/resourceGroups/',resourceGroup),redundancySettings = tostring(properties.redundancySettings['standardTierStorageRedundancy'])\r\n| order by id asc\r\n| project id,redundancySettings, resourceGroup, location,subscriptionId, skuTier, skuName\r\n| join kind = innerunique (\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}'])\r\n    | extend vaultId = id\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | project id\r\n)\r\non id\r\n| project-away id1\r\n",
+                                            "size": 0,
+                                            "title": "Recovery vaults storage replication ",
+                                            "exportedParameters": [
+                                              {
+                                                "fieldName": "RGVault",
+                                                "parameterName": "resourceGroupVault",
+                                                "parameterType": 1
+                                              },
+                                              {
+                                                "fieldName": "subscriptionId",
+                                                "parameterName": "subscriptionId",
+                                                "parameterType": 1
+                                              },
+                                              {
+                                                "fieldName": "name",
+                                                "parameterName": "vaultName",
+                                                "parameterType": 1
+                                              }
+                                            ],
+                                            "queryType": 1,
+                                            "resourceType": "microsoft.resourcegraph/resources",
+                                            "crossComponentResources": [
+                                              "{Subscription}"
+                                            ],
+                                            "gridSettings": {
+                                              "formatters": [
+                                                {
+                                                  "columnMatch": "redundancySettings",
+                                                  "formatter": 18,
+                                                  "formatOptions": {
+                                                    "thresholdsOptions": "icons",
+                                                    "thresholdsGrid": [
+                                                      {
+                                                        "operator": "==",
+                                                        "thresholdValue": "GeoRedundant",
+                                                        "representation": "Globe",
+                                                        "text": "{0}{1}"
+                                                      },
+                                                      {
+                                                        "operator": "Default",
+                                                        "thresholdValue": null,
+                                                        "representation": "ResourceFlat",
+                                                        "text": "{0}{1}"
+                                                      }
+                                                    ]
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "subscriptionId",
+                                                  "formatter": 15,
+                                                  "formatOptions": {
+                                                    "linkTarget": null,
+                                                    "showIcon": true
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "RGVault",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "name",
+                                                  "formatter": 5
+                                                }
+                                              ]
+                                            }
+                                          },
+                                          "name": "query - backupStorageReplication"
+                                        }
+                                      ]
+                                    },
+                                    "conditionalVisibility": {
+                                      "parameterName": "SelectedSubTab",
+                                      "comparison": "isEqualTo",
+                                      "value": "Backup"
+                                    },
+                                    "name": "group - Backup"
+                                  },
+                                  {
+                                    "type": 12,
+                                    "content": {
+                                      "version": "NotebookGroup/1.0",
+                                      "groupType": "editable",
+                                      "items": [
+                                        {
+                                          "type": 1,
+                                          "content": {
+                                            "json": "# Storage accounts\r\nGeneral-purpose v2 storage accounts support the latest Azure Storage features and incorporate all of the functionality of general-purpose v1 and Blob storage accounts. General-purpose v2 accounts are recommended for most storage scenarios.\r\n\r\n1. General-purpose v2 accounts deliver the lowest per-gigabyte capacity prices for Azure Storage, as well as industry-competitive transaction prices.\r\n2. General-purpose v2 accounts support default account access tiers of hot or cool and blob level tiering between hot, cool, or archive.\r\n3. General-purpose v2 accounts allows you to also use lifecycle management to optimize your storage cost",
+                                            "style": "upsell"
+                                          },
+                                          "name": "Storage accounts"
+                                        },
+                                        {
+                                          "type": 3,
+                                          "content": {
+                                            "version": "KqlItem/1.0",
+                                            "query": "resources \r\n| where type =~ 'Microsoft.Storage/StorageAccounts' and kind !='StorageV2' and kind !='FileStorage' and kind != 'BlockBlobStorage'\r\n| where resourceGroup in ({ResourceGroup})\r\n| extend StorageAccountName=name, SAKind=kind,AccessTier=tostring(properties.accessTier),SKUName=sku.name, SKUTier=sku.tier, Location=location\r\n| order by id asc\r\n| project id,StorageAccountName, SKUName, SKUTier, SAKind,AccessTier, resourceGroup, Location, subscriptionId\r\n| join kind = innerunique(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}'])\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct id\r\n    )\r\n    on id",
+                                            "size": 0,
+                                            "title": "Storage accounts which are not v2",
+                                            "noDataMessage": "All storage accounts are General-purpose v2",
+                                            "noDataMessageStyle": 3,
+                                            "showExportToExcel": true,
+                                            "queryType": 1,
+                                            "resourceType": "microsoft.resourcegraph/resources",
+                                            "crossComponentResources": [
+                                              "{Subscription}"
+                                            ],
+                                            "gridSettings": {
+                                              "formatters": [
+                                                {
+                                                  "columnMatch": "SKUName",
+                                                  "formatter": 1
+                                                },
+                                                {
+                                                  "columnMatch": "SKUTier",
+                                                  "formatter": 1
+                                                },
+                                                {
+                                                  "columnMatch": "SAKind",
+                                                  "formatter": 1
+                                                },
+                                                {
+                                                  "columnMatch": "AccessTier",
+                                                  "formatter": 1
+                                                },
+                                                {
+                                                  "columnMatch": "subscriptionId",
+                                                  "formatter": 15,
+                                                  "formatOptions": {
+                                                    "linkTarget": null,
+                                                    "showIcon": true
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "id1",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "storageaccount",
+                                                  "formatter": 13,
+                                                  "formatOptions": {
+                                                    "linkTarget": "Resource",
+                                                    "subTarget": "insights",
+                                                    "linkIsContextBlade": true,
+                                                    "showIcon": true
+                                                  }
+                                                }
+                                              ],
+                                              "sortBy": [
+                                                {
+                                                  "itemKey": "$gen_link_id_0",
+                                                  "sortOrder": 1
+                                                }
+                                              ],
+                                              "labelSettings": [
+                                                {
+                                                  "columnId": "id",
+                                                  "label": "Resource ID"
+                                                },
+                                                {
+                                                  "columnId": "StorageAccountName",
+                                                  "label": "Name"
+                                                },
+                                                {
+                                                  "columnId": "SKUName",
+                                                  "label": "SKU"
+                                                },
+                                                {
+                                                  "columnId": "SKUTier",
+                                                  "label": "SKU Tier"
+                                                },
+                                                {
+                                                  "columnId": "SAKind",
+                                                  "label": "Kind"
+                                                },
+                                                {
+                                                  "columnId": "AccessTier",
+                                                  "label": "Access Tier"
+                                                },
+                                                {
+                                                  "columnId": "resourceGroup",
+                                                  "label": "Resource Group"
+                                                },
+                                                {
+                                                  "columnId": "Location",
+                                                  "label": "Location"
+                                                },
+                                                {
+                                                  "columnId": "subscriptionId",
+                                                  "label": "Subscription Name"
+                                                }
+                                              ]
+                                            },
+                                            "sortBy": [
+                                              {
+                                                "itemKey": "$gen_link_id_0",
+                                                "sortOrder": 1
+                                              }
+                                            ]
+                                          },
+                                          "name": "Get-Storagev1"
+                                        }
+                                      ]
+                                    },
+                                    "conditionalVisibility": {
+                                      "parameterName": "SelectedSubTab",
+                                      "comparison": "isEqualTo",
+                                      "value": "Storage"
+                                    },
+                                    "name": "group - StorageAccount"
+                                  },
+                                  {
+                                    "type": 12,
+                                    "content": {
+                                      "version": "NotebookGroup/1.0",
+                                      "groupType": "editable",
+                                      "items": [
+                                        {
+                                          "type": 1,
+                                          "content": {
+                                            "json": "## Unattached Managed Disks\r\n\r\nReview Managed Disks that are not attached to any Virtual machine.\r\n\r\n## Last Modified Date\r\nClick on a cell in the specified row to view the last modified date. This may help identify when the disk became idle.\r\n\r\n",
+                                            "style": "upsell"
+                                          },
+                                          "name": "text - 3"
+                                        },
+                                        {
+                                          "type": 12,
+                                          "content": {
+                                            "version": "NotebookGroup/1.0",
+                                            "groupType": "editable",
+                                            "items": [
+                                              {
+                                                "type": 3,
+                                                "content": {
+                                                  "version": "KqlItem/1.0",
+                                                  "query": "resources \r\n| where type =~ 'microsoft.compute/disks' and managedBy == \"\"\r\n| extend diskState = tostring(properties.diskState)\r\n| where (tags !contains \"kubernetes.io-created-for-pvc\") and tags !contains \"ASR-ReplicaDisk\" and tags !contains \"asrseeddisk\" and tags !contains \"RSVaultBackup\"\r\n| where (managedBy == \"\" and diskState != 'ActiveSAS')\r\nor (diskState == 'Unattached' and diskState != 'ActiveSAS')\r\n| extend DiskId=id, DiskIDfull=id, DiskName=name, SKUName=sku.name, SKUTier=sku.tier, DiskSizeGB=tostring(properties.diskSizeGB), Location=location, TimeCreated=tostring(properties.timeCreated), QuickFix=id, SubId=subscriptionId\r\n| order by DiskId asc \r\n| project DiskId,DiskIDfull, DiskName, DiskSizeGB, SKUName, SKUTier, resourceGroup, QuickFix, Location, TimeCreated, subscriptionId,SubId\r\n| join kind = innerunique(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}'])\r\n    | extend DiskId = id\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct DiskId\r\n    )\r\n    on DiskId",
+                                                  "size": 0,
+                                                  "title": "Unattached disks",
+                                                  "noDataMessage": "There aren't any unattached disks!",
+                                                  "noDataMessageStyle": 3,
+                                                  "exportedParameters": [
+                                                    {
+                                                      "fieldName": "DiskIDfull",
+                                                      "parameterName": "DiskID"
+                                                    },
+                                                    {
+                                                      "fieldName": "DiskName",
+                                                      "parameterName": "DiskName",
+                                                      "parameterType": 1
+                                                    },
+                                                    {
+                                                      "fieldName": "resourceGroup",
+                                                      "parameterName": "ResourceGroup",
+                                                      "parameterType": 1
+                                                    },
+                                                    {
+                                                      "fieldName": "SubId",
+                                                      "parameterName": "subscriptionId",
+                                                      "parameterType": 1
+                                                    }
+                                                  ],
+                                                  "showExportToExcel": true,
+                                                  "queryType": 1,
+                                                  "resourceType": "microsoft.resourcegraph/resources",
+                                                  "crossComponentResources": [
+                                                    "{Subscription}"
+                                                  ],
+                                                  "visualization": "table",
+                                                  "gridSettings": {
+                                                    "formatters": [
+                                                      {
+                                                        "columnMatch": "DiskIDfull",
+                                                        "formatter": 5
+                                                      },
+                                                      {
+                                                        "columnMatch": "QuickFix",
+                                                        "formatter": 7,
+                                                        "formatOptions": {
+                                                          "linkTarget": "ArmAction",
+                                                          "linkLabel": "Remove Idle Disk",
+                                                          "linkIsContextBlade": true,
+                                                          "templateRunContext": {
+                                                            "componentIdSource": "column",
+                                                            "componentId": "DiskId",
+                                                            "templateUriSource": "static",
+                                                            "templateUri": "https://raw.githubusercontent.com/sebassem/MS-learn-Workbooks/main/Deploy-Tag.json",
+                                                            "templateParameters": [
+                                                              {
+                                                                "name": "DiskID",
+                                                                "source": "static",
+                                                                "value": "DiskId",
+                                                                "kind": "stringValue"
+                                                              }
+                                                            ],
+                                                            "titleSource": "static",
+                                                            "title": "Remove Idle Disk",
+                                                            "descriptionSource": "static",
+                                                            "description": "# Description\r\nThis ARM Template will remove the selected disk.\r\n\r\n# Actions:\r\n- Click \"Remove Idle Disk\" to remove the selected item.\r\n- Click View Template to examine the template and parameters used during deployment\r\n\r\n\r\n\r\n",
+                                                            "runLabelSource": "static",
+                                                            "runLabel": "Remove Idle Disk"
+                                                          },
+                                                          "armActionContext": {
+                                                            "path": "/{DiskID}?api-version=2021-04-01",
+                                                            "headers": [],
+                                                            "params": [
+                                                              {
+                                                                "key": "DiskID",
+                                                                "value": ""
+                                                              }
+                                                            ],
+                                                            "httpMethod": "DELETE",
+                                                            "title": "Remove Idle Disks",
+                                                            "description": "# Disk Deletion Warning: {DiskName}\r\n\r\n**Attention!**\r\n\r\nThis action will permanently remove the disk with the name **{DiskName}**. Please ensure that this disk is not currently in use and that you are deleting the correct disk.\r\n\r\n**Resource Details:**\r\n\r\n- Disk Name: {DiskName}\r\n- Resource Group: {ResourceGroup}\r\n\r\n### Required RBAC Permissions\r\n\r\nTo perform this action, you need to have **Contributor** permissions on the Resource Group where the disk is located.\r\n\r\nPlease review the information carefully before proceeding with the deletion.\r\n",
+                                                            "actionName": "Removing Idle Dsk",
+                                                            "runLabel": "I understand, remove disk {DiskName}"
+                                                          }
+                                                        }
+                                                      },
+                                                      {
+                                                        "columnMatch": "subscriptionId",
+                                                        "formatter": 15,
+                                                        "formatOptions": {
+                                                          "linkTarget": null,
+                                                          "showIcon": true
+                                                        }
+                                                      }
+                                                    ],
+                                                    "rowLimit": 1000,
+                                                    "labelSettings": [
+                                                      {
+                                                        "columnId": "DiskId",
+                                                        "label": "Resource ID"
+                                                      },
+                                                      {
+                                                        "columnId": "DiskName",
+                                                        "label": "Name"
+                                                      },
+                                                      {
+                                                        "columnId": "DiskSizeGB",
+                                                        "label": "Disk Size (GB)"
+                                                      },
+                                                      {
+                                                        "columnId": "SKUName",
+                                                        "label": "SKU"
+                                                      },
+                                                      {
+                                                        "columnId": "SKUTier",
+                                                        "label": "SKU Tier"
+                                                      },
+                                                      {
+                                                        "columnId": "resourceGroup",
+                                                        "label": "Resource Group"
+                                                      },
+                                                      {
+                                                        "columnId": "QuickFix",
+                                                        "label": "Delete disk?"
+                                                      },
+                                                      {
+                                                        "columnId": "Location",
+                                                        "label": "Location"
+                                                      },
+                                                      {
+                                                        "columnId": "TimeCreated",
+                                                        "label": "Time Created"
+                                                      },
+                                                      {
+                                                        "columnId": "subscriptionId",
+                                                        "label": "Subscription Name"
+                                                      }
+                                                    ]
+                                                  },
+                                                  "sortBy": []
+                                                },
+                                                "customWidth": "80",
+                                                "name": "Get-Idle-Disk"
+                                              },
+                                              {
+                                                "type": 3,
+                                                "content": {
+                                                  "version": "KqlItem/1.0",
+                                                  "query": "{\"version\":\"ARMEndpoint/1.0\",\"data\":null,\"headers\":[],\"method\":\"GET\",\"path\":\"/subscriptions/{subscriptionId}/resources?\",\"urlParams\":[{\"key\":\"api-version\",\"value\":\"2021-04-01\"},{\"key\":\"$expand\",\"value\":\"createdTime,changedTime,provisioningState\"},{\"key\":\"$filter\",\"value\":\"name eq '{DiskName}' and resourceGroup eq'{ResourceGroup}'\"}],\"batchDisabled\":false,\"transformers\":[{\"type\":\"jsonpath\",\"settings\":{\"tablePath\":\"$.value\",\"columns\":[{\"path\":\"$..id\",\"columnid\":\"id\"},{\"path\":\"$..createdTime\",\"columnid\":\"createdTime\"},{\"path\":\"$..changedTime\",\"columnid\":\"changedTime\"},{\"path\":\"$.name\",\"columnid\":\"name\"}]}}]}",
+                                                  "size": 0,
+                                                  "title": "Disk last modified date",
+                                                  "showExportToExcel": true,
+                                                  "queryType": 12,
+                                                  "gridSettings": {
+                                                    "formatters": [
+                                                      {
+                                                        "columnMatch": "id",
+                                                        "formatter": 5
+                                                      },
+                                                      {
+                                                        "columnMatch": "createdTime",
+                                                        "formatter": 5
+                                                      },
+                                                      {
+                                                        "columnMatch": "name",
+                                                        "formatter": 5
+                                                      }
+                                                    ],
+                                                    "labelSettings": [
+                                                      {
+                                                        "columnId": "id",
+                                                        "label": "Name"
+                                                      },
+                                                      {
+                                                        "columnId": "createdTime",
+                                                        "label": "Created time"
+                                                      },
+                                                      {
+                                                        "columnId": "changedTime",
+                                                        "label": "Last change time"
+                                                      }
+                                                    ]
+                                                  }
+                                                },
+                                                "customWidth": "20",
+                                                "conditionalVisibility": {
+                                                  "parameterName": "DiskID",
+                                                  "comparison": "isNotEqualTo",
+                                                  "value": ""
+                                                },
+                                                "name": "IdleDisk date"
+                                              }
+                                            ]
+                                          },
+                                          "name": "Idle Disks Group"
+                                        },
+                                        {
+                                          "type": 1,
+                                          "content": {
+                                            "json": "# Premium disks attached to powered off virtual machines\r\nIf the VM associated with these premium disks has been deallocated for an extended period, consider changing the disk SKU to a less expensive option to save on costs. Premium disks are typically used for high-performance workloads, and if the VM is not in use, it might be more economical to downgrade the disk.",
+                                            "style": "upsell"
+                                          },
+                                          "name": "text - premiumAttachedToPoweredOffVMs"
+                                        },
+                                        {
+                                          "type": 3,
+                                          "content": {
+                                            "version": "KqlItem/1.0",
+                                            "query": "resources\r\n| where type == \"microsoft.compute/virtualmachines\"\r\n| extend vmId = tolower(tostring(id)), vmName = name, vmState = tostring(properties.extended.instanceView.powerState.displayStatus),VMRG=resourceGroup\r\n| where vmState == \"VM stopped\" or vmState == \"VM deallocated\"\r\n| extend storageProfile = parse_json(tostring(properties.storageProfile.osDisk))\r\n| extend managedDiskId = tolower(tostring(storageProfile.managedDisk.id))\r\n| join kind=inner (\r\n    resources\r\n    | where type == \"microsoft.compute/disks\"\r\n    | where sku.name == \"Premium_LRS\" or sku.name == \"Premium_ZRS\"\r\n    | extend diskId = tolower(tostring(id)), diskName = name, diskSKU=tostring(sku.name), diskTier=tostring(sku.tier)\r\n) on $left.managedDiskId == $right.diskId\r\n| project vmId, vmName, vmState, diskName,VMRG, diskId, diskSKU,diskTier\r\n",
+                                            "size": 0,
+                                            "title": "Premium disks attached to powered off VMs",
+                                            "noDataMessage": "None of your deallocated VMs have premium disks",
+                                            "noDataMessageStyle": 3,
+                                            "showExportToExcel": true,
+                                            "queryType": 1,
+                                            "resourceType": "microsoft.resourcegraph/resources",
+                                            "crossComponentResources": [
+                                              "{Subscription}"
+                                            ],
+                                            "gridSettings": {
+                                              "formatters": [
+                                                {
+                                                  "columnMatch": "vmName",
+                                                  "formatter": 5
+                                                }
+                                              ],
+                                              "labelSettings": [
+                                                {
+                                                  "columnId": "vmId",
+                                                  "label": "VM ID"
+                                                },
+                                                {
+                                                  "columnId": "vmName",
+                                                  "label": "VM name"
+                                                },
+                                                {
+                                                  "columnId": "vmState",
+                                                  "label": "VM state"
+                                                },
+                                                {
+                                                  "columnId": "diskName",
+                                                  "label": "Disk name"
+                                                },
+                                                {
+                                                  "columnId": "VMRG",
+                                                  "label": "VM RG"
+                                                },
+                                                {
+                                                  "columnId": "diskId",
+                                                  "label": "Disk ID"
+                                                },
+                                                {
+                                                  "columnId": "diskSKU",
+                                                  "label": "Disk SKU"
+                                                },
+                                                {
+                                                  "columnId": "diskTier",
+                                                  "label": "Disk Tier"
+                                                }
+                                              ]
+                                            }
+                                          },
+                                          "name": "query-PremiumDiskDeallocatedVM"
+                                        },
+                                        {
+                                          "type": 1,
+                                          "content": {
+                                            "json": "## Old Managed Disks snapshots\r\n\r\nReview Managed Disks snapshots that are older than 30 days\r\n",
+                                            "style": "upsell"
+                                          },
+                                          "name": "text - 4"
+                                        },
+                                        {
+                                          "type": 3,
+                                          "content": {
+                                            "version": "KqlItem/1.0",
+                                            "query": "resources\r\n| where type == 'microsoft.compute/snapshots'\r\n| where resourceGroup in ({ResourceGroup})\r\n| extend TimeCreated = properties.timeCreated\r\n| extend resourceGroup=strcat(\"/subscriptions/\",subscriptionId,\"/resourceGroups/\",resourceGroup)\r\n| where TimeCreated < ago(30d)\r\n| order by id asc \r\n| project id, resourceGroup, location, TimeCreated ,subscriptionId\r\n| join kind = innerunique(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}'])\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct id\r\n    )\r\n    on id",
+                                            "size": 0,
+                                            "title": "Disk Snapshots with + 30 Days",
+                                            "noDataMessage": "No Snapshots with more than 30 days.",
+                                            "noDataMessageStyle": 3,
+                                            "showExportToExcel": true,
+                                            "queryType": 1,
+                                            "resourceType": "microsoft.resourcegraph/resources",
+                                            "crossComponentResources": [
+                                              "{Subscription}"
+                                            ],
+                                            "gridSettings": {
+                                              "formatters": [
+                                                {
+                                                  "columnMatch": "resourceGroup",
+                                                  "formatter": 14,
+                                                  "formatOptions": {
+                                                    "linkTarget": null,
+                                                    "showIcon": true
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "TimeCreated",
+                                                  "formatter": 1
+                                                },
+                                                {
+                                                  "columnMatch": "subscriptionId",
+                                                  "formatter": 15,
+                                                  "formatOptions": {
+                                                    "linkTarget": null,
+                                                    "showIcon": true
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "id1",
+                                                  "formatter": 5
+                                                }
+                                              ],
+                                              "labelSettings": [
+                                                {
+                                                  "columnId": "id",
+                                                  "label": "Name"
+                                                },
+                                                {
+                                                  "columnId": "resourceGroup",
+                                                  "label": "Resource Group"
+                                                },
+                                                {
+                                                  "columnId": "location",
+                                                  "label": "Location"
+                                                },
+                                                {
+                                                  "columnId": "TimeCreated",
+                                                  "label": "Time Created"
+                                                },
+                                                {
+                                                  "columnId": "subscriptionId",
+                                                  "label": "Subscription Name"
+                                                }
+                                              ]
+                                            }
+                                          },
+                                          "name": "Get-Old-Snapshots"
+                                        },
+                                        {
+                                          "type": 1,
+                                          "content": {
+                                            "json": "## Managed Disks snapshots using Premium storage\r\n\r\nTo save 60% of cost, we recommend storing your snapshots in Standard Storage, regardless of the storage type of the parent disk. It is the default option for Managed Disks snapshots. Migrate your snapshot from Premium to Standard Storage.\r\n",
+                                            "style": "upsell"
+                                          },
+                                          "name": "text - 5"
+                                        },
+                                        {
+                                          "type": 3,
+                                          "content": {
+                                            "version": "KqlItem/1.0",
+                                            "query": "resources\r\n| where type == 'microsoft.compute/snapshots'\r\n| where resourceGroup in ({ResourceGroup})\r\n| extend StorageSku = tostring(sku.tier), resourceGroup=strcat('/subscriptions/',subscriptionId,'/resourceGroups/',resourceGroup),diskSize=tostring(properties.diskSizeGB)\r\n| where StorageSku == \"Premium\"\r\n| project id,name,StorageSku,diskSize,location,resourceGroup,subscriptionId\r\n| join kind = innerunique(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}'])\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct id\r\n    )\r\n    on id\r\n",
+                                            "size": 0,
+                                            "title": "Snapshots using premium storage",
+                                            "noDataMessage": "No snapshots are using Premium storage",
+                                            "noDataMessageStyle": 3,
+                                            "queryType": 1,
+                                            "resourceType": "microsoft.resourcegraph/resources",
+                                            "crossComponentResources": [
+                                              "{Subscription}"
+                                            ],
+                                            "gridSettings": {
+                                              "formatters": [
+                                                {
+                                                  "columnMatch": "resourceGroup",
+                                                  "formatter": 14,
+                                                  "formatOptions": {
+                                                    "linkTarget": null,
+                                                    "showIcon": true
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "subscriptionId",
+                                                  "formatter": 15,
+                                                  "formatOptions": {
+                                                    "linkTarget": null,
+                                                    "showIcon": true
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "id1",
+                                                  "formatter": 5
+                                                }
+                                              ],
+                                              "labelSettings": [
+                                                {
+                                                  "columnId": "id",
+                                                  "label": "Resource Id"
+                                                },
+                                                {
+                                                  "columnId": "name",
+                                                  "label": "Name"
+                                                },
+                                                {
+                                                  "columnId": "StorageSku",
+                                                  "label": "SKU"
+                                                },
+                                                {
+                                                  "columnId": "diskSize",
+                                                  "label": "Disk Size (GB)"
+                                                },
+                                                {
+                                                  "columnId": "location",
+                                                  "label": "Location"
+                                                },
+                                                {
+                                                  "columnId": "resourceGroup",
+                                                  "label": "Resource Group"
+                                                },
+                                                {
+                                                  "columnId": "subscriptionId",
+                                                  "label": "Subscription Id"
+                                                }
+                                              ]
+                                            }
+                                          },
+                                          "name": "query - Snapshots using premium storage"
+                                        },
+                                        {
+                                          "type": 1,
+                                          "content": {
+                                            "json": "## Orphaned Managed Disks snapshots\r\n\r\nReview snapshots with deleted source disks.\r\n",
+                                            "style": "upsell"
+                                          },
+                                          "name": "text - 6"
+                                        },
+                                        {
+                                          "type": 3,
+                                          "content": {
+                                            "version": "KqlItem/1.0",
+                                            "query": "resources\r\n| where type == 'microsoft.compute/snapshots'\r\n| where resourceGroup in ({ResourceGroup})\r\n| extend parentDisk = properties.creationData.sourceResourceId, diskSize=tostring(properties.diskSizeGB),resourceGroup=strcat('/subscriptions/',subscriptionId,'/resourceGroups/',resourceGroup)\r\n| project id,parentDisk,diskSize,location,resourceGroup,subscriptionId\r\n| join kind = innerunique(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}'])\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct id\r\n    )\r\n    on id\r\n",
+                                            "size": 0,
+                                            "title": "All Managed Disks snapshots",
+                                            "noDataMessage": "No snapshots found",
+                                            "queryType": 1,
+                                            "resourceType": "microsoft.resourcegraph/resources",
+                                            "crossComponentResources": [
+                                              "{Subscription}"
+                                            ],
+                                            "gridSettings": {
+                                              "labelSettings": [
+                                                {
+                                                  "columnId": "id",
+                                                  "label": "Resource Id"
+                                                },
+                                                {
+                                                  "columnId": "parentDisk",
+                                                  "label": "Parent Disk Resource Id"
+                                                },
+                                                {
+                                                  "columnId": "diskSize",
+                                                  "label": "Disk size (GB)"
+                                                },
+                                                {
+                                                  "columnId": "location",
+                                                  "label": "Location"
+                                                },
+                                                {
+                                                  "columnId": "resourceGroup",
+                                                  "label": "Resource Group"
+                                                },
+                                                {
+                                                  "columnId": "subscriptionId",
+                                                  "label": "Subscription Id"
+                                                }
+                                              ]
+                                            }
+                                          },
+                                          "conditionalVisibility": {
+                                            "parameterName": "IsVisible",
+                                            "comparison": "isEqualTo",
+                                            "value": "true"
+                                          },
+                                          "name": "query - Retrieve all snapshots"
+                                        },
+                                        {
+                                          "type": 3,
+                                          "content": {
+                                            "version": "KqlItem/1.0",
+                                            "query": "resources\r\n| where type == 'microsoft.compute/disks'\r\n| project id\r\n",
+                                            "size": 0,
+                                            "title": "All managed disks",
+                                            "queryType": 1,
+                                            "resourceType": "microsoft.resourcegraph/resources",
+                                            "crossComponentResources": [
+                                              "{Subscription}"
+                                            ],
+                                            "gridSettings": {
+                                              "labelSettings": [
+                                                {
+                                                  "columnId": "id",
+                                                  "label": "Resource Id"
+                                                }
+                                              ]
+                                            }
+                                          },
+                                          "conditionalVisibility": {
+                                            "parameterName": "isVisible",
+                                            "comparison": "isEqualTo",
+                                            "value": "True"
+                                          },
+                                          "name": "query - Retrieve all managed disks"
+                                        },
+                                        {
+                                          "type": 3,
+                                          "content": {
+                                            "version": "KqlItem/1.0",
+                                            "query": "{\"version\":\"Merge/1.0\",\"merges\":[{\"id\":\"d0a11ffb-579b-4259-827d-7ea62e3021fe\",\"mergeType\":\"leftanti\",\"leftTable\":\"query - Retrieve all snapshots\",\"rightTable\":\"query - Retrieve all managed disks\",\"leftColumn\":\"parentDisk\",\"rightColumn\":\"id\"}],\"projectRename\":[{\"originalName\":\"[query - Retrieve all snapshots].id\",\"mergedName\":\"Resource Id\",\"fromId\":\"d0a11ffb-579b-4259-827d-7ea62e3021fe\"},{\"originalName\":\"[query - Retrieve all snapshots].parentDisk\",\"mergedName\":\"Parent Disk Resource Id\",\"fromId\":\"d0a11ffb-579b-4259-827d-7ea62e3021fe\"},{\"originalName\":\"[query - Retrieve all snapshots].diskSize\",\"mergedName\":\"Disk size (GB)\",\"fromId\":\"d0a11ffb-579b-4259-827d-7ea62e3021fe\"},{\"originalName\":\"[query - Retrieve all snapshots].location\",\"mergedName\":\"Location\",\"fromId\":\"d0a11ffb-579b-4259-827d-7ea62e3021fe\"},{\"originalName\":\"[query - Retrieve all snapshots].resourceGroup\",\"mergedName\":\"Resource Group\",\"fromId\":\"d0a11ffb-579b-4259-827d-7ea62e3021fe\"},{\"originalName\":\"[query - Retrieve all snapshots].subscriptionId\",\"mergedName\":\"Subscription Id\",\"fromId\":\"d0a11ffb-579b-4259-827d-7ea62e3021fe\"},{\"originalName\":\"[query - Retrieve all snapshots].id1\",\"mergedName\":\"id1\",\"fromId\":\"d0a11ffb-579b-4259-827d-7ea62e3021fe\"}]}",
+                                            "size": 0,
+                                            "title": "Snapshots with deleted source disk",
+                                            "noDataMessage": "No orphaned snapshots found",
+                                            "noDataMessageStyle": 3,
+                                            "queryType": 7,
+                                            "gridSettings": {
+                                              "formatters": [
+                                                {
+                                                  "columnMatch": "Parent Disk Resource Id",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "Subscription Id",
+                                                  "formatter": 15,
+                                                  "formatOptions": {
+                                                    "linkTarget": null,
+                                                    "showIcon": true
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "id1",
+                                                  "formatter": 5
+                                                }
+                                              ],
+                                              "labelSettings": [
+                                                {
+                                                  "columnId": "Resource Id",
+                                                  "label": "Resource Id"
+                                                },
+                                                {
+                                                  "columnId": "Parent Disk Resource Id",
+                                                  "label": "Parent Disk resource Id"
+                                                },
+                                                {
+                                                  "columnId": "Disk size (GB)",
+                                                  "label": "Disk size (GB)"
+                                                },
+                                                {
+                                                  "columnId": "Location",
+                                                  "label": "Location"
+                                                },
+                                                {
+                                                  "columnId": "Resource Group",
+                                                  "label": "Resource Group"
+                                                },
+                                                {
+                                                  "columnId": "Subscription Id",
+                                                  "label": "Subscription Id"
+                                                }
+                                              ]
+                                            }
+                                          },
+                                          "showPin": false,
+                                          "name": "query - orphaned snapshots"
+                                        }
+                                      ]
+                                    },
+                                    "conditionalVisibility": {
+                                      "parameterName": "SelectedSubTab",
+                                      "comparison": "isEqualTo",
+                                      "value": "Disks"
+                                    },
+                                    "name": "Managed Disks Group"
+                                  },
+                                  {
+                                    "type": 12,
+                                    "content": {
+                                      "version": "NotebookGroup/1.0",
+                                      "groupType": "editable",
+                                      "items": [
+                                        {
+                                          "type": 3,
+                                          "content": {
+                                            "version": "KqlItem/1.0",
+                                            "query": "advisorresources\r\n| where type =~ 'microsoft.advisor/recommendations'\r\n| where resourceGroup in ({ResourceGroup})\r\n| where properties.category == 'Cost' and properties.lastUpdated >= ago(1d)\r\n| extend AffectedResource=tostring(properties.resourceMetadata.resourceId), Category=tostring(properties.category), SubCategory=tostring(properties.impactedField), Impact=tostring(properties.impact),resourceGroup,subscriptionId,Recommendation=tostring(properties.shortDescription.problem), id, stableId = name, recommendationTypeId = tostring(properties.recommendationTypeId), maxCpuP95 = properties.extendedProperties.MaxCpuP95\r\n| where SubCategory has \"Microsoft.Storage\"\r\n| join kind = leftouter\r\n(advisorresources | where type=~'microsoft.advisor/suppressions'\r\n| extend tokens = split(id, '/')\r\n| extend stableId = iff(array_length(tokens) > 3, tokens[(array_length(tokens)-3)], '')\r\n| extend expirationTimeStamp = todatetime(iff(strcmp(tostring(properties.ttl), '-1') == 0, '9999-12-31', properties.expirationTimeStamp))\r\n| where expirationTimeStamp > now()\r\n| project stableId, expirationTimeStamp)\r\non stableId\r\n| where isempty(expirationTimeStamp)\r\n| project AffectedResource=tostring(properties.resourceMetadata.resourceId), Category=tostring(properties.category), SubCategory=tostring(properties.impactedField), Recommendation=tostring(properties.shortDescription.problem), Impact=tostring(properties.impact),resourceGroup,subscriptionId, id, stableId = name, recommendationTypeId = tostring(properties.recommendationTypeId), maxCpuP95 = properties.extendedProperties.MaxCpuP95\r\n| join kind = leftouter\r\n(advisorresources | where type =~ 'microsoft.advisor/configurations' | where isempty(resourceGroup) == true\r\n| project subscriptionId, excludeRecomm = properties.exclude, lowCpuThreshold = properties.lowCpuThreshold, AffectedResource=tostring(properties.resourceMetadata.resourceId),Impact=properties.impact,resourceGroup,AdditionaInfo=properties.extendedProperties,Recommendation=tostring(properties.shortDescription.problem))\r\non subscriptionId\r\n| extend isActive1 = iff(isnull(excludeRecomm), true, tobool(excludeRecomm) == false)\r\n| extend isActive2 = iff(recommendationTypeId == 'e10b1381-5f0a-47ff-8c7b-37bd13d7c974', iff((isnotempty(lowCpuThreshold) and isnotempty(maxCpuP95)), toint(maxCpuP95) < toint(lowCpuThreshold), iff((isempty(maxCpuP95) or toint(maxCpuP95) < 5), true, false)), true)\r\n| where isActive1 == true and isActive2 == true\r\n| join kind = leftouter\r\n(advisorresources | where type =~ 'microsoft.advisor/configurations' | where isnotempty(resourceGroup) == true\r\n| project subscriptionId, resourceGroup, excludeProperty = properties.exclude)\r\non subscriptionId, resourceGroup\r\n| extend isActive3 = iff(isnull(excludeProperty), true, tobool(excludeProperty) == false)\r\n| where isActive3 == true\r\n| project-away subscriptionId1, subscriptionId2, AffectedResource1, isActive2, isActive3, Impact1, Recommendation1, resourceGroup1, resourceGroup2\r\n| where resourceGroup in ({ResourceGroup})",
+                                            "size": 0,
+                                            "title": "Azure Advisor Cost recommendations",
+                                            "noDataMessage": "You are following all of our cost recommendations for Storage",
+                                            "noDataMessageStyle": 3,
+                                            "showExportToExcel": true,
+                                            "queryType": 1,
+                                            "resourceType": "microsoft.resourcegraph/resources",
+                                            "crossComponentResources": [
+                                              "{Subscription}"
+                                            ],
+                                            "gridSettings": {
+                                              "formatters": [
+                                                {
+                                                  "columnMatch": "Group",
+                                                  "formatter": 1
+                                                },
+                                                {
+                                                  "columnMatch": "subscriptionId",
+                                                  "formatter": 15,
+                                                  "formatOptions": {
+                                                    "linkTarget": null,
+                                                    "showIcon": true
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "id",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "stableId",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "recommendationTypeId",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "maxCpuP95",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "excludeRecomm",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "lowCpuThreshold",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "AdditionaInfo",
+                                                  "formatter": 5,
+                                                  "formatOptions": {
+                                                    "customColumnWidthSetting": "19ch"
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "isActive1",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "excludeProperty",
+                                                  "formatter": 5
+                                                }
+                                              ],
+                                              "rowLimit": 1000,
+                                              "filter": true,
+                                              "hierarchySettings": {
+                                                "treeType": 1,
+                                                "groupBy": [
+                                                  "Recommendation"
+                                                ],
+                                                "expandTopLevel": true
+                                              },
+                                              "labelSettings": [
+                                                {
+                                                  "columnId": "AffectedResource",
+                                                  "label": "Affected Resource"
+                                                },
+                                                {
+                                                  "columnId": "Category",
+                                                  "label": "Recommendation Category"
+                                                },
+                                                {
+                                                  "columnId": "SubCategory",
+                                                  "label": "Affected Resource Type"
+                                                },
+                                                {
+                                                  "columnId": "Recommendation",
+                                                  "label": "Recommendation"
+                                                },
+                                                {
+                                                  "columnId": "Impact",
+                                                  "label": "Impact"
+                                                },
+                                                {
+                                                  "columnId": "resourceGroup",
+                                                  "label": "Resource Group"
+                                                },
+                                                {
+                                                  "columnId": "subscriptionId",
+                                                  "label": "Subscription ID"
+                                                }
+                                              ]
+                                            }
+                                          },
+                                          "conditionalVisibility": {
+                                            "parameterName": "isVisible",
+                                            "comparison": "isEqualTo",
+                                            "value": "true"
+                                          },
+                                          "name": "Get-AdvisorRecommendations-Storage"
+                                        },
+                                        {
+                                          "type": 3,
+                                          "content": {
+                                            "version": "KqlItem/1.0",
+                                            "query": " resources\r\n    | where resourceGroup in ({ResourceGroup})\r\n    | where type has \"Microsoft.Storage\"\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend AffectedResource=id,ResourceRG=resourceGroup\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}'])\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct id\r\n    | project id",
+                                            "size": 0,
+                                            "queryType": 1,
+                                            "resourceType": "microsoft.resourcegraph/resources",
+                                            "crossComponentResources": [
+                                              "{Subscription}"
+                                            ]
+                                          },
+                                          "conditionalVisibility": {
+                                            "parameterName": "isVisible",
+                                            "comparison": "isEqualTo",
+                                            "value": "true"
+                                          },
+                                          "name": "query - tags - list all storageresources"
+                                        },
+                                        {
+                                          "type": 3,
+                                          "content": {
+                                            "version": "KqlItem/1.0",
+                                            "query": "{\"version\":\"Merge/1.0\",\"merges\":[{\"id\":\"e84cba0d-e501-4f55-a761-9126fb305030\",\"mergeType\":\"innerunique\",\"leftTable\":\"Get-AdvisorRecommendations-Storage\",\"rightTable\":\"query - tags - list all storageresources\",\"leftColumn\":\"AffectedResource\",\"rightColumn\":\"id\"}],\"projectRename\":[{\"originalName\":\"[Get-AdvisorRecommendations-Storage].AffectedResource\",\"mergedName\":\"Affected Resource\",\"fromId\":\"e84cba0d-e501-4f55-a761-9126fb305030\"},{\"originalName\":\"[Get-AdvisorRecommendations-Storage].Category\",\"mergedName\":\"Recommendation Category\",\"fromId\":\"e84cba0d-e501-4f55-a761-9126fb305030\"},{\"originalName\":\"[Get-AdvisorRecommendations-Storage].SubCategory\",\"mergedName\":\"Affected Resource Type\",\"fromId\":\"e84cba0d-e501-4f55-a761-9126fb305030\"},{\"originalName\":\"[Get-AdvisorRecommendations-Storage].Recommendation\",\"mergedName\":\"Recommendation\",\"fromId\":\"e84cba0d-e501-4f55-a761-9126fb305030\"},{\"originalName\":\"[Get-AdvisorRecommendations-Storage].Impact\",\"mergedName\":\"Impact\",\"fromId\":\"e84cba0d-e501-4f55-a761-9126fb305030\"},{\"originalName\":\"[Get-AdvisorRecommendations-Storage].resourceGroup\",\"mergedName\":\"Resource Group\",\"fromId\":\"e84cba0d-e501-4f55-a761-9126fb305030\"},{\"originalName\":\"[Get-AdvisorRecommendations-Storage].subscriptionId\",\"mergedName\":\"Subscription ID\",\"fromId\":\"e84cba0d-e501-4f55-a761-9126fb305030\"},{\"originalName\":\"[query - tags - list all storageresources].id\"},{\"originalName\":\"[Get-AdvisorRecommendations-Storage].excludeProperty\"},{\"originalName\":\"[Get-AdvisorRecommendations-Storage].isActive1\"},{\"originalName\":\"[Get-AdvisorRecommendations-Storage].AdditionaInfo\"},{\"originalName\":\"[Get-AdvisorRecommendations-Storage].lowCpuThreshold\"},{\"originalName\":\"[Get-AdvisorRecommendations-Storage].excludeRecomm\"},{\"originalName\":\"[Get-AdvisorRecommendations-Storage].recommendationTypeId\"},{\"originalName\":\"[Get-AdvisorRecommendations-Storage].maxCpuP95\"},{\"originalName\":\"[Get-AdvisorRecommendations-Storage].stableId\"},{\"originalName\":\"[Get-AdvisorRecommendations-Storage].id\"}]}",
+                                            "size": 0,
+                                            "title": "Azure Advisor Cost recommendations",
+                                            "noDataMessage": "You are following all of our cost recommendations for Storage",
+                                            "noDataMessageStyle": 3,
+                                            "queryType": 7,
+                                            "gridSettings": {
+                                              "formatters": [
+                                                {
+                                                  "columnMatch": "Affected Resource Type",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "Subscription ID",
+                                                  "formatter": 15,
+                                                  "formatOptions": {
+                                                    "linkTarget": null,
+                                                    "showIcon": true
+                                                  }
+                                                }
+                                              ],
+                                              "rowLimit": 1000,
+                                              "filter": true,
+                                              "hierarchySettings": {
+                                                "treeType": 1,
+                                                "groupBy": [
+                                                  "Recommendation"
+                                                ]
+                                              }
+                                            }
+                                          },
+                                          "showPin": false,
+                                          "name": "query - Merge - Storage Advisor recommendations"
+                                        }
+                                      ]
+                                    },
+                                    "conditionalVisibility": {
+                                      "parameterName": "SelectedSubTab",
+                                      "comparison": "isEqualTo",
+                                      "value": "advisorStorage"
+                                    },
+                                    "name": "AdvisorGroupStorage"
+                                  }
+                                ]
+                              },
+                              "name": "group - 0"
+                            }
+                          ]
+                        },
+                        "conditionalVisibilities": [
+                          {
+                            "parameterName": "SelectedTab",
+                            "comparison": "isEqualTo",
+                            "value": "UsageOptimization"
+                          },
+                          {
+                            "parameterName": "SelectedRateOptimizationTab",
+                            "comparison": "isEqualTo",
+                            "value": "Storage"
+                          }
+                        ],
+                        "name": "StorageGroup",
+                        "styleSettings": {
+                          "showBorder": true
+                        }
+                      },
+                      {
+                        "type": 12,
+                        "content": {
+                          "version": "NotebookGroup/1.0",
+                          "groupType": "template",
+                          "loadFromTemplateId": "",
+                          "items": [
+                            {
+                              "type": 9,
+                              "content": {
+                                "version": "KqlParameterItem/1.0",
+                                "crossComponentResources": [
+                                  "{Subscription}"
+                                ],
+                                "parameters": [
+                                  {
+                                    "id": "94bd2bd0-5aa8-4df6-8cf7-603407f4e2d8",
+                                    "version": "KqlParameterItem/1.0",
+                                    "name": "Subscription",
+                                    "type": 6,
+                                    "isRequired": true,
+                                    "multiSelect": true,
+                                    "quote": "'",
+                                    "delimiter": ",",
+                                    "typeSettings": {
+                                      "additionalResourceOptions": [
+                                        "value::all"
+                                      ],
+                                      "includeAll": false,
+                                      "showDefault": false
+                                    },
+                                    "timeContext": {
+                                      "durationMs": 86400000
+                                    },
+                                    "defaultValue": "value::all",
+                                    "label": " Subscription"
+                                  },
+                                  {
+                                    "id": "faa42c49-ab77-42a1-9aaf-d8508b9408af",
+                                    "version": "KqlParameterItem/1.0",
+                                    "name": "ResourceGroup",
+                                    "label": "Resource Group",
+                                    "type": 2,
+                                    "isRequired": true,
+                                    "multiSelect": true,
+                                    "quote": "'",
+                                    "delimiter": ",",
+                                    "query": "resources\r\n| distinct resourceGroup",
+                                    "crossComponentResources": [
+                                      "{Subscription}"
+                                    ],
+                                    "typeSettings": {
+                                      "additionalResourceOptions": [
+                                        "value::all"
+                                      ],
+                                      "showDefault": false
+                                    },
+                                    "defaultValue": "value::all",
+                                    "queryType": 1,
+                                    "resourceType": "microsoft.resourcegraph/resources"
+                                  },
+                                  {
+                                    "id": "99a44dfa-30e2-4b2e-80a8-e05d2daab672",
+                                    "version": "KqlParameterItem/1.0",
+                                    "name": "SingleSubHidden",
+                                    "type": 1,
+                                    "isRequired": true,
+                                    "query": "resourcecontainers\r\n| where type==\"microsoft.resources/subscriptions\"\r\n| take 1\r\n| project subscriptionId",
+                                    "crossComponentResources": [
+                                      "{Subscription}"
+                                    ],
+                                    "isHiddenWhenLocked": true,
+                                    "queryType": 1,
+                                    "resourceType": "microsoft.resourcegraph/resources",
+                                    "label": "Hidden Subscription"
+                                  },
+                                  {
+                                    "id": "a02c21a6-cd5e-4e02-bb87-00993a06d8e8",
+                                    "version": "KqlParameterItem/1.0",
+                                    "name": "TagName",
+                                    "type": 2,
+                                    "query": "Resources\r\n| where tags != '' and tags != '[]'\r\n| mvexpand tags\r\n| extend tagName = tostring(bag_keys(tags)[0])\r\n| distinct tagName\r\n| sort by tagName asc",
+                                    "crossComponentResources": [
+                                      "{Subscription}"
+                                    ],
+                                    "typeSettings": {
+                                      "additionalResourceOptions": []
+                                    },
+                                    "queryType": 1,
+                                    "resourceType": "microsoft.resourcegraph/resources",
+                                    "value": null,
+                                    "label": "Tag Name"
+                                  },
+                                  {
+                                    "id": "add52b5b-2e8d-45d3-a304-f6d8f4b205f7",
+                                    "version": "KqlParameterItem/1.0",
+                                    "name": "TagValue",
+                                    "type": 2,
+                                    "query": "Resources\r\n| mvexpand tags\r\n| extend tagName = tostring(bag_keys(tags)[0])\r\n| extend tagValue = tostring(tags[tagName])\r\n| where tags != '' and tags != '[]' and tostring(bag_keys(tags)[0]) == '{TagName}'\r\n| distinct tagValue\r\n| sort by tagValue asc",
+                                    "crossComponentResources": [
+                                      "{Subscription}"
+                                    ],
+                                    "typeSettings": {
+                                      "additionalResourceOptions": []
+                                    },
+                                    "queryType": 1,
+                                    "resourceType": "microsoft.resourcegraph/resources",
+                                    "value": null,
+                                    "label": "Tag Value"
+                                  }
+                                ],
+                                "style": "pills",
+                                "queryType": 1,
+                                "resourceType": "microsoft.resourcegraph/resources"
+                              },
+                              "customWidth": "75",
+                              "conditionalVisibilities": [
+                                {
+                                  "parameterName": "SelectedTab",
+                                  "comparison": "isNotEqualTo",
+                                  "value": "CostInformation"
+                                },
+                                {
+                                  "parameterName": "SelectedTab",
+                                  "comparison": "isNotEqualTo",
+                                  "value": "Welcome"
+                                }
+                              ],
+                              "name": "parameters - Filters"
+                            },
+                            {
+                              "type": 9,
+                              "content": {
+                                "version": "KqlParameterItem/1.0",
+                                "crossComponentResources": [
+                                  "{Subscription}"
+                                ],
+                                "parameters": [
+                                  {
+                                    "id": "1fc44b9a-2dd3-4b1f-bebd-b89d4ba6dfec",
+                                    "version": "KqlParameterItem/1.0",
+                                    "name": "Location",
+                                    "type": 2,
+                                    "query": "Resources\r\n| where type =~ 'Microsoft.Compute/virtualMachines'\r\n| project name, location\r\n| summarize count () by location\r\n| project location",
+                                    "crossComponentResources": [
+                                      "{Subscription}"
+                                    ],
+                                    "typeSettings": {
+                                      "additionalResourceOptions": [
+                                        "value::1"
+                                      ]
+                                    },
+                                    "timeContext": {
+                                      "durationMs": 86400000
+                                    },
+                                    "defaultValue": "value::1",
+                                    "queryType": 1,
+                                    "resourceType": "microsoft.resourcegraph/resources",
+                                    "label": "Resource Location"
+                                  }
+                                ],
+                                "style": "pills",
+                                "queryType": 1,
+                                "resourceType": "microsoft.resourcegraph/resources"
+                              },
+                              "customWidth": "25",
+                              "conditionalVisibility": {
+                                "parameterName": "SelectedTab",
+                                "comparison": "isEqualTo",
+                                "value": "AHB"
+                              },
+                              "name": "parameters - location"
+                            },
+                            {
+                              "type": 11,
+                              "content": {
+                                "version": "LinkItem/1.0",
+                                "style": "tabs",
+                                "links": [
+                                  {
+                                    "id": "0211f413-9f36-4750-9ef2-d382ba30ba6c",
+                                    "cellValue": "SelectedSubTab",
+                                    "linkTarget": "parameter",
+                                    "linkLabel": "Virtual machines",
+                                    "subTarget": "VM",
+                                    "preText": "VM",
+                                    "style": "link"
+                                  },
+                                  {
+                                    "id": "8a2fa734-a30e-404e-bf99-927c1891d4b9",
+                                    "cellValue": "SelectedSubTab",
+                                    "linkTarget": "parameter",
+                                    "linkLabel": "Virtual machine scale sets",
+                                    "subTarget": "VMSS",
+                                    "style": "link"
+                                  },
+                                  {
+                                    "id": "6d563f46-7150-458c-9ee4-0558abe8e29b",
+                                    "cellValue": "SelectedSubTab",
+                                    "linkTarget": "parameter",
+                                    "linkLabel": "Advisor recommendations",
+                                    "subTarget": "advisorCompute",
+                                    "style": "link"
+                                  }
+                                ]
+                              },
+                              "name": "links - Compute"
+                            },
+                            {
+                              "type": 12,
+                              "content": {
+                                "version": "NotebookGroup/1.0",
+                                "groupType": "editable",
+                                "items": [
+                                  {
+                                    "type": 12,
+                                    "content": {
+                                      "version": "NotebookGroup/1.0",
+                                      "groupType": "editable",
+                                      "items": [
+                                        {
+                                          "type": 1,
+                                          "content": {
+                                            "json": "# Virtual Machines\r\n## Stopped virtual machines\r\nA virtual machine in a stopped state is still allocated the resources it was assigned, such as CPU and memory, but the VM itself is powered off. This allows for a quick startup when needed, but you are still billed for the allocated resources.",
+                                            "style": "upsell"
+                                          },
+                                          "name": "text - StoppedVM"
+                                        },
+                                        {
+                                          "type": 3,
+                                          "content": {
+                                            "version": "KqlItem/1.0",
+                                            "query": "resources \r\n| where type =~ 'microsoft.compute/virtualmachines' and tostring(properties.extended.instanceView.powerState.displayStatus) != 'VM deallocated' and tostring(properties.extended.instanceView.powerState.displayStatus) != 'VM running'\r\n| where resourceGroup in ({ResourceGroup})\r\n| extend  PowerState=tostring(properties.extended.instanceView.powerState.displayStatus), VMLocation=location, resourceGroup=strcat('/subscriptions/',subscriptionId,'/resourceGroups/',resourceGroup)\r\n| order by id asc\r\n| project id, PowerState, VMLocation, resourceGroup, subscriptionId\r\n| join kind = innerunique(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}'])\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct id\r\n    )\r\n    on id\r\n    | project-away id1",
+                                            "size": 0,
+                                            "title": "Virtual Machines in a Stopped State",
+                                            "noDataMessage": "You have no VMs in a stopped state",
+                                            "noDataMessageStyle": 3,
+                                            "showExportToExcel": true,
+                                            "queryType": 1,
+                                            "resourceType": "microsoft.resourcegraph/resources",
+                                            "crossComponentResources": [
+                                              "{Subscription}"
+                                            ],
+                                            "gridSettings": {
+                                              "formatters": [
+                                                {
+                                                  "columnMatch": "subscriptionId",
+                                                  "formatter": 15,
+                                                  "formatOptions": {
+                                                    "linkTarget": null,
+                                                    "showIcon": true
+                                                  }
+                                                }
+                                              ]
+                                            }
+                                          },
+                                          "name": "Get-StoppedVM"
+                                        },
+                                        {
+                                          "type": 1,
+                                          "content": {
+                                            "json": "## Deallocated virtual machines\r\nA virtual machine in a deallocated state is not only powered off, but the underlying host infrastructure is also released, resulting in no charges for the allocated resources while the VM is in this state. However, some Azure resources such as disks and networking continue to incur charges.",
+                                            "style": "upsell"
+                                          },
+                                          "name": "text - DeallocatedVM"
+                                        },
+                                        {
+                                          "type": 3,
+                                          "content": {
+                                            "version": "KqlItem/1.0",
+                                            "query": "resources \r\n| where type =~ 'microsoft.compute/virtualmachines' and tostring(properties.extended.instanceView.powerState.displayStatus) == 'VM deallocated'\r\n| where resourceGroup in ({ResourceGroup})\r\n| extend  PowerState=tostring(properties.extended.instanceView.powerState.displayStatus), VMLocation=location, resourceGroup=strcat('/subscriptions/',subscriptionId,'/resourceGroups/',resourceGroup)\r\n| order by id asc\r\n| project id, PowerState, VMLocation, resourceGroup, subscriptionId\r\n| join kind = innerunique(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}'])\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct id\r\n    )\r\n    on id\r\n    | project-away id1",
+                                            "size": 0,
+                                            "title": "Virtual Machines in a deallocated State",
+                                            "noDataMessage": "You have no VMs in a deallocated state",
+                                            "noDataMessageStyle": 3,
+                                            "showRefreshButton": true,
+                                            "queryType": 1,
+                                            "resourceType": "microsoft.resourcegraph/resources",
+                                            "crossComponentResources": [
+                                              "{Subscription}"
+                                            ],
+                                            "gridSettings": {
+                                              "formatters": [
+                                                {
+                                                  "columnMatch": "subscriptionId",
+                                                  "formatter": 15,
+                                                  "formatOptions": {
+                                                    "linkTarget": null,
+                                                    "showIcon": true
+                                                  }
+                                                }
+                                              ],
+                                              "filter": true
+                                            }
+                                          },
+                                          "name": "query - vmDeallocatedState"
+                                        },
+                                        {
+                                          "type": 12,
+                                          "content": {
+                                            "version": "NotebookGroup/1.0",
+                                            "groupType": "editable",
+                                            "items": [
+                                              {
+                                                "type": 1,
+                                                "content": {
+                                                  "json": "### Explore Different Processor Architectures to Optimize Costs\r\n\r\nDifferent processor architectures may offer cost advantages depending on your workload requirements. By exploring various processor types, you may find opportunities to reduce compute costs.\r\n\r\nConsider evaluating different architectures to determine the best fit for your needs.\r\n",
+                                                  "style": "info"
+                                                },
+                                                "name": "Text Processor type"
+                                              },
+                                              {
+                                                "type": 3,
+                                                "content": {
+                                                  "version": "KqlItem/1.0",
+                                                  "query": "resources\r\n| where type == 'microsoft.compute/virtualmachines'\r\n| extend vmSize = properties.hardwareProfile.vmSize\r\n| extend processorType = case(\r\n    // ARM Processors\r\n    vmSize has \"Epsv5\" or vmSize has \"Epdsv5\" or vmSize has \"Dpsv5\" or vmSize has \"Dpdsv\", \"ARM\",\r\n    // AMD Processors\r\n    vmSize has \"Standard_D2a\" or vmSize has \"Standard_D4a\" or vmSize has \"Standard_D8a\" or vmSize has \"Standard_D16a\" or vmSize has \"Standard_D32a\" or vmSize has \"Standard_D48a\" or vmSize has \"Standard_D64a\" or vmSize has \"Standard_D96a\" or vmSize has \"Standard_D2as\" or vmSize has \"Standard_D4as\" or vmSize has \"Standard_D8as\" or vmSize has \"Standard_D16as\" or vmSize has \"Standard_D32as\" or vmSize has \"Standard_D48as\" or vmSize has \"Standard_D64as\" or vmSize has \"Standard_D96as\", \"AMD\",\r\n    \"Intel\"\r\n)\r\n| summarize count() by processorType\r\n",
+                                                  "size": 0,
+                                                  "title": "ProcessorType per VM",
+                                                  "noDataMessage": "There are no VMs in your environment.",
+                                                  "noDataMessageStyle": 5,
+                                                  "showExportToExcel": true,
+                                                  "queryType": 1,
+                                                  "resourceType": "microsoft.resourcegraph/resources",
+                                                  "crossComponentResources": [
+                                                    "{Subscription}"
+                                                  ],
+                                                  "visualization": "piechart",
+                                                  "tileSettings": {
+                                                    "showBorder": false
+                                                  }
+                                                },
+                                                "customWidth": "50",
+                                                "name": "ProcessorType per VM"
+                                              },
+                                              {
+                                                "type": 3,
+                                                "content": {
+                                                  "version": "KqlItem/1.0",
+                                                  "query": "resources\r\n| where type == 'microsoft.compute/virtualmachines'\r\n| extend vmSize = properties.hardwareProfile.vmSize\r\n| extend processorType = case(\r\n    // ARM Processors\r\n    vmSize has \"Epsv5\" or vmSize has \"Epdsv5\" or vmSize has \"Dpsv5\" or vmSize has \"Dpdsv\", \"ARM\",\r\n    // AMD Processors\r\n    vmSize has \"Standard_D2a\" or vmSize has \"Standard_D4a\" or vmSize has \"Standard_D8a\" or vmSize has \"Standard_D16a\" or vmSize has \"Standard_D32a\" or vmSize has \"Standard_D48a\" or vmSize has \"Standard_D64a\" or vmSize has \"Standard_D96a\" or vmSize has \"Standard_D2as\" or vmSize has \"Standard_D4as\" or vmSize has \"Standard_D8as\" or vmSize has \"Standard_D16as\" or vmSize has \"Standard_D32as\" or vmSize has \"Standard_D48as\" or vmSize has \"Standard_D64as\" or vmSize has \"Standard_D96as\" or vmSize has \"Standard_D2ads\" or vmSize has \"Standard_D4ads\"or vmSize has \"Standard_D8ads\" or vmSize has \"Standard_D16ads\" or vmSize has \"Standard_D32ads\"or vmSize has \"Standard_D48ads\"or vmSize has \"Standard_D64ads\"or vmSize has \"Standard_D96ads\", \"AMD\",\r\n    \"Intel\"\r\n)\r\n| project vmName = name, processorType, vmSize, resourceGroup\r\n",
+                                                  "size": 0,
+                                                  "title": "List of VMs per processor type",
+                                                  "showExportToExcel": true,
+                                                  "queryType": 1,
+                                                  "resourceType": "microsoft.resourcegraph/resources",
+                                                  "crossComponentResources": [
+                                                    "{Subscription}"
+                                                  ]
+                                                },
+                                                "customWidth": "50",
+                                                "name": "query - 1"
+                                              }
+                                            ]
+                                          },
+                                          "name": "Group VM per Processor Type"
+                                        }
+                                      ]
+                                    },
+                                    "conditionalVisibility": {
+                                      "parameterName": "SelectedSubTab",
+                                      "comparison": "isEqualTo",
+                                      "value": "VM"
+                                    },
+                                    "name": "group - VMs"
+                                  },
+                                  {
+                                    "type": 12,
+                                    "content": {
+                                      "version": "NotebookGroup/1.0",
+                                      "groupType": "editable",
+                                      "items": [
+                                        {
+                                          "type": 3,
+                                          "content": {
+                                            "version": "KqlItem/1.0",
+                                            "query": "advisorresources\r\n| where type =~ 'microsoft.advisor/recommendations'\r\n| where resourceGroup in ({ResourceGroup})\r\n| where properties.category == 'Cost' and properties.lastUpdated >= ago(1d)\r\n| extend AffectedResource=tostring(properties.resourceMetadata.resourceId), Category=tostring(properties.category), SubCategory=tostring(properties.impactedField), Impact=tostring(properties.impact),subscriptionId,Recommendation=tostring(properties.shortDescription.problem), id, stableId = name, recommendationTypeId = tostring(properties.recommendationTypeId), maxCpuP95 = properties.extendedProperties.MaxCpuP95,resourceGroup=strcat('/subscriptions/',subscriptionId,'/resourceGroups/',resourceGroup)\r\n| join kind = leftouter\r\n(advisorresources | where type=~'microsoft.advisor/suppressions'\r\n| extend tokens = split(id, '/')\r\n| extend stableId = iff(array_length(tokens) > 3, tokens[(array_length(tokens)-3)], '')\r\n| extend expirationTimeStamp = todatetime(iff(strcmp(tostring(properties.ttl), '-1') == 0, '9999-12-31', properties.expirationTimeStamp))\r\n| where expirationTimeStamp > now()\r\n| project stableId, expirationTimeStamp)\r\non stableId\r\n| where isempty(expirationTimeStamp)\r\n| project AffectedResource=tostring(properties.resourceMetadata.resourceId), Category=tostring(properties.category), SubCategory=tostring(properties.impactedField), Recommendation=tostring(properties.shortDescription.problem), Impact=tostring(properties.impact),resourceGroup,subscriptionId, id, stableId = name, recommendationTypeId = tostring(properties.recommendationTypeId), maxCpuP95 = properties.extendedProperties.MaxCpuP95\r\n| join kind = leftouter\r\n(advisorresources | where type =~ 'microsoft.advisor/configurations' | where isempty(resourceGroup) == true\r\n| project subscriptionId, excludeRecomm = properties.exclude, lowCpuThreshold = properties.lowCpuThreshold, AffectedResource=tostring(properties.resourceMetadata.resourceId),Impact=tostring(properties.impact),resourceGroup,AdditionaInfo=properties.extendedProperties,Recommendation=tostring(properties.shortDescription.problem))\r\non subscriptionId\r\n| extend isActive1 = iff(isnull(excludeRecomm), true, tobool(excludeRecomm) == false)\r\n| extend isActive2 = iff(recommendationTypeId == 'e10b1381-5f0a-47ff-8c7b-37bd13d7c974', iff((isnotempty(lowCpuThreshold) and isnotempty(maxCpuP95)), toint(maxCpuP95) < toint(lowCpuThreshold), iff((isempty(maxCpuP95) or toint(maxCpuP95) < 5), true, false)), true)\r\n| where isActive1 == true and isActive2 == true\r\n| join kind = leftouter\r\n(advisorresources | where type =~ 'microsoft.advisor/configurations' | where isnotempty(resourceGroup) == true\r\n| project subscriptionId, resourceGroup, excludeProperty = properties.exclude)\r\non subscriptionId, resourceGroup\r\n| extend isActive3 = iff(isnull(excludeProperty), true, tobool(excludeProperty) == false)\r\n| where isActive3 == true\r\n| where Category == 'Cost' \r\n| where SubCategory has \"Microsoft.Compute\" or SubCategory has \"Container\" or SubCategory has \"Web\"\r\n| where SubCategory !has \"Microsoft.Compute/disks\"\r\n| project-away subscriptionId1, subscriptionId2, AffectedResource1, isActive2, isActive3, Impact1, Recommendation1, resourceGroup1, resourceGroup2",
+                                            "size": 0,
+                                            "title": "Azure Advisor Cost recommendations",
+                                            "noDataMessage": "You are following all of our cost recommendations for Compute",
+                                            "noDataMessageStyle": 3,
+                                            "showExportToExcel": true,
+                                            "queryType": 1,
+                                            "resourceType": "microsoft.resourcegraph/resources",
+                                            "crossComponentResources": [
+                                              "{Subscription}"
+                                            ],
+                                            "gridSettings": {
+                                              "formatters": [
+                                                {
+                                                  "columnMatch": "Group",
+                                                  "formatter": 1
+                                                },
+                                                {
+                                                  "columnMatch": "subscriptionId",
+                                                  "formatter": 15,
+                                                  "formatOptions": {
+                                                    "linkTarget": null,
+                                                    "showIcon": true
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "id",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "stableId",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "recommendationTypeId",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "maxCpuP95",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "excludeRecomm",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "lowCpuThreshold",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "AdditionaInfo",
+                                                  "formatter": 5,
+                                                  "formatOptions": {
+                                                    "customColumnWidthSetting": "19ch"
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "isActive1",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "excludeProperty",
+                                                  "formatter": 5
+                                                }
+                                              ],
+                                              "rowLimit": 1000,
+                                              "filter": true,
+                                              "hierarchySettings": {
+                                                "treeType": 1,
+                                                "groupBy": [
+                                                  "Recommendation"
+                                                ],
+                                                "expandTopLevel": true
+                                              },
+                                              "labelSettings": [
+                                                {
+                                                  "columnId": "AffectedResource",
+                                                  "label": "Affected Resource"
+                                                },
+                                                {
+                                                  "columnId": "Category",
+                                                  "label": "Recommendation Category"
+                                                },
+                                                {
+                                                  "columnId": "SubCategory",
+                                                  "label": "Affected Resource Type"
+                                                },
+                                                {
+                                                  "columnId": "Recommendation",
+                                                  "label": "Recommendation"
+                                                },
+                                                {
+                                                  "columnId": "Impact",
+                                                  "label": "Impact"
+                                                },
+                                                {
+                                                  "columnId": "resourceGroup",
+                                                  "label": "Resource Group"
+                                                },
+                                                {
+                                                  "columnId": "subscriptionId",
+                                                  "label": "Subscription ID"
+                                                }
+                                              ]
+                                            }
+                                          },
+                                          "conditionalVisibility": {
+                                            "parameterName": "IsVisible",
+                                            "comparison": "isEqualTo",
+                                            "value": "true"
+                                          },
+                                          "name": "Get-AdvisorRecommendations-Compute"
+                                        },
+                                        {
+                                          "type": 3,
+                                          "content": {
+                                            "version": "KqlItem/1.0",
+                                            "query": " resources\r\n    | where resourceGroup in ({ResourceGroup})\r\n    | where (type has \"Microsoft.Compute\" or type has \"Microsoft.ContainerService\" or type has \"serverfarms\") and type !has \"Disks\"\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend AffectedResource=id,ResourceRG=resourceGroup\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}'])\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct id\r\n    | project id",
+                                            "size": 0,
+                                            "queryType": 1,
+                                            "resourceType": "microsoft.resourcegraph/resources",
+                                            "crossComponentResources": [
+                                              "{Subscription}"
+                                            ]
+                                          },
+                                          "conditionalVisibility": {
+                                            "parameterName": "isVisible",
+                                            "comparison": "isEqualTo",
+                                            "value": "true"
+                                          },
+                                          "name": "query - tags - list all compute resources"
+                                        },
+                                        {
+                                          "type": 3,
+                                          "content": {
+                                            "version": "KqlItem/1.0",
+                                            "query": "{\"version\":\"Merge/1.0\",\"merges\":[{\"id\":\"d446799d-b1af-4bca-9d72-84ba2d870039\",\"mergeType\":\"innerunique\",\"leftTable\":\"Get-AdvisorRecommendations-Compute\",\"rightTable\":\"query - tags - list all compute resources\",\"leftColumn\":\"AffectedResource\",\"rightColumn\":\"id\"}],\"projectRename\":[{\"originalName\":\"[Get-AdvisorRecommendations-Compute].AffectedResource\",\"mergedName\":\"Affected Resource\",\"fromId\":\"d446799d-b1af-4bca-9d72-84ba2d870039\"},{\"originalName\":\"[Get-AdvisorRecommendations-Compute].Category\",\"mergedName\":\"Recommendation Category\",\"fromId\":\"d446799d-b1af-4bca-9d72-84ba2d870039\"},{\"originalName\":\"[Get-AdvisorRecommendations-Compute].SubCategory\",\"mergedName\":\"Affected Resource Type\",\"fromId\":\"d446799d-b1af-4bca-9d72-84ba2d870039\"},{\"originalName\":\"[Get-AdvisorRecommendations-Compute].Recommendation\",\"mergedName\":\"Recommendation\",\"fromId\":\"d446799d-b1af-4bca-9d72-84ba2d870039\"},{\"originalName\":\"[Get-AdvisorRecommendations-Compute].Impact\",\"mergedName\":\"Impact\",\"fromId\":\"d446799d-b1af-4bca-9d72-84ba2d870039\"},{\"originalName\":\"[Get-AdvisorRecommendations-Compute].resourceGroup\",\"mergedName\":\"Resource Group\",\"fromId\":\"d446799d-b1af-4bca-9d72-84ba2d870039\"},{\"originalName\":\"[Get-AdvisorRecommendations-Compute].subscriptionId\",\"mergedName\":\"Subscription ID\",\"fromId\":\"d446799d-b1af-4bca-9d72-84ba2d870039\"},{\"originalName\":\"[Get-AdvisorRecommendations-Compute].id\",\"mergedName\":\"id\",\"fromId\":\"d446799d-b1af-4bca-9d72-84ba2d870039\"},{\"originalName\":\"[Get-AdvisorRecommendations-Compute].stableId\",\"mergedName\":\"stableId\",\"fromId\":\"d446799d-b1af-4bca-9d72-84ba2d870039\"},{\"originalName\":\"[Get-AdvisorRecommendations-Compute].recommendationTypeId\",\"mergedName\":\"recommendationTypeId\",\"fromId\":\"d446799d-b1af-4bca-9d72-84ba2d870039\"},{\"originalName\":\"[Get-AdvisorRecommendations-Compute].maxCpuP95\",\"mergedName\":\"maxCpuP95\",\"fromId\":\"d446799d-b1af-4bca-9d72-84ba2d870039\"},{\"originalName\":\"[Get-AdvisorRecommendations-Compute].excludeRecomm\",\"mergedName\":\"excludeRecomm\",\"fromId\":\"d446799d-b1af-4bca-9d72-84ba2d870039\"},{\"originalName\":\"[Get-AdvisorRecommendations-Compute].lowCpuThreshold\",\"mergedName\":\"lowCpuThreshold\",\"fromId\":\"d446799d-b1af-4bca-9d72-84ba2d870039\"},{\"originalName\":\"[Get-AdvisorRecommendations-Compute].AdditionaInfo\",\"mergedName\":\"AdditionaInfo\",\"fromId\":\"d446799d-b1af-4bca-9d72-84ba2d870039\"},{\"originalName\":\"[Get-AdvisorRecommendations-Compute].isActive1\",\"mergedName\":\"isActive1\",\"fromId\":\"d446799d-b1af-4bca-9d72-84ba2d870039\"},{\"originalName\":\"[Get-AdvisorRecommendations-Compute].excludeProperty\",\"mergedName\":\"excludeProperty\",\"fromId\":\"d446799d-b1af-4bca-9d72-84ba2d870039\"},{\"originalName\":\"[query - tags - list all compute resources].id\",\"mergedName\":\"id1\",\"fromId\":\"d446799d-b1af-4bca-9d72-84ba2d870039\"},{\"originalName\":\"[Get-AdvisorRecommendations-Compute].location\",\"mergedName\":\"location\",\"fromId\":\"unknown\"}]}",
+                                            "size": 0,
+                                            "title": "Azure Advisor Cost recommendations",
+                                            "noDataMessage": "You are following all of our cost recommendations for Compute",
+                                            "noDataMessageStyle": 3,
+                                            "queryType": 7,
+                                            "gridSettings": {
+                                              "formatters": [
+                                                {
+                                                  "columnMatch": "Group",
+                                                  "formatter": 1
+                                                },
+                                                {
+                                                  "columnMatch": "Affected Resource Type",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "Resource Group",
+                                                  "formatter": 14,
+                                                  "formatOptions": {
+                                                    "linkTarget": null,
+                                                    "showIcon": true
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "Subscription ID",
+                                                  "formatter": 15,
+                                                  "formatOptions": {
+                                                    "linkTarget": null,
+                                                    "showIcon": true
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "id",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "stableId",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "recommendationTypeId",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "maxCpuP95",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "excludeRecomm",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "lowCpuThreshold",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "AdditionaInfo",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "isActive1",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "excludeProperty",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "id1",
+                                                  "formatter": 5
+                                                }
+                                              ],
+                                              "rowLimit": 1000,
+                                              "filter": true,
+                                              "hierarchySettings": {
+                                                "treeType": 1,
+                                                "groupBy": [
+                                                  "Recommendation"
+                                                ]
+                                              }
+                                            }
+                                          },
+                                          "showPin": false,
+                                          "name": "query - Merge - Compute Advisor recommendations"
+                                        }
+                                      ]
+                                    },
+                                    "conditionalVisibility": {
+                                      "parameterName": "SelectedSubTab",
+                                      "comparison": "isEqualTo",
+                                      "value": "advisorCompute"
+                                    },
+                                    "name": "AdvisorGroup"
+                                  },
+                                  {
+                                    "type": 12,
+                                    "content": {
+                                      "version": "NotebookGroup/1.0",
+                                      "groupType": "editable",
+                                      "items": [
+                                        {
+                                          "type": 1,
+                                          "content": {
+                                            "json": "# Virtual Machine Scale Sets\r\n## Save with Azure Spot VMs on Virtual Machine Scale Sets\r\nUsing Azure Spot Virtual Machines on scale sets allows you to take advantage of our unused capacity at a significant cost savings. At any point in time when Azure needs the capacity back, the Azure infrastructure will evict Azure Spot Virtual Machine instances. Therefore, Azure Spot Virtual Machine instances are great for workloads that can handle interruptions like batch processing jobs, dev/test environments, large compute workloads, and more.\r\n\r\n## Spot Priority Mix\r\nAzure allows you to have the flexibility of running a mix of uninterruptible standard VMs and interruptible Spot VMs for Virtual Machine Scale Set deployments. You're able to deploy this Spot Priority Mix using Flexible orchestration to easily balance between high-capacity availability and lower infrastructure costs according to your workload requirements\r\n",
+                                            "style": "upsell"
+                                          },
+                                          "name": "text - 8"
+                                        },
+                                        {
+                                          "type": 3,
+                                          "content": {
+                                            "version": "KqlItem/1.0",
+                                            "query": "resources \r\n| where type =~ 'microsoft.compute/virtualmachinescalesets'\r\n| where resourceGroup in ({ResourceGroup})\r\n| extend  SpotVMs=tostring(properties.virtualMachineProfile.priority), SpotPriorityMix=tostring(properties.priorityMixPolicy), SKU=tostring(sku.name), resourceGroup=strcat('/subscriptions/',subscriptionId,'/resourceGroups/',resourceGroup)\r\n| project id, SKU, SpotVMs,SpotPriorityMix,subscriptionId,resourceGroup, location\r\n| join kind = innerunique(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}'])\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct id\r\n    )\r\n    on id",
+                                            "size": 0,
+                                            "queryType": 1,
+                                            "resourceType": "microsoft.resourcegraph/resources",
+                                            "crossComponentResources": [
+                                              "{Subscription}"
+                                            ],
+                                            "gridSettings": {
+                                              "formatters": [
+                                                {
+                                                  "columnMatch": "SpotVMs",
+                                                  "formatter": 18,
+                                                  "formatOptions": {
+                                                    "thresholdsOptions": "icons",
+                                                    "thresholdsGrid": [
+                                                      {
+                                                        "operator": "==",
+                                                        "thresholdValue": "Spot",
+                                                        "representation": "success",
+                                                        "text": "{0}{1}"
+                                                      },
+                                                      {
+                                                        "operator": "Default",
+                                                        "thresholdValue": null,
+                                                        "representation": "warning",
+                                                        "text": "Not using Spot VMs"
+                                                      }
+                                                    ]
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "SpotPriorityMix",
+                                                  "formatter": 18,
+                                                  "formatOptions": {
+                                                    "thresholdsOptions": "icons",
+                                                    "thresholdsGrid": [
+                                                      {
+                                                        "operator": "is Empty",
+                                                        "representation": "2",
+                                                        "text": "Not using Spot Priority Mix"
+                                                      },
+                                                      {
+                                                        "operator": "Default",
+                                                        "thresholdValue": null,
+                                                        "representation": "success",
+                                                        "text": "{0}{1}"
+                                                      }
+                                                    ]
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "subscriptionId",
+                                                  "formatter": 15,
+                                                  "formatOptions": {
+                                                    "linkTarget": null,
+                                                    "showIcon": true
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "resourceGroup",
+                                                  "formatter": 14,
+                                                  "formatOptions": {
+                                                    "linkTarget": null,
+                                                    "showIcon": true
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "id1",
+                                                  "formatter": 5
+                                                }
+                                              ],
+                                              "labelSettings": [
+                                                {
+                                                  "columnId": "id",
+                                                  "label": "ID"
+                                                },
+                                                {
+                                                  "columnId": "SKU",
+                                                  "label": "SKU"
+                                                },
+                                                {
+                                                  "columnId": "SpotVMs",
+                                                  "label": "Spot VMs"
+                                                },
+                                                {
+                                                  "columnId": "SpotPriorityMix",
+                                                  "label": "Spot Priority Mix"
+                                                },
+                                                {
+                                                  "columnId": "subscriptionId",
+                                                  "label": "Subscription Name"
+                                                },
+                                                {
+                                                  "columnId": "resourceGroup",
+                                                  "label": "Resource Group"
+                                                },
+                                                {
+                                                  "columnId": "location",
+                                                  "label": "Location"
+                                                }
+                                              ]
+                                            }
+                                          },
+                                          "name": "query - 9"
+                                        }
+                                      ]
+                                    },
+                                    "conditionalVisibility": {
+                                      "parameterName": "SelectedSubTab",
+                                      "comparison": "isEqualTo",
+                                      "value": "VMSS"
+                                    },
+                                    "name": "group - VMSS"
+                                  }
+                                ]
+                              },
+                              "name": "Compute - Subscription"
+                            }
+                          ]
+                        },
+                        "conditionalVisibilities": [
+                          {
+                            "parameterName": "SelectedTab",
+                            "comparison": "isEqualTo",
+                            "value": "UsageOptimization"
+                          },
+                          {
+                            "parameterName": "SelectedRateOptimizationTab",
+                            "comparison": "isEqualTo",
+                            "value": "Compute"
+                          }
+                        ],
+                        "name": "ComputeGroup",
+                        "styleSettings": {
+                          "showBorder": true
+                        }
+                      }
+                    ]
+                  },
+                  "conditionalVisibility": {
+                    "parameterName": "SelectedTab",
+                    "comparison": "isEqualTo",
+                    "value": "UsageOptimization"
+                  },
+                  "name": "group - usage optimization"
+                },
+                {
+                  "type": 12,
+                  "content": {
+                    "version": "NotebookGroup/1.0",
+                    "groupType": "editable",
+                    "items": [
+                      {
+                        "type": 1,
+                        "content": {
+                          "json": "## Commitment-based savings\r\nTo maximize your Azure savings, consider savings plans for flexible usage and reserved instances for persistent needs. Azure Savings plans offer reduced rates with a fixed hourly spend and reserved instances allow pre-purchasing VM base price. Both options provide discounts and adapt to your usage patterns, helping you manage costs effectively. Below is an estimate of how much you can potentially save with 1-Year commitment for each option based on your usage pattern for the last 30 days.​",
+                          "style": "upsell"
+                        },
+                        "customWidth": "50",
+                        "name": "text - P1YTotalSavings"
+                      },
+                      {
+                        "type": 1,
+                        "content": {
+                          "json": "## Commitment-based savings\r\nTo maximize your Azure savings, consider savings plans for flexible usage and reserved instances for persistent needs. Savings plans offer reduced rates with a fixed hourly spend, while reserved instances allow pre-purchasing VM base price. Both options provide discounts and adapt to your usage patterns, helping you manage costs effectively. Below is an estimate of how much you can save with 3-Year commitment for each option based on your usage pattern for the last 30 days.​",
+                          "style": "upsell"
+                        },
+                        "customWidth": "50",
+                        "name": "text - P3YTotalSavings - Copy"
+                      },
+                      {
+                        "type": 3,
+                        "content": {
+                          "version": "KqlItem/1.0",
+                          "query": "AdvisorResources \r\n| where type == 'microsoft.advisor/recommendations' \r\n| where properties.category == 'Cost' and (properties.shortDescription.solution contains \"Reserved Instance\" or properties.shortDescription.solution contains \"savings plan\")\r\n| extend\r\nrecommendationTypeId = tostring(properties.recommendationTypeId),\r\nreservedResourceType=tostring(properties.extendedProperties.reservedResourceType),\r\nlookbackPeriod=tostring(strcat(\"Last \",properties.extendedProperties.lookbackPeriod,\" days\")),\r\nterm=tostring(properties.extendedProperties.term),\r\nstableId = name,\r\nsubscriptionId = tostring(properties.extendedProperties.subId)\r\n| where term == \"P1Y\" and lookbackPeriod == \"Last 30 days\"\r\n| extend subscriptionId,stableId\r\n| join kind = leftouter\r\n(advisorresources | where type=~'microsoft.advisor/suppressions'\r\n| extend tokens = split(id, '/')\r\n| extend stableId = iff(array_length(tokens) > 3, tokens[(array_length(tokens)-3)], '')\r\n| extend expirationTimeStamp = todatetime(iff(strcmp(tostring(properties.ttl), '-1') == 0, '9999-12-31', properties.expirationTimeStamp))\r\n| where expirationTimeStamp > now()\r\n| project stableId, expirationTimeStamp)\r\non stableId\r\n| where isempty(expirationTimeStamp)\r\n| extend subscriptionId,stableId\r\n| join kind = leftouter\r\n(advisorresources \r\n| where type =~ 'microsoft.advisor/configurations'\r\n| where isempty(resourceGroup) == true\r\n| extend\r\nmaxCpuP95 = properties.extendedProperties.MaxCpuP95,\r\nlowCpuThreshold = properties.lowCpuThreshold,\r\nexcludeRecomm = properties.exclude,\r\nreservedResourceType=tostring(properties.extendedProperties.reservedResourceType),\r\nlookbackPeriod=tostring(strcat(\"Last \",properties.extendedProperties.lookbackPeriod,\" days\")),\r\nscope=tostring(properties.extendedProperties.scope),\r\nterm=tostring(properties.extendedProperties.term),\r\nsavings=todouble(properties.extendedProperties.annualSavingsAmount),\r\nsavingsAmount = todouble(properties.extendedProperties.savingsAmount),\r\nRecommendation=tostring(properties.shortDescription.solution),  \r\ncurrency = tostring(properties.extendedProperties.savingsCurrency),\r\ndisplayQty = tostring(properties.extendedProperties.displayQty),\r\ndisplaySKU = tostring(properties.extendedProperties.displaySKU),\r\nregion = tostring(properties.extendedProperties.region),\r\nstableId = name,\r\nsubscriptionId = tostring(properties.extendedProperties.subId))\r\non subscriptionId\r\n| extend isActive1 = iff(isnull(excludeRecomm), true, tobool(excludeRecomm) == false)\r\n| extend isActive2 = iff(recommendationTypeId == 'e10b1381-5f0a-47ff-8c7b-37bd13d7c974', iff((isnotempty(lowCpuThreshold) and isnotempty(maxCpuP95)), toint(maxCpuP95) < toint(lowCpuThreshold), iff((isempty(maxCpuP95) or toint(maxCpuP95) < 5), true, false)), true)\r\n| where isActive1 == true and isActive2 == true\r\n| join kind = leftouter\r\n(advisorresources | where type =~ 'microsoft.advisor/configurations' | where isnotempty(resourceGroup) == true\r\n| project subscriptionId, resourceGroup, excludeProperty = properties.exclude)\r\non subscriptionId, resourceGroup\r\n| extend isActive3 = iff(isnull(excludeProperty), true, tobool(excludeProperty) == false)\r\n| where isActive3 == true\r\n| extend reservedResourceType=tostring(properties.extendedProperties.reservedResourceType),\r\nlookbackPeriod=tostring(strcat(\"Last \",properties.extendedProperties.lookbackPeriod,\" days\")),\r\nscope=tostring(properties.extendedProperties.scope),\r\nterm=tostring(properties.extendedProperties.term),\r\nsavings=todouble(properties.extendedProperties.annualSavingsAmount),\r\nsavingsAmount = todouble(properties.extendedProperties.savingsAmount),\r\nRecommendation=tostring(properties.shortDescription.solution),  \r\ncurrency = tostring(properties.extendedProperties.savingsCurrency),\r\ndisplayQty = tostring(properties.extendedProperties.displayQty),\r\ndisplaySKU = tostring(properties.extendedProperties.displaySKU),\r\nregion = tostring(properties.extendedProperties.region),\r\nresources=tostring(properties.resourceMetadata.resourceId),  \r\nsubscription = tostring(properties.extendedProperties.subId),\r\ntypeOfRecommendation = iif(properties.shortDescription.solution contains \"Reserved Instance\", \"Reservations\", \"Savings plan\")\r\n| where term == \"P1Y\" and lookbackPeriod == \"Last 30 days\"\r\n| summarize bin (sum(savings), 0.01) by typeOfRecommendation,currency\r\n| order by sum_savings desc\r\n",
+                          "size": 0,
+                          "title": "1 year total commitment-based savings",
+                          "noDataMessage": "There are no commitment-based recommendations",
+                          "noDataMessageStyle": 3,
+                          "queryType": 1,
+                          "resourceType": "microsoft.resourcegraph/resources",
+                          "crossComponentResources": [
+                            "value::all"
+                          ],
+                          "visualization": "piechart",
+                          "chartSettings": {
+                            "seriesLabelSettings": [
+                              {
+                                "seriesName": "Reservations",
+                                "label": "Azure Reservations"
+                              },
+                              {
+                                "seriesName": "Savings plan",
+                                "label": "Azure Savings Plan for Compute"
+                              }
+                            ]
+                          }
+                        },
+                        "customWidth": "50",
+                        "name": "query - CommitmentBasedSavingsP1Y"
+                      },
+                      {
+                        "type": 3,
+                        "content": {
+                          "version": "KqlItem/1.0",
+                          "query": "AdvisorResources \r\n| where type == 'microsoft.advisor/recommendations' \r\n| where properties.category == 'Cost' and (properties.shortDescription.solution contains \"Reserved Instance\" or properties.shortDescription.solution contains \"savings plan\")\r\n| extend\r\nrecommendationTypeId = tostring(properties.recommendationTypeId),\r\nreservedResourceType=tostring(properties.extendedProperties.reservedResourceType),\r\nlookbackPeriod=tostring(strcat(\"Last \",properties.extendedProperties.lookbackPeriod,\" days\")),\r\nterm=tostring(properties.extendedProperties.term),\r\nstableId = name,\r\nsubscriptionId = tostring(properties.extendedProperties.subId)\r\n| where term == \"P3Y\" and lookbackPeriod == \"Last 30 days\"\r\n| extend subscriptionId,stableId\r\n| join kind = leftouter\r\n(advisorresources | where type=~'microsoft.advisor/suppressions'\r\n| extend tokens = split(id, '/')\r\n| extend stableId = iff(array_length(tokens) > 3, tokens[(array_length(tokens)-3)], '')\r\n| extend expirationTimeStamp = todatetime(iff(strcmp(tostring(properties.ttl), '-1') == 0, '9999-12-31', properties.expirationTimeStamp))\r\n| where expirationTimeStamp > now()\r\n| project stableId, expirationTimeStamp)\r\non stableId\r\n| where isempty(expirationTimeStamp)\r\n| extend subscriptionId,stableId\r\n| join kind = leftouter\r\n(advisorresources \r\n| where type =~ 'microsoft.advisor/configurations'\r\n| where isempty(resourceGroup) == true\r\n| extend\r\nmaxCpuP95 = properties.extendedProperties.MaxCpuP95,\r\nlowCpuThreshold = properties.lowCpuThreshold,\r\nexcludeRecomm = properties.exclude,\r\nreservedResourceType=tostring(properties.extendedProperties.reservedResourceType),\r\nlookbackPeriod=tostring(strcat(\"Last \",properties.extendedProperties.lookbackPeriod,\" days\")),\r\nscope=tostring(properties.extendedProperties.scope),\r\nterm=tostring(properties.extendedProperties.term),\r\nsavings=todouble(properties.extendedProperties.annualSavingsAmount),\r\nsavingsAmount = todouble(properties.extendedProperties.savingsAmount),\r\nRecommendation=tostring(properties.shortDescription.solution),  \r\ncurrency = tostring(properties.extendedProperties.savingsCurrency),\r\ndisplayQty = tostring(properties.extendedProperties.displayQty),\r\ndisplaySKU = tostring(properties.extendedProperties.displaySKU),\r\nregion = tostring(properties.extendedProperties.region),\r\nstableId = name,\r\nsubscriptionId = tostring(properties.extendedProperties.subId))\r\non subscriptionId\r\n| extend isActive1 = iff(isnull(excludeRecomm), true, tobool(excludeRecomm) == false)\r\n| extend isActive2 = iff(recommendationTypeId == 'e10b1381-5f0a-47ff-8c7b-37bd13d7c974', iff((isnotempty(lowCpuThreshold) and isnotempty(maxCpuP95)), toint(maxCpuP95) < toint(lowCpuThreshold), iff((isempty(maxCpuP95) or toint(maxCpuP95) < 5), true, false)), true)\r\n| where isActive1 == true and isActive2 == true\r\n| join kind = leftouter\r\n(advisorresources | where type =~ 'microsoft.advisor/configurations' | where isnotempty(resourceGroup) == true\r\n| project subscriptionId, resourceGroup, excludeProperty = properties.exclude)\r\non subscriptionId, resourceGroup\r\n| extend isActive3 = iff(isnull(excludeProperty), true, tobool(excludeProperty) == false)\r\n| where isActive3 == true\r\n| extend reservedResourceType=tostring(properties.extendedProperties.reservedResourceType),\r\nlookbackPeriod=tostring(strcat(\"Last \",properties.extendedProperties.lookbackPeriod,\" days\")),\r\nscope=tostring(properties.extendedProperties.scope),\r\nterm=tostring(properties.extendedProperties.term),\r\nsavings=todouble(properties.extendedProperties.annualSavingsAmount),\r\nsavingsAmount = todouble(properties.extendedProperties.savingsAmount),\r\nRecommendation=tostring(properties.shortDescription.solution),  \r\ncurrency = tostring(properties.extendedProperties.savingsCurrency),\r\ndisplayQty = tostring(properties.extendedProperties.displayQty),\r\ndisplaySKU = tostring(properties.extendedProperties.displaySKU),\r\nregion = tostring(properties.extendedProperties.region),\r\nresources=tostring(properties.resourceMetadata.resourceId),  \r\nsubscription = tostring(properties.extendedProperties.subId),\r\ntypeOfRecommendation = iif(properties.shortDescription.solution contains \"Reserved Instance\", \"Reservations\", \"Savings plan\")\r\n| where term == \"P3Y\" and lookbackPeriod == \"Last 30 days\"\r\n| summarize bin (sum(savings), 0.01) by typeOfRecommendation,currency\r\n| order by sum_savings desc\r\n",
+                          "size": 0,
+                          "title": "3 years total commitment-based savings",
+                          "noDataMessage": "There are no commitment-based recommendations",
+                          "noDataMessageStyle": 3,
+                          "queryType": 1,
+                          "resourceType": "microsoft.resourcegraph/resources",
+                          "crossComponentResources": [
+                            "value::all"
+                          ],
+                          "visualization": "piechart",
+                          "chartSettings": {
+                            "seriesLabelSettings": [
+                              {
+                                "seriesName": "Reservations",
+                                "label": "Azure Reservations"
+                              },
+                              {
+                                "seriesName": "Savings plan",
+                                "label": "Azure Savings Plan for Compute"
+                              }
+                            ]
+                          }
+                        },
+                        "customWidth": "50",
+                        "name": "query - CommitmentBasedSavingsP3Y"
+                      },
+                      {
+                        "type": 11,
+                        "content": {
+                          "version": "LinkItem/1.0",
+                          "style": "tabs",
+                          "links": [
+                            {
+                              "id": "792df0b2-35da-403d-999d-ff81ea8d4f56",
+                              "cellValue": "selectedRateOptimizationTab",
+                              "linkTarget": "parameter",
+                              "linkLabel": "Azure Hybrid Benefit",
+                              "subTarget": "AHB",
+                              "style": "link"
+                            },
+                            {
+                              "id": "56eb4166-cb7c-4384-94a9-c5f201e1316d",
+                              "cellValue": "selectedRateOptimizationTab",
+                              "linkTarget": "parameter",
+                              "linkLabel": "Azure Reservations",
+                              "subTarget": "Reservations",
+                              "style": "link"
+                            },
+                            {
+                              "id": "799d4fc7-5790-467c-84cc-ce4b4cc34a3f",
+                              "cellValue": "selectedRateOptimizationTab",
+                              "linkTarget": "parameter",
+                              "linkLabel": "Azure savings plan for compute",
+                              "subTarget": "SavingsPlan",
+                              "style": "link"
+                            }
+                          ]
+                        },
+                        "conditionalVisibility": {
+                          "parameterName": "SelectedTab",
+                          "comparison": "isEqualTo",
+                          "value": "RateOptimization"
+                        },
+                        "name": "links - rate optimization tabs"
+                      },
+                      {
+                        "type": 12,
+                        "content": {
+                          "version": "NotebookGroup/1.0",
+                          "groupType": "template",
+                          "loadFromTemplateId": "",
+                          "items": [
+                            {
+                              "type": 1,
+                              "content": {
+                                "json": "**Reserved instances** can provide a significant discount over on-demand prices. With reserved instances, you can pre-purchase the base costs for your virtual machines. \r\n<br>Discounts will automatically apply to new or existing VMs that have the same size and region as your reserved instance.<br> We analyzed your usage over selected Term, look-back period and recommend money-saving reserved instances​.\r\n<br>This query will only provide you recommendations for single scope reserved instances. *To learn more about Reserved Instances, go to this [link.](https://learn.microsoft.com/azure/cost-management-billing/manage/understand-vm-reservation-charges)*",
+                                "style": "info"
+                              },
+                              "name": "text - advisorReservationdDisclaimer"
+                            },
+                            {
+                              "type": 9,
+                              "content": {
+                                "version": "KqlParameterItem/1.0",
+                                "parameters": [
+                                  {
+                                    "id": "a1960768-9da4-455d-b6f6-6d43098cff76",
+                                    "version": "KqlParameterItem/1.0",
+                                    "name": "Subscription",
+                                    "type": 6,
+                                    "isRequired": true,
+                                    "multiSelect": true,
+                                    "quote": "'",
+                                    "delimiter": ",",
+                                    "typeSettings": {
+                                      "additionalResourceOptions": [
+                                        "value::all"
+                                      ],
+                                      "includeAll": false,
+                                      "showDefault": false
+                                    },
+                                    "timeContext": {
+                                      "durationMs": 86400000
+                                    },
+                                    "defaultValue": "value::all",
+                                    "label": " Subscription",
+                                    "value": [
+                                      "value::all"
+                                    ]
+                                  }
+                                ],
+                                "style": "pills",
+                                "queryType": 0,
+                                "resourceType": "microsoft.resourcegraph/resources"
+                              },
+                              "customWidth": "75",
+                              "name": "parameters - Filters"
+                            },
+                            {
+                              "type": 9,
+                              "content": {
+                                "version": "KqlParameterItem/1.0",
+                                "crossComponentResources": [
+                                  "{Subscription}"
+                                ],
+                                "parameters": [
+                                  {
+                                    "id": "2b8ca845-75ba-4f4b-acad-54ee50d66d54",
+                                    "version": "KqlParameterItem/1.0",
+                                    "name": "LookBackPeriod",
+                                    "label": "Look back period",
+                                    "type": 2,
+                                    "isRequired": true,
+                                    "typeSettings": {
+                                      "additionalResourceOptions": [],
+                                      "showDefault": false
+                                    },
+                                    "jsonData": "[[\r\n    {\"value\": \"Last 7 days\"},\r\n    {\"value\": \"Last 30 days\"},\r\n    {\"value\": \"Last 60 days\"}\r\n]",
+                                    "timeContext": {
+                                      "durationMs": 86400000
+                                    },
+                                    "value": "Last 60 days"
+                                  },
+                                  {
+                                    "id": "953c9e4c-af03-4fb7-bf30-3f1bfdf09199",
+                                    "version": "KqlParameterItem/1.0",
+                                    "name": "term",
+                                    "label": "Term",
+                                    "type": 2,
+                                    "isRequired": true,
+                                    "typeSettings": {
+                                      "additionalResourceOptions": []
+                                    },
+                                    "jsonData": "[[\r\n    {\r\n        \"value\": \"P1Y\",\r\n        \"Selected\": \"true\"\r\n    },\r\n    {\r\n        \"value\": \"P3Y\"\r\n    }\r\n]",
+                                    "timeContext": {
+                                      "durationMs": 86400000
+                                    },
+                                    "value": "P3Y"
+                                  },
+                                  {
+                                    "id": "c46193fe-f1b2-49d1-a9bc-c9f5149f0194",
+                                    "version": "KqlParameterItem/1.0",
+                                    "name": "resourceType",
+                                    "label": "Resource type",
+                                    "type": 2,
+                                    "isRequired": true,
+                                    "multiSelect": true,
+                                    "quote": "'",
+                                    "delimiter": ",",
+                                    "query": "AdvisorResources \r\n| where type == 'microsoft.advisor/recommendations' \r\n| where properties.category == 'Cost' and properties.shortDescription.solution contains \"Reserved Instance\"\r\n| extend reservedResourceType=tostring(properties.extendedProperties.reservedResourceType)\r\n| distinct reservedResourceType",
+                                    "crossComponentResources": [
+                                      "{Subscription}"
+                                    ],
+                                    "typeSettings": {
+                                      "additionalResourceOptions": [
+                                        "value::all"
+                                      ],
+                                      "showDefault": false
+                                    },
+                                    "defaultValue": "value::all",
+                                    "queryType": 1,
+                                    "resourceType": "microsoft.resourcegraph/resources",
+                                    "value": [
+                                      "value::all"
+                                    ]
+                                  }
+                                ],
+                                "style": "pills",
+                                "queryType": 1,
+                                "resourceType": "microsoft.resourcegraph/resources"
+                              },
+                              "name": "parameters - reservationsParams"
+                            },
+                            {
+                              "type": 3,
+                              "content": {
+                                "version": "KqlItem/1.0",
+                                "query": "AdvisorResources \r\n| where type == 'microsoft.advisor/recommendations' \r\n| where properties.category == 'Cost' and properties.shortDescription.solution contains \"Reserved Instance\" \r\n| extend\r\nrecommendationTypeId = tostring(properties.recommendationTypeId),\r\nreservedResourceType=tostring(properties.extendedProperties.reservedResourceType),\r\nlookbackPeriod=tostring(strcat(\"Last \",properties.extendedProperties.lookbackPeriod,\" days\")),\r\nterm=tostring(properties.extendedProperties.term),\r\nstableId = name,\r\nsubscriptionId = tostring(properties.extendedProperties.subId)\r\n| where term == \"{term}\" and lookbackPeriod == \"{LookBackPeriod}\" and reservedResourceType in ({resourceType})\r\n| extend subscriptionId,stableId\r\n| join kind = leftouter\r\n(advisorresources | where type=~'microsoft.advisor/suppressions'\r\n| extend tokens = split(id, '/')\r\n| extend stableId = iff(array_length(tokens) > 3, tokens[(array_length(tokens)-3)], '')\r\n| extend expirationTimeStamp = todatetime(iff(strcmp(tostring(properties.ttl), '-1') == 0, '9999-12-31', properties.expirationTimeStamp))\r\n| where expirationTimeStamp > now()\r\n| project stableId, expirationTimeStamp)\r\non stableId\r\n| where isempty(expirationTimeStamp)\r\n| extend subscriptionId,stableId\r\n| join kind = leftouter\r\n(advisorresources \r\n| where type =~ 'microsoft.advisor/configurations'\r\n| where isempty(resourceGroup) == true\r\n| extend\r\nmaxCpuP95 = properties.extendedProperties.MaxCpuP95,\r\nlowCpuThreshold = properties.lowCpuThreshold,\r\nexcludeRecomm = properties.exclude,\r\nreservedResourceType=tostring(properties.extendedProperties.reservedResourceType),\r\nlookbackPeriod=tostring(strcat(\"Last \",properties.extendedProperties.lookbackPeriod,\" days\")),\r\nscope=tostring(properties.extendedProperties.scope),\r\nterm=tostring(properties.extendedProperties.term),\r\nsavings=todouble(properties.extendedProperties.annualSavingsAmount),\r\nsavingsAmount = todouble(properties.extendedProperties.savingsAmount),\r\nRecommendation=tostring(properties.shortDescription.solution),  \r\ncurrency = tostring(properties.extendedProperties.savingsCurrency),\r\ndisplayQty = tostring(properties.extendedProperties.displayQty),\r\ndisplaySKU = tostring(properties.extendedProperties.displaySKU),\r\nregion = tostring(properties.extendedProperties.region),\r\nstableId = name,\r\nsubscriptionId = tostring(properties.extendedProperties.subId))\r\non subscriptionId\r\n| extend isActive1 = iff(isnull(excludeRecomm), true, tobool(excludeRecomm) == false)\r\n| extend isActive2 = iff(recommendationTypeId == 'e10b1381-5f0a-47ff-8c7b-37bd13d7c974', iff((isnotempty(lowCpuThreshold) and isnotempty(maxCpuP95)), toint(maxCpuP95) < toint(lowCpuThreshold), iff((isempty(maxCpuP95) or toint(maxCpuP95) < 5), true, false)), true)\r\n| where isActive1 == true and isActive2 == true\r\n| join kind = leftouter\r\n(advisorresources | where type =~ 'microsoft.advisor/configurations' | where isnotempty(resourceGroup) == true\r\n| project subscriptionId, resourceGroup, excludeProperty = properties.exclude)\r\non subscriptionId, resourceGroup\r\n| extend isActive3 = iff(isnull(excludeProperty), true, tobool(excludeProperty) == false)\r\n| where isActive3 == true\r\n| extend reservedResourceType=tostring(properties.extendedProperties.reservedResourceType),\r\nlookbackPeriod=tostring(strcat(\"Last \",properties.extendedProperties.lookbackPeriod,\" days\")),\r\nscope=tostring(properties.extendedProperties.scope),\r\nterm=tostring(properties.extendedProperties.term),\r\nsavings=todouble(properties.extendedProperties.annualSavingsAmount),\r\nsavingsAmount = todouble(properties.extendedProperties.savingsAmount),\r\nRecommendation=tostring(properties.shortDescription.solution),  \r\ncurrency = tostring(properties.extendedProperties.savingsCurrency),\r\ndisplayQty = tostring(properties.extendedProperties.displayQty),\r\ndisplaySKU = tostring(properties.extendedProperties.displaySKU),\r\nregion = tostring(properties.extendedProperties.region),\r\nresources=tostring(properties.resourceMetadata.resourceId),  \r\nsubscription = tostring(properties.extendedProperties.subId)\r\n| where term == \"{term}\" and lookbackPeriod == \"{LookBackPeriod}\" and reservedResourceType in ({resourceType})\r\n| summarize Subscriptions=dcount(resources),  \r\n  bin (sum(savings), 0.01) by Recommendation ,reservedResourceType ,lookbackPeriod,scope,term ,currency\r\n| order by sum_savings desc\r\n",
+                                "size": 0,
+                                "title": "Reservations Summary",
+                                "noDataMessage": "No reservations recommendations found!",
+                                "noDataMessageStyle": 3,
+                                "queryType": 1,
+                                "resourceType": "microsoft.resourcegraph/resources",
+                                "crossComponentResources": [
+                                  "{Subscription}"
+                                ],
+                                "visualization": "categoricalbar",
+                                "gridSettings": {
+                                  "filter": true,
+                                  "labelSettings": [
+                                    {
+                                      "columnId": "reservedResourceType",
+                                      "label": "Resource type"
+                                    },
+                                    {
+                                      "columnId": "lookbackPeriod",
+                                      "label": "Look back period"
+                                    },
+                                    {
+                                      "columnId": "scope",
+                                      "label": "Scope"
+                                    },
+                                    {
+                                      "columnId": "term",
+                                      "label": "Term"
+                                    },
+                                    {
+                                      "columnId": "currency",
+                                      "label": "Currency"
+                                    },
+                                    {
+                                      "columnId": "sum_savings",
+                                      "label": "Total annual savings"
+                                    }
+                                  ]
+                                },
+                                "chartSettings": {
+                                  "xAxis": "reservedResourceType",
+                                  "yAxis": [
+                                    "sum_savings"
+                                  ],
+                                  "group": "reservedResourceType",
+                                  "createOtherGroup": 0,
+                                  "showLegend": true,
+                                  "ySettings": {
+                                    "numberFormatSettings": {
+                                      "unit": 0,
+                                      "options": {
+                                        "style": "decimal",
+                                        "useGrouping": true
+                                      }
+                                    }
+                                  }
+                                }
+                              },
+                              "name": "query - Reservations Summary"
+                            },
+                            {
+                              "type": 3,
+                              "content": {
+                                "version": "KqlItem/1.0",
+                                "query": "AdvisorResources \r\n| where type == 'microsoft.advisor/recommendations' \r\n| where properties.category == 'Cost' and properties.shortDescription.solution contains \"Reserved Instance\" \r\n| extend\r\nrecommendationTypeId = tostring(properties.recommendationTypeId),\r\nreservedResourceType=tostring(properties.extendedProperties.reservedResourceType),\r\nlookbackPeriod=tostring(strcat(\"Last \",properties.extendedProperties.lookbackPeriod,\" days\")),\r\nterm=tostring(properties.extendedProperties.term),\r\nstableId = name,\r\nsubscriptionId = tostring(properties.extendedProperties.subId)\r\n| where term == \"{term}\" and lookbackPeriod == \"{LookBackPeriod}\" and reservedResourceType in ({resourceType})\r\n| extend subscriptionId,stableId\r\n| join kind = leftouter\r\n(advisorresources | where type=~'microsoft.advisor/suppressions'\r\n| extend tokens = split(id, '/')\r\n| extend stableId = iff(array_length(tokens) > 3, tokens[(array_length(tokens)-3)], '')\r\n| extend expirationTimeStamp = todatetime(iff(strcmp(tostring(properties.ttl), '-1') == 0, '9999-12-31', properties.expirationTimeStamp))\r\n| where expirationTimeStamp > now()\r\n| project stableId, expirationTimeStamp)\r\non stableId\r\n| where isempty(expirationTimeStamp)\r\n| extend subscriptionId,stableId\r\n| join kind = leftouter\r\n(advisorresources \r\n| where type =~ 'microsoft.advisor/configurations'\r\n| where isempty(resourceGroup) == true\r\n| extend\r\nmaxCpuP95 = properties.extendedProperties.MaxCpuP95,\r\nlowCpuThreshold = properties.lowCpuThreshold,\r\nexcludeRecomm = properties.exclude,\r\nreservedResourceType=tostring(properties.extendedProperties.reservedResourceType),\r\nlookbackPeriod=tostring(strcat(\"Last \",properties.extendedProperties.lookbackPeriod,\" days\")),\r\nscope=tostring(properties.extendedProperties.scope),\r\nterm=tostring(properties.extendedProperties.term),\r\nRecommendation=tostring(properties.shortDescription.solution),  \r\nstableId = name,\r\nsubscriptionId = tostring(properties.extendedProperties.subId))\r\non subscriptionId\r\n| extend isActive1 = iff(isnull(excludeRecomm), true, tobool(excludeRecomm) == false)\r\n| extend isActive2 = iff(recommendationTypeId == 'e10b1381-5f0a-47ff-8c7b-37bd13d7c974', iff((isnotempty(lowCpuThreshold) and isnotempty(maxCpuP95)), toint(maxCpuP95) < toint(lowCpuThreshold), iff((isempty(maxCpuP95) or toint(maxCpuP95) < 5), true, false)), true)\r\n| where isActive1 == true and isActive2 == true\r\n| join kind = leftouter\r\n(advisorresources | where type =~ 'microsoft.advisor/configurations' | where isnotempty(resourceGroup) == true\r\n| project subscriptionId, resourceGroup, excludeProperty = properties.exclude)\r\non subscriptionId, resourceGroup\r\n| extend isActive3 = iff(isnull(excludeProperty), true, tobool(excludeProperty) == false)\r\n| where isActive3 == true\r\n| extend reservedResourceType=tostring(properties.extendedProperties.reservedResourceType),\r\nlookbackPeriod=tostring(strcat(\"Last \",properties.extendedProperties.lookbackPeriod,\" days\")),\r\nscope=tostring(properties.extendedProperties.scope),\r\nterm=tostring(properties.extendedProperties.term),\r\nsavings=todouble(properties.extendedProperties.annualSavingsAmount),\r\nsavingsAmount = todouble(properties.extendedProperties.savingsAmount),\r\nRecommendation=tostring(properties.shortDescription.solution),  \r\ncurrency = tostring(properties.extendedProperties.savingsCurrency),\r\ndisplayQty = tostring(properties.extendedProperties.displayQty),\r\ndisplaySKU = tostring(properties.extendedProperties.displaySKU),\r\nregion = tostring(properties.extendedProperties.region),\r\nsubscription = tostring(properties.extendedProperties.subId)\r\n| where term == \"{term}\" and lookbackPeriod == \"{LookBackPeriod}\" and reservedResourceType in ({resourceType})\r\n| project Recommendation,reservedResourceType,displaySKU,displayQty,savings,currency,lookbackPeriod,term,region,subscription\r\n| order by savings desc\r\n",
+                                "size": 0,
+                                "title": "Reservations details",
+                                "noDataMessage": "No reservations recommendations found!",
+                                "noDataMessageStyle": 3,
+                                "queryType": 1,
+                                "resourceType": "microsoft.resourcegraph/resources",
+                                "crossComponentResources": [
+                                  "{Subscription}"
+                                ],
+                                "gridSettings": {
+                                  "formatters": [
+                                    {
+                                      "columnMatch": "$gen_group",
+                                      "formatter": 15,
+                                      "formatOptions": {
+                                        "linkTarget": null,
+                                        "showIcon": true
+                                      }
+                                    },
+                                    {
+                                      "columnMatch": "Recommendation",
+                                      "formatter": 5
+                                    },
+                                    {
+                                      "columnMatch": "reservedResourceType",
+                                      "formatter": 5
+                                    },
+                                    {
+                                      "columnMatch": "subscription",
+                                      "formatter": 15,
+                                      "formatOptions": {
+                                        "linkTarget": null,
+                                        "showIcon": true
+                                      }
+                                    }
+                                  ],
+                                  "filter": true,
+                                  "hierarchySettings": {
+                                    "treeType": 1,
+                                    "groupBy": [
+                                      "subscription",
+                                      "reservedResourceType"
+                                    ],
+                                    "expandTopLevel": false
+                                  },
+                                  "labelSettings": [
+                                    {
+                                      "columnId": "displaySKU",
+                                      "label": "SKU"
+                                    },
+                                    {
+                                      "columnId": "displayQty",
+                                      "label": "Quantity"
+                                    },
+                                    {
+                                      "columnId": "savings",
+                                      "label": "Total annual savings"
+                                    },
+                                    {
+                                      "columnId": "currency",
+                                      "label": "Currency"
+                                    },
+                                    {
+                                      "columnId": "lookbackPeriod",
+                                      "label": "Look back period"
+                                    },
+                                    {
+                                      "columnId": "term",
+                                      "label": "Term"
+                                    },
+                                    {
+                                      "columnId": "region",
+                                      "label": "Region"
+                                    },
+                                    {
+                                      "columnId": "subscription",
+                                      "label": "Subscription"
+                                    }
+                                  ]
+                                },
+                                "chartSettings": {
+                                  "xAxis": "reservedResourceType",
+                                  "yAxis": [
+                                    "sum_savings"
+                                  ],
+                                  "group": "reservedResourceType",
+                                  "createOtherGroup": 0,
+                                  "showLegend": true,
+                                  "ySettings": {
+                                    "numberFormatSettings": {
+                                      "unit": 0,
+                                      "options": {
+                                        "style": "decimal",
+                                        "useGrouping": true
+                                      }
+                                    }
+                                  }
+                                }
+                              },
+                              "name": "query - Reservations details"
+                            }
+                          ]
+                        },
+                        "conditionalVisibilities": [
+                          {
+                            "parameterName": "SelectedTab",
+                            "comparison": "isEqualTo",
+                            "value": "RateOptimization"
+                          },
+                          {
+                            "parameterName": "selectedRateOptimizationTab",
+                            "comparison": "isEqualTo",
+                            "value": "Reservations"
+                          }
+                        ],
+                        "name": "group - Reservations"
+                      },
+                      {
+                        "type": 12,
+                        "content": {
+                          "version": "NotebookGroup/1.0",
+                          "groupType": "template",
+                          "loadFromTemplateId": "",
+                          "items": [
+                            {
+                              "type": 1,
+                              "content": {
+                                "json": "We analyzed your compute usage over the last 30 days and recommend adding a savings plan to increase your savings. <br>The savings plan unlocks lower prices on select compute services when you commit to spend a fixed hourly amount for 1 or 3 years. <br> As you use select compute services globally, your usage is covered by the plan at reduced prices. During the times when your usage is above your hourly commitment, you’ll simply be billed at your regular pay-as-you-go prices. With savings automatically applying across compute usage globally, you’ll continue saving even as your usage needs change over time. <br> Savings plan are more suited for dynamic workloads while accommodating for planned or unplanned changes while reservations are more suited for stable, predictable workloads with no planned changes. <br> Saving estimates are calculated for individual subscriptions and the usage pattern observed over last 30 days. **Shared scope savings plans are available in purchase experience and can further increase savings.** <br>\r\nTo learn more about Savings Plan, check out this [link.](https://learn.microsoft.com/azure/cost-management-billing/savings-plan/purchase-recommendations)​",
+                                "style": "info"
+                              },
+                              "name": "text - advisorSavingsPlanDisclaimer"
+                            },
+                            {
+                              "type": 9,
+                              "content": {
+                                "version": "KqlParameterItem/1.0",
+                                "parameters": [
+                                  {
+                                    "id": "a1960768-9da4-455d-b6f6-6d43098cff76",
+                                    "version": "KqlParameterItem/1.0",
+                                    "name": "Subscription",
+                                    "type": 6,
+                                    "isRequired": true,
+                                    "multiSelect": true,
+                                    "quote": "'",
+                                    "delimiter": ",",
+                                    "typeSettings": {
+                                      "additionalResourceOptions": [
+                                        "value::all"
+                                      ],
+                                      "includeAll": false,
+                                      "showDefault": false
+                                    },
+                                    "timeContext": {
+                                      "durationMs": 86400000
+                                    },
+                                    "defaultValue": "value::all",
+                                    "label": " Subscription",
+                                    "value": [
+                                      "value::all"
+                                    ]
+                                  }
+                                ],
+                                "style": "pills",
+                                "queryType": 0,
+                                "resourceType": "microsoft.resourcegraph/resources"
+                              },
+                              "customWidth": "75",
+                              "name": "parameters - Filters"
+                            },
+                            {
+                              "type": 9,
+                              "content": {
+                                "version": "KqlParameterItem/1.0",
+                                "crossComponentResources": [
+                                  "{Subscription}"
+                                ],
+                                "parameters": [
+                                  {
+                                    "id": "2b8ca845-75ba-4f4b-acad-54ee50d66d54",
+                                    "version": "KqlParameterItem/1.0",
+                                    "name": "LookBackPeriod",
+                                    "label": "Look back period",
+                                    "type": 2,
+                                    "isRequired": true,
+                                    "typeSettings": {
+                                      "additionalResourceOptions": [],
+                                      "showDefault": false
+                                    },
+                                    "jsonData": "[[\r\n    {\"value\": \"Last 7 days\"},\r\n    {\"value\": \"Last 30 days\"},\r\n    {\"value\": \"Last 60 days\"}\r\n]",
+                                    "timeContext": {
+                                      "durationMs": 86400000
+                                    },
+                                    "value": "Last 30 days"
+                                  },
+                                  {
+                                    "id": "953c9e4c-af03-4fb7-bf30-3f1bfdf09199",
+                                    "version": "KqlParameterItem/1.0",
+                                    "name": "term",
+                                    "label": "Term",
+                                    "type": 2,
+                                    "isRequired": true,
+                                    "typeSettings": {
+                                      "additionalResourceOptions": []
+                                    },
+                                    "jsonData": "[[\r\n    {\r\n        \"value\": \"P1Y\",\r\n        \"Selected\": \"true\"\r\n    },\r\n    {\r\n        \"value\": \"P3Y\"\r\n    }\r\n]",
+                                    "timeContext": {
+                                      "durationMs": 86400000
+                                    },
+                                    "value": "P1Y"
+                                  }
+                                ],
+                                "style": "pills",
+                                "queryType": 1,
+                                "resourceType": "microsoft.resourcegraph/resources"
+                              },
+                              "name": "parameters - savingsPlanParams"
+                            },
+                            {
+                              "type": 3,
+                              "content": {
+                                "version": "KqlItem/1.0",
+                                "query": "AdvisorResources \r\n| where type == 'microsoft.advisor/recommendations' \r\n| where properties.category == 'Cost' and properties.shortDescription.solution contains \"savings plan\"\r\n| extend recommendationTypeId = tostring(properties.recommendationTypeId),\r\nlookbackPeriod=tostring(strcat(\"Last \",properties.extendedProperties.lookbackPeriod,\" days\")),\r\nterm=tostring(properties.extendedProperties.term),\r\nstableId = name,\r\nsubscriptionId = tostring(properties.extendedProperties.subId),\r\ncommitment = tostring(properties.extendedProperties.commitment)\r\n| where term == \"{term}\" and lookbackPeriod == \"{LookBackPeriod}\"\r\n| extend subscriptionId,stableId\r\n| join kind = leftouter\r\n(advisorresources | where type=~'microsoft.advisor/suppressions'\r\n| extend tokens = split(id, '/')\r\n| extend stableId = iff(array_length(tokens) > 3, tokens[(array_length(tokens)-3)], '')\r\n| extend expirationTimeStamp = todatetime(iff(strcmp(tostring(properties.ttl), '-1') == 0, '9999-12-31', properties.expirationTimeStamp))\r\n| where expirationTimeStamp > now()\r\n| project stableId, expirationTimeStamp)\r\non stableId\r\n| where isempty(expirationTimeStamp)\r\n| extend subscriptionId,stableId\r\n| join kind = leftouter\r\n(advisorresources \r\n| where type =~ 'microsoft.advisor/configurations'\r\n| where isempty(resourceGroup) == true\r\n| extend\r\nmaxCpuP95 = properties.extendedProperties.MaxCpuP95,\r\nlowCpuThreshold = properties.lowCpuThreshold,\r\nexcludeRecomm = properties.exclude,\r\nlookbackPeriod=tostring(strcat(\"Last \",properties.extendedProperties.lookbackPeriod,\" days\")),\r\nscope=tostring(properties.extendedProperties.scope),\r\nterm=tostring(properties.extendedProperties.term),\r\nsavings=todouble(properties.extendedProperties.annualSavingsAmount),\r\nsavingsAmount = todouble(properties.extendedProperties.savingsAmount),\r\nRecommendation=tostring(properties.shortDescription.solution),  \r\ncurrency = tostring(properties.extendedProperties.savingsCurrency),\r\ndisplayQty = tostring(properties.extendedProperties.displayQty),\r\ndisplaySKU = tostring(properties.extendedProperties.displaySKU),\r\nregion = tostring(properties.extendedProperties.region),\r\nstableId = name,\r\ncommitment = tostring(properties.extendedProperties.commitment),\r\nsubscriptionId = tostring(properties.extendedProperties.subId))\r\non subscriptionId\r\n| extend isActive1 = iff(isnull(excludeRecomm), true, tobool(excludeRecomm) == false)\r\n| extend isActive2 = iff(recommendationTypeId == 'e10b1381-5f0a-47ff-8c7b-37bd13d7c974', iff((isnotempty(lowCpuThreshold) and isnotempty(maxCpuP95)), toint(maxCpuP95) < toint(lowCpuThreshold), iff((isempty(maxCpuP95) or toint(maxCpuP95) < 5), true, false)), true)\r\n| where isActive1 == true and isActive2 == true\r\n| join kind = leftouter\r\n(advisorresources | where type =~ 'microsoft.advisor/configurations' | where isnotempty(resourceGroup) == true\r\n| project subscriptionId, resourceGroup, excludeProperty = properties.exclude)\r\non subscriptionId, resourceGroup\r\n| extend isActive3 = iff(isnull(excludeProperty), true, tobool(excludeProperty) == false)\r\n| where isActive3 == true\r\n| extend lookbackPeriod=tostring(strcat(\"Last \",properties.extendedProperties.lookbackPeriod,\" days\")),\r\nscope=tostring(properties.extendedProperties.scope),\r\nterm=tostring(properties.extendedProperties.term),\r\nsavings=todouble(properties.extendedProperties.annualSavingsAmount),\r\nsavingsAmount = todouble(properties.extendedProperties.savingsAmount),\r\nRecommendation=tostring(properties.shortDescription.solution),  \r\ncurrency = tostring(properties.extendedProperties.savingsCurrency),\r\ndisplayQty = tostring(properties.extendedProperties.displayQty),\r\ndisplaySKU = tostring(properties.extendedProperties.displaySKU),\r\nregion = tostring(properties.extendedProperties.region),\r\nresources=tostring(properties.resourceMetadata.resourceId),  \r\nsubscription = tostring(properties.extendedProperties.subId),\r\ncommitment = tostring(properties.extendedProperties.commitment)\r\n| where term == \"{term}\" and lookbackPeriod == \"{LookBackPeriod}\"\r\n| summarize Subscriptions=dcount(resources),  \r\n  bin (sum(savings), 0.01) by subscription ,commitment ,lookbackPeriod,scope,term ,currency\r\n| order by sum_savings desc\r\n| join kind=leftouter (\r\nresourcecontainers\r\n| where type == 'microsoft.resources/subscriptions'\r\n| extend subscription = subscriptionId\r\n| project name,subscription\r\n) on subscription\r\n| project-away subscription1,subscription\r\n",
+                                "size": 0,
+                                "title": "Savings plan Summary",
+                                "noDataMessage": "No savings plan recommendations found!",
+                                "noDataMessageStyle": 3,
+                                "queryType": 1,
+                                "resourceType": "microsoft.resourcegraph/resources",
+                                "crossComponentResources": [
+                                  "{Subscription}"
+                                ],
+                                "visualization": "categoricalbar",
+                                "gridSettings": {
+                                  "filter": true
+                                },
+                                "chartSettings": {
+                                  "xAxis": "name",
+                                  "yAxis": [
+                                    "sum_savings"
+                                  ],
+                                  "group": "reservedResourceType",
+                                  "createOtherGroup": 0,
+                                  "showLegend": true,
+                                  "ySettings": {
+                                    "numberFormatSettings": {
+                                      "unit": 0,
+                                      "options": {
+                                        "style": "decimal",
+                                        "useGrouping": true
+                                      }
+                                    }
+                                  }
+                                }
+                              },
+                              "name": "query - Saving plan Summary"
+                            },
+                            {
+                              "type": 3,
+                              "content": {
+                                "version": "KqlItem/1.0",
+                                "query": "AdvisorResources \r\n| where type == 'microsoft.advisor/recommendations' \r\n| where properties.category == 'Cost' and properties.shortDescription.solution contains \"savings plan\"\r\n| extend\r\nrecommendationTypeId = tostring(properties.recommendationTypeId),\r\nlookbackPeriod=tostring(strcat(\"Last \",properties.extendedProperties.lookbackPeriod,\" days\")),\r\nterm=tostring(properties.extendedProperties.term),\r\nstableId = name,\r\nsubscriptionId = tostring(properties.extendedProperties.subId),\r\ncommitment = tostring(properties.extendedProperties.commitment)\r\n| where term == \"{term}\" and lookbackPeriod == \"{LookBackPeriod}\"\r\n| extend subscriptionId,stableId\r\n| join kind = leftouter\r\n(advisorresources | where type=~'microsoft.advisor/suppressions'\r\n| extend tokens = split(id, '/')\r\n| extend stableId = iff(array_length(tokens) > 3, tokens[(array_length(tokens)-3)], '')\r\n| extend expirationTimeStamp = todatetime(iff(strcmp(tostring(properties.ttl), '-1') == 0, '9999-12-31', properties.expirationTimeStamp))\r\n| where expirationTimeStamp > now()\r\n| project stableId, expirationTimeStamp)\r\non stableId\r\n| where isempty(expirationTimeStamp)\r\n| extend subscriptionId,stableId\r\n| join kind = leftouter\r\n(advisorresources \r\n| where type =~ 'microsoft.advisor/configurations'\r\n| where isempty(resourceGroup) == true\r\n| extend\r\nmaxCpuP95 = properties.extendedProperties.MaxCpuP95,\r\nlowCpuThreshold = properties.lowCpuThreshold,\r\nexcludeRecomm = properties.exclude,\r\nlookbackPeriod=tostring(strcat(\"Last \",properties.extendedProperties.lookbackPeriod,\" days\")),\r\nscope=tostring(properties.extendedProperties.scope),\r\nterm=tostring(properties.extendedProperties.term),\r\nRecommendation=tostring(properties.shortDescription.solution),  \r\nstableId = name,\r\ncommitment = tostring(properties.extendedProperties.commitment),\r\nsubscriptionId = tostring(properties.extendedProperties.subId))\r\non subscriptionId\r\n| extend isActive1 = iff(isnull(excludeRecomm), true, tobool(excludeRecomm) == false)\r\n| extend isActive2 = iff(recommendationTypeId == 'e10b1381-5f0a-47ff-8c7b-37bd13d7c974', iff((isnotempty(lowCpuThreshold) and isnotempty(maxCpuP95)), toint(maxCpuP95) < toint(lowCpuThreshold), iff((isempty(maxCpuP95) or toint(maxCpuP95) < 5), true, false)), true)\r\n| where isActive1 == true and isActive2 == true\r\n| join kind = leftouter\r\n(advisorresources | where type =~ 'microsoft.advisor/configurations' | where isnotempty(resourceGroup) == true\r\n| project subscriptionId, resourceGroup, excludeProperty = properties.exclude)\r\non subscriptionId, resourceGroup\r\n| extend isActive3 = iff(isnull(excludeProperty), true, tobool(excludeProperty) == false)\r\n| where isActive3 == true\r\n| extend lookbackPeriod=tostring(strcat(\"Last \",properties.extendedProperties.lookbackPeriod,\" days\")),\r\nscope=tostring(properties.extendedProperties.scope),\r\nterm=tostring(properties.extendedProperties.term),\r\nsavings=todouble(properties.extendedProperties.annualSavingsAmount),\r\nsavingsAmount = todouble(properties.extendedProperties.savingsAmount),\r\nRecommendation=tostring(properties.shortDescription.solution),  \r\ncurrency = tostring(properties.extendedProperties.savingsCurrency),\r\ndisplayQty = tostring(properties.extendedProperties.displayQty),\r\ndisplaySKU = tostring(properties.extendedProperties.displaySKU),\r\ncommitment = tostring(properties.extendedProperties.commitment),\r\nregion = tostring(properties.extendedProperties.region),\r\nsubscription = tostring(properties.extendedProperties.subId)\r\n| where term == \"{term}\" and lookbackPeriod == \"{LookBackPeriod}\"\r\n| project Recommendation,savings,commitment,currency,lookbackPeriod,term,subscription\r\n| order by savings desc\r\n| join kind=leftouter (\r\nresourcecontainers\r\n| where type == 'microsoft.resources/subscriptions'\r\n| extend subscription = subscriptionId\r\n| project id,name,subscription\r\n) on subscription\r\n| project-away subscription1,subscription\r\n",
+                                "size": 0,
+                                "title": "Savings plan details",
+                                "noDataMessage": "No savings plan recommendations found!",
+                                "noDataMessageStyle": 3,
+                                "queryType": 1,
+                                "resourceType": "microsoft.resourcegraph/resources",
+                                "crossComponentResources": [
+                                  "{Subscription}"
+                                ],
+                                "gridSettings": {
+                                  "formatters": [
+                                    {
+                                      "columnMatch": "$gen_group",
+                                      "formatter": 15,
+                                      "formatOptions": {
+                                        "linkTarget": null,
+                                        "showIcon": true
+                                      }
+                                    },
+                                    {
+                                      "columnMatch": "Recommendation",
+                                      "formatter": 5
+                                    },
+                                    {
+                                      "columnMatch": "id",
+                                      "formatter": 15,
+                                      "formatOptions": {
+                                        "linkTarget": null,
+                                        "showIcon": true
+                                      }
+                                    },
+                                    {
+                                      "columnMatch": "name",
+                                      "formatter": 5
+                                    },
+                                    {
+                                      "columnMatch": "reservedResourceType",
+                                      "formatter": 5
+                                    },
+                                    {
+                                      "columnMatch": "subscription",
+                                      "formatter": 5
+                                    }
+                                  ],
+                                  "filter": true,
+                                  "hierarchySettings": {
+                                    "treeType": 1,
+                                    "groupBy": [
+                                      "id"
+                                    ]
+                                  },
+                                  "labelSettings": [
+                                    {
+                                      "columnId": "savings",
+                                      "label": "Total annual savings"
+                                    },
+                                    {
+                                      "columnId": "commitment",
+                                      "label": "Commitment"
+                                    },
+                                    {
+                                      "columnId": "currency",
+                                      "label": "Currency"
+                                    },
+                                    {
+                                      "columnId": "lookbackPeriod",
+                                      "label": "Look back period"
+                                    },
+                                    {
+                                      "columnId": "term",
+                                      "label": "Term"
+                                    }
+                                  ]
+                                },
+                                "chartSettings": {
+                                  "xAxis": "reservedResourceType",
+                                  "yAxis": [
+                                    "sum_savings"
+                                  ],
+                                  "group": "reservedResourceType",
+                                  "createOtherGroup": 0,
+                                  "showLegend": true,
+                                  "ySettings": {
+                                    "numberFormatSettings": {
+                                      "unit": 0,
+                                      "options": {
+                                        "style": "decimal",
+                                        "useGrouping": true
+                                      }
+                                    }
+                                  }
+                                }
+                              },
+                              "name": "query - Savings plan details"
+                            }
+                          ]
+                        },
+                        "conditionalVisibilities": [
+                          {
+                            "parameterName": "SelectedTab",
+                            "comparison": "isEqualTo",
+                            "value": "RateOptimization"
+                          },
+                          {
+                            "parameterName": "selectedRateOptimizationTab",
+                            "comparison": "isEqualTo",
+                            "value": "SavingsPlan"
+                          }
+                        ],
+                        "name": "group - SavingsPlan"
+                      },
+                      {
+                        "type": 9,
+                        "content": {
+                          "version": "KqlParameterItem/1.0",
+                          "parameters": [
+                            {
+                              "id": "2b43eb64-bca3-444a-8003-003554236fe7",
+                              "version": "KqlParameterItem/1.0",
+                              "name": "Subscription",
+                              "type": 6,
+                              "isRequired": true,
+                              "multiSelect": true,
+                              "quote": "'",
+                              "delimiter": ",",
+                              "typeSettings": {
+                                "additionalResourceOptions": [
+                                  "value::all"
+                                ],
+                                "includeAll": false,
+                                "showDefault": false
+                              },
+                              "timeContext": {
+                                "durationMs": 86400000
+                              },
+                              "defaultValue": "value::all",
+                              "label": " Subscription",
+                              "value": [
+                                "value::all"
+                              ]
+                            },
+                            {
+                              "id": "03fbf28a-892d-4b68-929c-3ba5056f4b94",
+                              "version": "KqlParameterItem/1.0",
+                              "name": "ResourceGroup",
+                              "label": "Resource Group",
+                              "type": 2,
+                              "isRequired": true,
+                              "multiSelect": true,
+                              "quote": "'",
+                              "delimiter": ",",
+                              "query": "resources\r\n| distinct resourceGroup",
+                              "crossComponentResources": [
+                                "{Subscription}"
+                              ],
+                              "typeSettings": {
+                                "additionalResourceOptions": [
+                                  "value::all"
+                                ],
+                                "showDefault": false
+                              },
+                              "defaultValue": "value::all",
+                              "queryType": 1,
+                              "resourceType": "microsoft.resourcegraph/resources"
+                            },
+                            {
+                              "id": "566c43ae-f300-43be-aa0d-61d92ba8da87",
+                              "version": "KqlParameterItem/1.0",
+                              "name": "SingleSubHidden",
+                              "type": 1,
+                              "isRequired": true,
+                              "query": "resourcecontainers\r\n| where type==\"microsoft.resources/subscriptions\"\r\n| take 1\r\n| project subscriptionId",
+                              "crossComponentResources": [
+                                "{Subscription}"
+                              ],
+                              "isHiddenWhenLocked": true,
+                              "queryType": 1,
+                              "resourceType": "microsoft.resourcegraph/resources",
+                              "label": "Hidden Subscription"
+                            },
+                            {
+                              "id": "a9df02ed-7100-4130-952f-a3d9d5d364af",
+                              "version": "KqlParameterItem/1.0",
+                              "name": "TagName",
+                              "type": 2,
+                              "query": "Resources\r\n| where tags != '' and tags != '[]'\r\n| mvexpand tags\r\n| extend tagName = tostring(bag_keys(tags)[0])\r\n| distinct tagName\r\n| sort by tagName asc",
+                              "crossComponentResources": [
+                                "{Subscription}"
+                              ],
+                              "typeSettings": {
+                                "additionalResourceOptions": []
+                              },
+                              "queryType": 1,
+                              "resourceType": "microsoft.resourcegraph/resources",
+                              "value": null,
+                              "label": "Tag Name"
+                            },
+                            {
+                              "id": "66406915-1f07-448f-8170-2f3b0dc6dc00",
+                              "version": "KqlParameterItem/1.0",
+                              "name": "TagValue",
+                              "type": 2,
+                              "query": "Resources\r\n| mvexpand tags\r\n| extend tagName = tostring(bag_keys(tags)[0])\r\n| extend tagValue = tostring(tags[tagName])\r\n| where tags != '' and tags != '[]' and tostring(bag_keys(tags)[0]) == '{TagName}'\r\n| distinct tagValue\r\n| sort by tagValue asc",
+                              "crossComponentResources": [
+                                "{Subscription}"
+                              ],
+                              "typeSettings": {
+                                "additionalResourceOptions": []
+                              },
+                              "queryType": 1,
+                              "resourceType": "microsoft.resourcegraph/resources",
+                              "value": null,
+                              "label": "Tag Value"
+                            }
+                          ],
+                          "style": "pills",
+                          "queryType": 0,
+                          "resourceType": "microsoft.resourcegraph/resources"
+                        },
+                        "customWidth": "75",
+                        "conditionalVisibility": {
+                          "parameterName": "selectedRateOptimizationTab",
+                          "comparison": "isEqualTo",
+                          "value": "AHB"
+                        },
+                        "name": "parameters - Filters"
+                      },
+                      {
+                        "type": 9,
+                        "content": {
+                          "version": "KqlParameterItem/1.0",
+                          "crossComponentResources": [
+                            "{Subscription}"
+                          ],
+                          "parameters": [
+                            {
+                              "id": "f74bc7f5-2b16-4440-8053-106e040b73b6",
+                              "version": "KqlParameterItem/1.0",
+                              "name": "Location",
+                              "type": 2,
+                              "query": "Resources\r\n| where type =~ 'Microsoft.Compute/virtualMachines'\r\n| project name, location\r\n| summarize count () by location\r\n| project location",
+                              "crossComponentResources": [
+                                "{Subscription}"
+                              ],
+                              "typeSettings": {
+                                "additionalResourceOptions": [
+                                  "value::1"
+                                ]
+                              },
+                              "timeContext": {
+                                "durationMs": 86400000
+                              },
+                              "defaultValue": "value::1",
+                              "queryType": 1,
+                              "resourceType": "microsoft.resourcegraph/resources",
+                              "label": "Resource Location"
+                            }
+                          ],
+                          "style": "pills",
+                          "queryType": 1,
+                          "resourceType": "microsoft.resourcegraph/resources"
+                        },
+                        "customWidth": "25",
+                        "conditionalVisibility": {
+                          "parameterName": "selectedRateOptimizationTab",
+                          "comparison": "isEqualTo",
+                          "value": "AHB"
+                        },
+                        "name": "parameters - location"
+                      },
+                      {
+                        "type": 12,
+                        "content": {
+                          "version": "NotebookGroup/1.0",
+                          "groupType": "template",
+                          "loadType": "always",
+                          "loadFromTemplateId": "",
+                          "items": [
+                            {
+                              "type": 1,
+                              "content": {
+                                "json": "# Azure Hybrid Benefit\r\nFor customers with Software Assurance, Azure Hybrid Benefit for Windows Server allows you to use your on-premises Windows Server licenses to run Windows virtual machines on Azure at a reduced cost. This article discusses how to deploy new VMs with Azure Hybrid Benefit for Windows Server enabled, and how you can update any existing running VMs. For more information about Azure Hybrid Benefit for Windows Server licensing and cost savings, see the [Azure Hybrid Benefit for Windows Server licensing page](https://azure.microsoft.com/pricing/hybrid-use-benefit/)\r\n\r\n",
+                                "style": "upsell"
+                              },
+                              "name": "Azure Hybrid Benefit"
+                            },
+                            {
+                              "type": 3,
+                              "content": {
+                                "version": "KqlItem/1.0",
+                                "query": "{\"version\":\"ARMEndpoint/1.0\",\"data\":null,\"headers\":[],\"method\":\"GET\",\"path\":\"/subscriptions/{SingleSubHidden}/providers/Microsoft.Compute/skus?$filter=location eq '{Location}'\",\"urlParams\":[{\"key\":\"api-version\",\"value\":\"2021-07-01\"}],\"batchDisabled\":false,\"transformers\":[{\"type\":\"jsonpath\",\"settings\":{\"tablePath\":\"$.*[?(@.resourceType=='virtualMachines')]\",\"columns\":[{\"path\":\"name\",\"columnid\":\"Name\"},{\"path\":\"capabilities[?(@.name=='vCPUs')].value\",\"columnid\":\"vCPUs\"},{\"path\":\"capabilities[?(@.name=='MemoryGB')].value\",\"columnid\":\"MemoryGB\"},{\"path\":\"capabilities[?(@.name=='MaxNetworkInterfaces')].value\",\"columnid\":\"MaxNetworkInterfaces\"},{\"path\":\"capabilities[?(@.name=='HyperVGenerations')].value\",\"columnid\":\"HyperVGenerations\"},{\"path\":\"capabilities[?(@.name=='vCPUsPerCore')].value\",\"columnid\":\"vCPUsPerCore\"}]}}]}",
+                                "size": 0,
+                                "title": "Get VM vCPU",
+                                "exportParameterName": "ResourceSKU",
+                                "showExportToExcel": true,
+                                "queryType": 12,
+                                "gridSettings": {
+                                  "rowLimit": 5000
+                                }
+                              },
+                              "conditionalVisibility": {
+                                "parameterName": "AlwaysHidden",
+                                "comparison": "isEqualTo",
+                                "value": "true"
+                              },
+                              "name": "API-Get_VM_SKU"
+                            },
+                            {
+                              "type": 11,
+                              "content": {
+                                "version": "LinkItem/1.0",
+                                "style": "tabs",
+                                "links": [
+                                  {
+                                    "id": "3f12a4b6-b18d-4191-8c1c-6045a7edcb6b",
+                                    "cellValue": "SelectedTab",
+                                    "linkTarget": "parameter",
+                                    "linkLabel": "VM/VMSS",
+                                    "subTarget": "VM",
+                                    "style": "link"
+                                  },
+                                  {
+                                    "id": "78ac1878-4b69-4f32-af1f-a8f095afbed5",
+                                    "cellValue": "SelectedTab",
+                                    "linkTarget": "parameter",
+                                    "linkLabel": "SQL",
+                                    "subTarget": "SQL",
+                                    "style": "link"
+                                  }
+                                ]
+                              },
+                              "name": "links - 1"
+                            },
+                            {
+                              "type": 11,
+                              "content": {
+                                "version": "LinkItem/1.0",
+                                "style": "tabs",
+                                "links": [
+                                  {
+                                    "id": "0211f413-9f36-4750-9ef2-d382ba30ba6c",
+                                    "cellValue": "SelectedSubTab",
+                                    "linkTarget": "parameter",
+                                    "linkLabel": "Windows Virtual Machines",
+                                    "subTarget": "VM",
+                                    "preText": "VM",
+                                    "style": "link"
+                                  },
+                                  {
+                                    "id": "dbe9a7fb-6ab1-4de1-a98b-4ec8a9af906c",
+                                    "cellValue": "SelectedSubTab",
+                                    "linkTarget": "parameter",
+                                    "linkLabel": "Linux Virtual Machines",
+                                    "subTarget": "LinuxVM",
+                                    "style": "link"
+                                  },
+                                  {
+                                    "id": "79e7a97a-1413-41e8-b4c6-ebd1d0a45e2e",
+                                    "cellValue": "SelectedSubTab",
+                                    "linkTarget": "parameter",
+                                    "linkLabel": "VM Scale Set",
+                                    "subTarget": "VMSS",
+                                    "style": "link"
+                                  },
+                                  {
+                                    "id": "be820ada-a0f4-4c51-b17b-3e506edd1410",
+                                    "cellValue": "SelectedSubTab",
+                                    "linkTarget": "parameter",
+                                    "linkLabel": "Custom Images",
+                                    "subTarget": "CustomImages",
+                                    "style": "link"
+                                  },
+                                  {
+                                    "id": "1dda3cc4-59ba-4758-9c51-d6c9fab18647",
+                                    "cellValue": "SelectedSubTab",
+                                    "linkTarget": "parameter",
+                                    "linkLabel": "Azure Arc",
+                                    "subTarget": "arc",
+                                    "style": "link"
+                                  }
+                                ]
+                              },
+                              "conditionalVisibility": {
+                                "parameterName": "SelectedTab",
+                                "comparison": "isEqualTo",
+                                "value": "VM"
+                              },
+                              "name": "links - 4"
+                            },
+                            {
+                              "type": 12,
+                              "content": {
+                                "version": "NotebookGroup/1.0",
+                                "groupType": "editable",
+                                "items": [
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "ResourceContainers | where type =~ 'Microsoft.Resources/subscriptions' | where tostring (properties.subscriptionPolicies.quotaId) !has \"MSDNDevTest_2014-09-01\"  | extend SubscriptionName=name \r\n| join (\r\nresources \r\n| where resourceGroup in ({ResourceGroup})\r\n| where type has \"microsoft.compute/virtualmachines\"  or type =~ 'microsoft.compute/virtualMachineScaleSets'\r\n| where properties.storageProfile.osDisk.osType == \"Windows\"\r\n| extend OS=properties.storageProfile.imageReference.id\r\n| where isnotnull(OS)\r\n| extend ActualCores = toint(extract(\".[A-Z]([0-9]+)\", 1, tostring(properties.hardwareProfile.vmSize)))\r\n| where tostring(properties.['licenseType']) has 'Windows'\r\n| extend WindowsId=id, VMIDFull=id, VMName=name, VMLocation=location, VMRG=resourceGroup, OSType=tostring(properties.storageProfile.osDisk.osType), VMSize=tostring (properties.hardwareProfile.vmSize), ActualCores, LicenseType = tostring(properties.['licenseType']), VMSSize=tostring(sku.name), QuickFix=id\r\n    ) on subscriptionId \r\n| order by type asc \r\n| project WindowsId,VMName,VMRG,VMSize, ActualCores,VMLocation,OSType, LicenseType, subscriptionId, QuickFix, VMIDFull\r\n| join kind = innerunique(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}']), WindowsId=id\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct WindowsId\r\n    )\r\n    on WindowsId",
+                                      "size": 0,
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ]
+                                    },
+                                    "conditionalVisibility": {
+                                      "parameterName": "AlwaysHidden",
+                                      "comparison": "isEqualTo",
+                                      "value": "true"
+                                    },
+                                    "name": "CustomImageAHBEnabled"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "ResourceContainers | where type =~ 'Microsoft.Resources/subscriptions' | where tostring (properties.subscriptionPolicies.quotaId) !has \"MSDNDevTest_2014-09-01\"  | extend SubscriptionName=name \r\n| join (\r\nresources \r\n| where resourceGroup in ({ResourceGroup})\r\n| where type has \"microsoft.compute/virtualmachines\"  or type =~ 'microsoft.compute/virtualMachineScaleSets'\r\n| where properties.storageProfile.osDisk.osType != \"Windows\"\r\n| extend ActualCores = toint(extract(\".[A-Z]([0-9]+)\", 1, tostring(properties.hardwareProfile.vmSize)))\r\n| extend OS=properties.storageProfile.imageReference.id\r\n| where isnotnull(OS)\r\n| where tostring(properties.['licenseType']) has 'Windows'\r\n| extend WindowsId=id, VMIDFull=id, VMName=name, VMLocation=location, VMRG=resourceGroup, OSType=tostring(properties.storageProfile.osDisk.osType), VMSize=tostring (properties.hardwareProfile.vmSize), ActualCores, LicenseType = tostring(properties.['licenseType']), VMSSize=tostring(sku.name), QuickFix=id\r\n    ) on subscriptionId \r\n| order by type asc \r\n| project WindowsId,VMName,VMRG,VMSize, ActualCores,VMLocation,OSType, LicenseType, subscriptionId, QuickFix, VMIDFull\r\n| join kind = innerunique(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}']), WindowsId=id\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct WindowsId\r\n    )\r\n    on WindowsId",
+                                      "size": 0,
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ]
+                                    },
+                                    "conditionalVisibility": {
+                                      "parameterName": "AlwaysHidden",
+                                      "comparison": "isEqualTo",
+                                      "value": "True"
+                                    },
+                                    "name": "CustomImageAHBDisabled"
+                                  },
+                                  {
+                                    "type": 1,
+                                    "content": {
+                                      "json": "## Custom Images - Windows Azure Hybrid Benefit (AHB) Overview\r\n#### Note: This tab contains information only about Custom Images where the OS is Windows."
+                                    },
+                                    "name": "AHB Overview"
+                                  },
+                                  {
+                                    "type": 1,
+                                    "content": {
+                                      "json": "Each two-processor license or each set of 16-core licenses, either Datacenter or Standard editions, are entitled to two instances of up to 8 cores, or one instance of up to 16 cores.\r\n\r\nThe virtual machines (VMs) with less than 8 cores are categorized as **Low Priority**, while those with 8 or more cores are classified as **High Priority**. In situations where there are insufficient Azure Hybrid benefit licenses to cover all the VMs in the environment, it is recommended to prioritize the High Priority VMs.",
+                                      "style": "info"
+                                    },
+                                    "name": "NUmber of Processors-CustomImages",
+                                    "styleSettings": {
+                                      "margin": "10px",
+                                      "showBorder": true
+                                    }
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "ResourceContainers | where type =~ 'Microsoft.Resources/subscriptions' | where tostring (properties.subscriptionPolicies.quotaId) !has \"MSDNDevTest_2014-09-01\" | extend SubscriptionName=name, SubId=id\r\n| join (\r\nresources \r\n| where resourceGroup in ({ResourceGroup})\r\n| where type has \"microsoft.compute/virtualmachines\"  or type =~ 'microsoft.compute/virtualMachineScaleSets'\r\n| where properties.storageProfile.osDisk.osType == \"Windows\"\r\n| extend OS=properties.storageProfile.imageReference.id\r\n| where isnotnull(OS)\r\n| extend WindowsId=id\r\n| join kind = innerunique(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}']), WindowsId=id\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct WindowsId\r\n    )\r\n    on WindowsId\r\n| extend LicenseType = tostring(properties.['licenseType'])\r\n| extend CheckAHBWindows = case(\r\n     type == 'microsoft.compute/virtualmachines' or type =~ 'microsoft.compute/virtualMachineScaleSets', iif((properties.['licenseType'])\r\n     !has 'Windows' and (properties.virtualMachineProfile.['licenseType']) !has 'Windows' , \"AHB Not Enabled\", \"AHB Enabled\"),\r\n     \"Not Windows\"\r\n     )\r\n) on subscriptionId \r\n| summarize count() by CheckAHBWindows, SubId, SubscriptionName\r\n",
+                                      "size": 0,
+                                      "title": "Summary of Windows VMs with or without AHB per Subscription",
+                                      "showRefreshButton": true,
+                                      "showExportToExcel": true,
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ],
+                                      "visualization": "table",
+                                      "gridSettings": {
+                                        "formatters": [
+                                          {
+                                            "columnMatch": "SubId",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "SubscriptionName",
+                                            "formatter": 5
+                                          }
+                                        ],
+                                        "hierarchySettings": {
+                                          "treeType": 1,
+                                          "groupBy": [
+                                            "SubscriptionName"
+                                          ],
+                                          "finalBy": "SubscriptionName"
+                                        },
+                                        "labelSettings": [
+                                          {
+                                            "columnId": "CheckAHBWindows",
+                                            "label": "Is AHB enabled?"
+                                          },
+                                          {
+                                            "columnId": "SubscriptionName",
+                                            "label": "Subscription Name"
+                                          },
+                                          {
+                                            "columnId": "count_",
+                                            "label": "Number of resources"
+                                          }
+                                        ]
+                                      },
+                                      "sortBy": [],
+                                      "tileSettings": {
+                                        "titleContent": {
+                                          "columnMatch": "CheckAHBWindows",
+                                          "formatter": 1
+                                        },
+                                        "subtitleContent": {
+                                          "columnMatch": "SubscriptionName",
+                                          "formatter": 1
+                                        },
+                                        "leftContent": {
+                                          "columnMatch": "count_",
+                                          "formatter": 12,
+                                          "formatOptions": {
+                                            "palette": "auto"
+                                          }
+                                        },
+                                        "showBorder": false,
+                                        "size": "auto"
+                                      },
+                                      "chartSettings": {
+                                        "xAxis": "SubscriptionName"
+                                      }
+                                    },
+                                    "customWidth": "50",
+                                    "name": "Summary of Windows VMs with or without AHB per Subscription - Custom Images"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "ResourceContainers | where type =~ 'Microsoft.Resources/subscriptions' | where tostring (properties.subscriptionPolicies.quotaId) !has \"MSDNDevTest_2014-09-01\" | extend SubscriptionName=name \r\n| join (\r\nresources \r\n| where resourceGroup in ({ResourceGroup})\r\n| where type has \"microsoft.compute/virtualmachines\"  or type =~ 'microsoft.compute/virtualMachineScaleSets'\r\n| where properties.storageProfile.osDisk.osType == \"Windows\"\r\n| extend OS=properties.storageProfile.imageReference.id\r\n| where isnotnull(OS)\r\n| extend WindowsId=id\r\n| join kind = innerunique(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}']), WindowsId=id\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct WindowsId\r\n    )\r\n    on WindowsId\r\n| extend LicenseType = tostring(properties.['licenseType'])\r\n| extend CheckAHBWindows = case(\r\n     type == 'microsoft.compute/virtualmachines' or type =~ 'microsoft.compute/virtualMachineScaleSets', iif((properties.['licenseType'])\r\n     !has 'Windows' and (properties.virtualMachineProfile.['licenseType']) !has 'Windows' , \"AHB Not Enabled\", \"AHB Enabled\"),\r\n     \"Not Windows\"\r\n     )\r\n) on subscriptionId \r\n| summarize count() by CheckAHBWindows",
+                                      "size": 0,
+                                      "title": "Summary of Windows VMs with or without AHB",
+                                      "showRefreshButton": true,
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ],
+                                      "visualization": "piechart"
+                                    },
+                                    "customWidth": "50",
+                                    "name": "Summary of Windows VMs with or without AHB-CustomImages"
+                                  },
+                                  {
+                                    "type": 1,
+                                    "content": {
+                                      "json": "### Consumed Licenses\r\nTotal number of Windows licenses cores consumed by all Windows virtual machines.\r\n",
+                                      "style": "info"
+                                    },
+                                    "customWidth": "50",
+                                    "name": "Consumed Licenses-CustomImages"
+                                  },
+                                  {
+                                    "type": 1,
+                                    "content": {
+                                      "json": "### Number of required Cores to enable Windows Azure Hybrid Benefit\r\nNumber of cores required to enable AHB across the entire environment.",
+                                      "style": "info"
+                                    },
+                                    "customWidth": "50",
+                                    "name": "Number of required Cores-CustomImages"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "{\"version\":\"Merge/1.0\",\"merges\":[{\"id\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02ac\",\"mergeType\":\"table\",\"leftTable\":\"CustomImageAHBEnabled\"}],\"projectRename\":[{\"originalName\":\"[CustomImageAHBEnabled].WindowsId\",\"mergedName\":\"WindowsId\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02ac\"},{\"originalName\":\"[CustomImageAHBEnabled].VMName\",\"mergedName\":\"VMName\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02ac\"},{\"originalName\":\"[CustomImageAHBEnabled].VMRG\",\"mergedName\":\"VMRG\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02ac\"},{\"originalName\":\"[CustomImageAHBEnabled].VMSize\",\"mergedName\":\"VMSize\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02ac\"},{\"originalName\":\"[CustomImageAHBEnabled].ActualCores\",\"mergedName\":\"ActualCores\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02ac\"},{\"originalName\":\"[CustomImageAHBEnabled].VMLocation\",\"mergedName\":\"VMLocation\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02ac\"},{\"originalName\":\"[CustomImageAHBEnabled].OSType\",\"mergedName\":\"OSType\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02ac\"},{\"originalName\":\"[CustomImageAHBEnabled].LicenseType\",\"mergedName\":\"LicenseType\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02ac\"},{\"originalName\":\"[CustomImageAHBEnabled].subscriptionId\",\"mergedName\":\"subscriptionId\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02ac\"},{\"originalName\":\"[CustomImageAHBEnabled].QuickFix\",\"mergedName\":\"QuickFix\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02ac\"},{\"originalName\":\"[CustomImageAHBEnabled].VMIDFull\",\"mergedName\":\"VMIDFull\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02ac\"},{\"originalName\":\"[CustomImageAHBEnabled].WindowsId1\",\"mergedName\":\"WindowsId1\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02ac\"},{\"originalName\":\"[Added column]\",\"mergedName\":\"Prioritize AHB\",\"fromId\":null,\"isNewItem\":true,\"newItemData\":[{\"criteriaContext\":{\"leftOperand\":\"ActualCores\",\"operator\":\"<=\",\"rightValType\":\"static\",\"rightVal\":\"8\",\"resultValType\":\"static\",\"resultVal\":\"Low Priority\"}},{\"criteriaContext\":{\"operator\":\"Default\",\"rightValType\":\"column\",\"resultValType\":\"static\",\"resultVal\":\"High Priority\"}}]},{\"originalName\":\"[Added column]\",\"mergedName\":\"ConsumedCores\",\"fromId\":null,\"isNewItem\":true,\"newItemData\":[{\"criteriaContext\":{\"leftOperand\":\"ActualCores\",\"operator\":\"<=\",\"rightValType\":\"static\",\"rightVal\":\"8\",\"resultValType\":\"expression\",\"resultVal\":\"8\"}},{\"criteriaContext\":{\"operator\":\"Default\",\"rightValType\":\"column\",\"resultValType\":\"column\",\"resultVal\":\"ActualCores\"}}]}]}",
+                                      "size": 0,
+                                      "title": "Consumed Cores per AHB Priority",
+                                      "showRefreshButton": true,
+                                      "showExportToExcel": true,
+                                      "queryType": 7,
+                                      "visualization": "piechart",
+                                      "chartSettings": {
+                                        "yAxis": [
+                                          "ConsumedCores"
+                                        ],
+                                        "group": "Prioritize AHB",
+                                        "createOtherGroup": null
+                                      }
+                                    },
+                                    "customWidth": "33",
+                                    "showPin": false,
+                                    "name": "ConsumedCoresPerAhubpriority-CustomImages"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "{\"version\":\"Merge/1.0\",\"merges\":[{\"id\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02ac\",\"mergeType\":\"table\",\"leftTable\":\"CustomImageAHBEnabled\"}],\"projectRename\":[{\"originalName\":\"[CustomImageAHBEnabled].WindowsId\",\"mergedName\":\"WindowsId\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02ac\"},{\"originalName\":\"[CustomImageAHBEnabled].VMName\",\"mergedName\":\"VMName\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02ac\"},{\"originalName\":\"[CustomImageAHBEnabled].VMRG\",\"mergedName\":\"VMRG\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02ac\"},{\"originalName\":\"[CustomImageAHBEnabled].VMSize\",\"mergedName\":\"VMSize\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02ac\"},{\"originalName\":\"[CustomImageAHBEnabled].ActualCores\",\"mergedName\":\"ActualCores\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02ac\"},{\"originalName\":\"[CustomImageAHBEnabled].VMLocation\",\"mergedName\":\"VMLocation\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02ac\"},{\"originalName\":\"[CustomImageAHBEnabled].OSType\",\"mergedName\":\"OSType\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02ac\"},{\"originalName\":\"[CustomImageAHBEnabled].LicenseType\",\"mergedName\":\"LicenseType\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02ac\"},{\"originalName\":\"[CustomImageAHBEnabled].subscriptionId\",\"mergedName\":\"subscriptionId\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02ac\"},{\"originalName\":\"[CustomImageAHBEnabled].QuickFix\",\"mergedName\":\"QuickFix\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02ac\"},{\"originalName\":\"[CustomImageAHBEnabled].VMIDFull\",\"mergedName\":\"VMIDFull\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02ac\"},{\"originalName\":\"[CustomImageAHBEnabled].WindowsId1\",\"mergedName\":\"WindowsId1\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02ac\"},{\"originalName\":\"[Added column]\",\"mergedName\":\"Prioritize AHB\",\"fromId\":null,\"isNewItem\":true,\"newItemData\":[{\"criteriaContext\":{\"leftOperand\":\"ActualCores\",\"operator\":\"<=\",\"rightValType\":\"static\",\"rightVal\":\"8\",\"resultValType\":\"static\",\"resultVal\":\"Low Priority\"}},{\"criteriaContext\":{\"operator\":\"Default\",\"rightValType\":\"column\",\"resultValType\":\"static\",\"resultVal\":\"High Priority\"}}]},{\"originalName\":\"[Added column]\",\"mergedName\":\"ConsumedCores\",\"fromId\":null,\"isNewItem\":true,\"newItemData\":[{\"criteriaContext\":{\"leftOperand\":\"ActualCores\",\"operator\":\"<=\",\"rightValType\":\"static\",\"rightVal\":\"8\",\"resultValType\":\"expression\",\"resultVal\":\"8\"}},{\"criteriaContext\":{\"operator\":\"Default\",\"rightValType\":\"column\",\"resultValType\":\"column\",\"resultVal\":\"ActualCores\"}}]}]}",
+                                      "size": 0,
+                                      "title": "Consumed Cores per VM",
+                                      "showRefreshButton": true,
+                                      "showExportToExcel": true,
+                                      "queryType": 7,
+                                      "visualization": "piechart",
+                                      "chartSettings": {
+                                        "yAxis": [
+                                          "ConsumedCores"
+                                        ],
+                                        "group": "VMName",
+                                        "createOtherGroup": null
+                                      }
+                                    },
+                                    "customWidth": "30",
+                                    "showPin": false,
+                                    "name": "ConsumedCoresPerVM-CustomImages"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "{\"version\":\"Merge/1.0\",\"merges\":[{\"id\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02ac\",\"mergeType\":\"table\",\"leftTable\":\"CustomImageAHBDisabled\"}],\"projectRename\":[{\"originalName\":\"[Added column]\",\"mergedName\":\"Prioritize AHB\",\"fromId\":null,\"isNewItem\":true,\"newItemData\":[{\"criteriaContext\":{\"leftOperand\":\"ActualCores\",\"operator\":\"<=\",\"rightValType\":\"static\",\"rightVal\":\"8\",\"resultValType\":\"static\",\"resultVal\":\"Low Priority\"}},{\"criteriaContext\":{\"operator\":\"Default\",\"rightValType\":\"column\",\"resultValType\":\"static\",\"resultVal\":\"High Priority\"}}]},{\"originalName\":\"[Added column]\",\"mergedName\":\"ConsumedCores\",\"fromId\":null,\"isNewItem\":true,\"newItemData\":[{\"criteriaContext\":{\"leftOperand\":\"ActualCores\",\"operator\":\"<=\",\"rightValType\":\"static\",\"rightVal\":\"8\",\"resultValType\":\"expression\",\"resultVal\":\"8\"}},{\"criteriaContext\":{\"operator\":\"Default\",\"rightValType\":\"column\",\"resultValType\":\"column\",\"resultVal\":\"ActualCores\"}}]},{\"originalName\":\"[CustomImageAHBDisabled].WindowsId\",\"mergedName\":\"WindowsId\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02ac\"},{\"originalName\":\"[CustomImageAHBDisabled].VMName\",\"mergedName\":\"VMName\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02ac\"},{\"originalName\":\"[CustomImageAHBDisabled].VMRG\",\"mergedName\":\"VMRG\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02ac\"},{\"originalName\":\"[CustomImageAHBDisabled].VMSize\",\"mergedName\":\"VMSize\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02ac\"},{\"originalName\":\"[CustomImageAHBDisabled].ActualCores\",\"mergedName\":\"ActualCores\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02ac\"},{\"originalName\":\"[CustomImageAHBDisabled].VMLocation\",\"mergedName\":\"VMLocation\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02ac\"},{\"originalName\":\"[CustomImageAHBDisabled].OSType\",\"mergedName\":\"OSType\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02ac\"},{\"originalName\":\"[CustomImageAHBDisabled].LicenseType\",\"mergedName\":\"LicenseType\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02ac\"},{\"originalName\":\"[CustomImageAHBDisabled].subscriptionId\",\"mergedName\":\"subscriptionId\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02ac\"},{\"originalName\":\"[CustomImageAHBDisabled].QuickFix\",\"mergedName\":\"QuickFix\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02ac\"},{\"originalName\":\"[CustomImageAHBDisabled].VMIDFull\",\"mergedName\":\"VMIDFull\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02ac\"},{\"originalName\":\"[CustomImageAHBDisabled].WindowsId1\",\"mergedName\":\"WindowsId1\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02ac\"}]}",
+                                      "size": 0,
+                                      "title": "Required CPU cores for AHB activation on remaining VMs",
+                                      "noDataMessage": "All VMs within the current scope have AHB enabled",
+                                      "noDataMessageStyle": 3,
+                                      "showRefreshButton": true,
+                                      "showExportToExcel": true,
+                                      "queryType": 7,
+                                      "visualization": "piechart",
+                                      "chartSettings": {
+                                        "yAxis": [
+                                          "ConsumedCores"
+                                        ],
+                                        "group": "VMName",
+                                        "createOtherGroup": null
+                                      }
+                                    },
+                                    "customWidth": "36",
+                                    "showPin": false,
+                                    "name": "CoresNotEnabledperAHBPriority-CustomImages"
+                                  },
+                                  {
+                                    "type": 9,
+                                    "content": {
+                                      "version": "KqlParameterItem/1.0",
+                                      "parameters": [
+                                        {
+                                          "id": "ae5e8765-47ef-46a6-803b-6b7124c098d2",
+                                          "version": "KqlParameterItem/1.0",
+                                          "name": "AHBEnabled",
+                                          "label": "See VMs with AHB",
+                                          "type": 2,
+                                          "isRequired": true,
+                                          "typeSettings": {
+                                            "additionalResourceOptions": [],
+                                            "showDefault": false
+                                          },
+                                          "jsonData": "[\r\n    {\"value\":\"Yes\"},\r\n    {\"value\":\"No\", \"selected\":true}\r\n]\r\n\r\n",
+                                          "timeContext": {
+                                            "durationMs": 86400000
+                                          }
+                                        },
+                                        {
+                                          "id": "f1ac5e53-253c-4afb-8bc5-b1ba2efea3eb",
+                                          "version": "KqlParameterItem/1.0",
+                                          "name": "AHBDisabled",
+                                          "label": "See VMs without AHB",
+                                          "type": 2,
+                                          "isRequired": true,
+                                          "typeSettings": {
+                                            "additionalResourceOptions": [],
+                                            "showDefault": false
+                                          },
+                                          "jsonData": "[\r\n    {\"value\":\"Yes\"},\r\n    {\"value\":\"No\", \"selected\":true}\r\n]\r\n\r\n"
+                                        }
+                                      ],
+                                      "style": "pills",
+                                      "queryType": 0,
+                                      "resourceType": "microsoft.operationalinsights/workspaces"
+                                    },
+                                    "name": "VM AHB Enabled - CustomImages"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "{\"version\":\"Merge/1.0\",\"merges\":[{\"id\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02e8\",\"mergeType\":\"table\",\"leftTable\":\"ConsumedCoresPerAhubpriority-CustomImages\"}],\"projectRename\":[{\"originalName\":\"[ConsumedCoresPerAhubpriority-CustomImages].WindowsId\",\"mergedName\":\"WindowsId\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02e8\"},{\"originalName\":\"[ConsumedCoresPerAhubpriority-CustomImages].VMName\",\"mergedName\":\"VMName\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02e8\"},{\"originalName\":\"[ConsumedCoresPerAhubpriority-CustomImages].VMRG\",\"mergedName\":\"VMRG\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02e8\"},{\"originalName\":\"[ConsumedCoresPerAhubpriority-CustomImages].VMSize\",\"mergedName\":\"VMSize\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02e8\"},{\"originalName\":\"[ConsumedCoresPerAhubpriority-CustomImages].ActualCores\",\"mergedName\":\"ActualCores\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02e8\"},{\"originalName\":\"[ConsumedCoresPerAhubpriority-CustomImages].ConsumedCores\",\"mergedName\":\"ConsumedCores\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02e8\"},{\"originalName\":\"[ConsumedCoresPerAhubpriority-CustomImages].Prioritize AHB\",\"mergedName\":\"Prioritize AHB\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02e8\"},{\"originalName\":\"[ConsumedCoresPerAhubpriority-CustomImages].VMLocation\",\"mergedName\":\"VMLocation\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02e8\"},{\"originalName\":\"[ConsumedCoresPerAhubpriority-CustomImages].OSType\",\"mergedName\":\"OSType\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02e8\"},{\"originalName\":\"[ConsumedCoresPerAhubpriority-CustomImages].LicenseType\",\"mergedName\":\"LicenseType\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02e8\"},{\"originalName\":\"[ConsumedCoresPerAhubpriority-CustomImages].subscriptionId\",\"mergedName\":\"subscriptionId\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02e8\"},{\"originalName\":\"[ConsumedCoresPerAhubpriority-CustomImages].QuickFix\",\"mergedName\":\"QuickFix\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02e8\"},{\"originalName\":\"[ConsumedCoresPerAhubpriority-CustomImages].VMIDFull\",\"mergedName\":\"VMIDFull\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02e8\"},{\"originalName\":\"[ConsumedCoresPerAhubpriority-CustomImages].WindowsId1\",\"mergedName\":\"WindowsId1\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02e8\"}]}",
+                                      "size": 0,
+                                      "title": "VMs with Azure Hybrid Benefit enabled",
+                                      "showRefreshButton": true,
+                                      "showExportToExcel": true,
+                                      "queryType": 7,
+                                      "gridSettings": {
+                                        "formatters": [
+                                          {
+                                            "columnMatch": "WindowsId",
+                                            "formatter": 13,
+                                            "formatOptions": {
+                                              "linkTarget": null,
+                                              "showIcon": true
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "Prioritize AHB",
+                                            "formatter": 18,
+                                            "formatOptions": {
+                                              "thresholdsOptions": "icons",
+                                              "thresholdsGrid": [
+                                                {
+                                                  "operator": "==",
+                                                  "thresholdValue": "Low Priority",
+                                                  "representation": "2",
+                                                  "text": "{0}{1}"
+                                                },
+                                                {
+                                                  "operator": "==",
+                                                  "thresholdValue": "High Priority",
+                                                  "representation": "success",
+                                                  "text": "{0}{1}"
+                                                },
+                                                {
+                                                  "operator": "Default",
+                                                  "thresholdValue": null,
+                                                  "representation": "unknown",
+                                                  "text": "{0}{1}"
+                                                }
+                                              ]
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "subscriptionId",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "QuickFix",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "VMIDFull",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "WindowsId1",
+                                            "formatter": 5
+                                          }
+                                        ],
+                                        "labelSettings": [
+                                          {
+                                            "columnId": "WindowsId",
+                                            "label": "ResourceId"
+                                          },
+                                          {
+                                            "columnId": "VMName",
+                                            "label": "VM name"
+                                          },
+                                          {
+                                            "columnId": "VMRG",
+                                            "label": "Resource group"
+                                          },
+                                          {
+                                            "columnId": "VMSize",
+                                            "label": "SKU"
+                                          },
+                                          {
+                                            "columnId": "ActualCores",
+                                            "label": "Number of cores"
+                                          },
+                                          {
+                                            "columnId": "ConsumedCores",
+                                            "label": "Consumed cores"
+                                          },
+                                          {
+                                            "columnId": "Prioritize AHB",
+                                            "label": "AHB priority"
+                                          },
+                                          {
+                                            "columnId": "VMLocation",
+                                            "label": "Location"
+                                          },
+                                          {
+                                            "columnId": "OSType",
+                                            "label": "OS"
+                                          },
+                                          {
+                                            "columnId": "LicenseType",
+                                            "label": "License"
+                                          }
+                                        ]
+                                      }
+                                    },
+                                    "conditionalVisibility": {
+                                      "parameterName": "AHBEnabled",
+                                      "comparison": "isEqualTo",
+                                      "value": "Yes"
+                                    },
+                                    "showPin": false,
+                                    "name": "VmsAHBEnabeld-CustomImages"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "{\"version\":\"Merge/1.0\",\"merges\":[{\"id\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02e8\",\"mergeType\":\"table\",\"leftTable\":\"CoresNotEnabledperAHBPriority-CustomImages\"}],\"projectRename\":[{\"originalName\":\"[CoresNotEnabledperAHBPriority-CustomImages].WindowsId\",\"mergedName\":\"WindowsId\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02e8\"},{\"originalName\":\"[CoresNotEnabledperAHBPriority-CustomImages].VMName\",\"mergedName\":\"VMName\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02e8\"},{\"originalName\":\"[CoresNotEnabledperAHBPriority-CustomImages].VMRG\",\"mergedName\":\"VMRG\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02e8\"},{\"originalName\":\"[CoresNotEnabledperAHBPriority-CustomImages].VMSize\",\"mergedName\":\"VMSize\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02e8\"},{\"originalName\":\"[CoresNotEnabledperAHBPriority-CustomImages].ActualCores\",\"mergedName\":\"ActualCores\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02e8\"},{\"originalName\":\"[CoresNotEnabledperAHBPriority-CustomImages].ConsumedCores\",\"mergedName\":\"ConsumedCores\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02e8\"},{\"originalName\":\"[CoresNotEnabledperAHBPriority-CustomImages].Prioritize AHB\",\"mergedName\":\"Prioritize AHB\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02e8\"},{\"originalName\":\"[CoresNotEnabledperAHBPriority-CustomImages].VMLocation\",\"mergedName\":\"VMLocation\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02e8\"},{\"originalName\":\"[CoresNotEnabledperAHBPriority-CustomImages].OSType\",\"mergedName\":\"OSType\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02e8\"},{\"originalName\":\"[CoresNotEnabledperAHBPriority-CustomImages].LicenseType\",\"mergedName\":\"LicenseType\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02e8\"},{\"originalName\":\"[CoresNotEnabledperAHBPriority-CustomImages].subscriptionId\",\"mergedName\":\"subscriptionId\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02e8\"},{\"originalName\":\"[CoresNotEnabledperAHBPriority-CustomImages].QuickFix\",\"mergedName\":\"QuickFix\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02e8\"},{\"originalName\":\"[CoresNotEnabledperAHBPriority-CustomImages].VMIDFull\",\"mergedName\":\"VMIDFull\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02e8\"},{\"originalName\":\"[CoresNotEnabledperAHBPriority-CustomImages].WindowsId1\",\"mergedName\":\"WindowsId1\",\"fromId\":\"0b494d5e-27b1-4cf6-bcd5-3e4e813a02e8\"}]}",
+                                      "size": 0,
+                                      "title": "VMs with Azure Hybrid Benefit not enabled",
+                                      "showRefreshButton": true,
+                                      "showExportToExcel": true,
+                                      "queryType": 7,
+                                      "gridSettings": {
+                                        "formatters": [
+                                          {
+                                            "columnMatch": "WindowsId",
+                                            "formatter": 13,
+                                            "formatOptions": {
+                                              "linkTarget": null,
+                                              "showIcon": true
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "Prioritize AHB",
+                                            "formatter": 18,
+                                            "formatOptions": {
+                                              "thresholdsOptions": "icons",
+                                              "thresholdsGrid": [
+                                                {
+                                                  "operator": "==",
+                                                  "thresholdValue": "Low Priority",
+                                                  "representation": "2",
+                                                  "text": "{0}{1}"
+                                                },
+                                                {
+                                                  "operator": "==",
+                                                  "thresholdValue": "High Priority",
+                                                  "representation": "success",
+                                                  "text": "{0}{1}"
+                                                },
+                                                {
+                                                  "operator": "Default",
+                                                  "thresholdValue": null,
+                                                  "representation": "unknown",
+                                                  "text": "{0}{1}"
+                                                }
+                                              ]
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "subscriptionId",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "QuickFix",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "VMIDFull",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "WindowsId1",
+                                            "formatter": 5
+                                          }
+                                        ],
+                                        "labelSettings": [
+                                          {
+                                            "columnId": "WindowsId",
+                                            "label": "ResourceId"
+                                          },
+                                          {
+                                            "columnId": "VMName",
+                                            "label": "VM name"
+                                          },
+                                          {
+                                            "columnId": "VMRG",
+                                            "label": "Resource group"
+                                          },
+                                          {
+                                            "columnId": "VMSize",
+                                            "label": "SKU"
+                                          },
+                                          {
+                                            "columnId": "ActualCores",
+                                            "label": "Number of cores"
+                                          },
+                                          {
+                                            "columnId": "ConsumedCores",
+                                            "label": "Consumed cores"
+                                          },
+                                          {
+                                            "columnId": "Prioritize AHB",
+                                            "label": "AHB priority"
+                                          },
+                                          {
+                                            "columnId": "VMLocation",
+                                            "label": "Location"
+                                          },
+                                          {
+                                            "columnId": "OSType",
+                                            "label": "OS"
+                                          },
+                                          {
+                                            "columnId": "LicenseType",
+                                            "label": "License"
+                                          }
+                                        ]
+                                      }
+                                    },
+                                    "conditionalVisibility": {
+                                      "parameterName": "AHBDisabled",
+                                      "comparison": "isEqualTo",
+                                      "value": "Yes"
+                                    },
+                                    "showPin": false,
+                                    "name": "VmsAHBDisabled-CustomImages"
+                                  }
+                                ]
+                              },
+                              "conditionalVisibility": {
+                                "parameterName": "SelectedSubTab",
+                                "comparison": "isEqualTo",
+                                "value": "CustomImages"
+                              },
+                              "name": "CustomImages"
+                            },
+                            {
+                              "type": 12,
+                              "content": {
+                                "version": "NotebookGroup/1.0",
+                                "groupType": "editable",
+                                "items": [
+                                  {
+                                    "type": 11,
+                                    "content": {
+                                      "version": "LinkItem/1.0",
+                                      "style": "tabs",
+                                      "links": [
+                                        {
+                                          "id": "3f12a4b6-b18d-4191-8c1c-6045a7edcb6b",
+                                          "cellValue": "SelectedSubTab",
+                                          "linkTarget": "parameter",
+                                          "linkLabel": "Windows Server ESU licenses",
+                                          "subTarget": "windowsEsu",
+                                          "style": "link"
+                                        },
+                                        {
+                                          "id": "0ca197b7-6f96-4def-9be4-dc26bb09538a",
+                                          "cellValue": "SelectedSubTab",
+                                          "linkTarget": "parameter",
+                                          "linkLabel": "Windows Server Management enabled by Azure Arc",
+                                          "subTarget": "arcAHB",
+                                          "style": "link"
+                                        }
+                                      ]
+                                    },
+                                    "name": "links - 1"
+                                  },
+                                  {
+                                    "type": 12,
+                                    "content": {
+                                      "version": "NotebookGroup/1.0",
+                                      "groupType": "editable",
+                                      "title": "Windows Server ESU licenses",
+                                      "items": [
+                                        {
+                                          "type": 3,
+                                          "content": {
+                                            "version": "KqlItem/1.0",
+                                            "query": "// Run query to see results.\r\nresources\r\n| where type =~ 'microsoft.hybridcompute/machines'\r\n| extend esuEligibility = properties.licenseProfile.esuProfile.esuEligibility\r\n| where esuEligibility =~ \"Eligible\"\r\n| extend agentVersion = tostring(properties.agentVersion)\r\n| extend parsedAgentVersion = parse_version(agentVersion)\r\n| where parsedAgentVersion >= parse_version(\"1.34\")\r\n| extend machineId = tolower(id)\r\n| join kind=leftouter(\r\n    resources\r\n    | where type =~ \"microsoft.hybridcompute/machines/licenseProfiles\"\r\n    | extend machineId = tolower(tostring(trim_end(@\"\\/\\w+\\/(\\w|\\.)+\", id)))\r\n    | extend licenseId = tolower(tostring(properties.esuProfile.assignedLicense))\r\n) on $left.machineId == $right.machineId\r\n| join kind=leftouter (\r\n    resources\r\n    | where type =~ \"microsoft.hybridcompute/licenses\"\r\n    | extend licenseId = tolower(id)\r\n) on licenseId\r\n| extend status = case(\r\n    properties.status =~ 'Connected', 'Connected',\r\n    properties.status =~ 'Disconnected', 'Offline',\r\n    properties.status =~ 'Error', 'Error',\r\n    properties.status =~ 'Expired', 'Expired',\r\n    'Unknown')\r\n| extend operatingSystem = properties.osSku\r\n| extend esuStatus = case(\r\n    (properties.licenseProfile.esuProfile.licenseAssignmentState =~ 'Assigned' and properties2.licenseDetails.state =~ 'Activated'), 'Enabled',\r\n    properties.licenseProfile.esuProfile.licenseAssignmentState =~ 'NotAssigned' and properties.licenseProfile.esuProfile.esuKeyState =~ 'Active', 'Enabled by Volume License',\r\n    properties.licenseProfile.esuProfile.licenseAssignmentState =~ 'Assigned' and properties2.licenseDetails.state =~ 'Deactivated' and properties.licenseProfile.esuProfile.esuKeyState =~ 'Inactive', 'License deactivated',\r\n    properties.licenseProfile.esuProfile.licenseAssignmentState =~ 'NotAssigned' and properties.licenseProfile.esuProfile.esuKeyState =~ 'Inactive', 'Not enabled',\r\n    'Unknown'\r\n)\r\n| project name, status, operatingSystem, esuStatus\r\n| summarize count() by esuStatus",
+                                            "size": 0,
+                                            "title": "Coverage Summary",
+                                            "showRefreshButton": true,
+                                            "queryType": 1,
+                                            "resourceType": "microsoft.resourcegraph/resources",
+                                            "crossComponentResources": [
+                                              "{Subscription}"
+                                            ],
+                                            "visualization": "piechart",
+                                            "chartSettings": {
+                                              "yAxis": [
+                                                "count_"
+                                              ],
+                                              "showLegend": true,
+                                              "seriesLabelSettings": [
+                                                {
+                                                  "seriesName": "Not enabled",
+                                                  "color": "red"
+                                                },
+                                                {
+                                                  "seriesName": "Enabled",
+                                                  "color": "green"
+                                                },
+                                                {
+                                                  "seriesName": "Enabled by Volume License",
+                                                  "color": "greenDarkDark"
+                                                },
+                                                {
+                                                  "seriesName": "License deactivated",
+                                                  "color": "yellow"
+                                                }
+                                              ]
+                                            }
+                                          },
+                                          "name": "coverageSummary"
+                                        },
+                                        {
+                                          "type": 1,
+                                          "content": {
+                                            "json": "## Review Your Current License Usage\r\n\r\nTo review your current license usage, go to the [Azure Arc](https://ms.portal.azure.com/#view/Microsoft_Azure_ArcCenterUX/ArcCenterMenuBlade/~/usageOverview) resource blade.\r\n\r\n",
+                                            "style": "info"
+                                          },
+                                          "name": "text - 5"
+                                        },
+                                        {
+                                          "type": 9,
+                                          "content": {
+                                            "version": "KqlParameterItem/1.0",
+                                            "parameters": [
+                                              {
+                                                "id": "16791a28-f78e-4b26-a2e9-a9fbbda915df",
+                                                "version": "KqlParameterItem/1.0",
+                                                "name": "eligibleResources",
+                                                "label": "View eligible resources?",
+                                                "type": 2,
+                                                "isRequired": true,
+                                                "typeSettings": {
+                                                  "additionalResourceOptions": [],
+                                                  "showDefault": false
+                                                },
+                                                "jsonData": "[\r\n    {\"value\":\"Yes\"},\r\n    {\"value\":\"No\", \"selected\":true}\r\n]\r\n\r\n",
+                                                "timeContext": {
+                                                  "durationMs": 86400000
+                                                }
+                                              },
+                                              {
+                                                "id": "e24ddae0-37c5-46a7-b52f-b307baaa6f51",
+                                                "version": "KqlParameterItem/1.0",
+                                                "name": "eligibleLicenses",
+                                                "label": "View eligible licenses?",
+                                                "type": 2,
+                                                "isRequired": true,
+                                                "typeSettings": {
+                                                  "additionalResourceOptions": [],
+                                                  "showDefault": false
+                                                },
+                                                "jsonData": "[\r\n    {\"value\":\"Yes\"},\r\n    {\"value\":\"No\", \"selected\":true}\r\n]\r\n\r\n",
+                                                "timeContext": {
+                                                  "durationMs": 86400000
+                                                }
+                                              }
+                                            ],
+                                            "style": "pills",
+                                            "queryType": 0,
+                                            "resourceType": "microsoft.operationalinsights/workspaces"
+                                          },
+                                          "name": "parameters - 5"
+                                        },
+                                        {
+                                          "type": 12,
+                                          "content": {
+                                            "version": "NotebookGroup/1.0",
+                                            "groupType": "editable",
+                                            "title": "Eligible Resources",
+                                            "items": [
+                                              {
+                                                "type": 1,
+                                                "content": {
+                                                  "json": "Windows Server 2012 or 2012 R2 machines running Arc agent version below 1.34 are ineligible for Extended Security Updates (ESUs). Upgrade to the latest version of the Azure Arc agent to allow enabling ESU on these machines.\r\n\r\n",
+                                                  "style": "info"
+                                                },
+                                                "name": "txtEligibleResources"
+                                              },
+                                              {
+                                                "type": 3,
+                                                "content": {
+                                                  "version": "KqlItem/1.0",
+                                                  "query": "// Run query to see results.\r\nresources\r\n| where type =~ 'microsoft.hybridcompute/machines'\r\n| extend esuEligibility = properties.licenseProfile.esuProfile.esuEligibility\r\n| where esuEligibility =~ \"Eligible\"\r\n| extend agentVersion = tostring(properties.agentVersion)\r\n| extend parsedAgentVersion = parse_version(agentVersion)\r\n| where parsedAgentVersion >= parse_version(\"1.34\")\r\n| extend machineId = tolower(id)\r\n| join kind=leftouter(\r\n    resources\r\n    | where type =~ \"microsoft.hybridcompute/machines/licenseProfiles\"\r\n    | extend machineId = tolower(tostring(trim_end(@\"\\/\\w+\\/(\\w|\\.)+\", id)))\r\n    | extend licenseId = tolower(tostring(properties.esuProfile.assignedLicense))\r\n) on $left.machineId == $right.machineId\r\n| join kind=leftouter (\r\n    resources\r\n    | where type =~ \"microsoft.hybridcompute/licenses\"\r\n    | extend licenseId = tolower(id)\r\n) on licenseId\r\n| extend status = case(\r\n    properties.status =~ 'Connected', 'Connected',\r\n    properties.status =~ 'Disconnected', 'Offline',\r\n    properties.status =~ 'Error', 'Error',\r\n    properties.status =~ 'Expired', 'Expired',\r\n    'Unknown')\r\n| extend operatingSystem = properties.osSku\r\n| extend esuStatus = case(\r\n    (properties.licenseProfile.esuProfile.licenseAssignmentState =~ 'Assigned' and properties2.licenseDetails.state =~ 'Activated'), 'Enabled',\r\n    properties.licenseProfile.esuProfile.licenseAssignmentState =~ 'NotAssigned' and properties.licenseProfile.esuProfile.esuKeyState =~ 'Active', 'Enabled by Volume License',\r\n    properties.licenseProfile.esuProfile.licenseAssignmentState =~ 'Assigned' and properties2.licenseDetails.state =~ 'Deactivated' and properties.licenseProfile.esuProfile.esuKeyState =~ 'Inactive', 'License deactivated',\r\n    properties.licenseProfile.esuProfile.licenseAssignmentState =~ 'NotAssigned' and properties.licenseProfile.esuProfile.esuKeyState =~ 'Inactive', 'Not enabled',\r\n    'Unknown'\r\n)\r\n| extend esuStatusIcon = case(\r\n    (properties.licenseProfile.esuProfile.licenseAssignmentState =~ 'Assigned' and properties2.licenseDetails.state =~ 'Activated'), '8',\r\n    properties.licenseProfile.esuProfile.licenseAssignmentState =~ 'NotAssigned' and properties.licenseProfile.esuProfile.esuKeyState =~ 'Active', '9',\r\n    properties.licenseProfile.esuProfile.licenseAssignmentState =~ 'Assigned' and properties2.licenseDetails.state =~ 'Deactivated' and properties.licenseProfile.esuProfile.esuKeyState =~ 'Inactive', '9',\r\n    properties.licenseProfile.esuProfile.licenseAssignmentState =~ 'NotAssigned' or properties.licenseProfile.esuProfile.esuKeyState =~ 'Inactive', '7',\r\n    '91'\r\n)\r\n| project name, status, resourceGroup, subscriptionId, operatingSystem, id, type, location, kind, tags, esuStatus, esuStatusIcon, agentVersion\r\n| extend subscriptionDisplayName=case(subscriptionId =~ 'e75c95f3-27b4-410f-a40e-2b9153a807dd','AEther Dev',subscriptionId =~ '823ca539-d44d-43ee-8dc8-023fd4f27396','AIOps_FailureSimulation_DevTest',subscriptionId =~ 'b2a328a7-ffff-4c09-b643-a4758cf170bc','AISC-DEV-02',subscriptionId =~ 'eef8b6d5-94da-4b36-9327-a662f2674efb','AISC-EngSys-01',subscriptionId =~ 'e0fd569c-e34a-4249-8c24-e8d723c7f054','AML - Responsible AI R&D',subscriptionId =~ 'f1d79e73-f8e3-4b10-bfdb-4207ca0723ed','AML Infra - Engineering System',subscriptionId =~ 'dad45786-32e5-4ef3-b90e-8e0838fbadb6','AnE.ExP.NonProduction',subscriptionId =~ '017ad81c-b730-4564-9109-9b763243a9a6','Anomaly Real Time-DevTest',subscriptionId =~ 'e686ef8c-d35d-4e9b-92f8-caaaa7948c0a','Applied Sciences Group Dev',subscriptionId =~ '6e967edb-425b-4a33-ae98-f1d2c509dda3','Arc enabled Infrastructure - Demo',subscriptionId =~ '710c6ed8-d8d9-4c51-b100-dc4d9e10dd18','ARC-ESU-TESTING-03',subscriptionId =~ '2145a411-d149-4010-84d4-40fe8a55db44','ARM Test Environment',subscriptionId =~ 'e2a8a7b3-cb7a-4930-9c79-2b0eb7bf843c','ASZ_Lab_Hardware_Dev_1',subscriptionId =~ '4c33a6bb-d566-4d0b-8951-00b55a91fba8','AzPIESecurity-DEV-Apple',subscriptionId =~ 'b65b516b-415b-4c68-a254-bfa7411275f8','Azure CloudES CDP ER - Test',subscriptionId =~ '6785ea1f-ac40-4244-a9ce-94b12fd832ca','Azure Migrate Demo Subscription',subscriptionId =~ '8c3c936a-c09b-4de3-830b-3f5f244d72e9','Azure Migrate Program Management Team',subscriptionId =~ '432a7068-99ae-4975-ad38-d96b71172cdf','Azure Profiler - Testing',subscriptionId =~ 'caffe3c0-acbd-4d01-af76-a45f421bfb64','Azure_Base_LivesiteArmory_test',subscriptionId =~ 'a1920ebd-59b7-4f19-af9f-5e80599e88e4','Babel',subscriptionId =~ 'b43a6159-1bea-4fa2-9407-e875fdc0ff55','BAP IA EU Schrems (P)',subscriptionId =~ 'ae71ef11-a03f-4b4f-a0e6-ef144727c711','Bing MM Measurement',subscriptionId =~ '8ef80208-601f-4c83-802e-751d211745f9','CloudAnalytics_Prod1',subscriptionId =~ 'f7b4a5ce-d3bd-4a03-84fe-8bcad772c8c1','Cog Services Computer Vision',subscriptionId =~ '38dbd059-bd26-4172-af17-bcc5a00744de','Core-ES-STREAM-DeXDI',subscriptionId =~ '87e8a61c-4832-4cfe-8b72-c12554f2309a','Cosmos_C&E_Azure_Azure Resource Manager_100424',subscriptionId =~ '8c4b5b03-3b24-4ed0-91f5-a703cd91b412','Cosmos_C&E_Azure_AzureEngineeringSystems_100200',subscriptionId =~ 'b988efc7-1bc8-4a73-b4a2-5ad864580250','Cosmos_C&E_DPG_Big Data_100036',subscriptionId =~ '6121bf73-2dc9-47ac-8b6a-c6ae4b88ef39','Cost Management PM',subscriptionId =~ '44074499-ad9f-45b9-9b0b-f594f8736a45','CSX-WSD-CFE-TNT-QPP',subscriptionId =~ '3cd01953-be46-4f9b-a4e0-26f19f428765','CSX-WSD-CFE-TNT-TOOLKITHUB',subscriptionId =~ '60214a3c-65a2-46f8-8b32-f959f2454106','Data Pillar Security Tooling',subscriptionId =~ 'f7c445af-a4de-4264-9e87-3196d6bc384d','Efficiency Pack Services (MSIT)',subscriptionId =~ '86f010b8-6473-4cb9-90c1-671c74faa4ee','emilyzhu dev subscription',subscriptionId =~ 'f3326bfd-5406-4136-a835-f64ccbfd9050','FTK @ MS',subscriptionId =~ 'd2c9544f-4329-4642-b73d-020e7fef844f','HPCScrub1',subscriptionId =~ 'bac420ed-c6fc-4a05-8ac1-8c0c52da1d6e','IDEAs MS Reporting',subscriptionId =~ '3cd95ff9-ac62-4b5c-8240-0cd046687ea0','Internal App Insights Resources for Perflens',subscriptionId =~ 'a386d5ea-ea90-441a-8263-d816368c84a1','IOT_PLATFORM_UPX_TEST',subscriptionId =~ '6a0ab98c-24d4-4131-8cd7-0a78bfce58f5','ITSM Integration - Production - New',subscriptionId =~ '13723929-6644-4060-a50a-cc38ebc5e8b1','LinuxMdsd Test',subscriptionId =~ '98b02a69-28a5-4ee7-a622-cd69c7a59c4e','Marvel Intelligence Model Training Subscription',subscriptionId =~ '1278a874-89fc-418c-b6b9-ac763b000415','Microsoft Azure Internal Consumption (nbrady)',subscriptionId =~ '29de2cfc-f00a-43bb-bdc8-3108795bd282','MSFT-Modern Device-Modern Mgmt-Imaging00',subscriptionId =~ '54b875cc-a81a-4914-8bfd-1a36bc7ddf4d','MSFT-WindowsVirtualDesktop-01',subscriptionId =~ '4dc2cd39-7a89-43d8-bebe-8bb501359891','Observability_AzMon_Grafana_Dev',subscriptionId =~ 'a471d615-ff98-4e80-b375-a19543d4691e','ODC-OneBox-Resources',subscriptionId =~ '1163fbbe-27e7-4b0f-8466-195fe5417043','Python_AI_Tools_PM_Team_Sub (jbinder)',subscriptionId =~ '3905431d-c062-4c17-8fd9-c51f89f334c4','Pytorch Build',subscriptionId =~ '3f577935-3138-4d07-86b3-75651b696483','Responsible & OpenAi Research',subscriptionId =~ '0f301386-8979-4981-acca-973d553078e7','Scope Team Test Subscription',subscriptionId =~ '1b0a5c20-7373-41a2-8fec-7364cceb7bbf','Services Hub Demo Open',subscriptionId =~ 'e72e5254-f265-4e95-9bd2-9ee8e7329051','Speech Services - DEV - SDK (carbon)',subscriptionId =~ 'a1c3dc6b-8630-4bb7-a29e-4ed4407c329b','Speech Services - EXP2',subscriptionId =~ '736af2bf-9fcb-4145-a19b-5b30b2b8949d','Trey International UK',subscriptionId =~ '51f73f67-1f29-4120-863e-dd315f743fc1','Trey Partner Lab 2',subscriptionId =~ '9ec51cfd-5ca7-4d76-8101-dd0a4abc5674','Trey Research Corporate',subscriptionId =~ '73c0021f-a37d-433f-8baa-7450cb54eea6','Trey Research Finance',subscriptionId =~ 'ed570627-0265-4620-bb42-bae06bcfa914','Trey Research IT',subscriptionId =~ '64e355d7-997c-491d-b0c1-8414dccfcf42','Trey Research R&D Playground',subscriptionId =~ '586f1d47-9dd9-43d5-b196-6e28f8405ff8','Trey Research R&D Production',subscriptionId =~ '9ec1d932-0f3f-486c-acc6-e7d78b358f9b','TScience',subscriptionId =~ '79f57c16-00fe-48da-87d4-5192e86cd047','TScienceGPU',subscriptionId =~ 'bac044cf-49e1-4843-8dda-1ce9662606c8','UI Fabric',subscriptionId =~ '6760347d-9ffe-41a9-ba11-c139dcea5ce6','xt-teams-migration-dev',subscriptionId =~ '45f9252d-e27e-4ed8-ab4e-dc5054de13fa','Contoso IT - Retail - Prod',subscriptionId)\r\n| where (type !~ ('dell.storage/filesystems'))\r\n| where (type !~ ('arizeai.observabilityeval/organizations'))\r\n| where (type !~ ('lambdatest.hyperexecute/organizations'))\r\n| where (type !~ ('pinecone.vectordb/organizations'))\r\n| where (type !~ ('microsoft.weightsandbiases/instances'))\r\n| where (type !~ ('purestorage.block/storagepools/avsstoragecontainers'))\r\n| where (type !~ ('purestorage.block/reservations'))\r\n| where (type !~ ('purestorage.block/storagepools'))\r\n| where (type !~ ('solarwinds.observability/organizations'))\r\n| where (type !~ ('splitio.experimentation/experimentationworkspaces'))\r\n| where (type !~ ('microsoft.agfoodplatform/farmbeats'))\r\n| where (type !~ ('microsoft.appsecurity/policies'))\r\n| where (type !~ ('microsoft.arc/all'))\r\n| where (type !~ ('microsoft.arc/allfairfax'))\r\n| where (type !~ ('microsoft.cdn/profiles/customdomains'))\r\n| where (type !~ ('microsoft.cdn/profiles/afdendpoints'))\r\n| where (type !~ ('microsoft.cdn/profiles/origingroups/origins'))\r\n| where (type !~ ('microsoft.cdn/profiles/origingroups'))\r\n| where (type !~ ('microsoft.cdn/profiles/afdendpoints/routes'))\r\n| where (type !~ ('microsoft.cdn/profiles/rulesets/rules'))\r\n| where (type !~ ('microsoft.cdn/profiles/rulesets'))\r\n| where (type !~ ('microsoft.cdn/profiles/secrets'))\r\n| where (type !~ ('microsoft.cdn/profiles/securitypolicies'))\r\n| where (type !~ ('microsoft.chaos/privateaccesses'))\r\n| where (type !~ ('microsoft.sovereign/transparencylogs'))\r\n| where (type !~ ('microsoft.sovereign/landingzoneconfigurations'))\r\n| where (type !~ ('microsoft.hardwaresecuritymodules/cloudhsmclusters'))\r\n| where (type !~ ('microsoft.compute/computefleetinstances'))\r\n| where (type !~ ('microsoft.compute/standbypoolinstance'))\r\n| where (type !~ ('microsoft.compute/virtualmachineflexinstances'))\r\n| where (type !~ ('microsoft.kubernetesconfiguration/extensions'))\r\n| where (type !~ ('microsoft.containerservice/managedclusters/microsoft.kubernetesconfiguration/extensions'))\r\n| where (type !~ ('microsoft.kubernetes/connectedclusters/microsoft.kubernetesconfiguration/namespaces'))\r\n| where (type !~ ('microsoft.containerservice/managedclusters/microsoft.kubernetesconfiguration/namespaces'))\r\n| where (type !~ ('microsoft.kubernetes/connectedclusters/microsoft.kubernetesconfiguration/fluxconfigurations'))\r\n| where (type !~ ('microsoft.containerservice/managedclusters/microsoft.kubernetesconfiguration/fluxconfigurations'))\r\n| where (type !~ ('microsoft.portalservices/extensions/deployments'))\r\n| where (type !~ ('microsoft.portalservices/extensions'))\r\n| where (type !~ ('microsoft.portalservices/extensions/slots'))\r\n| where (type !~ ('microsoft.portalservices/extensions/versions'))\r\n| where (type !~ ('microsoft.datacollaboration/workspaces'))\r\n| where (type !~ ('microsoft.deviceregistry/devices'))\r\n| where (type !~ ('microsoft.deviceupdate/updateaccounts/activedeployments'))\r\n| where (type !~ ('microsoft.deviceupdate/updateaccounts/agents'))\r\n| where (type !~ ('microsoft.deviceupdate/updateaccounts/deployments'))\r\n| where (type !~ ('microsoft.deviceupdate/updateaccounts/deviceclasses'))\r\n| where (type !~ ('microsoft.deviceupdate/updateaccounts/updates'))\r\n| where (type !~ ('microsoft.deviceupdate/updateaccounts'))\r\n| where (type !~ ('private.devtunnels/tunnelplans'))\r\n| where (type !~ ('private.easm/workspaces'))\r\n| where (type !~ ('microsoft.edgeorder/virtual_orderitems'))\r\n| where (type !~ ('microsoft.workloads/epicvirtualinstances'))\r\n| where (type !~ ('microsoft.fairfieldgardens/provisioningresources/provisioningpolicies'))\r\n| where (type !~ ('microsoft.fairfieldgardens/provisioningresources'))\r\n| where (type !~ ('microsoft.healthmodel/healthmodels'))\r\n| where (type !~ ('microsoft.hybridcompute/arcserverwithwac'))\r\n| where (type !~ ('microsoft.hybridcompute/machinessovereign'))\r\n| where (type !~ ('microsoft.hybridcompute/machinespaygo'))\r\n| where (type !~ ('microsoft.hybridcompute/machinessoftwareassurance'))\r\n| where (type !~ ('microsoft.network/virtualhubs')) or ((kind =~ ('routeserver')))\r\n| where (type !~ ('microsoft.network/networkvirtualappliances'))\r\n| where (type !~ ('microsoft.devhub/iacprofiles'))\r\n| where (type !~ ('microsoft.modsimworkbench/workbenches/chambers'))\r\n| where (type !~ ('microsoft.modsimworkbench/workbenches/chambers/files'))\r\n| where (type !~ ('microsoft.modsimworkbench/workbenches/chambers/filerequests'))\r\n| where (type !~ ('microsoft.modsimworkbench/workbenches/chambers/licenses'))\r\n| where (type !~ ('microsoft.modsimworkbench/workbenches/chambers/connectors'))\r\n| where (type !~ ('microsoft.modsimworkbench/workbenches/sharedstorages'))\r\n| where (type !~ ('microsoft.modsimworkbench/workbenches/chambers/storages'))\r\n| where (type !~ ('microsoft.modsimworkbench/workbenches/chambers/workloads'))\r\n| where (type !~ ('microsoft.insights/diagnosticsettings'))\r\n| where not((type =~ ('microsoft.network/serviceendpointpolicies')) and ((kind =~ ('internal'))))\r\n| where (type !~ ('microsoft.resources/resourcegraphvisualizer'))\r\n| where (type !~ ('microsoft.iotoperationsmq/mq'))\r\n| where (type !~ ('microsoft.orbital/cloudaccessrouters'))\r\n| where (type !~ ('microsoft.orbital/terminals'))\r\n| where (type !~ ('microsoft.orbital/sdwancontrollers'))\r\n| where (type !~ ('microsoft.orbital/geocatalogs'))\r\n| where (type !~ ('microsoft.recommendationsservice/accounts/modeling'))\r\n| where (type !~ ('microsoft.recommendationsservice/accounts/serviceendpoints'))\r\n| where (type !~ ('microsoft.recoveryservicesbvtd/vaults'))\r\n| where (type !~ ('microsoft.recoveryservicesbvtd2/vaults'))\r\n| where (type !~ ('microsoft.recoveryservicesintd/vaults'))\r\n| where (type !~ ('microsoft.recoveryservicesintd2/vaults'))\r\n| where (type !~ ('microsoft.resources/deletedresources'))\r\n| where (type !~ ('microsoft.deploymentmanager/rollouts'))\r\n| where (type !~ ('microsoft.features/featureprovidernamespaces/featureconfigurations'))\r\n| where (type !~ ('microsoft.saashub/cloudservices/hidden'))\r\n| where (type !~ ('microsoft.providerhub/providerregistrations'))\r\n| where (type !~ ('microsoft.providerhub/providerregistrations/customrollouts'))\r\n| where (type !~ ('microsoft.providerhub/providerregistrations/defaultrollouts'))\r\n| where (type !~ ('microsoft.edge/configurations'))\r\n| where not((type =~ ('microsoft.synapse/workspaces/sqlpools')) and ((kind =~ ('v3'))))\r\n| where (type !~ ('microsoft.mission/approvals'))\r\n| where (type !~ ('microsoft.mission/catalogs'))\r\n| where (type !~ ('microsoft.mission/communities'))\r\n| where (type !~ ('microsoft.mission/communities/communityendpoints'))\r\n| where (type !~ ('microsoft.mission/enclaveconnections'))\r\n| where (type !~ ('microsoft.mission/virtualenclaves/enclaveendpoints'))\r\n| where (type !~ ('microsoft.mission/communities/transithubs'))\r\n| where (type !~ ('microsoft.mission/virtualenclaves'))\r\n| where (type !~ ('microsoft.mission/virtualenclaves/workloads'))\r\n| where (type !~ ('microsoft.workloads/insights'))\r\n| where (type !~ ('microsoft.hanaonazure/sapmonitors'))\r\n| where (type !~ ('microsoft.cloudhealth/healthmodels'))\r\n| where (type !~ ('microsoft.connectedcache/enterprisemcccustomers/enterprisemcccachenodes'))\r\n| where not((type =~ ('microsoft.sql/servers/databases')) and ((kind in~ ('system','v2.0,system','v12.0,system','v12.0,system,serverless','v12.0,user,datawarehouse,gen2,analytics'))))\r\n| where not((type =~ ('microsoft.sql/servers')) and ((kind =~ ('v12.0,analytics'))))\r\n| where (type in~ ('Microsoft.HybridCompute/machinesEsu','Microsoft.HybridCompute/machines'))\r\n| project name,esuStatus,esuStatusIcon,operatingSystem,resourceGroup,subscriptionDisplayName,status,type,id,kind,location,subscriptionId,tags\r\n| sort by (tolower(tostring(name))) asc",
+                                                  "size": 0,
+                                                  "title": "Eligible resources",
+                                                  "noDataMessage": "There are no eligible resources.",
+                                                  "showExportToExcel": true,
+                                                  "queryType": 1,
+                                                  "resourceType": "microsoft.resourcegraph/resources",
+                                                  "crossComponentResources": [
+                                                    "{Subscription}"
+                                                  ],
+                                                  "gridSettings": {
+                                                    "formatters": [
+                                                      {
+                                                        "columnMatch": "esuStatusIcon",
+                                                        "formatter": 18,
+                                                        "formatOptions": {
+                                                          "thresholdsOptions": "icons",
+                                                          "thresholdsGrid": [
+                                                            {
+                                                              "operator": "==",
+                                                              "thresholdValue": "7",
+                                                              "representation": "4",
+                                                              "text": ""
+                                                            },
+                                                            {
+                                                              "operator": "==",
+                                                              "thresholdValue": "9",
+                                                              "representation": "warning",
+                                                              "text": ""
+                                                            },
+                                                            {
+                                                              "operator": "==",
+                                                              "thresholdValue": "8",
+                                                              "representation": "success",
+                                                              "text": ""
+                                                            },
+                                                            {
+                                                              "operator": "==",
+                                                              "thresholdValue": "91",
+                                                              "representation": "unknown",
+                                                              "text": "{0}{1}"
+                                                            },
+                                                            {
+                                                              "sourceColumn": "esuStatus",
+                                                              "operator": "Default",
+                                                              "thresholdValue": null,
+                                                              "representation": "unknown",
+                                                              "text": ""
+                                                            }
+                                                          ]
+                                                        }
+                                                      }
+                                                    ]
+                                                  }
+                                                },
+                                                "conditionalVisibility": {
+                                                  "parameterName": "eligibleResources",
+                                                  "comparison": "isEqualTo",
+                                                  "value": "Yes"
+                                                },
+                                                "name": "arcResources"
+                                              }
+                                            ]
+                                          },
+                                          "conditionalVisibility": {
+                                            "parameterName": "eligibleResources",
+                                            "comparison": "isEqualTo",
+                                            "value": "Yes"
+                                          },
+                                          "name": "group-eligibleResources"
+                                        },
+                                        {
+                                          "type": 12,
+                                          "content": {
+                                            "version": "NotebookGroup/1.0",
+                                            "groupType": "editable",
+                                            "title": "Eligible licenses",
+                                            "items": [
+                                              {
+                                                "type": 1,
+                                                "content": {
+                                                  "json": "Keep in mind, subscription read permissions are required to give accurate core count and usage information for your ESU licenses. Physical core based licenses are subject to different licensing guidelines and are excluded from this view.[Learn more.](https://learn.microsoft.com/azure/azure-arc/servers/license-extended-security-updates)",
+                                                  "style": "info"
+                                                },
+                                                "name": "txtLearnMoreLicense"
+                                              },
+                                              {
+                                                "type": 3,
+                                                "content": {
+                                                  "version": "KqlItem/1.0",
+                                                  "query": "// Run query to see results.\r\nresources\r\n| where type =~ \"microsoft.hybridcompute/licenses\"\r\n| extend sku = properties.licenseDetails.edition\r\n| extend totalCores = properties.licenseDetails.processors\r\n| extend coreType = case(\r\n    properties.licenseDetails.type =~ 'vCore','Virtual core',\r\n    properties.licenseDetails.type =~ 'pCore','Physical core',\r\n    'Unknown'\r\n)\r\n| extend statusIcon = case(\r\n    properties.licenseDetails.state =~ 'Activated', '8',\r\n    properties.licenseDetails.state =~ 'Deactivated', '7',\r\n    '91'\r\n)\r\n| extend status = case(\r\n    properties.licenseDetails.state =~ 'Activated', 'Activated',\r\n    properties.licenseDetails.state =~ 'Deactivated','Deactivated',\r\n    'Unknown'\r\n)\r\n| extend licenseId = tolower(tostring(id)) // Depending on what is stored in license profile, might have to get the immutableId instead\r\n| join kind=leftouter(\r\n    resources\r\n    | where type =~ \"microsoft.hybridcompute/machines/licenseProfiles\"\r\n    | extend machineId = tolower(tostring(trim_end(@\"\\/\\w+\\/(\\w|\\.)+\", id)))\r\n    | extend licenseId = tolower(tostring(properties.esuProfile.assignedLicense))\r\n    | summarize resources = count() by licenseId\r\n) on licenseId // Get count of license profile per license, a license profile is created for each machine that is assigned a license\r\n| extend resources = iff(isnull(resources), 0, resources)\r\n| project id, name, type, location, subscriptionId, resourceGroup, kind, tags, extendedLocation, sku, totalCores, coreType, status, statusIcon, resources\r\n| extend subscriptionDisplayName=case(subscriptionId =~ 'e75c95f3-27b4-410f-a40e-2b9153a807dd','AEther Dev',subscriptionId =~ '823ca539-d44d-43ee-8dc8-023fd4f27396','AIOps_FailureSimulation_DevTest',subscriptionId =~ 'b2a328a7-ffff-4c09-b643-a4758cf170bc','AISC-DEV-02',subscriptionId =~ 'eef8b6d5-94da-4b36-9327-a662f2674efb','AISC-EngSys-01',subscriptionId =~ 'e0fd569c-e34a-4249-8c24-e8d723c7f054','AML - Responsible AI R&D',subscriptionId =~ 'f1d79e73-f8e3-4b10-bfdb-4207ca0723ed','AML Infra - Engineering System',subscriptionId =~ 'dad45786-32e5-4ef3-b90e-8e0838fbadb6','AnE.ExP.NonProduction',subscriptionId =~ '017ad81c-b730-4564-9109-9b763243a9a6','Anomaly Real Time-DevTest',subscriptionId =~ 'e686ef8c-d35d-4e9b-92f8-caaaa7948c0a','Applied Sciences Group Dev',subscriptionId =~ '6e967edb-425b-4a33-ae98-f1d2c509dda3','Arc enabled Infrastructure - Demo',subscriptionId =~ '710c6ed8-d8d9-4c51-b100-dc4d9e10dd18','ARC-ESU-TESTING-03',subscriptionId =~ '2145a411-d149-4010-84d4-40fe8a55db44','ARM Test Environment',subscriptionId =~ 'e2a8a7b3-cb7a-4930-9c79-2b0eb7bf843c','ASZ_Lab_Hardware_Dev_1',subscriptionId =~ '4c33a6bb-d566-4d0b-8951-00b55a91fba8','AzPIESecurity-DEV-Apple',subscriptionId =~ 'b65b516b-415b-4c68-a254-bfa7411275f8','Azure CloudES CDP ER - Test',subscriptionId =~ '6785ea1f-ac40-4244-a9ce-94b12fd832ca','Azure Migrate Demo Subscription',subscriptionId =~ '8c3c936a-c09b-4de3-830b-3f5f244d72e9','Azure Migrate Program Management Team',subscriptionId =~ '432a7068-99ae-4975-ad38-d96b71172cdf','Azure Profiler - Testing',subscriptionId =~ 'caffe3c0-acbd-4d01-af76-a45f421bfb64','Azure_Base_LivesiteArmory_test',subscriptionId =~ 'a1920ebd-59b7-4f19-af9f-5e80599e88e4','Babel',subscriptionId =~ 'b43a6159-1bea-4fa2-9407-e875fdc0ff55','BAP IA EU Schrems (P)',subscriptionId =~ 'ae71ef11-a03f-4b4f-a0e6-ef144727c711','Bing MM Measurement',subscriptionId =~ '8ef80208-601f-4c83-802e-751d211745f9','CloudAnalytics_Prod1',subscriptionId =~ 'f7b4a5ce-d3bd-4a03-84fe-8bcad772c8c1','Cog Services Computer Vision',subscriptionId =~ '38dbd059-bd26-4172-af17-bcc5a00744de','Core-ES-STREAM-DeXDI',subscriptionId =~ '87e8a61c-4832-4cfe-8b72-c12554f2309a','Cosmos_C&E_Azure_Azure Resource Manager_100424',subscriptionId =~ '8c4b5b03-3b24-4ed0-91f5-a703cd91b412','Cosmos_C&E_Azure_AzureEngineeringSystems_100200',subscriptionId =~ 'b988efc7-1bc8-4a73-b4a2-5ad864580250','Cosmos_C&E_DPG_Big Data_100036',subscriptionId =~ '6121bf73-2dc9-47ac-8b6a-c6ae4b88ef39','Cost Management PM',subscriptionId =~ '44074499-ad9f-45b9-9b0b-f594f8736a45','CSX-WSD-CFE-TNT-QPP',subscriptionId =~ '3cd01953-be46-4f9b-a4e0-26f19f428765','CSX-WSD-CFE-TNT-TOOLKITHUB',subscriptionId =~ '60214a3c-65a2-46f8-8b32-f959f2454106','Data Pillar Security Tooling',subscriptionId =~ 'f7c445af-a4de-4264-9e87-3196d6bc384d','Efficiency Pack Services (MSIT)',subscriptionId =~ '86f010b8-6473-4cb9-90c1-671c74faa4ee','emilyzhu dev subscription',subscriptionId =~ 'f3326bfd-5406-4136-a835-f64ccbfd9050','FTK @ MS',subscriptionId =~ 'd2c9544f-4329-4642-b73d-020e7fef844f','HPCScrub1',subscriptionId =~ 'bac420ed-c6fc-4a05-8ac1-8c0c52da1d6e','IDEAs MS Reporting',subscriptionId =~ '3cd95ff9-ac62-4b5c-8240-0cd046687ea0','Internal App Insights Resources for Perflens',subscriptionId =~ 'a386d5ea-ea90-441a-8263-d816368c84a1','IOT_PLATFORM_UPX_TEST',subscriptionId =~ '6a0ab98c-24d4-4131-8cd7-0a78bfce58f5','ITSM Integration - Production - New',subscriptionId =~ '13723929-6644-4060-a50a-cc38ebc5e8b1','LinuxMdsd Test',subscriptionId =~ '98b02a69-28a5-4ee7-a622-cd69c7a59c4e','Marvel Intelligence Model Training Subscription',subscriptionId =~ '1278a874-89fc-418c-b6b9-ac763b000415','Microsoft Azure Internal Consumption (nbrady)',subscriptionId =~ '29de2cfc-f00a-43bb-bdc8-3108795bd282','MSFT-Modern Device-Modern Mgmt-Imaging00',subscriptionId =~ '54b875cc-a81a-4914-8bfd-1a36bc7ddf4d','MSFT-WindowsVirtualDesktop-01',subscriptionId =~ '4dc2cd39-7a89-43d8-bebe-8bb501359891','Observability_AzMon_Grafana_Dev',subscriptionId =~ 'a471d615-ff98-4e80-b375-a19543d4691e','ODC-OneBox-Resources',subscriptionId =~ '1163fbbe-27e7-4b0f-8466-195fe5417043','Python_AI_Tools_PM_Team_Sub (jbinder)',subscriptionId =~ '3905431d-c062-4c17-8fd9-c51f89f334c4','Pytorch Build',subscriptionId =~ '3f577935-3138-4d07-86b3-75651b696483','Responsible & OpenAi Research',subscriptionId =~ '0f301386-8979-4981-acca-973d553078e7','Scope Team Test Subscription',subscriptionId =~ '1b0a5c20-7373-41a2-8fec-7364cceb7bbf','Services Hub Demo Open',subscriptionId =~ 'e72e5254-f265-4e95-9bd2-9ee8e7329051','Speech Services - DEV - SDK (carbon)',subscriptionId =~ 'a1c3dc6b-8630-4bb7-a29e-4ed4407c329b','Speech Services - EXP2',subscriptionId =~ '736af2bf-9fcb-4145-a19b-5b30b2b8949d','Trey International UK',subscriptionId =~ '51f73f67-1f29-4120-863e-dd315f743fc1','Trey Partner Lab 2',subscriptionId =~ '9ec51cfd-5ca7-4d76-8101-dd0a4abc5674','Trey Research Corporate',subscriptionId =~ '73c0021f-a37d-433f-8baa-7450cb54eea6','Trey Research Finance',subscriptionId =~ 'ed570627-0265-4620-bb42-bae06bcfa914','Trey Research IT',subscriptionId =~ '64e355d7-997c-491d-b0c1-8414dccfcf42','Trey Research R&D Playground',subscriptionId =~ '586f1d47-9dd9-43d5-b196-6e28f8405ff8','Trey Research R&D Production',subscriptionId =~ '9ec1d932-0f3f-486c-acc6-e7d78b358f9b','TScience',subscriptionId =~ '79f57c16-00fe-48da-87d4-5192e86cd047','TScienceGPU',subscriptionId =~ 'bac044cf-49e1-4843-8dda-1ce9662606c8','UI Fabric',subscriptionId =~ '6760347d-9ffe-41a9-ba11-c139dcea5ce6','xt-teams-migration-dev',subscriptionId =~ '45f9252d-e27e-4ed8-ab4e-dc5054de13fa','Contoso IT - Retail - Prod',subscriptionId)\r\n| where (type !~ ('dell.storage/filesystems'))\r\n| where (type !~ ('arizeai.observabilityeval/organizations'))\r\n| where (type !~ ('lambdatest.hyperexecute/organizations'))\r\n| where (type !~ ('pinecone.vectordb/organizations'))\r\n| where (type !~ ('microsoft.weightsandbiases/instances'))\r\n| where (type !~ ('purestorage.block/storagepools/avsstoragecontainers'))\r\n| where (type !~ ('purestorage.block/reservations'))\r\n| where (type !~ ('purestorage.block/storagepools'))\r\n| where (type !~ ('solarwinds.observability/organizations'))\r\n| where (type !~ ('splitio.experimentation/experimentationworkspaces'))\r\n| where (type !~ ('microsoft.agfoodplatform/farmbeats'))\r\n| where (type !~ ('microsoft.appsecurity/policies'))\r\n| where (type !~ ('microsoft.arc/all'))\r\n| where (type !~ ('microsoft.arc/allfairfax'))\r\n| where (type !~ ('microsoft.cdn/profiles/customdomains'))\r\n| where (type !~ ('microsoft.cdn/profiles/afdendpoints'))\r\n| where (type !~ ('microsoft.cdn/profiles/origingroups/origins'))\r\n| where (type !~ ('microsoft.cdn/profiles/origingroups'))\r\n| where (type !~ ('microsoft.cdn/profiles/afdendpoints/routes'))\r\n| where (type !~ ('microsoft.cdn/profiles/rulesets/rules'))\r\n| where (type !~ ('microsoft.cdn/profiles/rulesets'))\r\n| where (type !~ ('microsoft.cdn/profiles/secrets'))\r\n| where (type !~ ('microsoft.cdn/profiles/securitypolicies'))\r\n| where (type !~ ('microsoft.chaos/privateaccesses'))\r\n| where (type !~ ('microsoft.sovereign/transparencylogs'))\r\n| where (type !~ ('microsoft.sovereign/landingzoneconfigurations'))\r\n| where (type !~ ('microsoft.hardwaresecuritymodules/cloudhsmclusters'))\r\n| where (type !~ ('microsoft.compute/computefleetinstances'))\r\n| where (type !~ ('microsoft.compute/standbypoolinstance'))\r\n| where (type !~ ('microsoft.compute/virtualmachineflexinstances'))\r\n| where (type !~ ('microsoft.kubernetesconfiguration/extensions'))\r\n| where (type !~ ('microsoft.containerservice/managedclusters/microsoft.kubernetesconfiguration/extensions'))\r\n| where (type !~ ('microsoft.kubernetes/connectedclusters/microsoft.kubernetesconfiguration/namespaces'))\r\n| where (type !~ ('microsoft.containerservice/managedclusters/microsoft.kubernetesconfiguration/namespaces'))\r\n| where (type !~ ('microsoft.kubernetes/connectedclusters/microsoft.kubernetesconfiguration/fluxconfigurations'))\r\n| where (type !~ ('microsoft.containerservice/managedclusters/microsoft.kubernetesconfiguration/fluxconfigurations'))\r\n| where (type !~ ('microsoft.portalservices/extensions/deployments'))\r\n| where (type !~ ('microsoft.portalservices/extensions'))\r\n| where (type !~ ('microsoft.portalservices/extensions/slots'))\r\n| where (type !~ ('microsoft.portalservices/extensions/versions'))\r\n| where (type !~ ('microsoft.datacollaboration/workspaces'))\r\n| where (type !~ ('microsoft.deviceregistry/devices'))\r\n| where (type !~ ('microsoft.deviceupdate/updateaccounts/activedeployments'))\r\n| where (type !~ ('microsoft.deviceupdate/updateaccounts/agents'))\r\n| where (type !~ ('microsoft.deviceupdate/updateaccounts/deployments'))\r\n| where (type !~ ('microsoft.deviceupdate/updateaccounts/deviceclasses'))\r\n| where (type !~ ('microsoft.deviceupdate/updateaccounts/updates'))\r\n| where (type !~ ('microsoft.deviceupdate/updateaccounts'))\r\n| where (type !~ ('private.devtunnels/tunnelplans'))\r\n| where (type !~ ('private.easm/workspaces'))\r\n| where (type !~ ('microsoft.edgeorder/virtual_orderitems'))\r\n| where (type !~ ('microsoft.workloads/epicvirtualinstances'))\r\n| where (type !~ ('microsoft.fairfieldgardens/provisioningresources/provisioningpolicies'))\r\n| where (type !~ ('microsoft.fairfieldgardens/provisioningresources'))\r\n| where (type !~ ('microsoft.healthmodel/healthmodels'))\r\n| where (type !~ ('microsoft.hybridcompute/arcserverwithwac'))\r\n| where (type !~ ('microsoft.hybridcompute/machinessovereign'))\r\n| where (type !~ ('microsoft.hybridcompute/machinesesu'))\r\n| where (type !~ ('microsoft.hybridcompute/machinespaygo'))\r\n| where (type !~ ('microsoft.hybridcompute/machinessoftwareassurance'))\r\n| where (type !~ ('microsoft.network/virtualhubs')) or ((kind =~ ('routeserver')))\r\n| where (type !~ ('microsoft.network/networkvirtualappliances'))\r\n| where (type !~ ('microsoft.devhub/iacprofiles'))\r\n| where (type !~ ('microsoft.modsimworkbench/workbenches/chambers'))\r\n| where (type !~ ('microsoft.modsimworkbench/workbenches/chambers/files'))\r\n| where (type !~ ('microsoft.modsimworkbench/workbenches/chambers/filerequests'))\r\n| where (type !~ ('microsoft.modsimworkbench/workbenches/chambers/licenses'))\r\n| where (type !~ ('microsoft.modsimworkbench/workbenches/chambers/connectors'))\r\n| where (type !~ ('microsoft.modsimworkbench/workbenches/sharedstorages'))\r\n| where (type !~ ('microsoft.modsimworkbench/workbenches/chambers/storages'))\r\n| where (type !~ ('microsoft.modsimworkbench/workbenches/chambers/workloads'))\r\n| where (type !~ ('microsoft.insights/diagnosticsettings'))\r\n| where not((type =~ ('microsoft.network/serviceendpointpolicies')) and ((kind =~ ('internal'))))\r\n| where (type !~ ('microsoft.resources/resourcegraphvisualizer'))\r\n| where (type !~ ('microsoft.iotoperationsmq/mq'))\r\n| where (type !~ ('microsoft.orbital/cloudaccessrouters'))\r\n| where (type !~ ('microsoft.orbital/terminals'))\r\n| where (type !~ ('microsoft.orbital/sdwancontrollers'))\r\n| where (type !~ ('microsoft.orbital/geocatalogs'))\r\n| where (type !~ ('microsoft.recommendationsservice/accounts/modeling'))\r\n| where (type !~ ('microsoft.recommendationsservice/accounts/serviceendpoints'))\r\n| where (type !~ ('microsoft.recoveryservicesbvtd/vaults'))\r\n| where (type !~ ('microsoft.recoveryservicesbvtd2/vaults'))\r\n| where (type !~ ('microsoft.recoveryservicesintd/vaults'))\r\n| where (type !~ ('microsoft.recoveryservicesintd2/vaults'))\r\n| where (type !~ ('microsoft.resources/deletedresources'))\r\n| where (type !~ ('microsoft.deploymentmanager/rollouts'))\r\n| where (type !~ ('microsoft.features/featureprovidernamespaces/featureconfigurations'))\r\n| where (type !~ ('microsoft.saashub/cloudservices/hidden'))\r\n| where (type !~ ('microsoft.providerhub/providerregistrations'))\r\n| where (type !~ ('microsoft.providerhub/providerregistrations/customrollouts'))\r\n| where (type !~ ('microsoft.providerhub/providerregistrations/defaultrollouts'))\r\n| where (type !~ ('microsoft.edge/configurations'))\r\n| where not((type =~ ('microsoft.synapse/workspaces/sqlpools')) and ((kind =~ ('v3'))))\r\n| where (type !~ ('microsoft.mission/approvals'))\r\n| where (type !~ ('microsoft.mission/catalogs'))\r\n| where (type !~ ('microsoft.mission/communities'))\r\n| where (type !~ ('microsoft.mission/communities/communityendpoints'))\r\n| where (type !~ ('microsoft.mission/enclaveconnections'))\r\n| where (type !~ ('microsoft.mission/virtualenclaves/enclaveendpoints'))\r\n| where (type !~ ('microsoft.mission/communities/transithubs'))\r\n| where (type !~ ('microsoft.mission/virtualenclaves'))\r\n| where (type !~ ('microsoft.mission/virtualenclaves/workloads'))\r\n| where (type !~ ('microsoft.workloads/insights'))\r\n| where (type !~ ('microsoft.hanaonazure/sapmonitors'))\r\n| where (type !~ ('microsoft.cloudhealth/healthmodels'))\r\n| where (type !~ ('microsoft.connectedcache/enterprisemcccustomers/enterprisemcccachenodes'))\r\n| where not((type =~ ('microsoft.sql/servers/databases')) and ((kind in~ ('system','v2.0,system','v12.0,system','v12.0,system,serverless','v12.0,user,datawarehouse,gen2,analytics'))))\r\n| where not((type =~ ('microsoft.sql/servers')) and ((kind =~ ('v12.0,analytics'))))\r\n| project name,sku,totalCores,coreType,status,statusIcon,resources,id,resourceGroup,subscriptionDisplayName,type,kind,location,subscriptionId,tags\r\n| sort by (tolower(tostring(name))) asc",
+                                                  "size": 0,
+                                                  "title": "Eligible licenses",
+                                                  "noDataMessage": "There are no eligible licenses.",
+                                                  "queryType": 1,
+                                                  "resourceType": "microsoft.resourcegraph/resources",
+                                                  "crossComponentResources": [
+                                                    "{Subscription}"
+                                                  ]
+                                                },
+                                                "conditionalVisibility": {
+                                                  "parameterName": "eligibleLicenses",
+                                                  "comparison": "isEqualTo",
+                                                  "value": "Yes"
+                                                },
+                                                "name": "arclicenses"
+                                              }
+                                            ]
+                                          },
+                                          "conditionalVisibility": {
+                                            "parameterName": "eligibleLicenses",
+                                            "comparison": "isEqualTo",
+                                            "value": "Yes"
+                                          },
+                                          "name": "group-eligibleLicenses"
+                                        }
+                                      ]
+                                    },
+                                    "conditionalVisibility": {
+                                      "parameterName": "SelectedSubTab",
+                                      "comparison": "isEqualTo",
+                                      "value": "windowsEsu"
+                                    },
+                                    "name": "group-Esu"
+                                  },
+                                  {
+                                    "type": 12,
+                                    "content": {
+                                      "version": "NotebookGroup/1.0",
+                                      "groupType": "editable",
+                                      "title": "Windows Server Management enabled by Azure Arc",
+                                      "items": [
+                                        {
+                                          "type": 1,
+                                          "content": {
+                                            "json": "## Benefits of Windows Server Management with Azure Arc\r\n\r\nWindows Server Management enabled by Azure Arc offers customers with Windows Server licenses that have active Software Assurances or Windows Server licenses that are active subscription licenses a few benefits, including access to Azure Update Management, Azure Change Tracking and Inventory and Windwos best practices assessment. FOr the full list of benefits, visit [Windows Server Management enabled by Azure Arc.](https://learn.microsoft.com/azure/azure-arc/servers/windows-server-management-overview?tabs=portal)\r\n\r\n",
+                                            "style": "info"
+                                          },
+                                          "name": "text - 5"
+                                        },
+                                        {
+                                          "type": 3,
+                                          "content": {
+                                            "version": "KqlItem/1.0",
+                                            "query": "// Run query to see results.\r\nresources\r\n| where type =~ \"microsoft.hybridcompute/machines\" and isempty(kind)\r\n| extend status = properties.status\r\n| extend operatingSystem = properties.osSku\r\n| where properties.osType =~ 'windows'\r\n| extend licenseProfile = properties.licenseProfile\r\n| extend licenseStatus = tostring(licenseProfile.licenseStatus)\r\n| extend licenseChannel = tostring(licenseProfile.licenseChannel)\r\n| extend productSubscriptionStatus = tostring(licenseProfile.productProfile.subscriptionStatus)\r\n| extend softwareAssurance = licenseProfile.softwareAssurance\r\n| extend softwareAssuranceCustomer = licenseProfile.softwareAssurance.softwareAssuranceCustomer\r\n| extend benefitsStatus = case(\r\n    softwareAssuranceCustomer == true, \"Activated\",\r\n    (licenseStatus =~ \"Licensed\" and licenseChannel =~ \"PGS:TB\") or productSubscriptionStatus =~ \"Enabled\", \"Activated via Pay-as-you-go\",\r\n    isnull(softwareAssurance) or isnull(softwareAssuranceCustomer) or softwareAssuranceCustomer == false, \"Not activated\",\r\n    \"Not activated\")\r\n| extend benefitsStatusIcon = case(\r\n softwareAssuranceCustomer == true, \"8\",\r\n    softwareAssuranceCustomer == true, \"8\",\r\n    (licenseStatus =~ \"Licensed\" and licenseChannel =~ \"PGS:TB\") or productSubscriptionStatus =~ \"Enabled\", \"8\",\r\n    isnull(softwareAssurance) or isnull(softwareAssuranceCustomer) or softwareAssuranceCustomer == false, \"7\",\r\n    \"7\")\r\n| project name, status, benefitsStatus, benefitsStatusIcon, resourceGroup, subscriptionId, operatingSystem, id, type, location, kind, tags\r\n| where (type !~ ('dell.storage/filesystems'))\r\n| where (type !~ ('arizeai.observabilityeval/organizations'))\r\n| where (type !~ ('lambdatest.hyperexecute/organizations'))\r\n| where (type !~ ('pinecone.vectordb/organizations'))\r\n| where (type !~ ('microsoft.weightsandbiases/instances'))\r\n| where (type !~ ('purestorage.block/storagepools/avsstoragecontainers'))\r\n| where (type !~ ('purestorage.block/reservations'))\r\n| where (type !~ ('purestorage.block/storagepools'))\r\n| where (type !~ ('solarwinds.observability/organizations'))\r\n| where (type !~ ('splitio.experimentation/experimentationworkspaces'))\r\n| where (type !~ ('microsoft.agfoodplatform/farmbeats'))\r\n| where (type !~ ('microsoft.appsecurity/policies'))\r\n| where (type !~ ('microsoft.arc/all'))\r\n| where (type !~ ('microsoft.arc/allfairfax'))\r\n| where (type !~ ('microsoft.cdn/profiles/customdomains'))\r\n| where (type !~ ('microsoft.cdn/profiles/afdendpoints'))\r\n| where (type !~ ('microsoft.cdn/profiles/origingroups/origins'))\r\n| where (type !~ ('microsoft.cdn/profiles/origingroups'))\r\n| where (type !~ ('microsoft.cdn/profiles/afdendpoints/routes'))\r\n| where (type !~ ('microsoft.cdn/profiles/rulesets/rules'))\r\n| where (type !~ ('microsoft.cdn/profiles/rulesets'))\r\n| where (type !~ ('microsoft.cdn/profiles/secrets'))\r\n| where (type !~ ('microsoft.cdn/profiles/securitypolicies'))\r\n| where (type !~ ('microsoft.chaos/privateaccesses'))\r\n| where (type !~ ('microsoft.sovereign/transparencylogs'))\r\n| where (type !~ ('microsoft.sovereign/landingzoneconfigurations'))\r\n| where (type !~ ('microsoft.hardwaresecuritymodules/cloudhsmclusters'))\r\n| where (type !~ ('microsoft.compute/computefleetinstances'))\r\n| where (type !~ ('microsoft.compute/standbypoolinstance'))\r\n| where (type !~ ('microsoft.compute/virtualmachineflexinstances'))\r\n| where (type !~ ('microsoft.kubernetesconfiguration/extensions'))\r\n| where (type !~ ('microsoft.containerservice/managedclusters/microsoft.kubernetesconfiguration/extensions'))\r\n| where (type !~ ('microsoft.kubernetes/connectedclusters/microsoft.kubernetesconfiguration/namespaces'))\r\n| where (type !~ ('microsoft.containerservice/managedclusters/microsoft.kubernetesconfiguration/namespaces'))\r\n| where (type !~ ('microsoft.kubernetes/connectedclusters/microsoft.kubernetesconfiguration/fluxconfigurations'))\r\n| where (type !~ ('microsoft.containerservice/managedclusters/microsoft.kubernetesconfiguration/fluxconfigurations'))\r\n| where (type !~ ('microsoft.portalservices/extensions/deployments'))\r\n| where (type !~ ('microsoft.portalservices/extensions'))\r\n| where (type !~ ('microsoft.portalservices/extensions/slots'))\r\n| where (type !~ ('microsoft.portalservices/extensions/versions'))\r\n| where (type !~ ('microsoft.datacollaboration/workspaces'))\r\n| where (type !~ ('microsoft.deviceregistry/devices'))\r\n| where (type !~ ('microsoft.deviceupdate/updateaccounts/activedeployments'))\r\n| where (type !~ ('microsoft.deviceupdate/updateaccounts/agents'))\r\n| where (type !~ ('microsoft.deviceupdate/updateaccounts/deployments'))\r\n| where (type !~ ('microsoft.deviceupdate/updateaccounts/deviceclasses'))\r\n| where (type !~ ('microsoft.deviceupdate/updateaccounts/updates'))\r\n| where (type !~ ('microsoft.deviceupdate/updateaccounts'))\r\n| where (type !~ ('private.devtunnels/tunnelplans'))\r\n| where (type !~ ('private.easm/workspaces'))\r\n| where (type !~ ('microsoft.edgeorder/virtual_orderitems'))\r\n| where (type !~ ('microsoft.workloads/epicvirtualinstances'))\r\n| where (type !~ ('microsoft.fairfieldgardens/provisioningresources/provisioningpolicies'))\r\n| where (type !~ ('microsoft.fairfieldgardens/provisioningresources'))\r\n| where (type !~ ('microsoft.healthmodel/healthmodels'))\r\n| where (type !~ ('microsoft.hybridcompute/arcserverwithwac'))\r\n| where (type !~ ('microsoft.hybridcompute/machinessovereign'))\r\n| where (type !~ ('microsoft.hybridcompute/machinesesu'))\r\n| where (type !~ ('microsoft.hybridcompute/machinespaygo'))\r\n| where (type !~ ('microsoft.network/virtualhubs')) or ((kind =~ ('routeserver')))\r\n| where (type !~ ('microsoft.network/networkvirtualappliances'))\r\n| where (type !~ ('microsoft.devhub/iacprofiles'))\r\n| where (type !~ ('microsoft.modsimworkbench/workbenches/chambers'))\r\n| where (type !~ ('microsoft.modsimworkbench/workbenches/chambers/files'))\r\n| where (type !~ ('microsoft.modsimworkbench/workbenches/chambers/filerequests'))\r\n| where (type !~ ('microsoft.modsimworkbench/workbenches/chambers/licenses'))\r\n| where (type !~ ('microsoft.modsimworkbench/workbenches/chambers/connectors'))\r\n| where (type !~ ('microsoft.modsimworkbench/workbenches/sharedstorages'))\r\n| where (type !~ ('microsoft.modsimworkbench/workbenches/chambers/storages'))\r\n| where (type !~ ('microsoft.modsimworkbench/workbenches/chambers/workloads'))\r\n| where (type !~ ('microsoft.insights/diagnosticsettings'))\r\n| where not((type =~ ('microsoft.network/serviceendpointpolicies')) and ((kind =~ ('internal'))))\r\n| where (type !~ ('microsoft.resources/resourcegraphvisualizer'))\r\n| where (type !~ ('microsoft.iotoperationsmq/mq'))\r\n| where (type !~ ('microsoft.orbital/cloudaccessrouters'))\r\n| where (type !~ ('microsoft.orbital/terminals'))\r\n| where (type !~ ('microsoft.orbital/sdwancontrollers'))\r\n| where (type !~ ('microsoft.orbital/geocatalogs'))\r\n| where (type !~ ('microsoft.recommendationsservice/accounts/modeling'))\r\n| where (type !~ ('microsoft.recommendationsservice/accounts/serviceendpoints'))\r\n| where (type !~ ('microsoft.recoveryservicesbvtd/vaults'))\r\n| where (type !~ ('microsoft.recoveryservicesbvtd2/vaults'))\r\n| where (type !~ ('microsoft.recoveryservicesintd/vaults'))\r\n| where (type !~ ('microsoft.recoveryservicesintd2/vaults'))\r\n| where (type !~ ('microsoft.resources/deletedresources'))\r\n| where (type !~ ('microsoft.deploymentmanager/rollouts'))\r\n| where (type !~ ('microsoft.features/featureprovidernamespaces/featureconfigurations'))\r\n| where (type !~ ('microsoft.saashub/cloudservices/hidden'))\r\n| where (type !~ ('microsoft.providerhub/providerregistrations'))\r\n| where (type !~ ('microsoft.providerhub/providerregistrations/customrollouts'))\r\n| where (type !~ ('microsoft.providerhub/providerregistrations/defaultrollouts'))\r\n| where (type !~ ('microsoft.edge/configurations'))\r\n| where not((type =~ ('microsoft.synapse/workspaces/sqlpools')) and ((kind =~ ('v3'))))\r\n| where (type !~ ('microsoft.mission/approvals'))\r\n| where (type !~ ('microsoft.mission/catalogs'))\r\n| where (type !~ ('microsoft.mission/communities'))\r\n| where (type !~ ('microsoft.mission/communities/communityendpoints'))\r\n| where (type !~ ('microsoft.mission/enclaveconnections'))\r\n| where (type !~ ('microsoft.mission/virtualenclaves/enclaveendpoints'))\r\n| where (type !~ ('microsoft.mission/communities/transithubs'))\r\n| where (type !~ ('microsoft.mission/virtualenclaves'))\r\n| where (type !~ ('microsoft.mission/virtualenclaves/workloads'))\r\n| where (type !~ ('microsoft.workloads/insights'))\r\n| where (type !~ ('microsoft.hanaonazure/sapmonitors'))\r\n| where (type !~ ('microsoft.cloudhealth/healthmodels'))\r\n| where (type !~ ('microsoft.connectedcache/enterprisemcccustomers/enterprisemcccachenodes'))\r\n| where not((type =~ ('microsoft.sql/servers/databases')) and ((kind in~ ('system','v2.0,system','v12.0,system','v12.0,system,serverless','v12.0,user,datawarehouse,gen2,analytics'))))\r\n| where not((type =~ ('microsoft.sql/servers')) and ((kind =~ ('v12.0,analytics'))))\r\n| where (type in~ ('Microsoft.HybridCompute/machinesSoftwareAssurance','Microsoft.HybridCompute/machines'))\r\n| project name,benefitsStatus,benefitsStatusIcon,status,resourceGroup,operatingSystem,id,type,kind,location,subscriptionId\r\n| summarize count() by benefitsStatus",
+                                            "size": 0,
+                                            "title": "Coverage Summary",
+                                            "showRefreshButton": true,
+                                            "queryType": 1,
+                                            "resourceType": "microsoft.resourcegraph/resources",
+                                            "crossComponentResources": [
+                                              "{Subscription}"
+                                            ],
+                                            "visualization": "piechart",
+                                            "chartSettings": {
+                                              "yAxis": [
+                                                "count_"
+                                              ],
+                                              "showLegend": true,
+                                              "seriesLabelSettings": [
+                                                {
+                                                  "seriesName": "Not activated",
+                                                  "color": "red"
+                                                },
+                                                {
+                                                  "seriesName": "Activated",
+                                                  "color": "green"
+                                                },
+                                                {
+                                                  "seriesName": "Activated via Pay-as-you-go",
+                                                  "color": "greenDarkDark"
+                                                }
+                                              ]
+                                            }
+                                          },
+                                          "name": "coverageSummary"
+                                        },
+                                        {
+                                          "type": 9,
+                                          "content": {
+                                            "version": "KqlParameterItem/1.0",
+                                            "parameters": [
+                                              {
+                                                "id": "16791a28-f78e-4b26-a2e9-a9fbbda915df",
+                                                "version": "KqlParameterItem/1.0",
+                                                "name": "eligibleResources",
+                                                "label": "View eligible resources?",
+                                                "type": 2,
+                                                "isRequired": true,
+                                                "typeSettings": {
+                                                  "additionalResourceOptions": [],
+                                                  "showDefault": false
+                                                },
+                                                "jsonData": "[\r\n    {\"value\":\"Yes\"},\r\n    {\"value\":\"No\", \"selected\":true}\r\n]\r\n\r\n",
+                                                "timeContext": {
+                                                  "durationMs": 86400000
+                                                },
+                                                "value": "Yes"
+                                              }
+                                            ],
+                                            "style": "pills",
+                                            "queryType": 0,
+                                            "resourceType": "microsoft.operationalinsights/workspaces"
+                                          },
+                                          "name": "parameters - 5"
+                                        },
+                                        {
+                                          "type": 12,
+                                          "content": {
+                                            "version": "NotebookGroup/1.0",
+                                            "groupType": "editable",
+                                            "title": "Eligible Resources",
+                                            "items": [
+                                              {
+                                                "type": 1,
+                                                "content": {
+                                                  "json": "To enable Windows Server Management with Azure Arc, visit the [Arc service blade.](https://ms.portal.azure.com/#view/Microsoft_Azure_ArcCenterUX/ArcCenterMenuBlade/~/softwareAssurance)\r\n\r\n",
+                                                  "style": "info"
+                                                },
+                                                "name": "txtEligibleAHBResources"
+                                              },
+                                              {
+                                                "type": 3,
+                                                "content": {
+                                                  "version": "KqlItem/1.0",
+                                                  "query": "// Run query to see results.\r\nresources\r\n| where type =~ \"microsoft.hybridcompute/machines\" and isempty(kind)\r\n| extend status = properties.status\r\n| extend operatingSystem = properties.osSku\r\n| where properties.osType =~ 'windows'\r\n| extend licenseProfile = properties.licenseProfile\r\n| extend licenseStatus = tostring(licenseProfile.licenseStatus)\r\n| extend licenseChannel = tostring(licenseProfile.licenseChannel)\r\n| extend productSubscriptionStatus = tostring(licenseProfile.productProfile.subscriptionStatus)\r\n| extend softwareAssurance = licenseProfile.softwareAssurance\r\n| extend softwareAssuranceCustomer = licenseProfile.softwareAssurance.softwareAssuranceCustomer\r\n| extend benefitsStatus = case(\r\n    softwareAssuranceCustomer == true, \"Activated\",\r\n    (licenseStatus =~ \"Licensed\" and licenseChannel =~ \"PGS:TB\") or productSubscriptionStatus =~ \"Enabled\", \"Activated via Pay-as-you-go\",\r\n    isnull(softwareAssurance) or isnull(softwareAssuranceCustomer) or softwareAssuranceCustomer == false, \"Not activated\",\r\n    \"Not activated\")\r\n| extend benefitsStatusIcon = case(\r\n softwareAssuranceCustomer == true, \"8\",\r\n    softwareAssuranceCustomer == true, \"8\",\r\n    (licenseStatus =~ \"Licensed\" and licenseChannel =~ \"PGS:TB\") or productSubscriptionStatus =~ \"Enabled\", \"8\",\r\n    isnull(softwareAssurance) or isnull(softwareAssuranceCustomer) or softwareAssuranceCustomer == false, \"7\",\r\n    \"7\")\r\n| project name, status, benefitsStatus, benefitsStatusIcon, resourceGroup, subscriptionId, operatingSystem, id, type, location, kind, tags\r\n| where (type !~ ('dell.storage/filesystems'))\r\n| where (type !~ ('arizeai.observabilityeval/organizations'))\r\n| where (type !~ ('lambdatest.hyperexecute/organizations'))\r\n| where (type !~ ('pinecone.vectordb/organizations'))\r\n| where (type !~ ('microsoft.weightsandbiases/instances'))\r\n| where (type !~ ('purestorage.block/storagepools/avsstoragecontainers'))\r\n| where (type !~ ('purestorage.block/reservations'))\r\n| where (type !~ ('purestorage.block/storagepools'))\r\n| where (type !~ ('solarwinds.observability/organizations'))\r\n| where (type !~ ('splitio.experimentation/experimentationworkspaces'))\r\n| where (type !~ ('microsoft.agfoodplatform/farmbeats'))\r\n| where (type !~ ('microsoft.appsecurity/policies'))\r\n| where (type !~ ('microsoft.arc/all'))\r\n| where (type !~ ('microsoft.arc/allfairfax'))\r\n| where (type !~ ('microsoft.cdn/profiles/customdomains'))\r\n| where (type !~ ('microsoft.cdn/profiles/afdendpoints'))\r\n| where (type !~ ('microsoft.cdn/profiles/origingroups/origins'))\r\n| where (type !~ ('microsoft.cdn/profiles/origingroups'))\r\n| where (type !~ ('microsoft.cdn/profiles/afdendpoints/routes'))\r\n| where (type !~ ('microsoft.cdn/profiles/rulesets/rules'))\r\n| where (type !~ ('microsoft.cdn/profiles/rulesets'))\r\n| where (type !~ ('microsoft.cdn/profiles/secrets'))\r\n| where (type !~ ('microsoft.cdn/profiles/securitypolicies'))\r\n| where (type !~ ('microsoft.chaos/privateaccesses'))\r\n| where (type !~ ('microsoft.sovereign/transparencylogs'))\r\n| where (type !~ ('microsoft.sovereign/landingzoneconfigurations'))\r\n| where (type !~ ('microsoft.hardwaresecuritymodules/cloudhsmclusters'))\r\n| where (type !~ ('microsoft.compute/computefleetinstances'))\r\n| where (type !~ ('microsoft.compute/standbypoolinstance'))\r\n| where (type !~ ('microsoft.compute/virtualmachineflexinstances'))\r\n| where (type !~ ('microsoft.kubernetesconfiguration/extensions'))\r\n| where (type !~ ('microsoft.containerservice/managedclusters/microsoft.kubernetesconfiguration/extensions'))\r\n| where (type !~ ('microsoft.kubernetes/connectedclusters/microsoft.kubernetesconfiguration/namespaces'))\r\n| where (type !~ ('microsoft.containerservice/managedclusters/microsoft.kubernetesconfiguration/namespaces'))\r\n| where (type !~ ('microsoft.kubernetes/connectedclusters/microsoft.kubernetesconfiguration/fluxconfigurations'))\r\n| where (type !~ ('microsoft.containerservice/managedclusters/microsoft.kubernetesconfiguration/fluxconfigurations'))\r\n| where (type !~ ('microsoft.portalservices/extensions/deployments'))\r\n| where (type !~ ('microsoft.portalservices/extensions'))\r\n| where (type !~ ('microsoft.portalservices/extensions/slots'))\r\n| where (type !~ ('microsoft.portalservices/extensions/versions'))\r\n| where (type !~ ('microsoft.datacollaboration/workspaces'))\r\n| where (type !~ ('microsoft.deviceregistry/devices'))\r\n| where (type !~ ('microsoft.deviceupdate/updateaccounts/activedeployments'))\r\n| where (type !~ ('microsoft.deviceupdate/updateaccounts/agents'))\r\n| where (type !~ ('microsoft.deviceupdate/updateaccounts/deployments'))\r\n| where (type !~ ('microsoft.deviceupdate/updateaccounts/deviceclasses'))\r\n| where (type !~ ('microsoft.deviceupdate/updateaccounts/updates'))\r\n| where (type !~ ('microsoft.deviceupdate/updateaccounts'))\r\n| where (type !~ ('private.devtunnels/tunnelplans'))\r\n| where (type !~ ('private.easm/workspaces'))\r\n| where (type !~ ('microsoft.edgeorder/virtual_orderitems'))\r\n| where (type !~ ('microsoft.workloads/epicvirtualinstances'))\r\n| where (type !~ ('microsoft.fairfieldgardens/provisioningresources/provisioningpolicies'))\r\n| where (type !~ ('microsoft.fairfieldgardens/provisioningresources'))\r\n| where (type !~ ('microsoft.healthmodel/healthmodels'))\r\n| where (type !~ ('microsoft.hybridcompute/arcserverwithwac'))\r\n| where (type !~ ('microsoft.hybridcompute/machinessovereign'))\r\n| where (type !~ ('microsoft.hybridcompute/machinesesu'))\r\n| where (type !~ ('microsoft.hybridcompute/machinespaygo'))\r\n| where (type !~ ('microsoft.network/virtualhubs')) or ((kind =~ ('routeserver')))\r\n| where (type !~ ('microsoft.network/networkvirtualappliances'))\r\n| where (type !~ ('microsoft.devhub/iacprofiles'))\r\n| where (type !~ ('microsoft.modsimworkbench/workbenches/chambers'))\r\n| where (type !~ ('microsoft.modsimworkbench/workbenches/chambers/files'))\r\n| where (type !~ ('microsoft.modsimworkbench/workbenches/chambers/filerequests'))\r\n| where (type !~ ('microsoft.modsimworkbench/workbenches/chambers/licenses'))\r\n| where (type !~ ('microsoft.modsimworkbench/workbenches/chambers/connectors'))\r\n| where (type !~ ('microsoft.modsimworkbench/workbenches/sharedstorages'))\r\n| where (type !~ ('microsoft.modsimworkbench/workbenches/chambers/storages'))\r\n| where (type !~ ('microsoft.modsimworkbench/workbenches/chambers/workloads'))\r\n| where (type !~ ('microsoft.insights/diagnosticsettings'))\r\n| where not((type =~ ('microsoft.network/serviceendpointpolicies')) and ((kind =~ ('internal'))))\r\n| where (type !~ ('microsoft.resources/resourcegraphvisualizer'))\r\n| where (type !~ ('microsoft.iotoperationsmq/mq'))\r\n| where (type !~ ('microsoft.orbital/cloudaccessrouters'))\r\n| where (type !~ ('microsoft.orbital/terminals'))\r\n| where (type !~ ('microsoft.orbital/sdwancontrollers'))\r\n| where (type !~ ('microsoft.orbital/geocatalogs'))\r\n| where (type !~ ('microsoft.recommendationsservice/accounts/modeling'))\r\n| where (type !~ ('microsoft.recommendationsservice/accounts/serviceendpoints'))\r\n| where (type !~ ('microsoft.recoveryservicesbvtd/vaults'))\r\n| where (type !~ ('microsoft.recoveryservicesbvtd2/vaults'))\r\n| where (type !~ ('microsoft.recoveryservicesintd/vaults'))\r\n| where (type !~ ('microsoft.recoveryservicesintd2/vaults'))\r\n| where (type !~ ('microsoft.resources/deletedresources'))\r\n| where (type !~ ('microsoft.deploymentmanager/rollouts'))\r\n| where (type !~ ('microsoft.features/featureprovidernamespaces/featureconfigurations'))\r\n| where (type !~ ('microsoft.saashub/cloudservices/hidden'))\r\n| where (type !~ ('microsoft.providerhub/providerregistrations'))\r\n| where (type !~ ('microsoft.providerhub/providerregistrations/customrollouts'))\r\n| where (type !~ ('microsoft.providerhub/providerregistrations/defaultrollouts'))\r\n| where (type !~ ('microsoft.edge/configurations'))\r\n| where not((type =~ ('microsoft.synapse/workspaces/sqlpools')) and ((kind =~ ('v3'))))\r\n| where (type !~ ('microsoft.mission/approvals'))\r\n| where (type !~ ('microsoft.mission/catalogs'))\r\n| where (type !~ ('microsoft.mission/communities'))\r\n| where (type !~ ('microsoft.mission/communities/communityendpoints'))\r\n| where (type !~ ('microsoft.mission/enclaveconnections'))\r\n| where (type !~ ('microsoft.mission/virtualenclaves/enclaveendpoints'))\r\n| where (type !~ ('microsoft.mission/communities/transithubs'))\r\n| where (type !~ ('microsoft.mission/virtualenclaves'))\r\n| where (type !~ ('microsoft.mission/virtualenclaves/workloads'))\r\n| where (type !~ ('microsoft.workloads/insights'))\r\n| where (type !~ ('microsoft.hanaonazure/sapmonitors'))\r\n| where (type !~ ('microsoft.cloudhealth/healthmodels'))\r\n| where (type !~ ('microsoft.connectedcache/enterprisemcccustomers/enterprisemcccachenodes'))\r\n| where not((type =~ ('microsoft.sql/servers/databases')) and ((kind in~ ('system','v2.0,system','v12.0,system','v12.0,system,serverless','v12.0,user,datawarehouse,gen2,analytics'))))\r\n| where not((type =~ ('microsoft.sql/servers')) and ((kind =~ ('v12.0,analytics'))))\r\n| where (type in~ ('Microsoft.HybridCompute/machinesSoftwareAssurance','Microsoft.HybridCompute/machines'))\r\n| project name,benefitsStatus,benefitsStatusIcon,status,resourceGroup,operatingSystem,id,type,kind,location,subscriptionId\r\n| sort by (tolower(tostring(name))) asc",
+                                                  "size": 0,
+                                                  "title": "Eligible resources",
+                                                  "noDataMessage": "There are no eligible resources.",
+                                                  "showExportToExcel": true,
+                                                  "queryType": 1,
+                                                  "resourceType": "microsoft.resourcegraph/resources",
+                                                  "crossComponentResources": [
+                                                    "{Subscription}"
+                                                  ],
+                                                  "gridSettings": {
+                                                    "formatters": [
+                                                      {
+                                                        "columnMatch": "benefitsStatusIcon",
+                                                        "formatter": 18,
+                                                        "formatOptions": {
+                                                          "thresholdsOptions": "icons",
+                                                          "thresholdsGrid": [
+                                                            {
+                                                              "operator": "==",
+                                                              "thresholdValue": "7",
+                                                              "representation": "3",
+                                                              "text": ""
+                                                            },
+                                                            {
+                                                              "operator": "==",
+                                                              "thresholdValue": "8",
+                                                              "representation": "success",
+                                                              "text": ""
+                                                            },
+                                                            {
+                                                              "operator": "Default",
+                                                              "thresholdValue": null,
+                                                              "representation": "unknown",
+                                                              "text": ""
+                                                            }
+                                                          ]
+                                                        }
+                                                      },
+                                                      {
+                                                        "columnMatch": "esuStatusIcon",
+                                                        "formatter": 18,
+                                                        "formatOptions": {
+                                                          "thresholdsOptions": "icons",
+                                                          "thresholdsGrid": [
+                                                            {
+                                                              "operator": "==",
+                                                              "thresholdValue": "7",
+                                                              "representation": "4",
+                                                              "text": ""
+                                                            },
+                                                            {
+                                                              "operator": "==",
+                                                              "thresholdValue": "9",
+                                                              "representation": "warning",
+                                                              "text": ""
+                                                            },
+                                                            {
+                                                              "operator": "==",
+                                                              "thresholdValue": "8",
+                                                              "representation": "success",
+                                                              "text": ""
+                                                            },
+                                                            {
+                                                              "operator": "==",
+                                                              "thresholdValue": "91",
+                                                              "representation": "unknown",
+                                                              "text": "{0}{1}"
+                                                            },
+                                                            {
+                                                              "sourceColumn": "esuStatus",
+                                                              "operator": "Default",
+                                                              "thresholdValue": null,
+                                                              "representation": "unknown",
+                                                              "text": ""
+                                                            }
+                                                          ]
+                                                        }
+                                                      }
+                                                    ]
+                                                  }
+                                                },
+                                                "conditionalVisibility": {
+                                                  "parameterName": "eligibleResources",
+                                                  "comparison": "isEqualTo",
+                                                  "value": "Yes"
+                                                },
+                                                "name": "arcAHBResources"
+                                              }
+                                            ]
+                                          },
+                                          "conditionalVisibility": {
+                                            "parameterName": "eligibleResources",
+                                            "comparison": "isEqualTo",
+                                            "value": "Yes"
+                                          },
+                                          "name": "group-eligibleResources"
+                                        },
+                                        {
+                                          "type": 12,
+                                          "content": {
+                                            "version": "NotebookGroup/1.0",
+                                            "groupType": "editable",
+                                            "title": "Eligible licenses",
+                                            "items": [
+                                              {
+                                                "type": 1,
+                                                "content": {
+                                                  "json": "Keep in mind, subscription read permissions are required to give accurate core count and usage information for your ESU licenses. Physical core based licenses are subject to different licensing guidelines and are excluded from this view.[Learn more.](https://learn.microsoft.com/azure/azure-arc/servers/license-extended-security-updates)",
+                                                  "style": "info"
+                                                },
+                                                "name": "txtLearnMoreLicense"
+                                              },
+                                              {
+                                                "type": 3,
+                                                "content": {
+                                                  "version": "KqlItem/1.0",
+                                                  "query": "// Run query to see results.\r\nresources\r\n| where type =~ \"microsoft.hybridcompute/licenses\"\r\n| extend sku = properties.licenseDetails.edition\r\n| extend totalCores = properties.licenseDetails.processors\r\n| extend coreType = case(\r\n    properties.licenseDetails.type =~ 'vCore','Virtual core',\r\n    properties.licenseDetails.type =~ 'pCore','Physical core',\r\n    'Unknown'\r\n)\r\n| extend statusIcon = case(\r\n    properties.licenseDetails.state =~ 'Activated', '8',\r\n    properties.licenseDetails.state =~ 'Deactivated', '7',\r\n    '91'\r\n)\r\n| extend status = case(\r\n    properties.licenseDetails.state =~ 'Activated', 'Activated',\r\n    properties.licenseDetails.state =~ 'Deactivated','Deactivated',\r\n    'Unknown'\r\n)\r\n| extend licenseId = tolower(tostring(id)) // Depending on what is stored in license profile, might have to get the immutableId instead\r\n| join kind=leftouter(\r\n    resources\r\n    | where type =~ \"microsoft.hybridcompute/machines/licenseProfiles\"\r\n    | extend machineId = tolower(tostring(trim_end(@\"\\/\\w+\\/(\\w|\\.)+\", id)))\r\n    | extend licenseId = tolower(tostring(properties.esuProfile.assignedLicense))\r\n    | summarize resources = count() by licenseId\r\n) on licenseId // Get count of license profile per license, a license profile is created for each machine that is assigned a license\r\n| extend resources = iff(isnull(resources), 0, resources)\r\n| project id, name, type, location, subscriptionId, resourceGroup, kind, tags, extendedLocation, sku, totalCores, coreType, status, statusIcon, resources\r\n| extend subscriptionDisplayName=case(subscriptionId =~ 'e75c95f3-27b4-410f-a40e-2b9153a807dd','AEther Dev',subscriptionId =~ '823ca539-d44d-43ee-8dc8-023fd4f27396','AIOps_FailureSimulation_DevTest',subscriptionId =~ 'b2a328a7-ffff-4c09-b643-a4758cf170bc','AISC-DEV-02',subscriptionId =~ 'eef8b6d5-94da-4b36-9327-a662f2674efb','AISC-EngSys-01',subscriptionId =~ 'e0fd569c-e34a-4249-8c24-e8d723c7f054','AML - Responsible AI R&D',subscriptionId =~ 'f1d79e73-f8e3-4b10-bfdb-4207ca0723ed','AML Infra - Engineering System',subscriptionId =~ 'dad45786-32e5-4ef3-b90e-8e0838fbadb6','AnE.ExP.NonProduction',subscriptionId =~ '017ad81c-b730-4564-9109-9b763243a9a6','Anomaly Real Time-DevTest',subscriptionId =~ 'e686ef8c-d35d-4e9b-92f8-caaaa7948c0a','Applied Sciences Group Dev',subscriptionId =~ '6e967edb-425b-4a33-ae98-f1d2c509dda3','Arc enabled Infrastructure - Demo',subscriptionId =~ '710c6ed8-d8d9-4c51-b100-dc4d9e10dd18','ARC-ESU-TESTING-03',subscriptionId =~ '2145a411-d149-4010-84d4-40fe8a55db44','ARM Test Environment',subscriptionId =~ 'e2a8a7b3-cb7a-4930-9c79-2b0eb7bf843c','ASZ_Lab_Hardware_Dev_1',subscriptionId =~ '4c33a6bb-d566-4d0b-8951-00b55a91fba8','AzPIESecurity-DEV-Apple',subscriptionId =~ 'b65b516b-415b-4c68-a254-bfa7411275f8','Azure CloudES CDP ER - Test',subscriptionId =~ '6785ea1f-ac40-4244-a9ce-94b12fd832ca','Azure Migrate Demo Subscription',subscriptionId =~ '8c3c936a-c09b-4de3-830b-3f5f244d72e9','Azure Migrate Program Management Team',subscriptionId =~ '432a7068-99ae-4975-ad38-d96b71172cdf','Azure Profiler - Testing',subscriptionId =~ 'caffe3c0-acbd-4d01-af76-a45f421bfb64','Azure_Base_LivesiteArmory_test',subscriptionId =~ 'a1920ebd-59b7-4f19-af9f-5e80599e88e4','Babel',subscriptionId =~ 'b43a6159-1bea-4fa2-9407-e875fdc0ff55','BAP IA EU Schrems (P)',subscriptionId =~ 'ae71ef11-a03f-4b4f-a0e6-ef144727c711','Bing MM Measurement',subscriptionId =~ '8ef80208-601f-4c83-802e-751d211745f9','CloudAnalytics_Prod1',subscriptionId =~ 'f7b4a5ce-d3bd-4a03-84fe-8bcad772c8c1','Cog Services Computer Vision',subscriptionId =~ '38dbd059-bd26-4172-af17-bcc5a00744de','Core-ES-STREAM-DeXDI',subscriptionId =~ '87e8a61c-4832-4cfe-8b72-c12554f2309a','Cosmos_C&E_Azure_Azure Resource Manager_100424',subscriptionId =~ '8c4b5b03-3b24-4ed0-91f5-a703cd91b412','Cosmos_C&E_Azure_AzureEngineeringSystems_100200',subscriptionId =~ 'b988efc7-1bc8-4a73-b4a2-5ad864580250','Cosmos_C&E_DPG_Big Data_100036',subscriptionId =~ '6121bf73-2dc9-47ac-8b6a-c6ae4b88ef39','Cost Management PM',subscriptionId =~ '44074499-ad9f-45b9-9b0b-f594f8736a45','CSX-WSD-CFE-TNT-QPP',subscriptionId =~ '3cd01953-be46-4f9b-a4e0-26f19f428765','CSX-WSD-CFE-TNT-TOOLKITHUB',subscriptionId =~ '60214a3c-65a2-46f8-8b32-f959f2454106','Data Pillar Security Tooling',subscriptionId =~ 'f7c445af-a4de-4264-9e87-3196d6bc384d','Efficiency Pack Services (MSIT)',subscriptionId =~ '86f010b8-6473-4cb9-90c1-671c74faa4ee','emilyzhu dev subscription',subscriptionId =~ 'f3326bfd-5406-4136-a835-f64ccbfd9050','FTK @ MS',subscriptionId =~ 'd2c9544f-4329-4642-b73d-020e7fef844f','HPCScrub1',subscriptionId =~ 'bac420ed-c6fc-4a05-8ac1-8c0c52da1d6e','IDEAs MS Reporting',subscriptionId =~ '3cd95ff9-ac62-4b5c-8240-0cd046687ea0','Internal App Insights Resources for Perflens',subscriptionId =~ 'a386d5ea-ea90-441a-8263-d816368c84a1','IOT_PLATFORM_UPX_TEST',subscriptionId =~ '6a0ab98c-24d4-4131-8cd7-0a78bfce58f5','ITSM Integration - Production - New',subscriptionId =~ '13723929-6644-4060-a50a-cc38ebc5e8b1','LinuxMdsd Test',subscriptionId =~ '98b02a69-28a5-4ee7-a622-cd69c7a59c4e','Marvel Intelligence Model Training Subscription',subscriptionId =~ '1278a874-89fc-418c-b6b9-ac763b000415','Microsoft Azure Internal Consumption (nbrady)',subscriptionId =~ '29de2cfc-f00a-43bb-bdc8-3108795bd282','MSFT-Modern Device-Modern Mgmt-Imaging00',subscriptionId =~ '54b875cc-a81a-4914-8bfd-1a36bc7ddf4d','MSFT-WindowsVirtualDesktop-01',subscriptionId =~ '4dc2cd39-7a89-43d8-bebe-8bb501359891','Observability_AzMon_Grafana_Dev',subscriptionId =~ 'a471d615-ff98-4e80-b375-a19543d4691e','ODC-OneBox-Resources',subscriptionId =~ '1163fbbe-27e7-4b0f-8466-195fe5417043','Python_AI_Tools_PM_Team_Sub (jbinder)',subscriptionId =~ '3905431d-c062-4c17-8fd9-c51f89f334c4','Pytorch Build',subscriptionId =~ '3f577935-3138-4d07-86b3-75651b696483','Responsible & OpenAi Research',subscriptionId =~ '0f301386-8979-4981-acca-973d553078e7','Scope Team Test Subscription',subscriptionId =~ '1b0a5c20-7373-41a2-8fec-7364cceb7bbf','Services Hub Demo Open',subscriptionId =~ 'e72e5254-f265-4e95-9bd2-9ee8e7329051','Speech Services - DEV - SDK (carbon)',subscriptionId =~ 'a1c3dc6b-8630-4bb7-a29e-4ed4407c329b','Speech Services - EXP2',subscriptionId =~ '736af2bf-9fcb-4145-a19b-5b30b2b8949d','Trey International UK',subscriptionId =~ '51f73f67-1f29-4120-863e-dd315f743fc1','Trey Partner Lab 2',subscriptionId =~ '9ec51cfd-5ca7-4d76-8101-dd0a4abc5674','Trey Research Corporate',subscriptionId =~ '73c0021f-a37d-433f-8baa-7450cb54eea6','Trey Research Finance',subscriptionId =~ 'ed570627-0265-4620-bb42-bae06bcfa914','Trey Research IT',subscriptionId =~ '64e355d7-997c-491d-b0c1-8414dccfcf42','Trey Research R&D Playground',subscriptionId =~ '586f1d47-9dd9-43d5-b196-6e28f8405ff8','Trey Research R&D Production',subscriptionId =~ '9ec1d932-0f3f-486c-acc6-e7d78b358f9b','TScience',subscriptionId =~ '79f57c16-00fe-48da-87d4-5192e86cd047','TScienceGPU',subscriptionId =~ 'bac044cf-49e1-4843-8dda-1ce9662606c8','UI Fabric',subscriptionId =~ '6760347d-9ffe-41a9-ba11-c139dcea5ce6','xt-teams-migration-dev',subscriptionId =~ '45f9252d-e27e-4ed8-ab4e-dc5054de13fa','Contoso IT - Retail - Prod',subscriptionId)\r\n| where (type !~ ('dell.storage/filesystems'))\r\n| where (type !~ ('arizeai.observabilityeval/organizations'))\r\n| where (type !~ ('lambdatest.hyperexecute/organizations'))\r\n| where (type !~ ('pinecone.vectordb/organizations'))\r\n| where (type !~ ('microsoft.weightsandbiases/instances'))\r\n| where (type !~ ('purestorage.block/storagepools/avsstoragecontainers'))\r\n| where (type !~ ('purestorage.block/reservations'))\r\n| where (type !~ ('purestorage.block/storagepools'))\r\n| where (type !~ ('solarwinds.observability/organizations'))\r\n| where (type !~ ('splitio.experimentation/experimentationworkspaces'))\r\n| where (type !~ ('microsoft.agfoodplatform/farmbeats'))\r\n| where (type !~ ('microsoft.appsecurity/policies'))\r\n| where (type !~ ('microsoft.arc/all'))\r\n| where (type !~ ('microsoft.arc/allfairfax'))\r\n| where (type !~ ('microsoft.cdn/profiles/customdomains'))\r\n| where (type !~ ('microsoft.cdn/profiles/afdendpoints'))\r\n| where (type !~ ('microsoft.cdn/profiles/origingroups/origins'))\r\n| where (type !~ ('microsoft.cdn/profiles/origingroups'))\r\n| where (type !~ ('microsoft.cdn/profiles/afdendpoints/routes'))\r\n| where (type !~ ('microsoft.cdn/profiles/rulesets/rules'))\r\n| where (type !~ ('microsoft.cdn/profiles/rulesets'))\r\n| where (type !~ ('microsoft.cdn/profiles/secrets'))\r\n| where (type !~ ('microsoft.cdn/profiles/securitypolicies'))\r\n| where (type !~ ('microsoft.chaos/privateaccesses'))\r\n| where (type !~ ('microsoft.sovereign/transparencylogs'))\r\n| where (type !~ ('microsoft.sovereign/landingzoneconfigurations'))\r\n| where (type !~ ('microsoft.hardwaresecuritymodules/cloudhsmclusters'))\r\n| where (type !~ ('microsoft.compute/computefleetinstances'))\r\n| where (type !~ ('microsoft.compute/standbypoolinstance'))\r\n| where (type !~ ('microsoft.compute/virtualmachineflexinstances'))\r\n| where (type !~ ('microsoft.kubernetesconfiguration/extensions'))\r\n| where (type !~ ('microsoft.containerservice/managedclusters/microsoft.kubernetesconfiguration/extensions'))\r\n| where (type !~ ('microsoft.kubernetes/connectedclusters/microsoft.kubernetesconfiguration/namespaces'))\r\n| where (type !~ ('microsoft.containerservice/managedclusters/microsoft.kubernetesconfiguration/namespaces'))\r\n| where (type !~ ('microsoft.kubernetes/connectedclusters/microsoft.kubernetesconfiguration/fluxconfigurations'))\r\n| where (type !~ ('microsoft.containerservice/managedclusters/microsoft.kubernetesconfiguration/fluxconfigurations'))\r\n| where (type !~ ('microsoft.portalservices/extensions/deployments'))\r\n| where (type !~ ('microsoft.portalservices/extensions'))\r\n| where (type !~ ('microsoft.portalservices/extensions/slots'))\r\n| where (type !~ ('microsoft.portalservices/extensions/versions'))\r\n| where (type !~ ('microsoft.datacollaboration/workspaces'))\r\n| where (type !~ ('microsoft.deviceregistry/devices'))\r\n| where (type !~ ('microsoft.deviceupdate/updateaccounts/activedeployments'))\r\n| where (type !~ ('microsoft.deviceupdate/updateaccounts/agents'))\r\n| where (type !~ ('microsoft.deviceupdate/updateaccounts/deployments'))\r\n| where (type !~ ('microsoft.deviceupdate/updateaccounts/deviceclasses'))\r\n| where (type !~ ('microsoft.deviceupdate/updateaccounts/updates'))\r\n| where (type !~ ('microsoft.deviceupdate/updateaccounts'))\r\n| where (type !~ ('private.devtunnels/tunnelplans'))\r\n| where (type !~ ('private.easm/workspaces'))\r\n| where (type !~ ('microsoft.edgeorder/virtual_orderitems'))\r\n| where (type !~ ('microsoft.workloads/epicvirtualinstances'))\r\n| where (type !~ ('microsoft.fairfieldgardens/provisioningresources/provisioningpolicies'))\r\n| where (type !~ ('microsoft.fairfieldgardens/provisioningresources'))\r\n| where (type !~ ('microsoft.healthmodel/healthmodels'))\r\n| where (type !~ ('microsoft.hybridcompute/arcserverwithwac'))\r\n| where (type !~ ('microsoft.hybridcompute/machinessovereign'))\r\n| where (type !~ ('microsoft.hybridcompute/machinesesu'))\r\n| where (type !~ ('microsoft.hybridcompute/machinespaygo'))\r\n| where (type !~ ('microsoft.hybridcompute/machinessoftwareassurance'))\r\n| where (type !~ ('microsoft.network/virtualhubs')) or ((kind =~ ('routeserver')))\r\n| where (type !~ ('microsoft.network/networkvirtualappliances'))\r\n| where (type !~ ('microsoft.devhub/iacprofiles'))\r\n| where (type !~ ('microsoft.modsimworkbench/workbenches/chambers'))\r\n| where (type !~ ('microsoft.modsimworkbench/workbenches/chambers/files'))\r\n| where (type !~ ('microsoft.modsimworkbench/workbenches/chambers/filerequests'))\r\n| where (type !~ ('microsoft.modsimworkbench/workbenches/chambers/licenses'))\r\n| where (type !~ ('microsoft.modsimworkbench/workbenches/chambers/connectors'))\r\n| where (type !~ ('microsoft.modsimworkbench/workbenches/sharedstorages'))\r\n| where (type !~ ('microsoft.modsimworkbench/workbenches/chambers/storages'))\r\n| where (type !~ ('microsoft.modsimworkbench/workbenches/chambers/workloads'))\r\n| where (type !~ ('microsoft.insights/diagnosticsettings'))\r\n| where not((type =~ ('microsoft.network/serviceendpointpolicies')) and ((kind =~ ('internal'))))\r\n| where (type !~ ('microsoft.resources/resourcegraphvisualizer'))\r\n| where (type !~ ('microsoft.iotoperationsmq/mq'))\r\n| where (type !~ ('microsoft.orbital/cloudaccessrouters'))\r\n| where (type !~ ('microsoft.orbital/terminals'))\r\n| where (type !~ ('microsoft.orbital/sdwancontrollers'))\r\n| where (type !~ ('microsoft.orbital/geocatalogs'))\r\n| where (type !~ ('microsoft.recommendationsservice/accounts/modeling'))\r\n| where (type !~ ('microsoft.recommendationsservice/accounts/serviceendpoints'))\r\n| where (type !~ ('microsoft.recoveryservicesbvtd/vaults'))\r\n| where (type !~ ('microsoft.recoveryservicesbvtd2/vaults'))\r\n| where (type !~ ('microsoft.recoveryservicesintd/vaults'))\r\n| where (type !~ ('microsoft.recoveryservicesintd2/vaults'))\r\n| where (type !~ ('microsoft.resources/deletedresources'))\r\n| where (type !~ ('microsoft.deploymentmanager/rollouts'))\r\n| where (type !~ ('microsoft.features/featureprovidernamespaces/featureconfigurations'))\r\n| where (type !~ ('microsoft.saashub/cloudservices/hidden'))\r\n| where (type !~ ('microsoft.providerhub/providerregistrations'))\r\n| where (type !~ ('microsoft.providerhub/providerregistrations/customrollouts'))\r\n| where (type !~ ('microsoft.providerhub/providerregistrations/defaultrollouts'))\r\n| where (type !~ ('microsoft.edge/configurations'))\r\n| where not((type =~ ('microsoft.synapse/workspaces/sqlpools')) and ((kind =~ ('v3'))))\r\n| where (type !~ ('microsoft.mission/approvals'))\r\n| where (type !~ ('microsoft.mission/catalogs'))\r\n| where (type !~ ('microsoft.mission/communities'))\r\n| where (type !~ ('microsoft.mission/communities/communityendpoints'))\r\n| where (type !~ ('microsoft.mission/enclaveconnections'))\r\n| where (type !~ ('microsoft.mission/virtualenclaves/enclaveendpoints'))\r\n| where (type !~ ('microsoft.mission/communities/transithubs'))\r\n| where (type !~ ('microsoft.mission/virtualenclaves'))\r\n| where (type !~ ('microsoft.mission/virtualenclaves/workloads'))\r\n| where (type !~ ('microsoft.workloads/insights'))\r\n| where (type !~ ('microsoft.hanaonazure/sapmonitors'))\r\n| where (type !~ ('microsoft.cloudhealth/healthmodels'))\r\n| where (type !~ ('microsoft.connectedcache/enterprisemcccustomers/enterprisemcccachenodes'))\r\n| where not((type =~ ('microsoft.sql/servers/databases')) and ((kind in~ ('system','v2.0,system','v12.0,system','v12.0,system,serverless','v12.0,user,datawarehouse,gen2,analytics'))))\r\n| where not((type =~ ('microsoft.sql/servers')) and ((kind =~ ('v12.0,analytics'))))\r\n| project name,sku,totalCores,coreType,status,statusIcon,resources,id,resourceGroup,subscriptionDisplayName,type,kind,location,subscriptionId,tags\r\n| sort by (tolower(tostring(name))) asc",
+                                                  "size": 0,
+                                                  "title": "Eligible licenses",
+                                                  "noDataMessage": "There are no eligible licenses.",
+                                                  "queryType": 1,
+                                                  "resourceType": "microsoft.resourcegraph/resources",
+                                                  "crossComponentResources": [
+                                                    "{Subscription}"
+                                                  ]
+                                                },
+                                                "conditionalVisibility": {
+                                                  "parameterName": "eligibleLicenses",
+                                                  "comparison": "isEqualTo",
+                                                  "value": "Yes"
+                                                },
+                                                "name": "arclicenses"
+                                              }
+                                            ]
+                                          },
+                                          "conditionalVisibility": {
+                                            "parameterName": "eligibleLicenses",
+                                            "comparison": "isEqualTo",
+                                            "value": "Yes"
+                                          },
+                                          "name": "group-eligibleLicenses"
+                                        }
+                                      ]
+                                    },
+                                    "conditionalVisibility": {
+                                      "parameterName": "SelectedSubTab",
+                                      "comparison": "isEqualTo",
+                                      "value": "arcAHB"
+                                    },
+                                    "name": "group-ahbArc"
+                                  }
+                                ]
+                              },
+                              "conditionalVisibility": {
+                                "parameterName": "SelectedSubTab",
+                                "comparison": "isEqualTo",
+                                "value": "arc"
+                              },
+                              "name": "Arc"
+                            },
+                            {
+                              "type": 12,
+                              "content": {
+                                "version": "NotebookGroup/1.0",
+                                "groupType": "editable",
+                                "title": "Virtual Machines",
+                                "loadType": "always",
+                                "items": [
+                                  {
+                                    "type": 12,
+                                    "content": {
+                                      "version": "NotebookGroup/1.0",
+                                      "groupType": "editable",
+                                      "loadType": "always",
+                                      "items": [
+                                        {
+                                          "type": 3,
+                                          "content": {
+                                            "version": "KqlItem/1.0",
+                                            "query": "ResourceContainers | where type =~ 'Microsoft.Resources/subscriptions' | where tostring (properties.subscriptionPolicies.quotaId) !has \"MSDNDevTest_2014-09-01\"  | extend SubscriptionName=name \r\n| join (\r\nresources \r\n| where resourceGroup in ({ResourceGroup})\r\n| where type =~ 'microsoft.compute/virtualmachines' or type =~ 'microsoft.compute/virtualMachineScaleSets'\r\n| where tostring(properties.storageProfile.osDisk.osType) == 'Windows' or tostring(properties.virtualMachineProfile.storageProfile.osDisk.osType) == 'Windows'\r\n| where tostring(properties.['licenseType']) !has 'Windows' and tostring(properties.virtualMachineProfile.['licenseType']) != 'Windows_Server'\r\n| extend WindowsId=id, VMIDFull=id, VMName=name, VMLocation=location, VMRG=resourceGroup, OSType=tostring(properties.storageProfile.imageReference.offer), OsVersion = tostring(properties.storageProfile.imageReference.sku), VMSize=tostring (properties.hardwareProfile.vmSize), LicenseType = tostring(properties.['licenseType']), VMSSize=tostring(sku.name), QuickFix=id\r\n    ) on subscriptionId \r\n| order by type asc \r\n| project WindowsId,VMName,VMRG,VMSize, VMSSize, VMLocation,OSType, OsVersion,LicenseType, subscriptionId, QuickFix, VMIDFull\r\n| join kind = innerunique(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}']), WindowsId=id\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct WindowsId\r\n    )\r\n    on WindowsId",
+                                            "size": 0,
+                                            "title": "AHB Disabled",
+                                            "noDataMessage": "All of your VMs have AHB enabled.",
+                                            "noDataMessageStyle": 3,
+                                            "queryType": 1,
+                                            "resourceType": "microsoft.resourcegraph/resources",
+                                            "crossComponentResources": [
+                                              "{Subscription}"
+                                            ],
+                                            "gridSettings": {
+                                              "formatters": [
+                                                {
+                                                  "columnMatch": "subscriptionId",
+                                                  "formatter": 15,
+                                                  "formatOptions": {
+                                                    "linkTarget": null,
+                                                    "showIcon": true
+                                                  }
+                                                }
+                                              ]
+                                            }
+                                          },
+                                          "conditionalVisibility": {
+                                            "parameterName": "AlwaysHidden",
+                                            "comparison": "isEqualTo",
+                                            "value": "true"
+                                          },
+                                          "name": "AHB Disabled"
+                                        },
+                                        {
+                                          "type": 3,
+                                          "content": {
+                                            "version": "KqlItem/1.0",
+                                            "query": "ResourceContainers | where type =~ 'Microsoft.Resources/subscriptions' | where tostring (properties.subscriptionPolicies.quotaId) !has \"MSDNDevTest_2014-09-01\"  | extend SubscriptionName=name \r\n| join (\r\nresources \r\n| where resourceGroup in ({ResourceGroup})\r\n| where type =~ 'microsoft.compute/virtualmachines'\r\n| where tostring(properties.storageProfile.osDisk.osType) == 'Windows' or tostring(properties.virtualMachineProfile.storageProfile.osDisk.osType) == 'Windows'\r\n| where tostring(properties.['licenseType']) has \"Windows\"\r\n| extend WindowsId=id, VMName=name, VMLocation=location, VMRG=resourceGroup, OSType=tostring(properties.storageProfile.imageReference.offer), OsVersion = tostring(properties.storageProfile.imageReference.sku), VMSize=tostring (properties.hardwareProfile.vmSize), LicenseType = tostring(properties.['licenseType']), VMSSize=tostring(sku.name)\r\n) on subscriptionId \r\n| order by type asc \r\n| project WindowsId,VMName,VMRG,VMSize, VMSSize, VMLocation,OSType, OsVersion,LicenseType, subscriptionId\r\n| join kind = innerunique(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}']), WindowsId=id\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct WindowsId\r\n    )\r\n    on WindowsId",
+                                            "size": 0,
+                                            "title": "AHB Enabled",
+                                            "noDataMessage": "None of your VMs have AHB enabled.",
+                                            "noDataMessageStyle": 4,
+                                            "queryType": 1,
+                                            "resourceType": "microsoft.resourcegraph/resources",
+                                            "crossComponentResources": [
+                                              "{Subscription}"
+                                            ],
+                                            "gridSettings": {
+                                              "formatters": [
+                                                {
+                                                  "columnMatch": "VMRG",
+                                                  "formatter": 0,
+                                                  "tooltipFormat": {
+                                                    "tooltip": "test"
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "subscriptionId",
+                                                  "formatter": 15,
+                                                  "formatOptions": {
+                                                    "linkTarget": null,
+                                                    "showIcon": true
+                                                  }
+                                                }
+                                              ]
+                                            }
+                                          },
+                                          "conditionalVisibility": {
+                                            "parameterName": "AlwaysHidden",
+                                            "comparison": "isEqualTo",
+                                            "value": "true"
+                                          },
+                                          "name": "WindowsAHBEnabled"
+                                        },
+                                        {
+                                          "type": 3,
+                                          "content": {
+                                            "version": "KqlItem/1.0",
+                                            "query": "resourcechanges\r\n| where properties.changeType == \"Update\" and properties.targetResourceType == \"microsoft.compute/virtualmachines\"\r\n| mv-expand changes = properties.changes\r\n| mv-expand LicenseChanges=changes.['properties.licenseType']\r\n| extend WindowsId=tolower(tostring(properties.targetResourceId))\r\n| join kind=inner(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}']), WindowsId=tolower(id)\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct WindowsId\r\n    )\r\n    on WindowsId\r\n| where isnotnull(LicenseChanges)\r\n| where  tostring(LicenseChanges.newValue) has \"Windows\"\r\n| project VMID=properties.targetResourceId, NewLicense=tostring(LicenseChanges.newValue), DateofChange=todatetime(properties.changeAttributes.timestamp)\r\n",
+                                            "size": 0,
+                                            "title": "VM Latest Change Last 7 days",
+                                            "noDataMessage": "AHB was not enabled in the last 7 days.",
+                                            "queryType": 1,
+                                            "resourceType": "microsoft.resourcegraph/resources",
+                                            "crossComponentResources": [
+                                              "{Subscription}"
+                                            ]
+                                          },
+                                          "conditionalVisibility": {
+                                            "parameterName": "AlwaysHidden",
+                                            "comparison": "isEqualTo",
+                                            "value": "true"
+                                          },
+                                          "name": "VM Latest Change Last 7 days"
+                                        },
+                                        {
+                                          "type": 3,
+                                          "content": {
+                                            "version": "KqlItem/1.0",
+                                            "query": "{\"version\":\"ARMEndpoint/1.0\",\"data\":null,\"headers\":[],\"method\":\"GET\",\"path\":\"/subscriptions/{SingleSubHidden}/providers/Microsoft.Compute/skus?$filter=location eq '{Location}'\",\"urlParams\":[{\"key\":\"api-version\",\"value\":\"2021-07-01\"}],\"batchDisabled\":false,\"transformers\":[{\"type\":\"jsonpath\",\"settings\":{\"tablePath\":\"$.*[?(@.resourceType=='virtualMachines')]\",\"columns\":[{\"path\":\"name\",\"columnid\":\"Name\"},{\"path\":\"capabilities[?(@.name=='vCPUs')].value\",\"columnid\":\"vCPUs\"},{\"path\":\"capabilities[?(@.name=='MemoryGB')].value\",\"columnid\":\"MemoryGB\"},{\"path\":\"capabilities[?(@.name=='MaxNetworkInterfaces')].value\",\"columnid\":\"MaxNetworkInterfaces\"},{\"path\":\"capabilities[?(@.name=='HyperVGenerations')].value\",\"columnid\":\"HyperVGenerations\"},{\"path\":\"capabilities[?(@.name=='vCPUsPerCore')].value\",\"columnid\":\"vCPUsPerCore\"}]}}]}",
+                                            "size": 0,
+                                            "title": "Get VM vCPU",
+                                            "exportParameterName": "ResourceSKU",
+                                            "showExportToExcel": true,
+                                            "queryType": 12,
+                                            "gridSettings": {
+                                              "rowLimit": 5000
+                                            }
+                                          },
+                                          "conditionalVisibility": {
+                                            "parameterName": "AlwaysHidden",
+                                            "comparison": "isEqualTo",
+                                            "value": "true"
+                                          },
+                                          "name": "query - Get VM vCPU"
+                                        },
+                                        {
+                                          "type": 1,
+                                          "content": {
+                                            "json": "## Windows Azure Hybrid Benefit (AHB) Overview"
+                                          },
+                                          "name": "AHB Overview"
+                                        },
+                                        {
+                                          "type": 1,
+                                          "content": {
+                                            "json": "Each two-processor license or each set of 16-core licenses, either Datacenter or Standard editions, are entitled to two instances of up to 8 cores, or one instance of up to 16 cores.\r\n\r\nThe virtual machines (VMs) with less than 8 cores are categorized as **Low Priority**, while those with 8 or more cores are classified as **High Priority**. In situations where there are insufficient Azure Hybrid benefit licenses to cover all the VMs in the environment, it is recommended to prioritize the High Priority VMs.",
+                                            "style": "info"
+                                          },
+                                          "name": "NUmber of Processors",
+                                          "styleSettings": {
+                                            "margin": "10px",
+                                            "showBorder": true
+                                          }
+                                        },
+                                        {
+                                          "type": 3,
+                                          "content": {
+                                            "version": "KqlItem/1.0",
+                                            "query": "ResourceContainers | where type =~ 'Microsoft.Resources/subscriptions' | where tostring (properties.subscriptionPolicies.quotaId) !has \"MSDNDevTest_2014-09-01\" | extend SubscriptionName=name \r\n| join (\r\nresources \r\n| where resourceGroup in ({ResourceGroup})\r\n| where type =~ 'microsoft.compute/virtualmachines'\r\n| where tostring(properties.storageProfile.osDisk.osType) == 'Windows' or tostring(properties.virtualMachineProfile.storageProfile.osDisk.osType) == 'Windows'\r\n| extend WindowsId=id\r\n| join kind = innerunique(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}']), WindowsId=id\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct WindowsId\r\n    )\r\n    on WindowsId\r\n| extend LicenseType = tostring(properties.['licenseType'])\r\n| extend CheckAHBWindows = case(\r\n     type == 'microsoft.compute/virtualmachines' or type =~ 'microsoft.compute/virtualMachineScaleSets', iif((properties.['licenseType'])\r\n     !has 'Windows' and (properties.virtualMachineProfile.['licenseType']) !has 'Windows' , \"AHB Not Enabled\", \"AHB Enabled\"),\r\n     \"Not Windows\"\r\n     )\r\n) on subscriptionId \r\n| summarize count() by SubscriptionName, CheckAHBWindows\r\n",
+                                            "size": 0,
+                                            "title": "Summary of Windows VMs with or without AHB per Subscription",
+                                            "showRefreshButton": true,
+                                            "showExportToExcel": true,
+                                            "queryType": 1,
+                                            "resourceType": "microsoft.resourcegraph/resources",
+                                            "crossComponentResources": [
+                                              "{Subscription}"
+                                            ],
+                                            "visualization": "table",
+                                            "gridSettings": {
+                                              "sortBy": [
+                                                {
+                                                  "itemKey": "SubscriptionName",
+                                                  "sortOrder": 1
+                                                }
+                                              ],
+                                              "labelSettings": [
+                                                {
+                                                  "columnId": "SubscriptionName",
+                                                  "label": "Subscription Name"
+                                                },
+                                                {
+                                                  "columnId": "CheckAHBWindows",
+                                                  "label": "Is AHB enabled?"
+                                                },
+                                                {
+                                                  "columnId": "count_",
+                                                  "label": "Number of resources"
+                                                }
+                                              ]
+                                            },
+                                            "sortBy": [
+                                              {
+                                                "itemKey": "SubscriptionName",
+                                                "sortOrder": 1
+                                              }
+                                            ],
+                                            "tileSettings": {
+                                              "titleContent": {
+                                                "columnMatch": "CheckAHBWindows",
+                                                "formatter": 1
+                                              },
+                                              "subtitleContent": {
+                                                "columnMatch": "SubscriptionName",
+                                                "formatter": 1
+                                              },
+                                              "leftContent": {
+                                                "columnMatch": "count_",
+                                                "formatter": 12,
+                                                "formatOptions": {
+                                                  "palette": "auto"
+                                                }
+                                              },
+                                              "showBorder": false,
+                                              "size": "auto"
+                                            },
+                                            "chartSettings": {
+                                              "xAxis": "SubscriptionName"
+                                            }
+                                          },
+                                          "customWidth": "50",
+                                          "name": "Summary of Windows VMs with or without AHB per Subscription"
+                                        },
+                                        {
+                                          "type": 3,
+                                          "content": {
+                                            "version": "KqlItem/1.0",
+                                            "query": "ResourceContainers | where type =~ 'Microsoft.Resources/subscriptions' | where tostring (properties.subscriptionPolicies.quotaId) !has \"MSDNDevTest_2014-09-01\" | extend SubscriptionName=name \r\n| join (\r\nresources \r\n| where resourceGroup in ({ResourceGroup})\r\n| where tostring(properties.storageProfile.osDisk.osType) == 'Windows' or tostring(properties.virtualMachineProfile.storageProfile.osDisk.osType) == 'Windows'\r\n| extend WindowsId=id\r\n| join kind = innerunique(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}']), WindowsId=id\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct WindowsId\r\n    )\r\n    on WindowsId\r\n| extend LicenseType = tostring(properties.['licenseType'])\r\n| extend CheckAHBWindows = case(\r\n     type == 'microsoft.compute/virtualmachines' or type =~ 'microsoft.compute/virtualMachineScaleSets', iif((properties.['licenseType'])\r\n     !has 'Windows' and (properties.virtualMachineProfile.['licenseType']) !has 'Windows' , \"AHB Not Enabled\", \"AHB Enabled\"),\r\n     \"Not Windows\"\r\n     )\r\n) on subscriptionId \r\n| summarize count() by CheckAHBWindows",
+                                            "size": 0,
+                                            "title": "Summary of Windows VMs with or without AHB",
+                                            "showRefreshButton": true,
+                                            "queryType": 1,
+                                            "resourceType": "microsoft.resourcegraph/resources",
+                                            "crossComponentResources": [
+                                              "{Subscription}"
+                                            ],
+                                            "visualization": "piechart"
+                                          },
+                                          "customWidth": "50",
+                                          "name": "Summary of Windows VMs with or without AHB"
+                                        },
+                                        {
+                                          "type": 1,
+                                          "content": {
+                                            "json": "### Consumed Licenses\r\nTotal number of Windows licenses cores consumed by all Windows virtual machines.\r\n",
+                                            "style": "info"
+                                          },
+                                          "customWidth": "50",
+                                          "name": "Consumed Licenses"
+                                        },
+                                        {
+                                          "type": 1,
+                                          "content": {
+                                            "json": "### Number of required Cores to enable Windows Azure Hybrid Benefit\r\nNumber of cores required to enable AHB across the entire environment.",
+                                            "style": "info"
+                                          },
+                                          "customWidth": "50",
+                                          "name": "Number of required Cores"
+                                        },
+                                        {
+                                          "type": 3,
+                                          "content": {
+                                            "version": "KqlItem/1.0",
+                                            "query": "{\"version\":\"Merge/1.0\",\"merges\":[{\"id\":\"50d79765-aad4-437e-a90b-8cc7865e7081\",\"mergeType\":\"inner\",\"leftTable\":\"WindowsAHBEnabled\",\"rightTable\":\"query - Get VM vCPU\",\"leftColumn\":\"VMSize\",\"rightColumn\":\"Name\"}],\"projectRename\":[{\"originalName\":\"[WindowsAHBEnabled].VMName\",\"mergedName\":\"VMName\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[WindowsAHBEnabled].VMSize\",\"mergedName\":\"VMSize\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[query - Get VM vCPU].vCPUs\",\"mergedName\":\"vCPUs\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[Added column]\",\"mergedName\":\"Prioritize AHB?\",\"fromId\":null,\"isNewItem\":true,\"newItemData\":[{\"criteriaContext\":{\"leftOperand\":\"vCPUs\",\"operator\":\">=\",\"rightValType\":\"static\",\"rightVal\":\"8\",\"resultValType\":\"expression\",\"resultVal\":\"\\\"High Priority\\\"\"}},{\"criteriaContext\":{\"operator\":\"Default\",\"rightValType\":\"column\",\"resultValType\":\"expression\",\"resultVal\":\"\\\"Low Priority\\\"\"}}]},{\"originalName\":\"[Added column]\",\"mergedName\":\"Consumed Cores per VM\",\"fromId\":null,\"isNewItem\":true,\"newItemData\":[{\"criteriaContext\":{\"leftOperand\":\"vCPUs\",\"operator\":\"<=\",\"rightValType\":\"static\",\"rightVal\":\"8\",\"resultValType\":\"expression\",\"resultVal\":\"8\"}},{\"criteriaContext\":{\"operator\":\"Default\",\"rightValType\":\"column\",\"resultValType\":\"expression\",\"resultVal\":\"[\\\"vCPUs\\\"]\"}}]},{\"originalName\":\"[WindowsAHBEnabled].subscriptionId\",\"mergedName\":\"subscriptionId\",\"fromId\":\"unknown\"},{\"originalName\":\"[WindowsAHBEnabled].WindowsId1\",\"mergedName\":\"WindowsId1\",\"fromId\":\"unknown\"},{\"originalName\":\"[WindowsAHBEnabled].WindowsId\"},{\"originalName\":\"[WindowsAHBEnabled].VMRG\"},{\"originalName\":\"[WindowsAHBEnabled].VMLocation\"},{\"originalName\":\"[WindowsAHBEnabled].OSType\"},{\"originalName\":\"[WindowsAHBEnabled].OsVersion\"},{\"originalName\":\"[WindowsAHBEnabled].LicenseType\"},{\"originalName\":\"[query - Get VM vCPU].Name\"},{\"originalName\":\"[query - Get VM vCPU].MemoryGB\"},{\"originalName\":\"[query - Get VM vCPU].MaxNetworkInterfaces\"},{\"originalName\":\"[query - Get VM vCPU].HyperVGenerations\"},{\"originalName\":\"[query - Get VM vCPU].vCPUsPerCore\"},{\"originalName\":\"[WindowsAHBEnabled].VMSSize\"}]}",
+                                            "size": 0,
+                                            "title": "Consumed Cores per AHB Priority",
+                                            "noDataMessage": "None of your VMs have AHB enabled",
+                                            "noDataMessageStyle": 4,
+                                            "showRefreshButton": true,
+                                            "queryType": 7,
+                                            "visualization": "piechart",
+                                            "gridSettings": {
+                                              "formatters": [
+                                                {
+                                                  "columnMatch": "Prioritize AHB?",
+                                                  "formatter": 18,
+                                                  "formatOptions": {
+                                                    "thresholdsOptions": "icons",
+                                                    "thresholdsGrid": [
+                                                      {
+                                                        "operator": "==",
+                                                        "thresholdValue": "High Priority",
+                                                        "representation": "Sev0",
+                                                        "text": "{0}{1}"
+                                                      },
+                                                      {
+                                                        "operator": "Default",
+                                                        "thresholdValue": null,
+                                                        "representation": "Sev4",
+                                                        "text": "{0}{1}"
+                                                      }
+                                                    ]
+                                                  },
+                                                  "numberFormat": {
+                                                    "unit": 17,
+                                                    "options": {
+                                                      "style": "decimal"
+                                                    }
+                                                  }
+                                                }
+                                              ]
+                                            },
+                                            "chartSettings": {
+                                              "yAxis": [
+                                                "Consumed Cores per VM"
+                                              ],
+                                              "group": "Prioritize AHB?",
+                                              "createOtherGroup": null
+                                            }
+                                          },
+                                          "customWidth": "33",
+                                          "name": "Consumed Cores per AHB Priority"
+                                        },
+                                        {
+                                          "type": 3,
+                                          "content": {
+                                            "version": "KqlItem/1.0",
+                                            "query": "{\"version\":\"Merge/1.0\",\"merges\":[{\"id\":\"d8deb22b-a596-43ee-acc4-180849d26130\",\"mergeType\":\"inner\",\"leftTable\":\"WindowsAHBEnabled\",\"rightTable\":\"query - Get VM vCPU\",\"leftColumn\":\"VMSize\",\"rightColumn\":\"Name\"}],\"projectRename\":[{\"originalName\":\"[Added column]\",\"mergedName\":\"ConsumedCores\",\"fromId\":null,\"isNewItem\":true,\"newItemData\":[{\"criteriaContext\":{\"leftOperand\":\"vCPUs\",\"operator\":\"<=\",\"rightValType\":\"static\",\"rightVal\":\"8\",\"resultValType\":\"expression\",\"resultVal\":\"8\"}},{\"criteriaContext\":{\"operator\":\"Default\",\"rightValType\":\"column\",\"resultValType\":\"expression\",\"resultVal\":\"[\\\"vCPUs\\\"]\"}}]},{\"originalName\":\"[WindowsAHBEnabled].WindowsId\",\"mergedName\":\"WindowsId\",\"fromId\":\"d8deb22b-a596-43ee-acc4-180849d26130\"},{\"originalName\":\"[WindowsAHBEnabled].VMName\",\"mergedName\":\"VMName\",\"fromId\":\"d8deb22b-a596-43ee-acc4-180849d26130\"},{\"originalName\":\"[WindowsAHBEnabled].VMRG\",\"mergedName\":\"VMRG\",\"fromId\":\"d8deb22b-a596-43ee-acc4-180849d26130\"},{\"originalName\":\"[WindowsAHBEnabled].VMSize\",\"mergedName\":\"VMSize\",\"fromId\":\"d8deb22b-a596-43ee-acc4-180849d26130\"},{\"originalName\":\"[WindowsAHBEnabled].VMSSize\",\"mergedName\":\"VMSSize\",\"fromId\":\"d8deb22b-a596-43ee-acc4-180849d26130\"},{\"originalName\":\"[WindowsAHBEnabled].VMLocation\",\"mergedName\":\"VMLocation\",\"fromId\":\"d8deb22b-a596-43ee-acc4-180849d26130\"},{\"originalName\":\"[WindowsAHBEnabled].OSType\",\"mergedName\":\"OSType\",\"fromId\":\"d8deb22b-a596-43ee-acc4-180849d26130\"},{\"originalName\":\"[WindowsAHBEnabled].OsVersion\",\"mergedName\":\"OsVersion\",\"fromId\":\"d8deb22b-a596-43ee-acc4-180849d26130\"},{\"originalName\":\"[WindowsAHBEnabled].LicenseType\",\"mergedName\":\"LicenseType\",\"fromId\":\"d8deb22b-a596-43ee-acc4-180849d26130\"},{\"originalName\":\"[query - Get VM vCPU].Name\",\"mergedName\":\"Name\",\"fromId\":\"d8deb22b-a596-43ee-acc4-180849d26130\"},{\"originalName\":\"[query - Get VM vCPU].vCPUs\",\"mergedName\":\"vCPUs\",\"fromId\":\"d8deb22b-a596-43ee-acc4-180849d26130\"},{\"originalName\":\"[query - Get VM vCPU].MemoryGB\",\"mergedName\":\"MemoryGB\",\"fromId\":\"d8deb22b-a596-43ee-acc4-180849d26130\"},{\"originalName\":\"[query - Get VM vCPU].MaxNetworkInterfaces\",\"mergedName\":\"MaxNetworkInterfaces\",\"fromId\":\"d8deb22b-a596-43ee-acc4-180849d26130\"},{\"originalName\":\"[query - Get VM vCPU].HyperVGenerations\",\"mergedName\":\"HyperVGenerations\",\"fromId\":\"d8deb22b-a596-43ee-acc4-180849d26130\"},{\"originalName\":\"[query - Get VM vCPU].vCPUsPerCore\",\"mergedName\":\"vCPUsPerCore\",\"fromId\":\"d8deb22b-a596-43ee-acc4-180849d26130\"},{\"originalName\":\"[WindowsAHBEnabled].subscriptionId\",\"mergedName\":\"subscriptionId\",\"fromId\":\"unknown\"},{\"originalName\":\"[WindowsAHBEnabled].WindowsId1\",\"mergedName\":\"WindowsId1\",\"fromId\":\"unknown\"}]}",
+                                            "size": 0,
+                                            "title": "Consumed Cores per VM",
+                                            "showRefreshButton": true,
+                                            "queryType": 7,
+                                            "visualization": "piechart",
+                                            "gridSettings": {
+                                              "formatters": [
+                                                {
+                                                  "columnMatch": "ConsumedCores",
+                                                  "formatter": 0,
+                                                  "formatOptions": {
+                                                    "aggregation": "Sum"
+                                                  }
+                                                }
+                                              ]
+                                            },
+                                            "tileSettings": {
+                                              "titleContent": {},
+                                              "leftContent": {
+                                                "columnMatch": "ConsumedCores",
+                                                "formatter": 12,
+                                                "formatOptions": {
+                                                  "palette": "blue"
+                                                }
+                                              },
+                                              "showBorder": false
+                                            },
+                                            "graphSettings": {
+                                              "type": 0
+                                            },
+                                            "chartSettings": {
+                                              "yAxis": [
+                                                "ConsumedCores"
+                                              ],
+                                              "group": "VMName",
+                                              "createOtherGroup": null
+                                            }
+                                          },
+                                          "customWidth": "33",
+                                          "name": "Consumed Cores per VM"
+                                        },
+                                        {
+                                          "type": 3,
+                                          "content": {
+                                            "version": "KqlItem/1.0",
+                                            "query": "{\"version\":\"Merge/1.0\",\"merges\":[{\"id\":\"50d79765-aad4-437e-a90b-8cc7865e7081\",\"mergeType\":\"inner\",\"leftTable\":\"AHB Disabled\",\"rightTable\":\"query - Get VM vCPU\",\"leftColumn\":\"VMSize\",\"rightColumn\":\"Name\"}],\"projectRename\":[{\"originalName\":\"[Added column]\",\"mergedName\":\"Prioritize AHB?\",\"fromId\":null,\"isNewItem\":true,\"newItemData\":[{\"criteriaContext\":{\"leftOperand\":\"vCPUs\",\"operator\":\">=\",\"rightValType\":\"static\",\"rightVal\":\"8\",\"resultValType\":\"expression\",\"resultVal\":\"\\\"High Priority\\\"\"}},{\"criteriaContext\":{\"operator\":\"Default\",\"rightValType\":\"column\",\"resultValType\":\"expression\",\"resultVal\":\"\\\"Low Priority\\\"\"}}]},{\"originalName\":\"[Added column]\",\"mergedName\":\"Consumed Cores per VM\",\"fromId\":null,\"isNewItem\":true,\"newItemData\":[{\"criteriaContext\":{\"leftOperand\":\"vCPUs\",\"operator\":\"<=\",\"rightValType\":\"static\",\"rightVal\":\"8\",\"resultValType\":\"expression\",\"resultVal\":\"8\"}},{\"criteriaContext\":{\"operator\":\"Default\",\"rightValType\":\"column\",\"resultValType\":\"expression\",\"resultVal\":\"[\\\"vCPUs\\\"]\"}}]},{\"originalName\":\"[query - 0].subscriptionId\",\"mergedName\":\"subscriptionId\",\"fromId\":\"unknown\"},{\"originalName\":\"[query - 0].WindowsId1\",\"mergedName\":\"WindowsId1\",\"fromId\":\"unknown\"},{\"originalName\":\"[AHB Disabled].WindowsId\",\"mergedName\":\"WindowsId\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[AHB Disabled].VMName\",\"mergedName\":\"VMName\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[AHB Disabled].VMRG\",\"mergedName\":\"VMRG\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[AHB Disabled].VMSize\",\"mergedName\":\"VMSize\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[AHB Disabled].VMSSize\",\"mergedName\":\"VMSSize\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[AHB Disabled].VMLocation\",\"mergedName\":\"VMLocation\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[AHB Disabled].OSType\",\"mergedName\":\"OSType\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[AHB Disabled].OsVersion\",\"mergedName\":\"OsVersion\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[AHB Disabled].LicenseType\",\"mergedName\":\"LicenseType\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[AHB Disabled].subscriptionId\",\"mergedName\":\"subscriptionId\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[AHB Disabled].WindowsId1\",\"mergedName\":\"WindowsId1\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[query - Get VM vCPU].Name\",\"mergedName\":\"Name\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[query - Get VM vCPU].vCPUs\",\"mergedName\":\"vCPUs\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[query - Get VM vCPU].MemoryGB\",\"mergedName\":\"MemoryGB\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[query - Get VM vCPU].MaxNetworkInterfaces\",\"mergedName\":\"MaxNetworkInterfaces\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[query - Get VM vCPU].HyperVGenerations\",\"mergedName\":\"HyperVGenerations\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[query - Get VM vCPU].vCPUsPerCore\",\"mergedName\":\"vCPUsPerCore\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[AHB Disabled].QuickFix\",\"mergedName\":\"QuickFix\",\"fromId\":\"unknown\"},{\"originalName\":\"[AHB Disabled].VMIDFull\",\"mergedName\":\"VMIDFull\",\"fromId\":\"unknown\"},{\"originalName\":\"[WindowsAHBEnabled].WindowsId\"},{\"originalName\":\"[WindowsAHBEnabled].VMRG\"},{\"originalName\":\"[WindowsAHBEnabled].VMLocation\"},{\"originalName\":\"[WindowsAHBEnabled].OSType\"},{\"originalName\":\"[WindowsAHBEnabled].OsVersion\"},{\"originalName\":\"[WindowsAHBEnabled].LicenseType\"},{\"originalName\":\"[query - Get VM vCPU].Name\"},{\"originalName\":\"[query - Get VM vCPU].MemoryGB\"},{\"originalName\":\"[query - Get VM vCPU].MaxNetworkInterfaces\"},{\"originalName\":\"[query - Get VM vCPU].HyperVGenerations\"},{\"originalName\":\"[query - Get VM vCPU].vCPUsPerCore\"},{\"originalName\":\"[WindowsAHBEnabled].VMSSize\"}]}",
+                                            "size": 0,
+                                            "title": "Cores not enabled per AHB Priority",
+                                            "noDataMessage": "All of your VMs have AHB enabled",
+                                            "noDataMessageStyle": 4,
+                                            "showRefreshButton": true,
+                                            "queryType": 7,
+                                            "visualization": "piechart",
+                                            "gridSettings": {
+                                              "formatters": [
+                                                {
+                                                  "columnMatch": "Prioritize AHB?",
+                                                  "formatter": 18,
+                                                  "formatOptions": {
+                                                    "thresholdsOptions": "icons",
+                                                    "thresholdsGrid": [
+                                                      {
+                                                        "operator": "==",
+                                                        "thresholdValue": "High Priority",
+                                                        "representation": "Sev0",
+                                                        "text": "{0}{1}"
+                                                      },
+                                                      {
+                                                        "operator": "Default",
+                                                        "thresholdValue": null,
+                                                        "representation": "Sev4",
+                                                        "text": "{0}{1}"
+                                                      }
+                                                    ]
+                                                  },
+                                                  "numberFormat": {
+                                                    "unit": 17,
+                                                    "options": {
+                                                      "style": "decimal"
+                                                    }
+                                                  }
+                                                }
+                                              ]
+                                            },
+                                            "chartSettings": {
+                                              "yAxis": [
+                                                "Consumed Cores per VM"
+                                              ],
+                                              "group": "Prioritize AHB?",
+                                              "createOtherGroup": null
+                                            }
+                                          },
+                                          "customWidth": "33",
+                                          "name": "Cores NOT enabled per AHB Priority"
+                                        },
+                                        {
+                                          "type": 9,
+                                          "content": {
+                                            "version": "KqlParameterItem/1.0",
+                                            "parameters": [
+                                              {
+                                                "id": "ae5e8765-47ef-46a6-803b-6b7124c098d2",
+                                                "version": "KqlParameterItem/1.0",
+                                                "name": "AHBEnabled",
+                                                "label": "See VMs with AHB",
+                                                "type": 2,
+                                                "isRequired": true,
+                                                "typeSettings": {
+                                                  "additionalResourceOptions": [],
+                                                  "showDefault": false
+                                                },
+                                                "jsonData": "[\r\n    {\"value\":\"Yes\"},\r\n    {\"value\":\"No\", \"selected\":true}\r\n]\r\n\r\n",
+                                                "timeContext": {
+                                                  "durationMs": 86400000
+                                                }
+                                              },
+                                              {
+                                                "id": "f1ac5e53-253c-4afb-8bc5-b1ba2efea3eb",
+                                                "version": "KqlParameterItem/1.0",
+                                                "name": "AHBDisabled",
+                                                "label": "See VMs without AHB",
+                                                "type": 2,
+                                                "isRequired": true,
+                                                "typeSettings": {
+                                                  "additionalResourceOptions": [],
+                                                  "showDefault": false
+                                                },
+                                                "jsonData": "[\r\n    {\"value\":\"Yes\"},\r\n    {\"value\":\"No\", \"selected\":true}\r\n]\r\n\r\n"
+                                              },
+                                              {
+                                                "id": "20a00706-a89b-42aa-8dea-9c44c93e8014",
+                                                "version": "KqlParameterItem/1.0",
+                                                "name": "LastAHB",
+                                                "label": "See VMs AHB enabled in the last 7 days",
+                                                "type": 2,
+                                                "isRequired": true,
+                                                "typeSettings": {
+                                                  "additionalResourceOptions": [],
+                                                  "showDefault": false
+                                                },
+                                                "jsonData": "[\r\n    {\"value\":\"Yes\"},\r\n    {\"value\":\"No\", \"selected\":true}\r\n]\r\n\r\n"
+                                              }
+                                            ],
+                                            "style": "pills",
+                                            "queryType": 0,
+                                            "resourceType": "microsoft.operationalinsights/workspaces"
+                                          },
+                                          "name": "VM AHB Enabled"
+                                        },
+                                        {
+                                          "type": 1,
+                                          "content": {
+                                            "json": "List of Windows VMs without Hybrid Benefit groupped by Subscription.",
+                                            "style": "info"
+                                          },
+                                          "conditionalVisibility": {
+                                            "parameterName": "AHBDisabled",
+                                            "comparison": "isEqualTo",
+                                            "value": "Yes"
+                                          },
+                                          "name": "List of Windows VMs without AHB"
+                                        },
+                                        {
+                                          "type": 3,
+                                          "content": {
+                                            "version": "KqlItem/1.0",
+                                            "query": "{\"version\":\"Merge/1.0\",\"merges\":[{\"id\":\"50d79765-aad4-437e-a90b-8cc7865e7081\",\"mergeType\":\"inner\",\"leftTable\":\"AHB Disabled\",\"rightTable\":\"query - Get VM vCPU\",\"leftColumn\":\"VMSize\",\"rightColumn\":\"Name\"}],\"projectRename\":[{\"originalName\":\"[query - 0].subscriptionId\",\"mergedName\":\"subscriptionId\",\"fromId\":\"unknown\"},{\"originalName\":\"[query - 0].subscriptionId\",\"mergedName\":\"subscriptionId\",\"fromId\":\"unknown\"},{\"originalName\":\"[AHB Disabled].VMName\",\"mergedName\":\"VM Name\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[AHB Disabled].VMRG\",\"mergedName\":\"VMRG\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[Added column]\",\"mergedName\":\"Prioritize AHB?\",\"fromId\":null,\"isNewItem\":true,\"newItemData\":[{\"criteriaContext\":{\"leftOperand\":\"vCPUs\",\"operator\":\">=\",\"rightValType\":\"static\",\"rightVal\":\"8\",\"resultValType\":\"static\",\"resultVal\":\"High Priority\"}},{\"criteriaContext\":{\"operator\":\"Default\",\"rightValType\":\"column\",\"resultValType\":\"static\",\"resultVal\":\"Low Priority\"}}]},{\"originalName\":\"[AHB Disabled].VMLocation\",\"mergedName\":\"VMLocation\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[AHB Disabled].QuickFix\",\"mergedName\":\"QuickFix\",\"fromId\":\"unknown\"},{\"originalName\":\"[AHB Disabled].VMSize\",\"mergedName\":\"VMSize\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[query - Get VM vCPU].vCPUs\",\"mergedName\":\"vCPUs\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[AHB Disabled].OSType\",\"mergedName\":\"OSType\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[AHB Disabled].OsVersion\",\"mergedName\":\"OsVersion\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[AHB Disabled].LicenseType\",\"mergedName\":\"LicenseType\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[AHB Disabled].subscriptionId\",\"mergedName\":\"subscriptionId\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[AHB Disabled].WindowsId1\",\"mergedName\":\"WindowsId1\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[query - Get VM vCPU].Name\",\"mergedName\":\"Name\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[query - Get VM vCPU].MemoryGB\",\"mergedName\":\"MemoryGB\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[query - Get VM vCPU].MaxNetworkInterfaces\",\"mergedName\":\"MaxNetworkInterfaces\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[query - Get VM vCPU].HyperVGenerations\",\"mergedName\":\"HyperVGenerations\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[query - Get VM vCPU].vCPUsPerCore\",\"mergedName\":\"vCPUsPerCore\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[AHB Disabled].VMIDFull\",\"mergedName\":\"VMIDFull\",\"fromId\":\"unknown\"},{\"originalName\":\"[query - 0].VMName\"},{\"originalName\":\"[query - 0].VMSSize\"},{\"originalName\":\"[query - Get VM vCPU].Name\"},{\"originalName\":\"[query - Get VM vCPU].MemoryGB\"},{\"originalName\":\"[query - Get VM vCPU].MaxNetworkInterfaces\"},{\"originalName\":\"[query - Get VM vCPU].HyperVGenerations\"},{\"originalName\":\"[query - Get VM vCPU].vCPUsPerCore\"},{\"originalName\":\"[AHB Disabled].WindowsId\"},{\"originalName\":\"[AHB Disabled].VMSSize\"}]}",
+                                            "size": 0,
+                                            "title": "VMs without AHB",
+                                            "noDataMessage": "All of your VMs have AHB enabled",
+                                            "noDataMessageStyle": 3,
+                                            "exportedParameters": [
+                                              {
+                                                "fieldName": "VMIDFull",
+                                                "parameterName": "WindowsID"
+                                              },
+                                              {
+                                                "fieldName": "VMRG",
+                                                "parameterName": "ResourceGroup",
+                                                "parameterType": 1
+                                              },
+                                              {
+                                                "fieldName": "VM Name",
+                                                "parameterName": "VMName",
+                                                "parameterType": 1
+                                              },
+                                              {
+                                                "fieldName": "Prioritize AHB?",
+                                                "parameterName": "AHBPriority",
+                                                "parameterType": 1
+                                              }
+                                            ],
+                                            "showExportToExcel": true,
+                                            "queryType": 7,
+                                            "gridSettings": {
+                                              "formatters": [
+                                                {
+                                                  "columnMatch": "$gen_group",
+                                                  "formatter": 15,
+                                                  "formatOptions": {
+                                                    "linkTarget": null,
+                                                    "showIcon": true
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "Group",
+                                                  "formatter": 15,
+                                                  "formatOptions": {
+                                                    "linkTarget": null,
+                                                    "showIcon": true
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "QuickFix",
+                                                  "formatter": 7,
+                                                  "formatOptions": {
+                                                    "linkTarget": "ArmAction",
+                                                    "linkLabel": "Apply Hybrid Benefit",
+                                                    "linkIsContextBlade": true,
+                                                    "armActionContext": {
+                                                      "path": "/{WindowsID}?api-version=2023-03-01",
+                                                      "headers": [],
+                                                      "params": [],
+                                                      "body": "{\r\n  \"properties\": {\r\n    \"licenseType\": \"Windows_Server\"\r\n  }\r\n}\r\n\r\n",
+                                                      "httpMethod": "PATCH",
+                                                      "title": "Apply Hybrid Benefit to VM {VMName}",
+                                                      "description": "# Windows Hybrid Benefit Application Information: VM \"{VMName}\"\n\n\n{WindowsID}\n\n**Attention!**\n\nThis action will apply the Windows Hybrid Benefit to the virtual machine with the name **{VMName}**. Please ensure that you are applying the benefit to the correct VM.\n\n**Resource Details:**\n\n- VM Name: {VMName}\n- Resource Group: {ResourceGroup}\n- Prioritize AHB: {AHBPriority}\n\n### Required RBAC Permissions\n\nTo perform this action, you need to have **Contributor** permissions on the Resource Group where the VM is located.\n\nPlease review the information carefully before proceeding with applying the Windows Hybrid Benefit.\n",
+                                                      "actionName": "Applying Hybrid benefit to VM {VMName}",
+                                                      "runLabel": "Apply Hybrid Benefit to VM: \"{VMName}\""
+                                                    }
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "Prioritize AHB?",
+                                                  "formatter": 18,
+                                                  "formatOptions": {
+                                                    "thresholdsOptions": "icons",
+                                                    "thresholdsGrid": [
+                                                      {
+                                                        "operator": "==",
+                                                        "thresholdValue": "High Priority",
+                                                        "representation": "Sev0",
+                                                        "text": "{0}{1}"
+                                                      },
+                                                      {
+                                                        "operator": "Default",
+                                                        "thresholdValue": null,
+                                                        "representation": "Sev4",
+                                                        "text": "{0}{1}"
+                                                      }
+                                                    ]
+                                                  },
+                                                  "numberFormat": {
+                                                    "unit": 17,
+                                                    "options": {
+                                                      "style": "decimal"
+                                                    }
+                                                  },
+                                                  "tooltipFormat": {
+                                                    "tooltip": "The virtual machines (VMs) with less than 8 cores are categorized as Low Priority, while those with 8 or more cores are classified as High Priority. "
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "subscriptionId",
+                                                  "formatter": 15,
+                                                  "formatOptions": {
+                                                    "linkTarget": null,
+                                                    "showIcon": true
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "WindowsId1",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "Name",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "HyperVGenerations",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "vCPUsPerCore",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "VMIDFull",
+                                                  "formatter": 5
+                                                }
+                                              ],
+                                              "hierarchySettings": {
+                                                "treeType": 1,
+                                                "groupBy": [
+                                                  "subscriptionId"
+                                                ],
+                                                "expandTopLevel": true
+                                              },
+                                              "labelSettings": [
+                                                {
+                                                  "columnId": "VM Name",
+                                                  "label": "VM Name"
+                                                },
+                                                {
+                                                  "columnId": "VMRG",
+                                                  "label": "Resource Group"
+                                                },
+                                                {
+                                                  "columnId": "VMLocation",
+                                                  "label": "Location"
+                                                },
+                                                {
+                                                  "columnId": "QuickFix",
+                                                  "label": "Enable AHB"
+                                                },
+                                                {
+                                                  "columnId": "Prioritize AHB?",
+                                                  "label": "AHB Priority"
+                                                },
+                                                {
+                                                  "columnId": "VMSize",
+                                                  "label": "SKU"
+                                                },
+                                                {
+                                                  "columnId": "OSType",
+                                                  "label": "OS Type"
+                                                },
+                                                {
+                                                  "columnId": "OsVersion",
+                                                  "label": "OS Version"
+                                                },
+                                                {
+                                                  "columnId": "LicenseType",
+                                                  "label": "License Type"
+                                                },
+                                                {
+                                                  "columnId": "subscriptionId",
+                                                  "label": "Subscription Name"
+                                                },
+                                                {
+                                                  "columnId": "MemoryGB",
+                                                  "label": "Memory"
+                                                },
+                                                {
+                                                  "columnId": "MaxNetworkInterfaces",
+                                                  "label": "Max. NICs"
+                                                }
+                                              ]
+                                            }
+                                          },
+                                          "conditionalVisibility": {
+                                            "parameterName": "AHBDisabled",
+                                            "comparison": "isEqualTo",
+                                            "value": "Yes"
+                                          },
+                                          "name": "VM+SKU+vCores"
+                                        },
+                                        {
+                                          "type": 1,
+                                          "content": {
+                                            "json": "List of Windows VMs with Hybrid Benefit groupped by Subscription.",
+                                            "style": "info"
+                                          },
+                                          "conditionalVisibility": {
+                                            "parameterName": "AHBEnabled",
+                                            "comparison": "isEqualTo",
+                                            "value": "Yes"
+                                          },
+                                          "name": "AHB By SUbscription"
+                                        },
+                                        {
+                                          "type": 3,
+                                          "content": {
+                                            "version": "KqlItem/1.0",
+                                            "query": "{\"version\":\"Merge/1.0\",\"merges\":[{\"id\":\"50d79765-aad4-437e-a90b-8cc7865e7081\",\"mergeType\":\"inner\",\"leftTable\":\"WindowsAHBEnabled\",\"rightTable\":\"query - Get VM vCPU\",\"leftColumn\":\"VMSize\",\"rightColumn\":\"Name\"}],\"projectRename\":[{\"originalName\":\"[WindowsAHBEnabled].WindowsId\",\"mergedName\":\"VM Name\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[WindowsAHBEnabled].VMRG\",\"mergedName\":\"Resource Group\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[WindowsAHBEnabled].VMSize\",\"mergedName\":\"VM SKU\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[query - Get VM vCPU].vCPUs\",\"mergedName\":\"vCPUs\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[Added column]\",\"mergedName\":\"Prioritize AHB?\",\"fromId\":null,\"isNewItem\":true,\"newItemData\":[{\"criteriaContext\":{\"leftOperand\":\"vCPUs\",\"operator\":\">=\",\"rightValType\":\"static\",\"rightVal\":\"8\",\"resultValType\":\"static\",\"resultVal\":\"High Priority\"}},{\"criteriaContext\":{\"operator\":\"Default\",\"rightValType\":\"column\",\"resultValType\":\"static\",\"resultVal\":\"Low Priority\"}}]},{\"originalName\":\"[Added column]\",\"mergedName\":\"Consumed Cores per VM\",\"fromId\":null,\"isNewItem\":true,\"newItemData\":[{\"criteriaContext\":{\"leftOperand\":\"vCPUs\",\"operator\":\"<=\",\"rightValType\":\"static\",\"rightVal\":\"8\",\"resultValType\":\"expression\",\"resultVal\":\"8\"}},{\"criteriaContext\":{\"operator\":\"Default\",\"rightValType\":\"column\",\"resultValType\":\"expression\",\"resultVal\":\"([\\\"vCPUs\\\"] + 7) & ~7\"}}]},{\"originalName\":\"[WindowsAHBEnabled].LicenseType\",\"mergedName\":\"License Type\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[WindowsAHBEnabled].VMLocation\",\"mergedName\":\"Location\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[WindowsAHBEnabled].OSType\",\"mergedName\":\"OS Type\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[WindowsAHBEnabled].OsVersion\",\"mergedName\":\"OS Version\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[WindowsAHBEnabled].subscriptionId\",\"mergedName\":\"subscriptionId\",\"fromId\":\"unknown\"},{\"originalName\":\"[WindowsAHBEnabled].WindowsId1\",\"mergedName\":\"WindowsId1\",\"fromId\":\"unknown\"},{\"originalName\":\"[query - 0].VMName\"},{\"originalName\":\"[query - 0].VMSSize\"},{\"originalName\":\"[query - Get VM vCPU].Name\"},{\"originalName\":\"[query - Get VM vCPU].MemoryGB\"},{\"originalName\":\"[query - Get VM vCPU].MaxNetworkInterfaces\"},{\"originalName\":\"[query - Get VM vCPU].HyperVGenerations\"},{\"originalName\":\"[query - Get VM vCPU].vCPUsPerCore\"},{\"originalName\":\"[WindowsAHBEnabled].VMSSize\"},{\"originalName\":\"[WindowsAHBEnabled].VMName\"}]}",
+                                            "size": 0,
+                                            "title": "VMs with AHB",
+                                            "noDataMessage": "None of your VMs have AHB enabled",
+                                            "noDataMessageStyle": 4,
+                                            "showExportToExcel": true,
+                                            "queryType": 7,
+                                            "gridSettings": {
+                                              "formatters": [
+                                                {
+                                                  "columnMatch": "$gen_group",
+                                                  "formatter": 15,
+                                                  "formatOptions": {
+                                                    "linkTarget": null,
+                                                    "showIcon": true
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "Group",
+                                                  "formatter": 15,
+                                                  "formatOptions": {
+                                                    "linkTarget": null,
+                                                    "showIcon": true
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "Prioritize AHB?",
+                                                  "formatter": 18,
+                                                  "formatOptions": {
+                                                    "thresholdsOptions": "icons",
+                                                    "thresholdsGrid": [
+                                                      {
+                                                        "operator": "==",
+                                                        "thresholdValue": "High Priority",
+                                                        "representation": "Sev0",
+                                                        "text": "{0}{1}"
+                                                      },
+                                                      {
+                                                        "operator": "Default",
+                                                        "thresholdValue": null,
+                                                        "representation": "2",
+                                                        "text": "{0}{1}"
+                                                      }
+                                                    ]
+                                                  },
+                                                  "numberFormat": {
+                                                    "unit": 17,
+                                                    "options": {
+                                                      "style": "decimal"
+                                                    }
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "subscriptionId",
+                                                  "formatter": 15,
+                                                  "formatOptions": {
+                                                    "linkTarget": null,
+                                                    "showIcon": true
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "WindowsId1",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "Subscription Name",
+                                                  "formatter": 5
+                                                }
+                                              ],
+                                              "hierarchySettings": {
+                                                "treeType": 1,
+                                                "groupBy": [
+                                                  "subscriptionId"
+                                                ],
+                                                "expandTopLevel": true
+                                              },
+                                              "labelSettings": [
+                                                {
+                                                  "columnId": "WindowsId1",
+                                                  "label": "VM ID"
+                                                }
+                                              ]
+                                            }
+                                          },
+                                          "conditionalVisibility": {
+                                            "parameterName": "AHBEnabled",
+                                            "comparison": "isEqualTo",
+                                            "value": "Yes"
+                                          },
+                                          "name": "VM+SKU+vCores-AHB"
+                                        },
+                                        {
+                                          "type": 3,
+                                          "content": {
+                                            "version": "KqlItem/1.0",
+                                            "query": "{\"version\":\"Merge/1.0\",\"merges\":[{\"id\":\"d8deb22b-a596-43ee-acc4-180849d26168\",\"mergeType\":\"inner\",\"leftTable\":\"VM Latest Change Last 7 days\",\"rightTable\":\"VM+SKU+vCores-AHB\",\"leftColumn\":\"VMID\",\"rightColumn\":\"VM Name\"}],\"projectRename\":[{\"originalName\":\"[VM Latest Change Last 7 days].VMID\",\"mergedName\":\"VMID\",\"fromId\":\"d8deb22b-a596-43ee-acc4-180849d26168\"},{\"originalName\":\"[VM Latest Change Last 7 days].NewLicense\",\"mergedName\":\"NewLicense\",\"fromId\":\"d8deb22b-a596-43ee-acc4-180849d26168\"},{\"originalName\":\"[VM Latest Change Last 7 days].DateofChange\",\"mergedName\":\"DateofChange\",\"fromId\":\"d8deb22b-a596-43ee-acc4-180849d26168\"},{\"originalName\":\"[VM+SKU+vCores-AHB].VM Name\",\"mergedName\":\"VM Name\",\"fromId\":\"d8deb22b-a596-43ee-acc4-180849d26168\"},{\"originalName\":\"[VM+SKU+vCores-AHB].Resource Group\",\"mergedName\":\"Resource Group\",\"fromId\":\"d8deb22b-a596-43ee-acc4-180849d26168\"},{\"originalName\":\"[VM+SKU+vCores-AHB].VM SKU\",\"mergedName\":\"VM SKU\",\"fromId\":\"d8deb22b-a596-43ee-acc4-180849d26168\"},{\"originalName\":\"[VM+SKU+vCores-AHB].vCPUs\",\"mergedName\":\"vCPUs\",\"fromId\":\"d8deb22b-a596-43ee-acc4-180849d26168\"},{\"originalName\":\"[VM+SKU+vCores-AHB].Prioritize AHB?\",\"mergedName\":\"Prioritize AHB?\",\"fromId\":\"d8deb22b-a596-43ee-acc4-180849d26168\"},{\"originalName\":\"[VM+SKU+vCores-AHB].License Type\",\"mergedName\":\"License Type\",\"fromId\":\"d8deb22b-a596-43ee-acc4-180849d26168\"},{\"originalName\":\"[VM+SKU+vCores-AHB].Consumed Cores per VM\",\"mergedName\":\"Consumed Cores per VM\",\"fromId\":\"d8deb22b-a596-43ee-acc4-180849d26168\"},{\"originalName\":\"[VM+SKU+vCores-AHB].Location\",\"mergedName\":\"Location\",\"fromId\":\"d8deb22b-a596-43ee-acc4-180849d26168\"},{\"originalName\":\"[VM+SKU+vCores-AHB].OS Type\",\"mergedName\":\"OS Type\",\"fromId\":\"d8deb22b-a596-43ee-acc4-180849d26168\"},{\"originalName\":\"[VM+SKU+vCores-AHB].OS Version\",\"mergedName\":\"OS Version\",\"fromId\":\"d8deb22b-a596-43ee-acc4-180849d26168\"},{\"originalName\":\"[VM+SKU+vCores-AHB].subscriptionId\",\"mergedName\":\"subscriptionId\",\"fromId\":\"unknown\"},{\"originalName\":\"[VM+SKU+vCores-AHB].WindowsId1\",\"mergedName\":\"WindowsId1\",\"fromId\":\"unknown\"}]}",
+                                            "size": 0,
+                                            "title": "Total Cores Enabled last 7 Days",
+                                            "noDataMessage": "Windows AHB hasn't been enabled in the last 7 days",
+                                            "showRefreshButton": true,
+                                            "queryType": 7,
+                                            "visualization": "barchart",
+                                            "tileSettings": {
+                                              "showBorder": false,
+                                              "titleContent": {
+                                                "columnMatch": "NewLicense",
+                                                "formatter": 1
+                                              },
+                                              "leftContent": {
+                                                "columnMatch": "vCPUs",
+                                                "formatter": 12,
+                                                "formatOptions": {
+                                                  "palette": "auto"
+                                                },
+                                                "numberFormat": {
+                                                  "unit": 17,
+                                                  "options": {
+                                                    "maximumSignificantDigits": 3,
+                                                    "maximumFractionDigits": 2
+                                                  }
+                                                }
+                                              }
+                                            },
+                                            "chartSettings": {
+                                              "xAxis": "VM Name",
+                                              "yAxis": [
+                                                "Consumed Cores per VM"
+                                              ],
+                                              "group": null,
+                                              "createOtherGroup": 0,
+                                              "seriesLabelSettings": [
+                                                {
+                                                  "seriesName": "Consumed Cores per VM",
+                                                  "color": "grayBlue"
+                                                }
+                                              ]
+                                            }
+                                          },
+                                          "conditionalVisibility": {
+                                            "parameterName": "LastAHB",
+                                            "comparison": "isEqualTo",
+                                            "value": "Yes"
+                                          },
+                                          "name": "Total Cores Enabled last 7 Days"
+                                        },
+                                        {
+                                          "type": 3,
+                                          "content": {
+                                            "version": "KqlItem/1.0",
+                                            "query": "{\"version\":\"Merge/1.0\",\"merges\":[{\"id\":\"d8deb22b-a596-43ee-acc4-180849d26168\",\"mergeType\":\"inner\",\"leftTable\":\"VM Latest Change Last 7 days\",\"rightTable\":\"VM+SKU+vCores-AHB\",\"leftColumn\":\"VMID\",\"rightColumn\":\"VM Name\"}],\"projectRename\":[{\"originalName\":\"[VM+SKU+vCores-AHB].VM Name\",\"mergedName\":\"VM Name\",\"fromId\":\"d8deb22b-a596-43ee-acc4-180849d26168\"},{\"originalName\":\"[VM+SKU+vCores-AHB].Resource Group\",\"mergedName\":\"Resource Group\",\"fromId\":\"d8deb22b-a596-43ee-acc4-180849d26168\"},{\"originalName\":\"[VM Latest Change Last 7 days].NewLicense\",\"mergedName\":\"NewLicense\",\"fromId\":\"d8deb22b-a596-43ee-acc4-180849d26168\"},{\"originalName\":\"[VM Latest Change Last 7 days].DateofChange\",\"mergedName\":\"DateofChange\",\"fromId\":\"d8deb22b-a596-43ee-acc4-180849d26168\"},{\"originalName\":\"[VM+SKU+vCores-AHB].VM SKU\",\"mergedName\":\"VM SKU\",\"fromId\":\"d8deb22b-a596-43ee-acc4-180849d26168\"},{\"originalName\":\"[VM+SKU+vCores-AHB].vCPUs\",\"mergedName\":\"vCPUs\",\"fromId\":\"d8deb22b-a596-43ee-acc4-180849d26168\"},{\"originalName\":\"[VM+SKU+vCores-AHB].Consumed Cores per VM\",\"mergedName\":\"Consumed Cores per VM\",\"fromId\":\"d8deb22b-a596-43ee-acc4-180849d26168\"},{\"originalName\":\"[VM+SKU+vCores-AHB].Prioritize AHB?\",\"mergedName\":\"Prioritize AHB?\",\"fromId\":\"d8deb22b-a596-43ee-acc4-180849d26168\"},{\"originalName\":\"[VM+SKU+vCores-AHB].Location\",\"mergedName\":\"Location\",\"fromId\":\"d8deb22b-a596-43ee-acc4-180849d26168\"},{\"originalName\":\"[VM+SKU+vCores-AHB].subscriptionId\",\"mergedName\":\"subscriptionId\",\"fromId\":\"unknown\"},{\"originalName\":\"[VM+SKU+vCores-AHB].WindowsId1\",\"mergedName\":\"WindowsId1\",\"fromId\":\"unknown\"},{\"originalName\":\"[VM Latest Change Last 7 days].VMID\"},{\"originalName\":\"[VM+SKU+vCores-AHB].OS Type\"},{\"originalName\":\"[VM+SKU+vCores-AHB].OS Version\"},{\"originalName\":\"[VM+SKU+vCores-AHB].License Type\"}]}",
+                                            "size": 0,
+                                            "title": "Total Cores Enabled last 7 Days - Detailed view",
+                                            "noDataMessage": "No AHB has been enabled in the last 7 days",
+                                            "showExportToExcel": true,
+                                            "queryType": 7,
+                                            "visualization": "table",
+                                            "tileSettings": {
+                                              "showBorder": false,
+                                              "titleContent": {
+                                                "columnMatch": "NewLicense",
+                                                "formatter": 1
+                                              },
+                                              "leftContent": {
+                                                "columnMatch": "vCPUs",
+                                                "formatter": 12,
+                                                "formatOptions": {
+                                                  "palette": "auto"
+                                                },
+                                                "numberFormat": {
+                                                  "unit": 17,
+                                                  "options": {
+                                                    "maximumSignificantDigits": 3,
+                                                    "maximumFractionDigits": 2
+                                                  }
+                                                }
+                                              }
+                                            },
+                                            "chartSettings": {
+                                              "xAxis": "VM Name",
+                                              "yAxis": [
+                                                "Consumed Cores per VM"
+                                              ],
+                                              "group": null,
+                                              "createOtherGroup": 0,
+                                              "seriesLabelSettings": [
+                                                {
+                                                  "seriesName": "Consumed Cores per VM",
+                                                  "color": "grayBlue"
+                                                }
+                                              ]
+                                            }
+                                          },
+                                          "conditionalVisibility": {
+                                            "parameterName": "LastAHB",
+                                            "comparison": "isEqualTo",
+                                            "value": "Yes"
+                                          },
+                                          "showPin": false,
+                                          "name": "Total Cores Enabled last 7 Days - Details"
+                                        }
+                                      ]
+                                    },
+                                    "name": "VM"
+                                  }
+                                ]
+                              },
+                              "conditionalVisibilities": [
+                                {
+                                  "parameterName": "SelectedTab",
+                                  "comparison": "isEqualTo",
+                                  "value": "VM"
+                                },
+                                {
+                                  "parameterName": "SelectedSubTab",
+                                  "comparison": "isEqualTo",
+                                  "value": "VM"
+                                }
+                              ],
+                              "name": "VM/VMSS-RGFilter"
+                            },
+                            {
+                              "type": 12,
+                              "content": {
+                                "version": "NotebookGroup/1.0",
+                                "groupType": "editable",
+                                "items": [
+                                  {
+                                    "type": 11,
+                                    "content": {
+                                      "version": "LinkItem/1.0",
+                                      "style": "tabs",
+                                      "links": [
+                                        {
+                                          "id": "0211f413-9f36-4750-9ef2-d382ba30ba6c",
+                                          "cellValue": "SelectedSubTab",
+                                          "linkTarget": "parameter",
+                                          "linkLabel": "SQL Server VMs",
+                                          "subTarget": "SQLVM",
+                                          "preText": "VM",
+                                          "style": "link"
+                                        },
+                                        {
+                                          "id": "79e7a97a-1413-41e8-b4c6-ebd1d0a45e2e",
+                                          "cellValue": "SelectedSubTab",
+                                          "linkTarget": "parameter",
+                                          "linkLabel": "SQL DB",
+                                          "subTarget": "SQLDB",
+                                          "style": "link"
+                                        },
+                                        {
+                                          "id": "1f381e5b-7071-41ce-a354-c2df93445cae",
+                                          "cellValue": "SelectedSubTab",
+                                          "linkTarget": "parameter",
+                                          "linkLabel": "SQL Managed Instances",
+                                          "subTarget": "SQLMI",
+                                          "style": "link"
+                                        }
+                                      ]
+                                    },
+                                    "name": "links - 4"
+                                  },
+                                  {
+                                    "type": 12,
+                                    "content": {
+                                      "version": "NotebookGroup/1.0",
+                                      "groupType": "editable",
+                                      "items": [
+                                        {
+                                          "type": 3,
+                                          "content": {
+                                            "version": "KqlItem/1.0",
+                                            "query": "ResourceContainers | where type =~ 'Microsoft.Resources/subscriptions' | where tostring (properties.subscriptionPolicies.quotaId) !has \"MSDNDevTest_2014-09-01\" | extend SubscriptionName=name \r\n| join kind=inner (\r\n     resources | where type =~ 'Microsoft.SqlVirtualMachine/SqlVirtualMachines' and tostring(properties.['sqlServerLicenseType']) != 'AHUB' and resourceGroup in ({ResourceGroup})\r\n    | extend SQLID=id, VMResourceId = tolower(tostring(properties.virtualMachineResourceId)), VMName = name, VMRG = resourceGroup, VMLocation = location, LicenseType = tostring(properties.['sqlServerLicenseType']), OSType=tostring(properties.storageProfile.imageReference.offer), SQLAgentType = tostring(properties.['sqlManagement']), SQLVersion = tostring(properties.['sqlImageOffer']), SQLSKU=tostring(properties.['sqlImageSku'])\r\n    ) on subscriptionId \r\n| join kind=inner (\r\n    resources\r\n    | where type =~ 'Microsoft.Compute/virtualmachines'\r\n    | project VMResourceId = tolower(id), VMSize = tostring(properties.hardwareProfile.vmSize)\r\n    ) on VMResourceId\r\n| order by id asc    \r\n| project SQLID,VMName,VMRG, VMLocation, VMSize, SQLVersion, SQLSKU, SQLAgentType, LicenseType, SubscriptionName\r\n| where SQLSKU != \"Developer\" and SQLSKU != \"Express\"\r\n| join kind=inner(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}']), SQLID=id\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct SQLID\r\n    )\r\n    on SQLID",
+                                            "size": 0,
+                                            "title": "SQL VM AHB Disabled",
+                                            "noDataMessage": "All of your VMs have AHB enabled.",
+                                            "noDataMessageStyle": 3,
+                                            "queryType": 1,
+                                            "resourceType": "microsoft.resourcegraph/resources",
+                                            "crossComponentResources": [
+                                              "{Subscription}"
+                                            ]
+                                          },
+                                          "conditionalVisibility": {
+                                            "parameterName": "AlwaysHidden",
+                                            "comparison": "isEqualTo",
+                                            "value": "true"
+                                          },
+                                          "name": "Get-SQL-AHB-Disabled"
+                                        },
+                                        {
+                                          "type": 3,
+                                          "content": {
+                                            "version": "KqlItem/1.0",
+                                            "query": "ResourceContainers | where type =~ 'Microsoft.Resources/subscriptions' | where tostring (properties.subscriptionPolicies.quotaId) !has \"MSDNDevTest_2014-09-01\" | extend SubscriptionName=name \r\n| join kind=inner (\r\n     resources | where type =~ 'Microsoft.SqlVirtualMachine/SqlVirtualMachines' and tostring(properties.['sqlServerLicenseType']) == 'AHUB' and resourceGroup in ({ResourceGroup})\r\n    | extend SQLID=id, VMResourceId = tolower(tostring(properties.virtualMachineResourceId)), VMName = name, VMRG = resourceGroup, VMLocation = location, LicenseType = tostring(properties.['sqlServerLicenseType']), OSType=tostring(properties.storageProfile.imageReference.offer), SQLAgentType = tostring(properties.['sqlManagement']), SQLVersion = tostring(properties.['sqlImageOffer']), SQLSKU=tostring(properties.['sqlImageSku'])\r\n    ) on subscriptionId \r\n| join kind=inner (\r\n    resources\r\n    | where type =~ 'Microsoft.Compute/virtualmachines'\r\n    | project VMResourceId = tolower(id), VMSize = tostring(properties.hardwareProfile.vmSize)\r\n    ) on VMResourceId\r\n| order by id asc    \r\n| project SQLID,VMName,VMRG, VMLocation, VMSize, SQLVersion, SQLSKU, SQLAgentType, LicenseType, SubscriptionName\r\n| where SQLSKU != \"Developer\" and SQLSKU != \"Express\"\r\n| join kind=inner(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}']), SQLID=id\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct SQLID\r\n    )\r\n    on SQLID",
+                                            "size": 0,
+                                            "title": "SQL VM AHB Enabled",
+                                            "noDataMessage": "None of your VMs have AHB enabled.",
+                                            "noDataMessageStyle": 5,
+                                            "queryType": 1,
+                                            "resourceType": "microsoft.resourcegraph/resources",
+                                            "crossComponentResources": [
+                                              "{Subscription}"
+                                            ]
+                                          },
+                                          "conditionalVisibility": {
+                                            "parameterName": "AlwaysHidden",
+                                            "comparison": "isEqualTo",
+                                            "value": "true"
+                                          },
+                                          "name": "Get-SQL-AHB-Enabled"
+                                        },
+                                        {
+                                          "type": 1,
+                                          "content": {
+                                            "json": "## SQL Virtual Machines Azure Hybrid Benefit (AHB) Overview"
+                                          },
+                                          "name": "SQL Text"
+                                        },
+                                        {
+                                          "type": 1,
+                                          "content": {
+                                            "json": "Apply to SQL Server 1 to 4 vCPUs exchange: For every 1 core of SQL Server Enterprise Edition, you get 4 vCPUs of SQL Managed Instance or Azure SQL Database general purpose and Hyperscale tiers, or 4 vCPUs of SQL Server Standard edition on Azure VMs.\r\n\r\nThe SQL virtual machines (VMs) with less than 4 cores are categorized as **Low Priority**, while those with 8 or more cores are classified as **High Priority**. In situations where there are insufficient Azure Hybrid benefit licenses to cover all the VMs in the environment, it is recommended to prioritize the High Priority VMs.",
+                                            "style": "info"
+                                          },
+                                          "name": "SQL License Info",
+                                          "styleSettings": {
+                                            "margin": "10px",
+                                            "showBorder": true
+                                          }
+                                        },
+                                        {
+                                          "type": 1,
+                                          "content": {
+                                            "json": "### AHB Overview\r\nSummary of all SQL on VMs with and without SQL AHB.",
+                                            "style": "info"
+                                          },
+                                          "name": "AHB Overview21"
+                                        },
+                                        {
+                                          "type": 12,
+                                          "content": {
+                                            "version": "NotebookGroup/1.0",
+                                            "groupType": "editable",
+                                            "loadType": "explicit",
+                                            "loadButtonText": "Load SQL Info",
+                                            "items": [
+                                              {
+                                                "type": 3,
+                                                "content": {
+                                                  "version": "KqlItem/1.0",
+                                                  "query": "ResourceContainers | where type =~ 'Microsoft.Resources/subscriptions' | where tostring (properties.subscriptionPolicies.quotaId) !has \"MSDNDevTest_2014-09-01\" | extend SubscriptionName=name \r\n| join (\r\n    resources | where type =~ 'Microsoft.SqlVirtualMachine/SqlVirtualMachines' and resourceGroup in ({ResourceGroup})\r\n    | extend SQLID=id, VMName = name, VMRG = resourceGroup, VMLocation = location, LicenseType = tostring(properties.['sqlServerLicenseType']), OSType=tostring(properties.storageProfile.imageReference.offer), SQLAgentType = tostring(properties.['sqlManagement']), SQLVersion = tostring(properties.['sqlImageOffer']), SQLSKU=tostring(properties.['sqlImageSku'])\r\n    | where SQLSKU != \"Developer\" and SQLSKU != \"Express\"\r\n    | join kind = innerunique(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}']), SQLID=id\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct SQLID\r\n    )\r\n    on SQLID\r\n    | extend CheckSQLVMAHB = case(\r\n     type =~ 'Microsoft.SqlVirtualMachine/SqlVirtualMachines', iif((properties.['sqlServerLicenseType'])\r\n     !has 'AHUB', \"AHB Not Enabled\", \"AHB Enabled\"),\r\n     \"Not SQL\"\r\n     )\r\n    ) on subscriptionId \r\n| summarize count() by SubscriptionName, CheckSQLVMAHB",
+                                                  "size": 0,
+                                                  "title": "Summary of SQL on VMs with or without AHB per Subscription",
+                                                  "showRefreshButton": true,
+                                                  "queryType": 1,
+                                                  "resourceType": "microsoft.resourcegraph/resources",
+                                                  "crossComponentResources": [
+                                                    "{Subscription}"
+                                                  ],
+                                                  "visualization": "table",
+                                                  "gridSettings": {
+                                                    "formatters": [
+                                                      {
+                                                        "columnMatch": "Prioritize AHB?",
+                                                        "formatter": 18,
+                                                        "formatOptions": {
+                                                          "thresholdsOptions": "icons",
+                                                          "thresholdsGrid": [
+                                                            {
+                                                              "operator": "==",
+                                                              "thresholdValue": "High Priority",
+                                                              "representation": "Sev0",
+                                                              "text": "{0}{1}"
+                                                            },
+                                                            {
+                                                              "operator": "==",
+                                                              "thresholdValue": "Low Priority",
+                                                              "representation": "2",
+                                                              "text": "{0}{1}"
+                                                            },
+                                                            {
+                                                              "operator": "Default",
+                                                              "thresholdValue": null,
+                                                              "representation": "unknown",
+                                                              "text": "{0}{1}"
+                                                            }
+                                                          ]
+                                                        }
+                                                      }
+                                                    ],
+                                                    "labelSettings": [
+                                                      {
+                                                        "columnId": "SubscriptionName",
+                                                        "label": "Subscription Name"
+                                                      },
+                                                      {
+                                                        "columnId": "CheckSQLVMAHB",
+                                                        "label": "Is AHB enabled?"
+                                                      },
+                                                      {
+                                                        "columnId": "count_",
+                                                        "label": "Number of Resources"
+                                                      }
+                                                    ]
+                                                  },
+                                                  "tileSettings": {
+                                                    "titleContent": {
+                                                      "columnMatch": "CheckSQLVMAHB",
+                                                      "formatter": 1
+                                                    },
+                                                    "subtitleContent": {
+                                                      "columnMatch": "SubscriptionName",
+                                                      "formatter": 1
+                                                    },
+                                                    "leftContent": {
+                                                      "columnMatch": "count_",
+                                                      "formatter": 12,
+                                                      "formatOptions": {
+                                                        "palette": "auto"
+                                                      }
+                                                    },
+                                                    "showBorder": false,
+                                                    "size": "auto"
+                                                  },
+                                                  "chartSettings": {
+                                                    "xAxis": "SubscriptionName"
+                                                  }
+                                                },
+                                                "customWidth": "50",
+                                                "name": "Summary of SQL on VMs with or without AHB"
+                                              },
+                                              {
+                                                "type": 3,
+                                                "content": {
+                                                  "version": "KqlItem/1.0",
+                                                  "query": "ResourceContainers | where type =~ 'Microsoft.Resources/subscriptions' | where tostring (properties.subscriptionPolicies.quotaId) !has \"MSDNDevTest_2014-09-01\"  | extend SubscriptionName=name \r\n| join (\r\n    resources | where type =~ 'Microsoft.SqlVirtualMachine/SqlVirtualMachines' and resourceGroup in ({ResourceGroup})\r\n    | extend SQLID=id, VMName = name, VMRG = resourceGroup, VMLocation = location, LicenseType = tostring(properties.['sqlServerLicenseType']), OSType=tostring(properties.storageProfile.imageReference.offer), SQLAgentType = tostring(properties.['sqlManagement']), SQLVersion = tostring(properties.['sqlImageOffer']), SQLSKU=tostring(properties.['sqlImageSku'])\r\n    | where SQLSKU != \"Developer\" and SQLSKU != \"Express\"\r\n    | join kind = innerunique(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}']), SQLID=id\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct SQLID\r\n    )\r\n    on SQLID\r\n    | extend CheckSQLVMAHB = case(\r\n     type =~ 'Microsoft.SqlVirtualMachine/SqlVirtualMachines', iif((properties.['sqlServerLicenseType'])\r\n     !has 'AHUB', \"AHB Not Enabled\", \"AHB Enabled\"),\r\n     \"Not SQL\"\r\n     )\r\n    ) on subscriptionId \r\n| summarize count() by CheckSQLVMAHB",
+                                                  "size": 0,
+                                                  "title": "Summary SQL Enabled and Disabled",
+                                                  "noDataMessage": "You don't have any SQL VM",
+                                                  "showRefreshButton": true,
+                                                  "queryType": 1,
+                                                  "resourceType": "microsoft.resourcegraph/resources",
+                                                  "crossComponentResources": [
+                                                    "{Subscription}"
+                                                  ],
+                                                  "visualization": "piechart"
+                                                },
+                                                "customWidth": "50",
+                                                "name": "Summary SQL Enabled and Disabled"
+                                              },
+                                              {
+                                                "type": 1,
+                                                "content": {
+                                                  "json": "### Consumed Licenses\r\nTotal number of SQL licenses cores consumed by all SQL running on Virtual Machines.\r\n",
+                                                  "style": "info"
+                                                },
+                                                "customWidth": "50",
+                                                "name": "Consumed Licenses123"
+                                              },
+                                              {
+                                                "type": 1,
+                                                "content": {
+                                                  "json": "### Number of required Cores to enable SQL Azure Hybrid Benefit\r\nNumber of cores required to enable SQL AHB across the entire environment.\r\n\r\n\r\n",
+                                                  "style": "info"
+                                                },
+                                                "customWidth": "50",
+                                                "name": "Number of required Cores to enable SQL AHB"
+                                              },
+                                              {
+                                                "type": 3,
+                                                "content": {
+                                                  "version": "KqlItem/1.0",
+                                                  "query": "{\"version\":\"Merge/1.0\",\"merges\":[{\"id\":\"cd7477ac-acd6-4894-b929-53348c7640e8\",\"mergeType\":\"inner\",\"leftTable\":\"API-Get_VM_SKU\",\"rightTable\":\"Get-SQL-AHB-Enabled\",\"leftColumn\":\"Name\",\"rightColumn\":\"VMSize\"}],\"projectRename\":[{\"originalName\":\"[Get-SQL-AHB-Enabled].SQLID\",\"mergedName\":\"SQLID\",\"fromId\":\"cd7477ac-acd6-4894-b929-53348c7640e8\"},{\"originalName\":\"[Get-SQL-AHB-Enabled].VMRG\",\"mergedName\":\"VMRG\",\"fromId\":\"cd7477ac-acd6-4894-b929-53348c7640e8\"},{\"originalName\":\"[Get-SQL-AHB-Enabled].VMLocation\",\"mergedName\":\"VMLocation\",\"fromId\":\"cd7477ac-acd6-4894-b929-53348c7640e8\"},{\"originalName\":\"[Get-SQL-AHB-Enabled].VMSize\",\"mergedName\":\"VMSize\",\"fromId\":\"cd7477ac-acd6-4894-b929-53348c7640e8\"},{\"originalName\":\"[API-Get_VM_SKU].vCPUs\",\"mergedName\":\"vCPUs\",\"fromId\":\"cd7477ac-acd6-4894-b929-53348c7640e8\"},{\"originalName\":\"[Added column]\",\"mergedName\":\"Consumed Cores\",\"fromId\":null,\"isNewItem\":true,\"newItemData\":[{\"criteriaContext\":{\"leftOperand\":\"vCPUs\",\"operator\":\"<\",\"rightValType\":\"static\",\"rightVal\":\"4\",\"resultValType\":\"expression\",\"resultVal\":\"4\"}},{\"criteriaContext\":{\"operator\":\"Default\",\"rightValType\":\"column\",\"resultValType\":\"expression\",\"resultVal\":\"round([\\\"vCPUs\\\"] / 4) * 4\"}}]},{\"originalName\":\"[Added column]\",\"mergedName\":\"Prioritize AHB?\",\"fromId\":null,\"isNewItem\":true,\"newItemData\":[{\"criteriaContext\":{\"leftOperand\":\"vCPUs\",\"operator\":\"<\",\"rightValType\":\"static\",\"rightVal\":\"4\",\"resultValType\":\"expression\",\"resultVal\":\"\\\"Low Priority\\\"\"}},{\"criteriaContext\":{\"operator\":\"Default\",\"rightValType\":\"column\",\"resultValType\":\"expression\",\"resultVal\":\"\\\"High Priority\\\"\"}}]},{\"originalName\":\"[Get-SQL-AHB-Enabled].SQLVersion\",\"mergedName\":\"SQLVersion\",\"fromId\":\"cd7477ac-acd6-4894-b929-53348c7640e8\"},{\"originalName\":\"[Get-SQL-AHB-Enabled].SQLSKU\",\"mergedName\":\"SQLSKU\",\"fromId\":\"cd7477ac-acd6-4894-b929-53348c7640e8\"},{\"originalName\":\"[Get-SQL-AHB-Enabled].SQLAgentType\",\"mergedName\":\"SQLAgentType\",\"fromId\":\"cd7477ac-acd6-4894-b929-53348c7640e8\"},{\"originalName\":\"[Get-SQL-AHB-Enabled].LicenseType\",\"mergedName\":\"LicenseType\",\"fromId\":\"cd7477ac-acd6-4894-b929-53348c7640e8\"},{\"originalName\":\"[Get-SQL-AHB-Enabled].SubscriptionName\",\"mergedName\":\"SubscriptionName\",\"fromId\":\"cd7477ac-acd6-4894-b929-53348c7640e8\"},{\"originalName\":\"[API-Get_VM_SKU].Name\",\"mergedName\":\"Name\",\"fromId\":\"cd7477ac-acd6-4894-b929-53348c7640e8\"},{\"originalName\":\"[API-Get_VM_SKU].MemoryGB\",\"mergedName\":\"MemoryGB\",\"fromId\":\"cd7477ac-acd6-4894-b929-53348c7640e8\"},{\"originalName\":\"[API-Get_VM_SKU].MaxNetworkInterfaces\",\"mergedName\":\"MaxNetworkInterfaces\",\"fromId\":\"cd7477ac-acd6-4894-b929-53348c7640e8\"},{\"originalName\":\"[API-Get_VM_SKU].HyperVGenerations\",\"mergedName\":\"HyperVGenerations\",\"fromId\":\"cd7477ac-acd6-4894-b929-53348c7640e8\"},{\"originalName\":\"[API-Get_VM_SKU].vCPUsPerCore\",\"mergedName\":\"vCPUsPerCore\",\"fromId\":\"cd7477ac-acd6-4894-b929-53348c7640e8\"},{\"originalName\":\"[Get-SQL-AHB-Enabled].VMName\",\"mergedName\":\"VMName\",\"fromId\":\"cd7477ac-acd6-4894-b929-53348c7640e8\"},{\"originalName\":\"[Get-SQL-AHB-Enabled].SQLID1\",\"mergedName\":\"SQLID1\",\"fromId\":\"unknown\"}]}",
+                                                  "size": 0,
+                                                  "title": "SQL VM AHB Consumed Cores per VM",
+                                                  "noDataMessage": "None of your VMs have AHB enabled.",
+                                                  "noDataMessageStyle": 4,
+                                                  "showRefreshButton": true,
+                                                  "queryType": 7,
+                                                  "visualization": "piechart",
+                                                  "gridSettings": {
+                                                    "formatters": [
+                                                      {
+                                                        "columnMatch": "Prioritize AHB?",
+                                                        "formatter": 18,
+                                                        "formatOptions": {
+                                                          "thresholdsOptions": "icons",
+                                                          "thresholdsGrid": [
+                                                            {
+                                                              "operator": "==",
+                                                              "thresholdValue": "High Priority",
+                                                              "representation": "Sev0",
+                                                              "text": "{0}{1}"
+                                                            },
+                                                            {
+                                                              "operator": "==",
+                                                              "thresholdValue": "Low Priority",
+                                                              "representation": "2",
+                                                              "text": "{0}{1}"
+                                                            },
+                                                            {
+                                                              "operator": "Default",
+                                                              "thresholdValue": null,
+                                                              "representation": "unknown",
+                                                              "text": "{0}{1}"
+                                                            }
+                                                          ]
+                                                        }
+                                                      }
+                                                    ]
+                                                  },
+                                                  "chartSettings": {
+                                                    "yAxis": [
+                                                      "Consumed Cores"
+                                                    ],
+                                                    "group": "VMName",
+                                                    "createOtherGroup": null
+                                                  }
+                                                },
+                                                "customWidth": "33",
+                                                "name": "Summary SQL+SKU AHB Enabled - per VM"
+                                              },
+                                              {
+                                                "type": 3,
+                                                "content": {
+                                                  "version": "KqlItem/1.0",
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+                                                  "size": 0,
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+                                              },
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+                                                  "size": 0,
+                                                  "title": "Cores not enabled per AHB Priority",
+                                                  "noDataMessage": "All of your VMs have AHB enabled.",
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+                                                  "showRefreshButton": true,
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+                                                },
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+                                              }
+                                            ]
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+                                          "name": "SQL Overview RG"
+                                        },
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+                                                "timeContext": {
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+                                        {
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+                                                  "size": 0,
+                                                  "title": "SQL VM AHB Disabled",
+                                                  "noDataMessage": "All of your VMs have AHB enabled.",
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+                                                  "showExportToExcel": true,
+                                                  "queryType": 7,
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+                                                        "label": "Name"
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+                                                        "label": "Resource Group"
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+                                                      {
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+                                                        "label": "Location"
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+                                                      {
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+                                                        "label": "SKU"
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+                                                        "columnId": "vCPUs",
+                                                        "label": "Number of vCPU"
+                                                      },
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+                                                        "label": "Consumed Cores"
+                                                      },
+                                                      {
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+                                                        "label": "SQL Version"
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+                                                        "columnId": "SQLSKU",
+                                                        "label": "SQL SKU"
+                                                      },
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+                                                        "label": "SQL Agent"
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+                                                        "label": "License Type"
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+                                                      {
+                                                        "columnId": "SubscriptionName",
+                                                        "label": "Subscription Name"
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+                                                        "label": "Resource ID"
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+                                                "name": "SQL+SKU AHB Disabled"
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+                                                "content": {
+                                                  "version": "KqlItem/1.0",
+                                                  "query": "{\"version\":\"Merge/1.0\",\"merges\":[{\"id\":\"cd7477ac-acd6-4894-b929-53348c7640e8\",\"mergeType\":\"inner\",\"leftTable\":\"API-Get_VM_SKU\",\"rightTable\":\"Get-SQL-AHB-Enabled\",\"leftColumn\":\"Name\",\"rightColumn\":\"VMSize\"}],\"projectRename\":[{\"originalName\":\"[Get-SQL-AHB-Enabled].SQLID\",\"mergedName\":\"SQLID\",\"fromId\":\"cd7477ac-acd6-4894-b929-53348c7640e8\"},{\"originalName\":\"[Get-SQL-AHB-Enabled].VMRG\",\"mergedName\":\"VMRG\",\"fromId\":\"cd7477ac-acd6-4894-b929-53348c7640e8\"},{\"originalName\":\"[Get-SQL-AHB-Enabled].VMLocation\",\"mergedName\":\"VMLocation\",\"fromId\":\"cd7477ac-acd6-4894-b929-53348c7640e8\"},{\"originalName\":\"[Get-SQL-AHB-Enabled].VMSize\",\"mergedName\":\"VMSize\",\"fromId\":\"cd7477ac-acd6-4894-b929-53348c7640e8\"},{\"originalName\":\"[API-Get_VM_SKU].vCPUs\",\"mergedName\":\"vCPUs\",\"fromId\":\"cd7477ac-acd6-4894-b929-53348c7640e8\"},{\"originalName\":\"[Added column]\",\"mergedName\":\"Consumed Cores\",\"fromId\":null,\"isNewItem\":true,\"newItemData\":[{\"criteriaContext\":{\"leftOperand\":\"vCPUs\",\"operator\":\"<\",\"rightValType\":\"static\",\"rightVal\":\"4\",\"resultValType\":\"expression\",\"resultVal\":\"4\"}},{\"criteriaContext\":{\"operator\":\"Default\",\"rightValType\":\"column\",\"resultValType\":\"expression\",\"resultVal\":\"round([\\\"vCPUs\\\"] / 4) * 4\"}}]},{\"originalName\":\"[Added column]\",\"mergedName\":\"Prioritize AHB?\",\"fromId\":null,\"isNewItem\":true,\"newItemData\":[{\"criteriaContext\":{\"leftOperand\":\"vCPUs\",\"operator\":\"<\",\"rightValType\":\"static\",\"rightVal\":\"4\",\"resultValType\":\"expression\",\"resultVal\":\"\\\"Low Priority\\\"\"}},{\"criteriaContext\":{\"operator\":\"Default\",\"rightValType\":\"column\",\"resultValType\":\"expression\",\"resultVal\":\"\\\"High Priority\\\"\"}}]},{\"originalName\":\"[Get-SQL-AHB-Enabled].SQLVersion\",\"mergedName\":\"SQLVersion\",\"fromId\":\"cd7477ac-acd6-4894-b929-53348c7640e8\"},{\"originalName\":\"[Get-SQL-AHB-Enabled].SQLSKU\",\"mergedName\":\"SQLSKU\",\"fromId\":\"cd7477ac-acd6-4894-b929-53348c7640e8\"},{\"originalName\":\"[Get-SQL-AHB-Enabled].SQLAgentType\",\"mergedName\":\"SQLAgentType\",\"fromId\":\"cd7477ac-acd6-4894-b929-53348c7640e8\"},{\"originalName\":\"[Get-SQL-AHB-Enabled].LicenseType\",\"mergedName\":\"LicenseType\",\"fromId\":\"cd7477ac-acd6-4894-b929-53348c7640e8\"},{\"originalName\":\"[Get-SQL-AHB-Enabled].SubscriptionName\",\"mergedName\":\"SubscriptionName\",\"fromId\":\"cd7477ac-acd6-4894-b929-53348c7640e8\"},{\"originalName\":\"[Get-SQL-AHB-Enabled].SQLID1\",\"mergedName\":\"SQLID1\",\"fromId\":\"unknown\"},{\"originalName\":\"[API-Get_VM_SKU].Name\"},{\"originalName\":\"[API-Get_VM_SKU].MemoryGB\"},{\"originalName\":\"[API-Get_VM_SKU].MaxNetworkInterfaces\"},{\"originalName\":\"[API-Get_VM_SKU].HyperVGenerations\"},{\"originalName\":\"[API-Get_VM_SKU].vCPUsPerCore\"},{\"originalName\":\"[Get-SQL-AHB-Enabled].VMName\"}]}",
+                                                  "size": 0,
+                                                  "title": "SQL VM AHB Enabled",
+                                                  "noDataMessage": "None of your VMs have AHB enabled.",
+                                                  "noDataMessageStyle": 4,
+                                                  "showExportToExcel": true,
+                                                  "queryType": 7,
+                                                  "gridSettings": {
+                                                    "formatters": [
+                                                      {
+                                                        "columnMatch": "$gen_group",
+                                                        "formatter": 15,
+                                                        "formatOptions": {
+                                                          "linkTarget": null,
+                                                          "showIcon": true
+                                                        }
+                                                      },
+                                                      {
+                                                        "columnMatch": "Group",
+                                                        "formatter": 15,
+                                                        "formatOptions": {
+                                                          "linkTarget": null,
+                                                          "showIcon": true
+                                                        }
+                                                      },
+                                                      {
+                                                        "columnMatch": "Prioritize AHB?",
+                                                        "formatter": 18,
+                                                        "formatOptions": {
+                                                          "thresholdsOptions": "icons",
+                                                          "thresholdsGrid": [
+                                                            {
+                                                              "operator": "==",
+                                                              "thresholdValue": "High Priority",
+                                                              "representation": "Sev0",
+                                                              "text": "{0}{1}"
+                                                            },
+                                                            {
+                                                              "operator": "==",
+                                                              "thresholdValue": "Low Priority",
+                                                              "representation": "2",
+                                                              "text": "{0}{1}"
+                                                            },
+                                                            {
+                                                              "operator": "Default",
+                                                              "thresholdValue": null,
+                                                              "representation": "unknown",
+                                                              "text": "{0}{1}"
+                                                            }
+                                                          ]
+                                                        }
+                                                      },
+                                                      {
+                                                        "columnMatch": "Subscription",
+                                                        "formatter": 15,
+                                                        "formatOptions": {
+                                                          "linkTarget": null,
+                                                          "showIcon": true
+                                                        }
+                                                      }
+                                                    ],
+                                                    "hierarchySettings": {
+                                                      "treeType": 1,
+                                                      "groupBy": [
+                                                        "SubscriptionName"
+                                                      ],
+                                                      "expandTopLevel": true
+                                                    },
+                                                    "labelSettings": [
+                                                      {
+                                                        "columnId": "SQLID",
+                                                        "label": "Name"
+                                                      },
+                                                      {
+                                                        "columnId": "VMRG",
+                                                        "label": "Resource Group"
+                                                      },
+                                                      {
+                                                        "columnId": "VMLocation",
+                                                        "label": "Location"
+                                                      },
+                                                      {
+                                                        "columnId": "VMSize",
+                                                        "label": "SKU"
+                                                      },
+                                                      {
+                                                        "columnId": "vCPUs",
+                                                        "label": "Number of vCPU"
+                                                      },
+                                                      {
+                                                        "columnId": "Consumed Cores",
+                                                        "label": "Consumed Cores"
+                                                      },
+                                                      {
+                                                        "columnId": "SQLVersion",
+                                                        "label": "SQL Version"
+                                                      },
+                                                      {
+                                                        "columnId": "SQLSKU",
+                                                        "label": "SQL SKU"
+                                                      },
+                                                      {
+                                                        "columnId": "SQLAgentType",
+                                                        "label": "SQL Agent"
+                                                      },
+                                                      {
+                                                        "columnId": "LicenseType",
+                                                        "label": "License Type"
+                                                      },
+                                                      {
+                                                        "columnId": "SubscriptionName",
+                                                        "label": "Subscription Name"
+                                                      },
+                                                      {
+                                                        "columnId": "SQLID1",
+                                                        "label": "Resource ID"
+                                                      }
+                                                    ]
+                                                  }
+                                                },
+                                                "conditionalVisibility": {
+                                                  "parameterName": "SQLAVMHUBEnabled",
+                                                  "comparison": "isEqualTo",
+                                                  "value": "Yes"
+                                                },
+                                                "name": "SQL+SKU AHB Enabled"
+                                              }
+                                            ]
+                                          },
+                                          "name": "SQL Detailed Info"
+                                        }
+                                      ]
+                                    },
+                                    "conditionalVisibility": {
+                                      "parameterName": "SelectedSubTab",
+                                      "comparison": "isEqualTo",
+                                      "value": "SQLVM"
+                                    },
+                                    "name": "SQL VM"
+                                  },
+                                  {
+                                    "type": 12,
+                                    "content": {
+                                      "version": "NotebookGroup/1.0",
+                                      "groupType": "editable",
+                                      "title": "SQL Database",
+                                      "items": [
+                                        {
+                                          "type": 1,
+                                          "content": {
+                                            "json": "## SQL Databases Azure Hybrid Benefit (AHB) Overview"
+                                          },
+                                          "name": "SQL Databases AHB"
+                                        },
+                                        {
+                                          "type": 11,
+                                          "content": {
+                                            "version": "LinkItem/1.0",
+                                            "style": "tabs",
+                                            "links": [
+                                              {
+                                                "id": "e4aa368f-dcf2-44a6-88f9-a395c04eb21f",
+                                                "cellValue": "SQLType",
+                                                "linkTarget": "parameter",
+                                                "linkLabel": "SQL Database",
+                                                "subTarget": "SQLDatabase",
+                                                "style": "link"
+                                              },
+                                              {
+                                                "id": "a94e8dc2-34be-4d97-934d-c27e1816c4fe",
+                                                "cellValue": "SQLType",
+                                                "linkTarget": "parameter",
+                                                "linkLabel": "SQL ElasticPool",
+                                                "subTarget": "SQLElastic",
+                                                "style": "link"
+                                              }
+                                            ]
+                                          },
+                                          "name": "links - 8"
+                                        },
+                                        {
+                                          "type": 12,
+                                          "content": {
+                                            "version": "NotebookGroup/1.0",
+                                            "groupType": "editable",
+                                            "items": [
+                                              {
+                                                "type": 1,
+                                                "content": {
+                                                  "json": "SQLDB"
+                                                },
+                                                "name": "text - 0"
+                                              },
+                                              {
+                                                "type": 3,
+                                                "content": {
+                                                  "version": "KqlItem/1.0",
+                                                  "query": "ResourceContainers | where type =~ 'Microsoft.Resources/subscriptions' | where tostring (properties.subscriptionPolicies.quotaId) !has \"MSDNDevTest_2014-09-01\"\r\n| extend SubscriptionName=name | join (resources |  where type =~ 'Microsoft.Sql/servers/databases' and name != 'master' and tostring(properties.['licenseType']) == 'LicenseIncluded' and kind contains 'vcore' and kind !contains \"serverless\" and tostring(sku.name)  != \"ElasticPool\"\r\n| extend   SQLDBID=id,SQLName = name, SQLRG = resourceGroup, SKUName=tostring(sku.name), SKUTier=tostring(sku.tier), vCores=toint(sku.capacity), SQLLocation = location, LicenseType = tostring(properties.['licenseType']), StorageAccountType=tostring(properties.['storageAccountType'])\r\n| extend CheckSQLDBAHB = case(\r\n type =~ 'Microsoft.Sql/servers/databases', iif((properties.['licenseType'])\r\n has 'LicenseIncluded', \"AHB Not Enabled\", \"AHB Enabled\"),\r\n\"Not SQL DB\"\r\n    )\r\n) on subscriptionId \r\n| project SQLDBID,SQLName,SQLRG, SKUName, SKUTier, vCores, CheckSQLDBAHB,SQLLocation, LicenseType, StorageAccountType, SubscriptionName\r\n| join kind = innerunique(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}']), SQLDBID=id\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct SQLDBID\r\n    )\r\n    on SQLDBID\r\n",
+                                                  "size": 0,
+                                                  "title": "AHB Disabled",
+                                                  "queryType": 1,
+                                                  "resourceType": "microsoft.resourcegraph/resources",
+                                                  "crossComponentResources": [
+                                                    "{Subscription}"
+                                                  ]
+                                                },
+                                                "conditionalVisibility": {
+                                                  "parameterName": "AlwaysHidden",
+                                                  "comparison": "isEqualTo",
+                                                  "value": "true"
+                                                },
+                                                "name": "SQLDB AHB Disabled"
+                                              },
+                                              {
+                                                "type": 3,
+                                                "content": {
+                                                  "version": "KqlItem/1.0",
+                                                  "query": "ResourceContainers | where type =~ 'Microsoft.Resources/subscriptions' | where tostring (properties.subscriptionPolicies.quotaId) !has \"MSDNDevTest_2014-09-01\"\r\n| extend SubscriptionName=name | join (resources |  where type =~ 'Microsoft.Sql/servers/databases' and name != 'master' and tostring(properties.['licenseType']) != 'LicenseIncluded' and kind contains 'vcore' and kind !contains \"serverless\" and tostring(sku.name)  != \"ElasticPool\"\r\n| extend   SQLDBID=id,SQLName = name, SQLRG = resourceGroup, SKUName=sku.name, SKUTier=sku.tier, SQLLocation = location, vCores=toint(sku.capacity), LicenseType = tostring(properties.['licenseType']), StorageAccountType=tostring(properties.['storageAccountType'])) on subscriptionId \r\n| project SQLDBID,SQLName,SQLRG, SKUName, SKUTier, vCores, SQLLocation, LicenseType, StorageAccountType, SubscriptionName\r\n| join kind = innerunique(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}']), SQLDBID=id\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct SQLDBID\r\n    )\r\n    on SQLDBID\r\n\r\n",
+                                                  "size": 0,
+                                                  "title": "AHB Enabled",
+                                                  "queryType": 1,
+                                                  "resourceType": "microsoft.resourcegraph/resources",
+                                                  "crossComponentResources": [
+                                                    "{Subscription}"
+                                                  ]
+                                                },
+                                                "conditionalVisibility": {
+                                                  "parameterName": "AlwaysHidden",
+                                                  "comparison": "isEqualTo",
+                                                  "value": "true"
+                                                },
+                                                "name": "SQLDB AHB Enabled"
+                                              },
+                                              {
+                                                "type": 1,
+                                                "content": {
+                                                  "json": "Apply to SQL Server 1 to 4 vCPUs exchange: For every 1 core of SQL Server Enterprise Edition, you get 4 vCPUs of SQL Managed Instance or Azure SQL Database general purpose and Hyperscale tiers, or 4 vCPUs of SQL Server Standard edition on Azure VMs.\r\n\r\nThe SQL virtual machines (VMs) with less than 4 cores are categorized as **Low Priority**, while those with 8 or more cores are classified as **High Priority**. In situations where there are insufficient Azure Hybrid benefit licenses to cover all the VMs in the environment, it is recommended to prioritize the High Priority VMs.\r\n\r\nFor Azure SQL Database, Azure Hybrid Benefit is only available when using the provisioned compute tier of the vCore-based purchasing model. Azure Hybrid Benefit doesn't apply to DTU-based purchasing models or the serverless compute tier.",
+                                                  "style": "info"
+                                                },
+                                                "name": "Apply to SQL Server 1 to 4 vCPUs "
+                                              },
+                                              {
+                                                "type": 1,
+                                                "content": {
+                                                  "json": "### AHB Overview\r\nSummary of all SQL Databases with and without SQL AHB.",
+                                                  "style": "info"
+                                                },
+                                                "name": " AHB Overview SQL DB"
+                                              },
+                                              {
+                                                "type": 12,
+                                                "content": {
+                                                  "version": "NotebookGroup/1.0",
+                                                  "groupType": "editable",
+                                                  "loadType": "explicit",
+                                                  "loadButtonText": "Load SQL DB Info",
+                                                  "items": [
+                                                    {
+                                                      "type": 3,
+                                                      "content": {
+                                                        "version": "KqlItem/1.0",
+                                                        "query": "ResourceContainers | where type =~ 'Microsoft.Resources/subscriptions' | where tostring (properties.subscriptionPolicies.quotaId) !has \"MSDNDevTest_2014-09-01\" | extend SubscriptionName=name \r\n| join (\r\n    resources | where type =~ 'Microsoft.Sql/servers/databases' and name != 'master' and kind contains 'vcore' and kind !contains \"serverless\" and tostring(sku.name)  != \"ElasticPool\"\r\n     | extend   SQLDBID=id,SQLName = name, SQLRG = resourceGroup, SKUName=sku.name, SKUTier=sku.tier, SQLLocation = location, LicenseType = tostring(properties.['licenseType']), StorageAccountType=tostring(properties.['storageAccountType'])\r\n     | join kind = innerunique(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}']), SQLDBID=id\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct SQLDBID\r\n    )\r\n    on SQLDBID\r\n     | extend CheckSQLDBAHB = case(\r\n     type =~ 'Microsoft.Sql/servers/databases', iif((properties.['licenseType'])\r\n     has 'LicenseIncluded', \"AHB Not Enabled\", \"AHB Enabled\"),\r\n     \"Not SQL DB\"\r\n     )\r\n    ) on subscriptionId \r\n| summarize count() by SubscriptionName, CheckSQLDBAHB",
+                                                        "size": 0,
+                                                        "title": "Summary of SQL Databases with or without AHB per Subscription",
+                                                        "showRefreshButton": true,
+                                                        "queryType": 1,
+                                                        "resourceType": "microsoft.resourcegraph/resources",
+                                                        "crossComponentResources": [
+                                                          "{Subscription}"
+                                                        ],
+                                                        "visualization": "table",
+                                                        "gridSettings": {
+                                                          "formatters": [
+                                                            {
+                                                              "columnMatch": "Prioritize AHB?",
+                                                              "formatter": 18,
+                                                              "formatOptions": {
+                                                                "thresholdsOptions": "icons",
+                                                                "thresholdsGrid": [
+                                                                  {
+                                                                    "operator": "==",
+                                                                    "thresholdValue": "High Priority",
+                                                                    "representation": "Sev0",
+                                                                    "text": "{0}{1}"
+                                                                  },
+                                                                  {
+                                                                    "operator": "==",
+                                                                    "thresholdValue": "Low Priority",
+                                                                    "representation": "2",
+                                                                    "text": "{0}{1}"
+                                                                  },
+                                                                  {
+                                                                    "operator": "Default",
+                                                                    "thresholdValue": null,
+                                                                    "representation": "unknown",
+                                                                    "text": "{0}{1}"
+                                                                  }
+                                                                ]
+                                                              }
+                                                            }
+                                                          ],
+                                                          "labelSettings": [
+                                                            {
+                                                              "columnId": "SubscriptionName",
+                                                              "label": "Subscription Name"
+                                                            },
+                                                            {
+                                                              "columnId": "CheckSQLDBAHB",
+                                                              "label": "Is AHB enabled?"
+                                                            },
+                                                            {
+                                                              "columnId": "count_",
+                                                              "label": "Number of resources"
+                                                            }
+                                                          ]
+                                                        },
+                                                        "tileSettings": {
+                                                          "titleContent": {
+                                                            "columnMatch": "CheckSQLDBAHB",
+                                                            "formatter": 1
+                                                          },
+                                                          "subtitleContent": {
+                                                            "columnMatch": "SubscriptionName",
+                                                            "formatter": 1
+                                                          },
+                                                          "leftContent": {
+                                                            "columnMatch": "count_",
+                                                            "formatter": 12,
+                                                            "formatOptions": {
+                                                              "palette": "auto"
+                                                            }
+                                                          },
+                                                          "showBorder": false,
+                                                          "size": "auto"
+                                                        },
+                                                        "chartSettings": {
+                                                          "xAxis": "SubscriptionName"
+                                                        }
+                                                      },
+                                                      "customWidth": "50",
+                                                      "name": "Summary of SQL DBs with or without AHB per subs"
+                                                    },
+                                                    {
+                                                      "type": 3,
+                                                      "content": {
+                                                        "version": "KqlItem/1.0",
+                                                        "query": "ResourceContainers | where type =~ 'Microsoft.Resources/subscriptions' | where tostring (properties.subscriptionPolicies.quotaId) !has \"MSDNDevTest_2014-09-01\" | extend SubscriptionName=name \r\n| join (\r\n    resources | where type =~ 'Microsoft.Sql/servers/databases' and name != 'master' and kind contains 'vcore' and kind !contains \"serverless\" and tostring(sku.name)  != \"ElasticPool\"\r\n     | extend   SQLDBID=id,SQLName = name, SQLRG = resourceGroup, SKUName=sku.name, SKUTier=sku.tier, SQLLocation = location, LicenseType = tostring(properties.['licenseType']), StorageAccountType=tostring(properties.['storageAccountType'])\r\n     | join kind = innerunique(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}']), SQLDBID=id\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct SQLDBID\r\n    )\r\n    on SQLDBID\r\n     | extend CheckSQLDBAHB = case(\r\n     type =~ 'Microsoft.Sql/servers/databases', iif((properties.['licenseType'])\r\n     has 'LicenseIncluded', \"AHB Not Enabled\", \"AHB Enabled\"),\r\n     \"Not SQL DB\"\r\n     )\r\n    ) on subscriptionId \r\n| summarize count() by CheckSQLDBAHB",
+                                                        "size": 0,
+                                                        "title": "Summary of SQL Databases with or without AHB",
+                                                        "showRefreshButton": true,
+                                                        "queryType": 1,
+                                                        "resourceType": "microsoft.resourcegraph/resources",
+                                                        "crossComponentResources": [
+                                                          "{Subscription}"
+                                                        ],
+                                                        "visualization": "piechart",
+                                                        "gridSettings": {
+                                                          "formatters": [
+                                                            {
+                                                              "columnMatch": "Prioritize AHB?",
+                                                              "formatter": 18,
+                                                              "formatOptions": {
+                                                                "thresholdsOptions": "icons",
+                                                                "thresholdsGrid": [
+                                                                  {
+                                                                    "operator": "==",
+                                                                    "thresholdValue": "High Priority",
+                                                                    "representation": "Sev0",
+                                                                    "text": "{0}{1}"
+                                                                  },
+                                                                  {
+                                                                    "operator": "==",
+                                                                    "thresholdValue": "Low Priority",
+                                                                    "representation": "2",
+                                                                    "text": "{0}{1}"
+                                                                  },
+                                                                  {
+                                                                    "operator": "Default",
+                                                                    "thresholdValue": null,
+                                                                    "representation": "unknown",
+                                                                    "text": "{0}{1}"
+                                                                  }
+                                                                ]
+                                                              }
+                                                            }
+                                                          ]
+                                                        },
+                                                        "tileSettings": {
+                                                          "titleContent": {
+                                                            "columnMatch": "CheckSQLDBAHB",
+                                                            "formatter": 1
+                                                          },
+                                                          "subtitleContent": {
+                                                            "columnMatch": "SubscriptionName",
+                                                            "formatter": 1
+                                                          },
+                                                          "leftContent": {
+                                                            "columnMatch": "count_",
+                                                            "formatter": 12,
+                                                            "formatOptions": {
+                                                              "palette": "auto"
+                                                            }
+                                                          },
+                                                          "showBorder": false,
+                                                          "size": "auto"
+                                                        },
+                                                        "chartSettings": {
+                                                          "xAxis": "SubscriptionName"
+                                                        }
+                                                      },
+                                                      "customWidth": "50",
+                                                      "name": "Summary of SQL DBs with or without AHB "
+                                                    },
+                                                    {
+                                                      "type": 1,
+                                                      "content": {
+                                                        "json": "### Consumed Licenses\r\nTotal number of SQL licenses cores consumed by all SQL Databases\r\n",
+                                                        "style": "info"
+                                                      },
+                                                      "customWidth": "50",
+                                                      "name": "Total number of SQL licenses cores consumed"
+                                                    },
+                                                    {
+                                                      "type": 1,
+                                                      "content": {
+                                                        "json": "### Number of required Cores to enable SQL Azure Hybrid Benefit\r\nNumber of cores required to enable SQL AHB across the entire environment.\r\n\r\n\r\n",
+                                                        "style": "info"
+                                                      },
+                                                      "customWidth": "50",
+                                                      "name": "Text SQL DB"
+                                                    },
+                                                    {
+                                                      "type": 3,
+                                                      "content": {
+                                                        "version": "KqlItem/1.0",
+                                                        "query": "{\"version\":\"Merge/1.0\",\"merges\":[{\"id\":\"f65bea23-bb49-4498-b331-c20c618071c2\",\"mergeType\":\"table\",\"leftTable\":\"SQLDB AHB Enabled\"}],\"projectRename\":[{\"originalName\":\"[Added column]\",\"mergedName\":\"Consumed Cores\",\"fromId\":null,\"isNewItem\":true,\"newItemData\":[{\"criteriaContext\":{\"leftOperand\":\"vCores\",\"operator\":\"<\",\"rightValType\":\"static\",\"rightVal\":\"4\",\"resultValType\":\"expression\",\"resultVal\":\"4\"}},{\"criteriaContext\":{\"operator\":\"Default\",\"rightValType\":\"column\",\"resultValType\":\"expression\",\"resultVal\":\"round([\\\"vCPUs\\\"] / 4) * 4\"}}]},{\"originalName\":\"[Added column]\",\"mergedName\":\"Prioritize AHB?\",\"fromId\":null,\"isNewItem\":true,\"newItemData\":[{\"criteriaContext\":{\"leftOperand\":\"vCores\",\"operator\":\"<\",\"rightValType\":\"static\",\"rightVal\":\"4\",\"resultValType\":\"expression\",\"resultVal\":\"\\\"Low Priority\\\"\"}},{\"criteriaContext\":{\"operator\":\"Default\",\"rightValType\":\"column\",\"resultValType\":\"expression\",\"resultVal\":\"\\\"High Priority\\\"\"}}]},{\"originalName\":\"[SQLDB AHB Enabled].SQLDBID\",\"mergedName\":\"SQLDBID\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLDB AHB Enabled].SQLName\",\"mergedName\":\"SQLName\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLDB AHB Enabled].SQLRG\",\"mergedName\":\"SQLRG\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLDB AHB Enabled].SKUName\",\"mergedName\":\"SKUName\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLDB AHB Enabled].SKUTier\",\"mergedName\":\"SKUTier\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLDB AHB Enabled].SQLLocation\",\"mergedName\":\"SQLLocation\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLDB AHB Enabled].LicenseType\",\"mergedName\":\"LicenseType\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLDB AHB Enabled].StorageAccountType\",\"mergedName\":\"StorageAccountType\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLDB AHB Enabled].SubscriptionName\",\"mergedName\":\"SubscriptionName\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLDB AHB Enabled].vCores\",\"mergedName\":\"vCores\",\"fromId\":\"unknown\"},{\"originalName\":\"[SQLDB AHB Enabled].SQLDBID1\",\"mergedName\":\"SQLDBID1\",\"fromId\":\"unknown\"}]}",
+                                                        "size": 0,
+                                                        "title": "SQL DB AHB Consumed Cores per VM",
+                                                        "noDataMessage": "None of your SQL DB have AHB enabled.",
+                                                        "noDataMessageStyle": 4,
+                                                        "showRefreshButton": true,
+                                                        "queryType": 7,
+                                                        "visualization": "piechart",
+                                                        "gridSettings": {
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+                                                            {
+                                                              "columnMatch": "Prioritize AHB?",
+                                                              "formatter": 18,
+                                                              "formatOptions": {
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+                                                                    "operator": "==",
+                                                                    "thresholdValue": "High Priority",
+                                                                    "representation": "Sev0",
+                                                                    "text": "{0}{1}"
+                                                                  },
+                                                                  {
+                                                                    "operator": "==",
+                                                                    "thresholdValue": "Low Priority",
+                                                                    "representation": "2",
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+                                                                  },
+                                                                  {
+                                                                    "operator": "Default",
+                                                                    "thresholdValue": null,
+                                                                    "representation": "unknown",
+                                                                    "text": "{0}{1}"
+                                                                  }
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+                                                              }
+                                                            }
+                                                          ]
+                                                        },
+                                                        "chartSettings": {
+                                                          "yAxis": [
+                                                            "Consumed Cores"
+                                                          ],
+                                                          "group": "SQLName",
+                                                          "createOtherGroup": null
+                                                        }
+                                                      },
+                                                      "customWidth": "33",
+                                                      "name": "Summary SQLDB+SKU AHB Enabled - per VM"
+                                                    },
+                                                    {
+                                                      "type": 3,
+                                                      "content": {
+                                                        "version": "KqlItem/1.0",
+                                                        "query": "{\"version\":\"Merge/1.0\",\"merges\":[{\"id\":\"f65bea23-bb49-4498-b331-c20c618071c2\",\"mergeType\":\"table\",\"leftTable\":\"SQLDB AHB Enabled\"}],\"projectRename\":[{\"originalName\":\"[Added column]\",\"mergedName\":\"Consumed Cores\",\"fromId\":null,\"isNewItem\":true,\"newItemData\":[{\"criteriaContext\":{\"leftOperand\":\"vCores\",\"operator\":\"<\",\"rightValType\":\"static\",\"rightVal\":\"4\",\"resultValType\":\"expression\",\"resultVal\":\"4\"}},{\"criteriaContext\":{\"operator\":\"Default\",\"rightValType\":\"column\",\"resultValType\":\"expression\",\"resultVal\":\"round([\\\"vCPUs\\\"] / 4) * 4\"}}]},{\"originalName\":\"[Added column]\",\"mergedName\":\"Prioritize AHB?\",\"fromId\":null,\"isNewItem\":true,\"newItemData\":[{\"criteriaContext\":{\"leftOperand\":\"vCores\",\"operator\":\"<\",\"rightValType\":\"static\",\"rightVal\":\"4\",\"resultValType\":\"expression\",\"resultVal\":\"\\\"Low Priority\\\"\"}},{\"criteriaContext\":{\"operator\":\"Default\",\"rightValType\":\"column\",\"resultValType\":\"expression\",\"resultVal\":\"\\\"High Priority\\\"\"}}]},{\"originalName\":\"[SQLDB AHB Enabled].SQLDBID\",\"mergedName\":\"SQLDBID\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLDB AHB Enabled].SQLName\",\"mergedName\":\"SQLName\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLDB AHB Enabled].SQLRG\",\"mergedName\":\"SQLRG\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLDB AHB Enabled].SKUName\",\"mergedName\":\"SKUName\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLDB AHB Enabled].SKUTier\",\"mergedName\":\"SKUTier\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLDB AHB Enabled].SQLLocation\",\"mergedName\":\"SQLLocation\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLDB AHB Enabled].LicenseType\",\"mergedName\":\"LicenseType\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLDB AHB Enabled].StorageAccountType\",\"mergedName\":\"StorageAccountType\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLDB AHB Enabled].SubscriptionName\",\"mergedName\":\"SubscriptionName\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLDB AHB Enabled].vCores\",\"mergedName\":\"vCores\",\"fromId\":\"unknown\"},{\"originalName\":\"[SQLDB AHB Enabled].SQLDBID1\",\"mergedName\":\"SQLDBID1\",\"fromId\":\"unknown\"}]}",
+                                                        "size": 0,
+                                                        "title": "SQL DB AHB Consumed Cores per Priority",
+                                                        "noDataMessage": "None of your SQL DB have AHB enabled.",
+                                                        "noDataMessageStyle": 4,
+                                                        "showRefreshButton": true,
+                                                        "queryType": 7,
+                                                        "visualization": "piechart",
+                                                        "gridSettings": {
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+                                                            {
+                                                              "columnMatch": "Prioritize AHB?",
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+                                                              "formatOptions": {
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+                                                                    "thresholdValue": "High Priority",
+                                                                    "representation": "Sev0",
+                                                                    "text": "{0}{1}"
+                                                                  },
+                                                                  {
+                                                                    "operator": "==",
+                                                                    "thresholdValue": "Low Priority",
+                                                                    "representation": "2",
+                                                                    "text": "{0}{1}"
+                                                                  },
+                                                                  {
+                                                                    "operator": "Default",
+                                                                    "thresholdValue": null,
+                                                                    "representation": "unknown",
+                                                                    "text": "{0}{1}"
+                                                                  }
+                                                                ]
+                                                              }
+                                                            }
+                                                          ]
+                                                        },
+                                                        "chartSettings": {
+                                                          "yAxis": [
+                                                            "Consumed Cores"
+                                                          ],
+                                                          "group": "Prioritize AHB?",
+                                                          "createOtherGroup": null
+                                                        }
+                                                      },
+                                                      "customWidth": "33",
+                                                      "name": "Summary SQLDB+SKU AHB Enabled - per Priority"
+                                                    },
+                                                    {
+                                                      "type": 3,
+                                                      "content": {
+                                                        "version": "KqlItem/1.0",
+                                                        "query": "{\"version\":\"Merge/1.0\",\"merges\":[{\"id\":\"f65bea23-bb49-4498-b331-c20c618071c2\",\"mergeType\":\"table\",\"leftTable\":\"SQLDB AHB Disabled\"}],\"projectRename\":[{\"originalName\":\"[Added column]\",\"mergedName\":\"Consumed Cores\",\"fromId\":null,\"isNewItem\":true,\"newItemData\":[{\"criteriaContext\":{\"leftOperand\":\"vCores\",\"operator\":\"<\",\"rightValType\":\"static\",\"rightVal\":\"4\",\"resultValType\":\"expression\",\"resultVal\":\"4\"}},{\"criteriaContext\":{\"operator\":\"Default\",\"rightValType\":\"column\",\"resultValType\":\"expression\",\"resultVal\":\"round([\\\"vCPUs\\\"] / 4) * 4\"}}]},{\"originalName\":\"[Added column]\",\"mergedName\":\"Prioritize AHB?\",\"fromId\":null,\"isNewItem\":true,\"newItemData\":[{\"criteriaContext\":{\"leftOperand\":\"vCores\",\"operator\":\"<\",\"rightValType\":\"static\",\"rightVal\":\"4\",\"resultValType\":\"expression\",\"resultVal\":\"\\\"Low Priority\\\"\"}},{\"criteriaContext\":{\"operator\":\"Default\",\"rightValType\":\"column\",\"resultValType\":\"expression\",\"resultVal\":\"\\\"High Priority\\\"\"}}]},{\"originalName\":\"[SQLDB AHB Disabled].SQLDBID\",\"mergedName\":\"SQLDBID\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLDB AHB Disabled].SQLName\",\"mergedName\":\"SQLName\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLDB AHB Disabled].SQLRG\",\"mergedName\":\"SQLRG\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLDB AHB Disabled].SKUName\",\"mergedName\":\"SKUName\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLDB AHB Disabled].SKUTier\",\"mergedName\":\"SKUTier\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLDB AHB Disabled].vCores\",\"mergedName\":\"vCores\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLDB AHB Disabled].CheckSQLDBAHB\",\"mergedName\":\"CheckSQLDBAHB\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLDB AHB Disabled].SQLLocation\",\"mergedName\":\"SQLLocation\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLDB AHB Disabled].LicenseType\",\"mergedName\":\"LicenseType\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLDB AHB Disabled].StorageAccountType\",\"mergedName\":\"StorageAccountType\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLDB AHB Disabled].SubscriptionName\",\"mergedName\":\"SubscriptionName\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLDB AHB Disabled].SQLDBID1\",\"mergedName\":\"SQLDBID1\",\"fromId\":\"unknown\"}]}",
+                                                        "size": 0,
+                                                        "title": "SQL DB AHB Cores not enabled per AHB Priority",
+                                                        "noDataMessage": "All of your SQL DB have AHB enabled.",
+                                                        "noDataMessageStyle": 3,
+                                                        "showRefreshButton": true,
+                                                        "queryType": 7,
+                                                        "visualization": "piechart",
+                                                        "gridSettings": {
+                                                          "formatters": [
+                                                            {
+                                                              "columnMatch": "Prioritize AHB?",
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+                                                              "formatOptions": {
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+                                                                    "operator": "==",
+                                                                    "thresholdValue": "High Priority",
+                                                                    "representation": "Sev0",
+                                                                    "text": "{0}{1}"
+                                                                  },
+                                                                  {
+                                                                    "operator": "==",
+                                                                    "thresholdValue": "Low Priority",
+                                                                    "representation": "2",
+                                                                    "text": "{0}{1}"
+                                                                  },
+                                                                  {
+                                                                    "operator": "Default",
+                                                                    "thresholdValue": null,
+                                                                    "representation": "unknown",
+                                                                    "text": "{0}{1}"
+                                                                  }
+                                                                ]
+                                                              }
+                                                            }
+                                                          ]
+                                                        },
+                                                        "chartSettings": {
+                                                          "yAxis": [
+                                                            "Consumed Cores"
+                                                          ],
+                                                          "group": "Prioritize AHB?",
+                                                          "createOtherGroup": null
+                                                        }
+                                                      },
+                                                      "customWidth": "33",
+                                                      "name": "Summary SQLDB+SKU AHB Disabled - per Priority"
+                                                    }
+                                                  ]
+                                                },
+                                                "name": "SQL DB Info"
+                                              },
+                                              {
+                                                "type": 9,
+                                                "content": {
+                                                  "version": "KqlParameterItem/1.0",
+                                                  "parameters": [
+                                                    {
+                                                      "id": "ae5e8765-47ef-46a6-803b-6b7124c098d2",
+                                                      "version": "KqlParameterItem/1.0",
+                                                      "name": "SQLDBHUBEnabled",
+                                                      "label": "See SQL  DBs with AHB",
+                                                      "type": 2,
+                                                      "isRequired": true,
+                                                      "typeSettings": {
+                                                        "additionalResourceOptions": [],
+                                                        "showDefault": false
+                                                      },
+                                                      "jsonData": "[\r\n    {\"value\":\"Yes\"},\r\n    {\"value\":\"No\", \"selected\":true}\r\n]\r\n\r\n",
+                                                      "timeContext": {
+                                                        "durationMs": 86400000
+                                                      }
+                                                    },
+                                                    {
+                                                      "id": "f1ac5e53-253c-4afb-8bc5-b1ba2efea3eb",
+                                                      "version": "KqlParameterItem/1.0",
+                                                      "name": "SQLDBAHBDisabled",
+                                                      "label": "See SQL DBs without AHB",
+                                                      "type": 2,
+                                                      "isRequired": true,
+                                                      "typeSettings": {
+                                                        "additionalResourceOptions": [],
+                                                        "showDefault": false
+                                                      },
+                                                      "jsonData": "[\r\n    {\"value\":\"Yes\"},\r\n    {\"value\":\"No\", \"selected\":true}\r\n]\r\n\r\n"
+                                                    }
+                                                  ],
+                                                  "style": "pills",
+                                                  "queryType": 0,
+                                                  "resourceType": "microsoft.operationalinsights/workspaces"
+                                                },
+                                                "name": "SQL DB Without AHB"
+                                              },
+                                              {
+                                                "type": 12,
+                                                "content": {
+                                                  "version": "NotebookGroup/1.0",
+                                                  "groupType": "editable",
+                                                  "items": [
+                                                    {
+                                                      "type": 3,
+                                                      "content": {
+                                                        "version": "KqlItem/1.0",
+                                                        "query": "{\"version\":\"Merge/1.0\",\"merges\":[{\"id\":\"f65bea23-bb49-4498-b331-c20c618071ed\",\"mergeType\":\"table\",\"leftTable\":\"SQLDB AHB Disabled\"}],\"projectRename\":[{\"originalName\":\"[SQLDB AHB Disabled].SQLDBID\",\"mergedName\":\"SQLDBID\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071ed\"},{\"originalName\":\"[SQLDB AHB Disabled].SQLName\",\"mergedName\":\"SQLName\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071ed\"},{\"originalName\":\"[SQLDB AHB Disabled].SQLRG\",\"mergedName\":\"SQLRG\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071ed\"},{\"originalName\":\"[SQLDB AHB Disabled].SKUName\",\"mergedName\":\"SKUName\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071ed\"},{\"originalName\":\"[SQLDB AHB Disabled].SKUTier\",\"mergedName\":\"SKUTier\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071ed\"},{\"originalName\":\"[SQLDB AHB Disabled].vCores\",\"mergedName\":\"vCores\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071ed\"},{\"originalName\":\"[SQLDB AHB Disabled].CheckSQLDBAHB\",\"mergedName\":\"CheckSQLDBAHB\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071ed\"},{\"originalName\":\"[SQLDB AHB Disabled].SQLLocation\",\"mergedName\":\"SQLLocation\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071ed\"},{\"originalName\":\"[SQLDB AHB Disabled].LicenseType\",\"mergedName\":\"LicenseType\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071ed\"},{\"originalName\":\"[SQLDB AHB Disabled].StorageAccountType\",\"mergedName\":\"StorageAccountType\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071ed\"},{\"originalName\":\"[SQLDB AHB Disabled].SubscriptionName\",\"mergedName\":\"SubscriptionName\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071ed\"},{\"originalName\":\"[SQLDB AHB Disabled].SQLDBID1\",\"mergedName\":\"SQLDBID1\",\"fromId\":\"unknown\"}]}",
+                                                        "size": 0,
+                                                        "title": "SQL DB AHB Disabled",
+                                                        "noDataMessage": "All of your SQL DBs have AHB enabled.",
+                                                        "showExportToExcel": true,
+                                                        "queryType": 7,
+                                                        "gridSettings": {
+                                                          "formatters": [
+                                                            {
+                                                              "columnMatch": "$gen_group",
+                                                              "formatter": 15,
+                                                              "formatOptions": {
+                                                                "linkTarget": null,
+                                                                "showIcon": true
+                                                              }
+                                                            },
+                                                            {
+                                                              "columnMatch": "Group",
+                                                              "formatter": 15,
+                                                              "formatOptions": {
+                                                                "linkTarget": null,
+                                                                "showIcon": true
+                                                              }
+                                                            },
+                                                            {
+                                                              "columnMatch": "SubscriptionName",
+                                                              "formatter": 15,
+                                                              "formatOptions": {
+                                                                "linkTarget": null,
+                                                                "showIcon": true
+                                                              }
+                                                            }
+                                                          ],
+                                                          "hierarchySettings": {
+                                                            "treeType": 1,
+                                                            "groupBy": [
+                                                              "SubscriptionName"
+                                                            ],
+                                                            "expandTopLevel": true
+                                                          },
+                                                          "labelSettings": [
+                                                            {
+                                                              "columnId": "SQLDBID",
+                                                              "label": "Database Name"
+                                                            },
+                                                            {
+                                                              "columnId": "SQLName",
+                                                              "label": "Server Name"
+                                                            },
+                                                            {
+                                                              "columnId": "SQLRG",
+                                                              "label": "Resource Group"
+                                                            },
+                                                            {
+                                                              "columnId": "SKUName",
+                                                              "label": "SKU"
+                                                            },
+                                                            {
+                                                              "columnId": "SKUTier",
+                                                              "label": "SKU Tier"
+                                                            },
+                                                            {
+                                                              "columnId": "vCores",
+                                                              "label": "Number of vCore"
+                                                            },
+                                                            {
+                                                              "columnId": "CheckSQLDBAHB",
+                                                              "label": "Is AHB enabled?"
+                                                            },
+                                                            {
+                                                              "columnId": "SQLLocation",
+                                                              "label": "Location"
+                                                            },
+                                                            {
+                                                              "columnId": "LicenseType",
+                                                              "label": "License Type"
+                                                            },
+                                                            {
+                                                              "columnId": "StorageAccountType",
+                                                              "label": "Storage Account Type"
+                                                            },
+                                                            {
+                                                              "columnId": "SubscriptionName",
+                                                              "label": "Subscription Name"
+                                                            },
+                                                            {
+                                                              "columnId": "SQLDBID1",
+                                                              "label": "Resource ID"
+                                                            }
+                                                          ]
+                                                        }
+                                                      },
+                                                      "conditionalVisibility": {
+                                                        "parameterName": "SQLDBAHBDisabled",
+                                                        "comparison": "isEqualTo",
+                                                        "value": "Yes"
+                                                      },
+                                                      "name": "SQL DB Disabled"
+                                                    },
+                                                    {
+                                                      "type": 3,
+                                                      "content": {
+                                                        "version": "KqlItem/1.0",
+                                                        "query": "{\"version\":\"Merge/1.0\",\"merges\":[{\"id\":\"f65bea23-bb49-4498-b331-c20c618071f9\",\"mergeType\":\"table\",\"leftTable\":\"SQLDB AHB Enabled\"}],\"projectRename\":[{\"originalName\":\"[SQLDB AHB Enabled].SQLDBID\",\"mergedName\":\"SQLDBID\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071f9\"},{\"originalName\":\"[SQLDB AHB Enabled].SQLName\",\"mergedName\":\"SQLName\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071f9\"},{\"originalName\":\"[SQLDB AHB Enabled].SQLRG\",\"mergedName\":\"SQLRG\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071f9\"},{\"originalName\":\"[SQLDB AHB Enabled].SKUName\",\"mergedName\":\"SKUName\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071f9\"},{\"originalName\":\"[SQLDB AHB Enabled].SKUTier\",\"mergedName\":\"SKUTier\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071f9\"},{\"originalName\":\"[SQLDB AHB Enabled].SQLLocation\",\"mergedName\":\"SQLLocation\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071f9\"},{\"originalName\":\"[SQLDB AHB Enabled].LicenseType\",\"mergedName\":\"LicenseType\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071f9\"},{\"originalName\":\"[SQLDB AHB Enabled].StorageAccountType\",\"mergedName\":\"StorageAccountType\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071f9\"},{\"originalName\":\"[SQLDB AHB Enabled].SubscriptionName\",\"mergedName\":\"SubscriptionName\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071f9\"},{\"originalName\":\"[SQLDB AHB Enabled].vCores\",\"mergedName\":\"vCores\",\"fromId\":\"unknown\"},{\"originalName\":\"[SQLDB AHB Enabled].SQLDBID1\",\"mergedName\":\"SQLDBID1\",\"fromId\":\"unknown\"}]}",
+                                                        "size": 0,
+                                                        "title": "SQL DB AHB Enabled",
+                                                        "noDataMessage": "None of you SQL DBs have AHB enabled.",
+                                                        "noDataMessageStyle": 4,
+                                                        "showExportToExcel": true,
+                                                        "queryType": 7,
+                                                        "gridSettings": {
+                                                          "labelSettings": [
+                                                            {
+                                                              "columnId": "SQLDBID",
+                                                              "label": "Name"
+                                                            },
+                                                            {
+                                                              "columnId": "SQLName",
+                                                              "label": "Database Name"
+                                                            },
+                                                            {
+                                                              "columnId": "SQLRG",
+                                                              "label": "Resource Group"
+                                                            },
+                                                            {
+                                                              "columnId": "SKUName",
+                                                              "label": "SKU"
+                                                            },
+                                                            {
+                                                              "columnId": "SKUTier",
+                                                              "label": "SKU Tier"
+                                                            },
+                                                            {
+                                                              "columnId": "SQLLocation",
+                                                              "label": "Location"
+                                                            },
+                                                            {
+                                                              "columnId": "LicenseType",
+                                                              "label": "License Type"
+                                                            },
+                                                            {
+                                                              "columnId": "StorageAccountType",
+                                                              "label": "Storage Account Type"
+                                                            },
+                                                            {
+                                                              "columnId": "SubscriptionName",
+                                                              "label": "Subscription Name"
+                                                            },
+                                                            {
+                                                              "columnId": "vCores",
+                                                              "label": "Number of vCore"
+                                                            },
+                                                            {
+                                                              "columnId": "SQLDBID1",
+                                                              "label": "Resource ID"
+                                                            }
+                                                          ]
+                                                        }
+                                                      },
+                                                      "conditionalVisibility": {
+                                                        "parameterName": "SQLDBHUBEnabled",
+                                                        "comparison": "isEqualTo",
+                                                        "value": "Yes"
+                                                      },
+                                                      "name": "SQL DB AHB Enabled"
+                                                    }
+                                                  ]
+                                                },
+                                                "name": "Load SQL DB Detailed Info"
+                                              }
+                                            ]
+                                          },
+                                          "conditionalVisibility": {
+                                            "parameterName": "SQLType",
+                                            "comparison": "isEqualTo",
+                                            "value": "SQLDatabase"
+                                          },
+                                          "name": "SQLDatabase"
+                                        },
+                                        {
+                                          "type": 12,
+                                          "content": {
+                                            "version": "NotebookGroup/1.0",
+                                            "groupType": "editable",
+                                            "items": [
+                                              {
+                                                "type": 1,
+                                                "content": {
+                                                  "json": "SQL Elastic Pool"
+                                                },
+                                                "name": "text - 0"
+                                              },
+                                              {
+                                                "type": 3,
+                                                "content": {
+                                                  "version": "KqlItem/1.0",
+                                                  "query": "ResourceContainers | where type =~ 'Microsoft.Resources/subscriptions' | where tostring (properties.subscriptionPolicies.quotaId) !has \"MSDNDevTest_2014-09-01\"\r\n| extend SubscriptionName=name | join (resources\r\n|  where type =~ 'Microsoft.Sql/servers/elasticPools'  and tostring(properties.['licenseType']) == 'LicenseIncluded' and kind contains 'vcore' and kind !contains \"serverless\"\r\n| extend   SQLDBID=id,SQLName = name, SQLRG = resourceGroup, SKUName=tostring(sku.name), SKUTier=tostring(sku.tier), vCores=toint(sku.capacity), SQLLocation = location, LicenseType = tostring(properties.['licenseType'])\r\n| extend CheckSQLDBAHB = case(\r\n type =~ 'Microsoft.Sql/servers/elasticPools', iif((properties.['licenseType'])\r\n has 'LicenseIncluded', \"AHB Not Enabled\", \"AHB Enabled\"),\r\n\"Not SQL DB\"\r\n    )\r\n) on subscriptionId \r\n| project SQLDBID,SQLName,SQLRG, SKUName, SKUTier, vCores, CheckSQLDBAHB,SQLLocation, LicenseType,  SubscriptionName\r\n| join kind = innerunique(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}']), SQLDBID=id\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct SQLDBID\r\n    )\r\n    on SQLDBID\r\n",
+                                                  "size": 0,
+                                                  "title": "AHB Disabled",
+                                                  "queryType": 1,
+                                                  "resourceType": "microsoft.resourcegraph/resources",
+                                                  "crossComponentResources": [
+                                                    "{Subscription}"
+                                                  ]
+                                                },
+                                                "conditionalVisibility": {
+                                                  "parameterName": "AlwaysHidden",
+                                                  "comparison": "isEqualTo",
+                                                  "value": "true"
+                                                },
+                                                "name": "SQLElastic AHB Disabled"
+                                              },
+                                              {
+                                                "type": 3,
+                                                "content": {
+                                                  "version": "KqlItem/1.0",
+                                                  "query": "ResourceContainers | where type =~ 'Microsoft.Resources/subscriptions' | where tostring (properties.subscriptionPolicies.quotaId) !has \"MSDNDevTest_2014-09-01\"\r\n| extend SubscriptionName=name | join (resources\r\n|  where type =~ 'Microsoft.Sql/servers/elasticPools'  and tostring(properties.['licenseType']) != 'LicenseIncluded' and kind contains 'vcore' and kind !contains \"serverless\"\r\n| extend   SQLDBID=id,SQLName = name, SQLRG = resourceGroup, SKUName=tostring(sku.name), SKUTier=tostring(sku.tier), vCores=toint(sku.capacity), SQLLocation = location, LicenseType = tostring(properties.['licenseType'])\r\n| extend CheckSQLDBAHB = case(\r\n type =~ 'Microsoft.Sql/servers/elasticPools', iif((properties.['licenseType'])\r\n has 'LicenseIncluded', \"AHB Not Enabled\", \"AHB Enabled\"),\r\n\"Not SQL DB\"\r\n    ) \r\n    ) on subscriptionId \r\n| project SQLDBID,SQLName,SQLRG, SKUName, SKUTier, vCores, SQLLocation, LicenseType, CheckSQLDBAHB, SubscriptionName\r\n| join kind = innerunique(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}']), SQLDBID=id\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct SQLDBID\r\n    )\r\n    on SQLDBID\r\n\r\n",
+                                                  "size": 0,
+                                                  "title": "AHB Enabled",
+                                                  "queryType": 1,
+                                                  "resourceType": "microsoft.resourcegraph/resources",
+                                                  "crossComponentResources": [
+                                                    "{Subscription}"
+                                                  ]
+                                                },
+                                                "conditionalVisibility": {
+                                                  "parameterName": "AlwaysHidden",
+                                                  "comparison": "isEqualTo",
+                                                  "value": "true"
+                                                },
+                                                "name": "SQLElastic AHB Enabled"
+                                              },
+                                              {
+                                                "type": 1,
+                                                "content": {
+                                                  "json": "Apply to SQL Server 1 to 4 vCPUs exchange: For every 1 core of SQL Server Enterprise Edition, you get 4 vCPUs of SQL Managed Instance or Azure SQL Database general purpose and Hyperscale tiers, or 4 vCPUs of SQL Server Standard edition on Azure VMs.\r\n\r\nThe SQL virtual machines (VMs) with less than 4 cores are categorized as **Low Priority**, while those with 8 or more cores are classified as **High Priority**. In situations where there are insufficient Azure Hybrid benefit licenses to cover all the VMs in the environment, it is recommended to prioritize the High Priority VMs.\r\n\r\nFor Azure SQL Database, Azure Hybrid Benefit is only available when using the provisioned compute tier of the vCore-based purchasing model. Azure Hybrid Benefit doesn't apply to DTU-based purchasing models or the serverless compute tier.",
+                                                  "style": "info"
+                                                },
+                                                "name": "Apply to SQL Elastic Server 1 to 4 vCPUs "
+                                              },
+                                              {
+                                                "type": 1,
+                                                "content": {
+                                                  "json": "### AHB Overview\r\nSummary of all SQL Databases with and without SQL AHB.",
+                                                  "style": "info"
+                                                },
+                                                "name": " AHB Overview SQL Elastic"
+                                              },
+                                              {
+                                                "type": 12,
+                                                "content": {
+                                                  "version": "NotebookGroup/1.0",
+                                                  "groupType": "editable",
+                                                  "loadType": "explicit",
+                                                  "loadButtonText": "Load SQL DB Info",
+                                                  "items": [
+                                                    {
+                                                      "type": 3,
+                                                      "content": {
+                                                        "version": "KqlItem/1.0",
+                                                        "query": "ResourceContainers | where type =~ 'Microsoft.Resources/subscriptions' | where tostring (properties.subscriptionPolicies.quotaId) !has \"MSDNDevTest_2014-09-01\" | extend SubscriptionName=name \r\n| join (\r\nresources\r\n|  where type =~ 'Microsoft.Sql/servers/elasticPools'   and kind contains 'vcore' and kind !contains \"serverless\"\r\n| extend   SQLDBID=id,SQLName = name, SQLRG = resourceGroup, SKUName=tostring(sku.name), SKUTier=tostring(sku.tier), vCores=toint(sku.capacity), SQLLocation = location, LicenseType = tostring(properties.['licenseType'])\r\n     | join kind = innerunique(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}']), SQLDBID=id\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct SQLDBID\r\n    )\r\n    on SQLDBID\r\n     | extend CheckSQLDBAHB = case(\r\n     type =~ 'Microsoft.Sql/servers/elasticPools', iif((properties.['licenseType'])\r\n     has 'LicenseIncluded', \"AHB Not Enabled\", \"AHB Enabled\"),\r\n     \"Not SQL DB\"\r\n     )\r\n    ) on subscriptionId \r\n| summarize count() by SubscriptionName, CheckSQLDBAHB",
+                                                        "size": 0,
+                                                        "title": "Summary of SQL Databases with or without AHB per Subscription",
+                                                        "showRefreshButton": true,
+                                                        "showExportToExcel": true,
+                                                        "queryType": 1,
+                                                        "resourceType": "microsoft.resourcegraph/resources",
+                                                        "crossComponentResources": [
+                                                          "{Subscription}"
+                                                        ],
+                                                        "visualization": "table",
+                                                        "gridSettings": {
+                                                          "formatters": [
+                                                            {
+                                                              "columnMatch": "Prioritize AHB?",
+                                                              "formatter": 18,
+                                                              "formatOptions": {
+                                                                "thresholdsOptions": "icons",
+                                                                "thresholdsGrid": [
+                                                                  {
+                                                                    "operator": "==",
+                                                                    "thresholdValue": "High Priority",
+                                                                    "representation": "Sev0",
+                                                                    "text": "{0}{1}"
+                                                                  },
+                                                                  {
+                                                                    "operator": "==",
+                                                                    "thresholdValue": "Low Priority",
+                                                                    "representation": "2",
+                                                                    "text": "{0}{1}"
+                                                                  },
+                                                                  {
+                                                                    "operator": "Default",
+                                                                    "thresholdValue": null,
+                                                                    "representation": "unknown",
+                                                                    "text": "{0}{1}"
+                                                                  }
+                                                                ]
+                                                              }
+                                                            }
+                                                          ],
+                                                          "labelSettings": [
+                                                            {
+                                                              "columnId": "SubscriptionName",
+                                                              "label": "Subscription Name"
+                                                            },
+                                                            {
+                                                              "columnId": "CheckSQLDBAHB",
+                                                              "label": "Is AHB enabled?"
+                                                            },
+                                                            {
+                                                              "columnId": "count_",
+                                                              "label": "Number of resources"
+                                                            }
+                                                          ]
+                                                        },
+                                                        "tileSettings": {
+                                                          "titleContent": {
+                                                            "columnMatch": "CheckSQLDBAHB",
+                                                            "formatter": 1
+                                                          },
+                                                          "subtitleContent": {
+                                                            "columnMatch": "SubscriptionName",
+                                                            "formatter": 1
+                                                          },
+                                                          "leftContent": {
+                                                            "columnMatch": "count_",
+                                                            "formatter": 12,
+                                                            "formatOptions": {
+                                                              "palette": "auto"
+                                                            }
+                                                          },
+                                                          "showBorder": false,
+                                                          "size": "auto"
+                                                        },
+                                                        "chartSettings": {
+                                                          "xAxis": "SubscriptionName"
+                                                        }
+                                                      },
+                                                      "customWidth": "50",
+                                                      "name": "Summary of SQL Elastic with or without AHB per subs"
+                                                    },
+                                                    {
+                                                      "type": 3,
+                                                      "content": {
+                                                        "version": "KqlItem/1.0",
+                                                        "query": "ResourceContainers | where type =~ 'Microsoft.Resources/subscriptions' | where tostring (properties.subscriptionPolicies.quotaId) !has \"MSDNDevTest_2014-09-01\" | extend SubscriptionName=name \r\n| join (\r\nresources\r\n|  where type =~ 'Microsoft.Sql/servers/elasticPools'   and kind contains 'vcore' and kind !contains \"serverless\"\r\n| extend   SQLDBID=id,SQLName = name, SQLRG = resourceGroup, SKUName=tostring(sku.name), SKUTier=tostring(sku.tier), vCores=toint(sku.capacity), SQLLocation = location, LicenseType = tostring(properties.['licenseType'])\r\n     | join kind = innerunique(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}']), SQLDBID=id\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct SQLDBID\r\n    )\r\n    on SQLDBID\r\n     | extend CheckSQLDBAHB = case(\r\n     type =~ 'Microsoft.Sql/servers/elasticPools', iif((properties.['licenseType'])\r\n     has 'LicenseIncluded', \"AHB Not Enabled\", \"AHB Enabled\"),\r\n     \"Not SQL DB\"\r\n     )\r\n    ) on subscriptionId \r\n| summarize count() by CheckSQLDBAHB",
+                                                        "size": 0,
+                                                        "title": "Summary of SQL Databases with or without AHB",
+                                                        "showRefreshButton": true,
+                                                        "queryType": 1,
+                                                        "resourceType": "microsoft.resourcegraph/resources",
+                                                        "crossComponentResources": [
+                                                          "{Subscription}"
+                                                        ],
+                                                        "visualization": "piechart",
+                                                        "gridSettings": {
+                                                          "formatters": [
+                                                            {
+                                                              "columnMatch": "Prioritize AHB?",
+                                                              "formatter": 18,
+                                                              "formatOptions": {
+                                                                "thresholdsOptions": "icons",
+                                                                "thresholdsGrid": [
+                                                                  {
+                                                                    "operator": "==",
+                                                                    "thresholdValue": "High Priority",
+                                                                    "representation": "Sev0",
+                                                                    "text": "{0}{1}"
+                                                                  },
+                                                                  {
+                                                                    "operator": "==",
+                                                                    "thresholdValue": "Low Priority",
+                                                                    "representation": "2",
+                                                                    "text": "{0}{1}"
+                                                                  },
+                                                                  {
+                                                                    "operator": "Default",
+                                                                    "thresholdValue": null,
+                                                                    "representation": "unknown",
+                                                                    "text": "{0}{1}"
+                                                                  }
+                                                                ]
+                                                              }
+                                                            }
+                                                          ]
+                                                        },
+                                                        "tileSettings": {
+                                                          "titleContent": {
+                                                            "columnMatch": "CheckSQLDBAHB",
+                                                            "formatter": 1
+                                                          },
+                                                          "subtitleContent": {
+                                                            "columnMatch": "SubscriptionName",
+                                                            "formatter": 1
+                                                          },
+                                                          "leftContent": {
+                                                            "columnMatch": "count_",
+                                                            "formatter": 12,
+                                                            "formatOptions": {
+                                                              "palette": "auto"
+                                                            }
+                                                          },
+                                                          "showBorder": false,
+                                                          "size": "auto"
+                                                        },
+                                                        "chartSettings": {
+                                                          "xAxis": "SubscriptionName"
+                                                        }
+                                                      },
+                                                      "customWidth": "50",
+                                                      "name": "Summary of SQL DBs with or without AHB "
+                                                    },
+                                                    {
+                                                      "type": 1,
+                                                      "content": {
+                                                        "json": "### Consumed Licenses\r\nTotal number of SQL licenses cores consumed by all SQL Databases\r\n",
+                                                        "style": "info"
+                                                      },
+                                                      "customWidth": "50",
+                                                      "name": "Total number of SQL licenses cores consumed"
+                                                    },
+                                                    {
+                                                      "type": 1,
+                                                      "content": {
+                                                        "json": "### Number of required Cores to enable SQL Azure Hybrid Benefit\r\nNumber of cores required to enable SQL AHB across the entire environment.\r\n\r\n\r\n",
+                                                        "style": "info"
+                                                      },
+                                                      "customWidth": "50",
+                                                      "name": "Text SQL DB"
+                                                    },
+                                                    {
+                                                      "type": 3,
+                                                      "content": {
+                                                        "version": "KqlItem/1.0",
+                                                        "query": "{\"version\":\"Merge/1.0\",\"merges\":[{\"id\":\"f65bea23-bb49-4498-b331-c20c618071c2\",\"mergeType\":\"table\",\"leftTable\":\"SQLElastic AHB Enabled\"}],\"projectRename\":[{\"originalName\":\"[Added column]\",\"mergedName\":\"Consumed Cores\",\"fromId\":null,\"isNewItem\":true,\"newItemData\":[{\"criteriaContext\":{\"leftOperand\":\"vCores\",\"operator\":\"<\",\"rightValType\":\"static\",\"rightVal\":\"4\",\"resultValType\":\"expression\",\"resultVal\":\"4\"}},{\"criteriaContext\":{\"operator\":\"Default\",\"rightValType\":\"column\",\"resultValType\":\"expression\",\"resultVal\":\"round([\\\"vCPUs\\\"] / 4) * 4\"}}]},{\"originalName\":\"[Added column]\",\"mergedName\":\"Prioritize AHB?\",\"fromId\":null,\"isNewItem\":true,\"newItemData\":[{\"criteriaContext\":{\"leftOperand\":\"vCores\",\"operator\":\"<\",\"rightValType\":\"static\",\"rightVal\":\"4\",\"resultValType\":\"expression\",\"resultVal\":\"\\\"Low Priority\\\"\"}},{\"criteriaContext\":{\"operator\":\"Default\",\"rightValType\":\"column\",\"resultValType\":\"expression\",\"resultVal\":\"\\\"High Priority\\\"\"}}]},{\"originalName\":\"[SQLElastic AHB Enabled].SQLDBID\",\"mergedName\":\"SQLDBID\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLElastic AHB Enabled].SQLName\",\"mergedName\":\"SQLName\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLElastic AHB Enabled].SQLRG\",\"mergedName\":\"SQLRG\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLElastic AHB Enabled].SKUName\",\"mergedName\":\"SKUName\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLElastic AHB Enabled].SKUTier\",\"mergedName\":\"SKUTier\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLElastic AHB Enabled].vCores\",\"mergedName\":\"vCores\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLElastic AHB Enabled].SQLLocation\",\"mergedName\":\"SQLLocation\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLElastic AHB Enabled].LicenseType\",\"mergedName\":\"LicenseType\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLElastic AHB Enabled].CheckSQLDBAHB\",\"mergedName\":\"CheckSQLDBAHB\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLElastic AHB Enabled].SubscriptionName\",\"mergedName\":\"SubscriptionName\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLElastic AHB Enabled].SQLDBID1\",\"mergedName\":\"SQLDBID1\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"}]}",
+                                                        "size": 0,
+                                                        "title": "SQL DB Elastic Pools AHB Consumed Cores per VM",
+                                                        "noDataMessage": "None of your SQL DB Elastic Pools have AHB enabled.",
+                                                        "noDataMessageStyle": 4,
+                                                        "showRefreshButton": true,
+                                                        "queryType": 7,
+                                                        "visualization": "piechart",
+                                                        "gridSettings": {
+                                                          "formatters": [
+                                                            {
+                                                              "columnMatch": "Prioritize AHB?",
+                                                              "formatter": 18,
+                                                              "formatOptions": {
+                                                                "thresholdsOptions": "icons",
+                                                                "thresholdsGrid": [
+                                                                  {
+                                                                    "operator": "==",
+                                                                    "thresholdValue": "High Priority",
+                                                                    "representation": "Sev0",
+                                                                    "text": "{0}{1}"
+                                                                  },
+                                                                  {
+                                                                    "operator": "==",
+                                                                    "thresholdValue": "Low Priority",
+                                                                    "representation": "2",
+                                                                    "text": "{0}{1}"
+                                                                  },
+                                                                  {
+                                                                    "operator": "Default",
+                                                                    "thresholdValue": null,
+                                                                    "representation": "unknown",
+                                                                    "text": "{0}{1}"
+                                                                  }
+                                                                ]
+                                                              }
+                                                            }
+                                                          ]
+                                                        },
+                                                        "chartSettings": {
+                                                          "yAxis": [
+                                                            "vCores"
+                                                          ],
+                                                          "group": "SQLName",
+                                                          "createOtherGroup": null
+                                                        }
+                                                      },
+                                                      "customWidth": "33",
+                                                      "name": "Summary SQLElastic+SKU AHB Enabled - per VM"
+                                                    },
+                                                    {
+                                                      "type": 3,
+                                                      "content": {
+                                                        "version": "KqlItem/1.0",
+                                                        "query": "{\"version\":\"Merge/1.0\",\"merges\":[{\"id\":\"f65bea23-bb49-4498-b331-c20c618071c2\",\"mergeType\":\"table\",\"leftTable\":\"SQLElastic AHB Enabled\"}],\"projectRename\":[{\"originalName\":\"[Added column]\",\"mergedName\":\"Consumed Cores\",\"fromId\":null,\"isNewItem\":true,\"newItemData\":[{\"criteriaContext\":{\"leftOperand\":\"vCores\",\"operator\":\"<\",\"rightValType\":\"static\",\"rightVal\":\"4\",\"resultValType\":\"expression\",\"resultVal\":\"4\"}},{\"criteriaContext\":{\"operator\":\"Default\",\"rightValType\":\"column\",\"resultValType\":\"expression\",\"resultVal\":\"round([\\\"vCPUs\\\"] / 4) * 4\"}}]},{\"originalName\":\"[Added column]\",\"mergedName\":\"Prioritize AHB?\",\"fromId\":null,\"isNewItem\":true,\"newItemData\":[{\"criteriaContext\":{\"leftOperand\":\"vCores\",\"operator\":\"<\",\"rightValType\":\"static\",\"rightVal\":\"4\",\"resultValType\":\"expression\",\"resultVal\":\"\\\"Low Priority\\\"\"}},{\"criteriaContext\":{\"operator\":\"Default\",\"rightValType\":\"column\",\"resultValType\":\"expression\",\"resultVal\":\"\\\"High Priority\\\"\"}}]},{\"originalName\":\"[SQLElastic AHB Enabled].SQLDBID\",\"mergedName\":\"SQLDBID\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLElastic AHB Enabled].SQLName\",\"mergedName\":\"SQLName\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLElastic AHB Enabled].SQLRG\",\"mergedName\":\"SQLRG\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLElastic AHB Enabled].SKUName\",\"mergedName\":\"SKUName\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLElastic AHB Enabled].SKUTier\",\"mergedName\":\"SKUTier\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLElastic AHB Enabled].vCores\",\"mergedName\":\"vCores\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLElastic AHB Enabled].SQLLocation\",\"mergedName\":\"SQLLocation\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLElastic AHB Enabled].LicenseType\",\"mergedName\":\"LicenseType\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLElastic AHB Enabled].CheckSQLDBAHB\",\"mergedName\":\"CheckSQLDBAHB\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLElastic AHB Enabled].SubscriptionName\",\"mergedName\":\"SubscriptionName\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLElastic AHB Enabled].SQLDBID1\",\"mergedName\":\"SQLDBID1\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"}]}",
+                                                        "size": 0,
+                                                        "title": "SQL Elastic AHB Consumed Cores per Priority",
+                                                        "noDataMessage": "None of your SQL DB Elastic Pools have AHB enabled.",
+                                                        "noDataMessageStyle": 4,
+                                                        "showRefreshButton": true,
+                                                        "queryType": 7,
+                                                        "visualization": "piechart",
+                                                        "gridSettings": {
+                                                          "formatters": [
+                                                            {
+                                                              "columnMatch": "Prioritize AHB?",
+                                                              "formatter": 18,
+                                                              "formatOptions": {
+                                                                "thresholdsOptions": "icons",
+                                                                "thresholdsGrid": [
+                                                                  {
+                                                                    "operator": "==",
+                                                                    "thresholdValue": "High Priority",
+                                                                    "representation": "Sev0",
+                                                                    "text": "{0}{1}"
+                                                                  },
+                                                                  {
+                                                                    "operator": "==",
+                                                                    "thresholdValue": "Low Priority",
+                                                                    "representation": "2",
+                                                                    "text": "{0}{1}"
+                                                                  },
+                                                                  {
+                                                                    "operator": "Default",
+                                                                    "thresholdValue": null,
+                                                                    "representation": "unknown",
+                                                                    "text": "{0}{1}"
+                                                                  }
+                                                                ]
+                                                              }
+                                                            }
+                                                          ]
+                                                        },
+                                                        "chartSettings": {
+                                                          "yAxis": [
+                                                            "vCores"
+                                                          ],
+                                                          "group": "Prioritize AHB?",
+                                                          "createOtherGroup": null
+                                                        }
+                                                      },
+                                                      "customWidth": "33",
+                                                      "name": "Summary SQLElastic+SKU AHB Enabled - per Priority"
+                                                    },
+                                                    {
+                                                      "type": 3,
+                                                      "content": {
+                                                        "version": "KqlItem/1.0",
+                                                        "query": "{\"version\":\"Merge/1.0\",\"merges\":[{\"id\":\"f65bea23-bb49-4498-b331-c20c618071c2\",\"mergeType\":\"table\",\"leftTable\":\"SQLElastic AHB Disabled\"}],\"projectRename\":[{\"originalName\":\"[Added column]\",\"mergedName\":\"Consumed Cores\",\"fromId\":null,\"isNewItem\":true,\"newItemData\":[{\"criteriaContext\":{\"leftOperand\":\"vCores\",\"operator\":\"<\",\"rightValType\":\"static\",\"rightVal\":\"4\",\"resultValType\":\"expression\",\"resultVal\":\"4\"}},{\"criteriaContext\":{\"operator\":\"Default\",\"rightValType\":\"column\",\"resultValType\":\"expression\",\"resultVal\":\"round([\\\"vCPUs\\\"] / 4) * 4\"}}]},{\"originalName\":\"[Added column]\",\"mergedName\":\"Prioritize AHB?\",\"fromId\":null,\"isNewItem\":true,\"newItemData\":[{\"criteriaContext\":{\"leftOperand\":\"vCores\",\"operator\":\"<\",\"rightValType\":\"static\",\"rightVal\":\"4\",\"resultValType\":\"expression\",\"resultVal\":\"\\\"Low Priority\\\"\"}},{\"criteriaContext\":{\"operator\":\"Default\",\"rightValType\":\"column\",\"resultValType\":\"expression\",\"resultVal\":\"\\\"High Priority\\\"\"}}]},{\"originalName\":\"[SQLElastic AHB Disabled].SQLDBID\",\"mergedName\":\"SQLDBID\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLElastic AHB Disabled].SQLName\",\"mergedName\":\"SQLName\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLElastic AHB Disabled].SQLRG\",\"mergedName\":\"SQLRG\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLElastic AHB Disabled].SKUName\",\"mergedName\":\"SKUName\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLElastic AHB Disabled].SKUTier\",\"mergedName\":\"SKUTier\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLElastic AHB Disabled].vCores\",\"mergedName\":\"vCores\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLElastic AHB Disabled].CheckSQLDBAHB\",\"mergedName\":\"CheckSQLDBAHB\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLElastic AHB Disabled].SQLLocation\",\"mergedName\":\"SQLLocation\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLElastic AHB Disabled].LicenseType\",\"mergedName\":\"LicenseType\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLElastic AHB Disabled].SubscriptionName\",\"mergedName\":\"SubscriptionName\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLElastic AHB Disabled].SQLDBID1\",\"mergedName\":\"SQLDBID1\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"}]}",
+                                                        "size": 0,
+                                                        "title": "SQL DB AHB Cores not enabled per AHB Priority",
+                                                        "noDataMessage": "All of your SQL DB have AHB enabled.",
+                                                        "noDataMessageStyle": 3,
+                                                        "showRefreshButton": true,
+                                                        "queryType": 7,
+                                                        "visualization": "piechart",
+                                                        "gridSettings": {
+                                                          "formatters": [
+                                                            {
+                                                              "columnMatch": "Prioritize AHB?",
+                                                              "formatter": 18,
+                                                              "formatOptions": {
+                                                                "thresholdsOptions": "icons",
+                                                                "thresholdsGrid": [
+                                                                  {
+                                                                    "operator": "==",
+                                                                    "thresholdValue": "High Priority",
+                                                                    "representation": "Sev0",
+                                                                    "text": "{0}{1}"
+                                                                  },
+                                                                  {
+                                                                    "operator": "==",
+                                                                    "thresholdValue": "Low Priority",
+                                                                    "representation": "2",
+                                                                    "text": "{0}{1}"
+                                                                  },
+                                                                  {
+                                                                    "operator": "Default",
+                                                                    "thresholdValue": null,
+                                                                    "representation": "unknown",
+                                                                    "text": "{0}{1}"
+                                                                  }
+                                                                ]
+                                                              }
+                                                            }
+                                                          ]
+                                                        },
+                                                        "chartSettings": {
+                                                          "yAxis": [
+                                                            "vCores"
+                                                          ],
+                                                          "group": "Prioritize AHB?",
+                                                          "createOtherGroup": null
+                                                        }
+                                                      },
+                                                      "customWidth": "33",
+                                                      "name": "Summary SQLDB+SKU AHB Disabled - per Priority"
+                                                    }
+                                                  ]
+                                                },
+                                                "name": "SQL Elastic Info"
+                                              },
+                                              {
+                                                "type": 9,
+                                                "content": {
+                                                  "version": "KqlParameterItem/1.0",
+                                                  "parameters": [
+                                                    {
+                                                      "id": "ae5e8765-47ef-46a6-803b-6b7124c098d2",
+                                                      "version": "KqlParameterItem/1.0",
+                                                      "name": "SQLDBHUBEnabled",
+                                                      "label": "See SQL  DBs with AHB",
+                                                      "type": 2,
+                                                      "isRequired": true,
+                                                      "typeSettings": {
+                                                        "additionalResourceOptions": [],
+                                                        "showDefault": false
+                                                      },
+                                                      "jsonData": "[\r\n    {\"value\":\"Yes\"},\r\n    {\"value\":\"No\", \"selected\":true}\r\n]\r\n\r\n",
+                                                      "timeContext": {
+                                                        "durationMs": 86400000
+                                                      }
+                                                    },
+                                                    {
+                                                      "id": "f1ac5e53-253c-4afb-8bc5-b1ba2efea3eb",
+                                                      "version": "KqlParameterItem/1.0",
+                                                      "name": "SQLDBAHBDisabled",
+                                                      "label": "See SQL DBs without AHB",
+                                                      "type": 2,
+                                                      "isRequired": true,
+                                                      "typeSettings": {
+                                                        "additionalResourceOptions": [],
+                                                        "showDefault": false
+                                                      },
+                                                      "jsonData": "[\r\n    {\"value\":\"Yes\"},\r\n    {\"value\":\"No\", \"selected\":true}\r\n]\r\n\r\n"
+                                                    }
+                                                  ],
+                                                  "style": "pills",
+                                                  "queryType": 0,
+                                                  "resourceType": "microsoft.operationalinsights/workspaces"
+                                                },
+                                                "name": "SQL DB Without AHB"
+                                              },
+                                              {
+                                                "type": 12,
+                                                "content": {
+                                                  "version": "NotebookGroup/1.0",
+                                                  "groupType": "editable",
+                                                  "items": [
+                                                    {
+                                                      "type": 3,
+                                                      "content": {
+                                                        "version": "KqlItem/1.0",
+                                                        "query": "{\"version\":\"Merge/1.0\",\"merges\":[{\"id\":\"f65bea23-bb49-4498-b331-c20c618071ed\",\"mergeType\":\"table\",\"leftTable\":\"SQLElastic AHB Disabled\"}],\"projectRename\":[{\"originalName\":\"[SQLDB AHB Disabled].SQLDBID1\",\"mergedName\":\"SQLDBID1\",\"fromId\":\"unknown\"},{\"originalName\":\"[SQLElastic AHB Disabled].SQLDBID\",\"mergedName\":\"SQLDBID\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071ed\"},{\"originalName\":\"[SQLElastic AHB Disabled].SQLName\",\"mergedName\":\"SQLName\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071ed\"},{\"originalName\":\"[SQLElastic AHB Disabled].SQLRG\",\"mergedName\":\"SQLRG\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071ed\"},{\"originalName\":\"[SQLElastic AHB Disabled].SKUName\",\"mergedName\":\"SKUName\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071ed\"},{\"originalName\":\"[SQLElastic AHB Disabled].SKUTier\",\"mergedName\":\"SKUTier\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071ed\"},{\"originalName\":\"[SQLElastic AHB Disabled].vCores\",\"mergedName\":\"vCores\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071ed\"},{\"originalName\":\"[SQLElastic AHB Disabled].CheckSQLDBAHB\",\"mergedName\":\"CheckSQLDBAHB\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071ed\"},{\"originalName\":\"[SQLElastic AHB Disabled].SQLLocation\",\"mergedName\":\"SQLLocation\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071ed\"},{\"originalName\":\"[SQLElastic AHB Disabled].LicenseType\",\"mergedName\":\"LicenseType\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071ed\"},{\"originalName\":\"[SQLElastic AHB Disabled].SubscriptionName\",\"mergedName\":\"SubscriptionName\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071ed\"},{\"originalName\":\"[SQLElastic AHB Disabled].SQLDBID1\",\"mergedName\":\"SQLDBID1\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071ed\"}]}",
+                                                        "size": 0,
+                                                        "title": "SQL DB AHB Disabled",
+                                                        "noDataMessage": "All of your SQL DBs have AHB enabled.",
+                                                        "showExportToExcel": true,
+                                                        "queryType": 7,
+                                                        "gridSettings": {
+                                                          "formatters": [
+                                                            {
+                                                              "columnMatch": "$gen_group",
+                                                              "formatter": 15,
+                                                              "formatOptions": {
+                                                                "linkTarget": null,
+                                                                "showIcon": true
+                                                              }
+                                                            },
+                                                            {
+                                                              "columnMatch": "Group",
+                                                              "formatter": 15,
+                                                              "formatOptions": {
+                                                                "linkTarget": null,
+                                                                "showIcon": true
+                                                              }
+                                                            },
+                                                            {
+                                                              "columnMatch": "SubscriptionName",
+                                                              "formatter": 15,
+                                                              "formatOptions": {
+                                                                "linkTarget": null,
+                                                                "showIcon": true
+                                                              }
+                                                            }
+                                                          ],
+                                                          "hierarchySettings": {
+                                                            "treeType": 1,
+                                                            "groupBy": [
+                                                              "SubscriptionName"
+                                                            ],
+                                                            "expandTopLevel": true
+                                                          },
+                                                          "labelSettings": [
+                                                            {
+                                                              "columnId": "SQLDBID",
+                                                              "label": "Database Name"
+                                                            },
+                                                            {
+                                                              "columnId": "SQLName",
+                                                              "label": "Server Name"
+                                                            },
+                                                            {
+                                                              "columnId": "SQLRG",
+                                                              "label": "Resource Group"
+                                                            },
+                                                            {
+                                                              "columnId": "SKUName",
+                                                              "label": "SKU"
+                                                            },
+                                                            {
+                                                              "columnId": "SKUTier",
+                                                              "label": "SKU Tier"
+                                                            },
+                                                            {
+                                                              "columnId": "vCores",
+                                                              "label": "Number of vCore"
+                                                            },
+                                                            {
+                                                              "columnId": "CheckSQLDBAHB",
+                                                              "label": "Is AHB enabled?"
+                                                            },
+                                                            {
+                                                              "columnId": "SQLLocation",
+                                                              "label": "Location"
+                                                            },
+                                                            {
+                                                              "columnId": "LicenseType",
+                                                              "label": "License Type"
+                                                            },
+                                                            {
+                                                              "columnId": "SubscriptionName",
+                                                              "label": "Subscription Name"
+                                                            },
+                                                            {
+                                                              "columnId": "SQLDBID1",
+                                                              "label": "Resource ID"
+                                                            }
+                                                          ]
+                                                        }
+                                                      },
+                                                      "conditionalVisibility": {
+                                                        "parameterName": "SQLDBAHBDisabled",
+                                                        "comparison": "isEqualTo",
+                                                        "value": "Yes"
+                                                      },
+                                                      "name": "SQL DB Disabled"
+                                                    },
+                                                    {
+                                                      "type": 3,
+                                                      "content": {
+                                                        "version": "KqlItem/1.0",
+                                                        "query": "{\"version\":\"Merge/1.0\",\"merges\":[{\"id\":\"f65bea23-bb49-4498-b331-c20c618071f9\",\"mergeType\":\"table\",\"leftTable\":\"SQLElastic AHB Enabled\"}],\"projectRename\":[{\"originalName\":\"[SQLDB AHB Enabled].vCores\",\"mergedName\":\"vCores\",\"fromId\":\"unknown\"},{\"originalName\":\"[SQLDB AHB Enabled].SQLDBID1\",\"mergedName\":\"SQLDBID1\",\"fromId\":\"unknown\"},{\"originalName\":\"[SQLElastic AHB Enabled].SQLDBID\",\"mergedName\":\"SQLDBID\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071f9\"},{\"originalName\":\"[SQLElastic AHB Enabled].SQLName\",\"mergedName\":\"SQLName\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071f9\"},{\"originalName\":\"[SQLElastic AHB Enabled].SQLRG\",\"mergedName\":\"SQLRG\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071f9\"},{\"originalName\":\"[SQLElastic AHB Enabled].SKUName\",\"mergedName\":\"SKUName\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071f9\"},{\"originalName\":\"[SQLElastic AHB Enabled].SKUTier\",\"mergedName\":\"SKUTier\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071f9\"},{\"originalName\":\"[SQLElastic AHB Enabled].vCores\",\"mergedName\":\"vCores\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071f9\"},{\"originalName\":\"[SQLElastic AHB Enabled].SQLLocation\",\"mergedName\":\"SQLLocation\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071f9\"},{\"originalName\":\"[SQLElastic AHB Enabled].LicenseType\",\"mergedName\":\"LicenseType\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071f9\"},{\"originalName\":\"[SQLElastic AHB Enabled].CheckSQLDBAHB\",\"mergedName\":\"CheckSQLDBAHB\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071f9\"},{\"originalName\":\"[SQLElastic AHB Enabled].SubscriptionName\",\"mergedName\":\"SubscriptionName\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071f9\"},{\"originalName\":\"[SQLElastic AHB Enabled].SQLDBID1\",\"mergedName\":\"SQLDBID1\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071f9\"}]}",
+                                                        "size": 0,
+                                                        "title": "SQL DB AHB Enabled",
+                                                        "noDataMessage": "None of you SQL DBs have AHB enabled.",
+                                                        "noDataMessageStyle": 4,
+                                                        "showExportToExcel": true,
+                                                        "queryType": 7,
+                                                        "gridSettings": {
+                                                          "labelSettings": [
+                                                            {
+                                                              "columnId": "SQLDBID",
+                                                              "label": "Name"
+                                                            },
+                                                            {
+                                                              "columnId": "SQLName",
+                                                              "label": "Database Name"
+                                                            },
+                                                            {
+                                                              "columnId": "SQLRG",
+                                                              "label": "Resource Group"
+                                                            },
+                                                            {
+                                                              "columnId": "SKUName",
+                                                              "label": "SKU"
+                                                            },
+                                                            {
+                                                              "columnId": "SKUTier",
+                                                              "label": "SKU Tier"
+                                                            },
+                                                            {
+                                                              "columnId": "vCores",
+                                                              "label": "Number of vCore"
+                                                            },
+                                                            {
+                                                              "columnId": "SQLLocation",
+                                                              "label": "Location"
+                                                            },
+                                                            {
+                                                              "columnId": "LicenseType",
+                                                              "label": "License Type"
+                                                            },
+                                                            {
+                                                              "columnId": "SubscriptionName",
+                                                              "label": "Subscription Name"
+                                                            },
+                                                            {
+                                                              "columnId": "SQLDBID1",
+                                                              "label": "Resource ID"
+                                                            }
+                                                          ]
+                                                        }
+                                                      },
+                                                      "conditionalVisibility": {
+                                                        "parameterName": "SQLDBHUBEnabled",
+                                                        "comparison": "isEqualTo",
+                                                        "value": "Yes"
+                                                      },
+                                                      "name": "SQL DB AHB Enabled"
+                                                    }
+                                                  ]
+                                                },
+                                                "name": "Load SQL DB Detailed Info"
+                                              }
+                                            ]
+                                          },
+                                          "conditionalVisibility": {
+                                            "parameterName": "SQLType",
+                                            "comparison": "isEqualTo",
+                                            "value": "SQLElastic"
+                                          },
+                                          "name": "SQLElasticPool"
+                                        }
+                                      ]
+                                    },
+                                    "conditionalVisibility": {
+                                      "parameterName": "SelectedSubTab",
+                                      "comparison": "isEqualTo",
+                                      "value": "SQLDB"
+                                    },
+                                    "name": "SQLDBGroup"
+                                  },
+                                  {
+                                    "type": 12,
+                                    "content": {
+                                      "version": "NotebookGroup/1.0",
+                                      "groupType": "editable",
+                                      "title": "SQL Managed Instance",
+                                      "items": [
+                                        {
+                                          "type": 3,
+                                          "content": {
+                                            "version": "KqlItem/1.0",
+                                            "query": "ResourceContainers | where type =~ 'Microsoft.Resources/subscriptions' | where tostring (properties.subscriptionPolicies.quotaId) !has \"MSDNDevTest_2014-09-01\"\r\n | extend SubscriptionName=name \r\n | join (resources |  where type =~ 'Microsoft.Sql/managedInstances' and tostring(properties.['licenseType']) == 'LicenseIncluded'\r\n | extend ManagedInstance=id, SQLRG=resourceGroup, SQLLocation=location, vCores=toint(sku.capacity),LicenseType = tostring(properties.['licenseType'])\r\n | extend CheckSQLMIAHB = case(\r\n type =~ 'Microsoft.Sql/managedInstances', iif((properties.['licenseType'])\r\n has 'LicenseIncluded', \"AHB Not Enabled\", \"AHB Enabled\"),\r\n\"Not SQL DB\"\r\n    ) \r\n ) on subscriptionId \r\n | project ManagedInstance,SQLRG, SQLLocation, CheckSQLMIAHB, vCores, LicenseType, SubscriptionName\r\n | where SQLRG in ({ResourceGroup})\r\n | join kind = innerunique(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}']), ManagedInstance=id\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct ManagedInstance\r\n    )\r\n    on ManagedInstance",
+                                            "size": 0,
+                                            "queryType": 1,
+                                            "resourceType": "microsoft.resourcegraph/resources",
+                                            "crossComponentResources": [
+                                              "{Subscription}"
+                                            ]
+                                          },
+                                          "conditionalVisibility": {
+                                            "parameterName": "AlwaysHidden",
+                                            "comparison": "isEqualTo",
+                                            "value": "true"
+                                          },
+                                          "name": "SQLMIAHBDisabled"
+                                        },
+                                        {
+                                          "type": 3,
+                                          "content": {
+                                            "version": "KqlItem/1.0",
+                                            "query": "ResourceContainers | where type =~ 'Microsoft.Resources/subscriptions' | where tostring (properties.subscriptionPolicies.quotaId) !has \"MSDNDevTest_2014-09-01\"\r\n | extend SubscriptionName=name \r\n | join (resources |  where type =~ 'Microsoft.Sql/managedInstances' and tostring(properties.['licenseType']) != 'LicenseIncluded'\r\n | extend ManagedInstance=id, SQLName=name, SQLRG=resourceGroup, SQLLocation=location, vCores=toint(sku.capacity),LicenseType = tostring(properties.['licenseType'])\r\n | extend CheckSQLMIAHB = case(\r\n type =~ 'Microsoft.Sql/managedInstances', iif((properties.['licenseType'])\r\n has 'LicenseIncluded', \"AHB Not Enabled\", \"AHB Enabled\"),\r\n\"Not SQL DB\"\r\n    ) \r\n ) on subscriptionId \r\n | project ManagedInstance, SQLName, SQLRG, SQLLocation, CheckSQLMIAHB, vCores, LicenseType, SubscriptionName\r\n | where SQLRG in ({ResourceGroup})\r\n  | join kind = innerunique(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}']), ManagedInstance=id\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct ManagedInstance\r\n    )\r\n    on ManagedInstance\r\n ",
+                                            "size": 0,
+                                            "queryType": 1,
+                                            "resourceType": "microsoft.resourcegraph/resources",
+                                            "crossComponentResources": [
+                                              "{Subscription}"
+                                            ]
+                                          },
+                                          "conditionalVisibility": {
+                                            "parameterName": "AlwaysHidden",
+                                            "comparison": "isEqualTo",
+                                            "value": "true"
+                                          },
+                                          "name": "SQLMIAHBEnabled"
+                                        },
+                                        {
+                                          "type": 1,
+                                          "content": {
+                                            "json": "# SQL Managed Instances Azure Hybrid Benefit (AHB) Overview\r\n"
+                                          },
+                                          "name": "SQL Managed Instances AHB"
+                                        },
+                                        {
+                                          "type": 1,
+                                          "content": {
+                                            "json": "Apply to SQL Server 1 to 4 vCPUs exchange: For every 1 core of SQL Server Enterprise Edition, you get 4 vCPUs of SQL Managed Instance or Azure SQL Database general purpose and Hyperscale tiers, or 4 vCPUs of SQL Server Standard edition on Azure VMs.\r\n\r\nThe SQL virtual machines (VMs) with less than 4 cores are categorized as **Low Priority**, while those with 8 or more cores are classified as **High Priority**. In situations where there are insufficient Azure Hybrid benefit licenses to cover all the VMs in the environment, it is recommended to prioritize the High Priority VMs.",
+                                            "style": "info"
+                                          },
+                                          "name": "Apply to SQL Server 1 to 4 vCPUs exchange"
+                                        },
+                                        {
+                                          "type": 1,
+                                          "content": {
+                                            "json": "### AHB Overview\r\nSummary of all SQL Databases with and without SQL AHB.",
+                                            "style": "info"
+                                          },
+                                          "name": "SQL Databases with and without SQL AHB."
+                                        },
+                                        {
+                                          "type": 12,
+                                          "content": {
+                                            "version": "NotebookGroup/1.0",
+                                            "groupType": "editable",
+                                            "loadType": "explicit",
+                                            "loadButtonText": "Load SQL MI Info",
+                                            "items": [
+                                              {
+                                                "type": 3,
+                                                "content": {
+                                                  "version": "KqlItem/1.0",
+                                                  "query": "ResourceContainers | where type =~ 'Microsoft.Resources/subscriptions' | where tostring (properties.subscriptionPolicies.quotaId) !has \"MSDNDevTest_2014-09-01\"\r\n | extend SubscriptionName=name \r\n | join (resources |  where type =~ 'Microsoft.Sql/managedInstances' \r\n | extend ManagedInstance=id, SQLRG=resourceGroup, SQLLocation=location, vCores=toint(sku.capacity),LicenseType = tostring(properties.['licenseType'])\r\n  | join kind = innerunique(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}']), ManagedInstance=id\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct ManagedInstance\r\n    )\r\n    on ManagedInstance\r\n | extend CheckSQLMIAHB = case(\r\n type =~ 'Microsoft.Sql/managedInstances', iif((properties.['licenseType'])\r\n has 'LicenseIncluded', \"AHB Not Enabled\", \"AHB Enabled\"),\r\n\"Not SQL DB\"\r\n    ) \r\n ) on subscriptionId \r\n| project ManagedInstance,SQLRG, SQLLocation, CheckSQLMIAHB, vCores, LicenseType, SubscriptionName\r\n| summarize count() by SubscriptionName, CheckSQLMIAHB",
+                                                  "size": 0,
+                                                  "title": "Summary of SQL MI with or without AHB per Subscription",
+                                                  "showRefreshButton": true,
+                                                  "queryType": 1,
+                                                  "resourceType": "microsoft.resourcegraph/resources",
+                                                  "crossComponentResources": [
+                                                    "{Subscription}"
+                                                  ],
+                                                  "visualization": "table",
+                                                  "tileSettings": {
+                                                    "titleContent": {
+                                                      "columnMatch": "CheckSQLMIAHB",
+                                                      "formatter": 1
+                                                    },
+                                                    "subtitleContent": {
+                                                      "columnMatch": "SubscriptionName"
+                                                    },
+                                                    "leftContent": {
+                                                      "columnMatch": "count_",
+                                                      "formatter": 12,
+                                                      "formatOptions": {
+                                                        "palette": "auto"
+                                                      },
+                                                      "numberFormat": {
+                                                        "unit": 17,
+                                                        "options": {
+                                                          "maximumSignificantDigits": 3,
+                                                          "maximumFractionDigits": 2
+                                                        }
+                                                      }
+                                                    },
+                                                    "showBorder": false
+                                                  },
+                                                  "chartSettings": {
+                                                    "yAxis": [
+                                                      "count_"
+                                                    ],
+                                                    "group": "CheckSQLMIAHB",
+                                                    "createOtherGroup": null
+                                                  }
+                                                },
+                                                "customWidth": "50",
+                                                "name": "Summary of SQL MI with or without AHB per subs"
+                                              },
+                                              {
+                                                "type": 3,
+                                                "content": {
+                                                  "version": "KqlItem/1.0",
+                                                  "query": "ResourceContainers | where type =~ 'Microsoft.Resources/subscriptions' | where tostring (properties.subscriptionPolicies.quotaId) !has \"MSDNDevTest_2014-09-01\" \r\n | extend SubscriptionName=name \r\n | join (resources |  where type =~ 'Microsoft.Sql/managedInstances'\r\n | extend ManagedInstance=id, SQLRG=resourceGroup, SQLLocation=location, vCores=toint(sku.capacity),LicenseType = tostring(properties.['licenseType'])\r\n  | join kind = innerunique(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}']), ManagedInstance=id\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct ManagedInstance\r\n    )\r\n    on ManagedInstance\r\n | extend CheckSQLMIAHB = case(\r\n type =~ 'Microsoft.Sql/managedInstances', iif((properties.['licenseType'])\r\n has 'LicenseIncluded', \"AHB Not Enabled\", \"AHB Enabled\"),\r\n\"Not SQL DB\"\r\n    ) \r\n ) on subscriptionId \r\n| project ManagedInstance,SQLRG, SQLLocation, CheckSQLMIAHB, vCores, LicenseType, SubscriptionName\r\n| summarize count() by SubscriptionName, CheckSQLMIAHB",
+                                                  "size": 0,
+                                                  "title": "Summary of SQL Managed Instance with or without AHB",
+                                                  "showRefreshButton": true,
+                                                  "queryType": 1,
+                                                  "resourceType": "microsoft.resourcegraph/resources",
+                                                  "crossComponentResources": [
+                                                    "{Subscription}"
+                                                  ],
+                                                  "visualization": "piechart",
+                                                  "chartSettings": {
+                                                    "yAxis": [
+                                                      "count_"
+                                                    ],
+                                                    "group": "CheckSQLMIAHB",
+                                                    "createOtherGroup": null
+                                                  }
+                                                },
+                                                "customWidth": "50",
+                                                "name": "Summary of SQL MI with or without AHB "
+                                              },
+                                              {
+                                                "type": 1,
+                                                "content": {
+                                                  "json": "### Consumed Licenses\r\nTotal number of SQL licenses cores consumed by all SQL Managed Instances.\r\n",
+                                                  "style": "info"
+                                                },
+                                                "customWidth": "50",
+                                                "name": "Consumed Licenses"
+                                              },
+                                              {
+                                                "type": 1,
+                                                "content": {
+                                                  "json": "### Number of required Cores to enable SQL Azure Hybrid Benefit\r\nNumber of cores required to enable SQL AHB across the entire environment.\r\n\r\n\r\n",
+                                                  "style": "info"
+                                                },
+                                                "customWidth": "50",
+                                                "name": "Number of required Cores to enable SQL "
+                                              },
+                                              {
+                                                "type": 3,
+                                                "content": {
+                                                  "version": "KqlItem/1.0",
+                                                  "query": "{\"version\":\"Merge/1.0\",\"merges\":[{\"id\":\"f65bea23-bb49-4498-b331-c20c618071c2\",\"mergeType\":\"table\",\"leftTable\":\"SQLMIAHBEnabled\"}],\"projectRename\":[{\"originalName\":\"[Added column]\",\"mergedName\":\"Consumed Cores\",\"fromId\":null,\"isNewItem\":true,\"newItemData\":[{\"criteriaContext\":{\"leftOperand\":\"vCores\",\"operator\":\"<\",\"rightValType\":\"static\",\"rightVal\":\"4\",\"resultValType\":\"expression\",\"resultVal\":\"4\"}},{\"criteriaContext\":{\"operator\":\"Default\",\"rightValType\":\"column\",\"resultValType\":\"expression\",\"resultVal\":\"round([\\\"vCPUs\\\"] / 4) * 4\"}}]},{\"originalName\":\"[Added column]\",\"mergedName\":\"Prioritize AHB?\",\"fromId\":null,\"isNewItem\":true,\"newItemData\":[{\"criteriaContext\":{\"leftOperand\":\"vCores\",\"operator\":\"<\",\"rightValType\":\"static\",\"rightVal\":\"4\",\"resultValType\":\"expression\",\"resultVal\":\"\\\"Low Priority\\\"\"}},{\"criteriaContext\":{\"operator\":\"Default\",\"rightValType\":\"column\",\"resultValType\":\"expression\",\"resultVal\":\"\\\"High Priority\\\"\"}}]},{\"originalName\":\"[SQLDB AHB Enabled].vCores\",\"mergedName\":\"vCores\",\"fromId\":\"unknown\"},{\"originalName\":\"[SQLMIAHBEnabled].ManagedInstance\",\"mergedName\":\"ManagedInstance\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLMIAHBEnabled].SQLRG\",\"mergedName\":\"SQLRG\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLMIAHBEnabled].SQLLocation\",\"mergedName\":\"SQLLocation\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLMIAHBEnabled].CheckSQLMIAHB\",\"mergedName\":\"CheckSQLMIAHB\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLMIAHBEnabled].vCores\",\"mergedName\":\"vCores\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLMIAHBEnabled].LicenseType\",\"mergedName\":\"LicenseType\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLMIAHBEnabled].SubscriptionName\",\"mergedName\":\"SubscriptionName\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLMIAHBEnabled].ManagedInstance1\",\"mergedName\":\"ManagedInstance1\",\"fromId\":\"unknown\"},{\"originalName\":\"[SQLMIAHBEnabled].SQLName\",\"mergedName\":\"SQLName\",\"fromId\":\"unknown\"}]}",
+                                                  "size": 0,
+                                                  "title": "SQL Managed Instance AHB Consumed Cores per VM",
+                                                  "noDataMessage": "None of your SQL MI have AHB enabled.",
+                                                  "noDataMessageStyle": 4,
+                                                  "showRefreshButton": true,
+                                                  "queryType": 7,
+                                                  "visualization": "piechart",
+                                                  "gridSettings": {
+                                                    "formatters": [
+                                                      {
+                                                        "columnMatch": "Prioritize AHB?",
+                                                        "formatter": 18,
+                                                        "formatOptions": {
+                                                          "thresholdsOptions": "icons",
+                                                          "thresholdsGrid": [
+                                                            {
+                                                              "operator": "==",
+                                                              "thresholdValue": "High Priority",
+                                                              "representation": "Sev0",
+                                                              "text": "{0}{1}"
+                                                            },
+                                                            {
+                                                              "operator": "==",
+                                                              "thresholdValue": "Low Priority",
+                                                              "representation": "2",
+                                                              "text": "{0}{1}"
+                                                            },
+                                                            {
+                                                              "operator": "Default",
+                                                              "thresholdValue": null,
+                                                              "representation": "unknown",
+                                                              "text": "{0}{1}"
+                                                            }
+                                                          ]
+                                                        }
+                                                      }
+                                                    ]
+                                                  },
+                                                  "chartSettings": {
+                                                    "yAxis": [
+                                                      "vCores"
+                                                    ],
+                                                    "group": "SQLName",
+                                                    "createOtherGroup": null
+                                                  }
+                                                },
+                                                "customWidth": "33",
+                                                "name": "Summary SQLMI+SKU AHB Enabled - per VM"
+                                              },
+                                              {
+                                                "type": 3,
+                                                "content": {
+                                                  "version": "KqlItem/1.0",
+                                                  "query": "{\"version\":\"Merge/1.0\",\"merges\":[{\"id\":\"f65bea23-bb49-4498-b331-c20c618071c2\",\"mergeType\":\"table\",\"leftTable\":\"SQLMIAHBEnabled\"}],\"projectRename\":[{\"originalName\":\"[Added column]\",\"mergedName\":\"Consumed Cores\",\"fromId\":null,\"isNewItem\":true,\"newItemData\":[{\"criteriaContext\":{\"leftOperand\":\"vCores\",\"operator\":\"<\",\"rightValType\":\"static\",\"rightVal\":\"4\",\"resultValType\":\"expression\",\"resultVal\":\"4\"}},{\"criteriaContext\":{\"operator\":\"Default\",\"rightValType\":\"column\",\"resultValType\":\"expression\",\"resultVal\":\"round([\\\"vCPUs\\\"] / 4) * 4\"}}]},{\"originalName\":\"[Added column]\",\"mergedName\":\"Prioritize AHB?\",\"fromId\":null,\"isNewItem\":true,\"newItemData\":[{\"criteriaContext\":{\"leftOperand\":\"vCores\",\"operator\":\"<\",\"rightValType\":\"static\",\"rightVal\":\"4\",\"resultValType\":\"expression\",\"resultVal\":\"\\\"Low Priority\\\"\"}},{\"criteriaContext\":{\"operator\":\"Default\",\"rightValType\":\"column\",\"resultValType\":\"expression\",\"resultVal\":\"\\\"High Priority\\\"\"}}]},{\"originalName\":\"[SQLDB AHB Enabled].vCores\",\"mergedName\":\"vCores\",\"fromId\":\"unknown\"},{\"originalName\":\"[SQLMIAHBEnabled].ManagedInstance\",\"mergedName\":\"ManagedInstance\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLMIAHBEnabled].SQLRG\",\"mergedName\":\"SQLRG\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLMIAHBEnabled].SQLLocation\",\"mergedName\":\"SQLLocation\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLMIAHBEnabled].CheckSQLMIAHB\",\"mergedName\":\"CheckSQLMIAHB\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLMIAHBEnabled].vCores\",\"mergedName\":\"vCores\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLMIAHBEnabled].LicenseType\",\"mergedName\":\"LicenseType\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLMIAHBEnabled].SubscriptionName\",\"mergedName\":\"SubscriptionName\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLMIAHBEnabled].ManagedInstance1\",\"mergedName\":\"ManagedInstance1\",\"fromId\":\"unknown\"},{\"originalName\":\"[SQLMIAHBEnabled].SQLName\",\"mergedName\":\"SQLName\",\"fromId\":\"unknown\"}]}",
+                                                  "size": 0,
+                                                  "title": "SQL Managed Instance AHB Consumed Cores per Priority",
+                                                  "noDataMessage": "None of your SQL MI have AHB enabled.",
+                                                  "noDataMessageStyle": 4,
+                                                  "showRefreshButton": true,
+                                                  "queryType": 7,
+                                                  "visualization": "piechart",
+                                                  "gridSettings": {
+                                                    "formatters": [
+                                                      {
+                                                        "columnMatch": "Prioritize AHB?",
+                                                        "formatter": 18,
+                                                        "formatOptions": {
+                                                          "thresholdsOptions": "icons",
+                                                          "thresholdsGrid": [
+                                                            {
+                                                              "operator": "==",
+                                                              "thresholdValue": "High Priority",
+                                                              "representation": "Sev0",
+                                                              "text": "{0}{1}"
+                                                            },
+                                                            {
+                                                              "operator": "==",
+                                                              "thresholdValue": "Low Priority",
+                                                              "representation": "2",
+                                                              "text": "{0}{1}"
+                                                            },
+                                                            {
+                                                              "operator": "Default",
+                                                              "thresholdValue": null,
+                                                              "representation": "unknown",
+                                                              "text": "{0}{1}"
+                                                            }
+                                                          ]
+                                                        }
+                                                      }
+                                                    ]
+                                                  },
+                                                  "chartSettings": {
+                                                    "yAxis": [
+                                                      "vCores"
+                                                    ],
+                                                    "group": "Prioritize AHB?",
+                                                    "createOtherGroup": null
+                                                  }
+                                                },
+                                                "customWidth": "33",
+                                                "name": "Summary SQLMI+SKU AHB Enabled - per Priority"
+                                              },
+                                              {
+                                                "type": 3,
+                                                "content": {
+                                                  "version": "KqlItem/1.0",
+                                                  "query": "{\"version\":\"Merge/1.0\",\"merges\":[{\"id\":\"f65bea23-bb49-4498-b331-c20c618071c2\",\"mergeType\":\"table\",\"leftTable\":\"SQLMIAHBDisabled\"}],\"projectRename\":[{\"originalName\":\"[Added column]\",\"mergedName\":\"Consumed Cores\",\"fromId\":null,\"isNewItem\":true,\"newItemData\":[{\"criteriaContext\":{\"leftOperand\":\"vCores\",\"operator\":\"<\",\"rightValType\":\"static\",\"rightVal\":\"4\",\"resultValType\":\"expression\",\"resultVal\":\"4\"}},{\"criteriaContext\":{\"operator\":\"Default\",\"rightValType\":\"column\",\"resultValType\":\"expression\",\"resultVal\":\"round([\\\"vCPUs\\\"] / 4) * 4\"}}]},{\"originalName\":\"[Added column]\",\"mergedName\":\"Prioritize AHB?\",\"fromId\":null,\"isNewItem\":true,\"newItemData\":[{\"criteriaContext\":{\"leftOperand\":\"vCores\",\"operator\":\"<\",\"rightValType\":\"static\",\"rightVal\":\"4\",\"resultValType\":\"expression\",\"resultVal\":\"\\\"Low Priority\\\"\"}},{\"criteriaContext\":{\"operator\":\"Default\",\"rightValType\":\"column\",\"resultValType\":\"expression\",\"resultVal\":\"\\\"High Priority\\\"\"}}]},{\"originalName\":\"[SQLMIAHBDisabled].ManagedInstance\",\"mergedName\":\"ManagedInstance\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLMIAHBDisabled].SQLRG\",\"mergedName\":\"SQLRG\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLMIAHBDisabled].SQLLocation\",\"mergedName\":\"SQLLocation\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLMIAHBDisabled].CheckSQLMIAHB\",\"mergedName\":\"CheckSQLMIAHB\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLMIAHBDisabled].vCores\",\"mergedName\":\"vCores\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLMIAHBDisabled].LicenseType\",\"mergedName\":\"LicenseType\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLMIAHBDisabled].SubscriptionName\",\"mergedName\":\"SubscriptionName\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071c2\"},{\"originalName\":\"[SQLMIAHBDisabled].ManagedInstance1\",\"mergedName\":\"ManagedInstance1\",\"fromId\":\"unknown\"}]}",
+                                                  "size": 0,
+                                                  "title": "SQL Managed Instances AHB Cores not enabled per AHB Priority",
+                                                  "noDataMessage": "All of your SQL MI have AHB enabled.",
+                                                  "noDataMessageStyle": 3,
+                                                  "showRefreshButton": true,
+                                                  "queryType": 7,
+                                                  "visualization": "piechart",
+                                                  "gridSettings": {
+                                                    "formatters": [
+                                                      {
+                                                        "columnMatch": "Prioritize AHB?",
+                                                        "formatter": 18,
+                                                        "formatOptions": {
+                                                          "thresholdsOptions": "icons",
+                                                          "thresholdsGrid": [
+                                                            {
+                                                              "operator": "==",
+                                                              "thresholdValue": "High Priority",
+                                                              "representation": "Sev0",
+                                                              "text": "{0}{1}"
+                                                            },
+                                                            {
+                                                              "operator": "==",
+                                                              "thresholdValue": "Low Priority",
+                                                              "representation": "2",
+                                                              "text": "{0}{1}"
+                                                            },
+                                                            {
+                                                              "operator": "Default",
+                                                              "thresholdValue": null,
+                                                              "representation": "unknown",
+                                                              "text": "{0}{1}"
+                                                            }
+                                                          ]
+                                                        }
+                                                      }
+                                                    ]
+                                                  },
+                                                  "chartSettings": {
+                                                    "yAxis": [
+                                                      "vCores"
+                                                    ],
+                                                    "group": "Prioritize AHB?",
+                                                    "createOtherGroup": null
+                                                  }
+                                                },
+                                                "customWidth": "33",
+                                                "name": "Summary SQLMI+SKU AHB Disabled - per Priority"
+                                              }
+                                            ]
+                                          },
+                                          "name": "SQL MI Info"
+                                        },
+                                        {
+                                          "type": 9,
+                                          "content": {
+                                            "version": "KqlParameterItem/1.0",
+                                            "parameters": [
+                                              {
+                                                "id": "ae5e8765-47ef-46a6-803b-6b7124c098d2",
+                                                "version": "KqlParameterItem/1.0",
+                                                "name": "SQLMIAHBEnabled",
+                                                "label": "See SQL  MIs with AHB",
+                                                "type": 2,
+                                                "isRequired": true,
+                                                "typeSettings": {
+                                                  "additionalResourceOptions": [],
+                                                  "showDefault": false
+                                                },
+                                                "jsonData": "[\r\n    {\"value\":\"Yes\"},\r\n    {\"value\":\"No\", \"selected\":true}\r\n]\r\n\r\n",
+                                                "timeContext": {
+                                                  "durationMs": 86400000
+                                                }
+                                              },
+                                              {
+                                                "id": "f1ac5e53-253c-4afb-8bc5-b1ba2efea3eb",
+                                                "version": "KqlParameterItem/1.0",
+                                                "name": "SQLMIAHBDisabled",
+                                                "label": "See SQL MIs without AHB",
+                                                "type": 2,
+                                                "isRequired": true,
+                                                "typeSettings": {
+                                                  "additionalResourceOptions": [],
+                                                  "showDefault": false
+                                                },
+                                                "jsonData": "[\r\n    {\"value\":\"Yes\"},\r\n    {\"value\":\"No\", \"selected\":true}\r\n]\r\n\r\n"
+                                              }
+                                            ],
+                                            "style": "pills",
+                                            "queryType": 0,
+                                            "resourceType": "microsoft.operationalinsights/workspaces"
+                                          },
+                                          "name": "SQL MI AHB Disabled"
+                                        },
+                                        {
+                                          "type": 12,
+                                          "content": {
+                                            "version": "NotebookGroup/1.0",
+                                            "groupType": "editable",
+                                            "items": [
+                                              {
+                                                "type": 3,
+                                                "content": {
+                                                  "version": "KqlItem/1.0",
+                                                  "query": "{\"version\":\"Merge/1.0\",\"merges\":[{\"id\":\"f65bea23-bb49-4498-b331-c20c618071ed\",\"mergeType\":\"table\",\"leftTable\":\"SQLMIAHBDisabled\"}],\"projectRename\":[{\"originalName\":\"[SQLMIAHBDisabled].ManagedInstance\",\"mergedName\":\"ManagedInstance\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071ed\"},{\"originalName\":\"[SQLMIAHBDisabled].SQLRG\",\"mergedName\":\"SQLRG\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071ed\"},{\"originalName\":\"[SQLMIAHBDisabled].SQLLocation\",\"mergedName\":\"SQLLocation\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071ed\"},{\"originalName\":\"[SQLMIAHBDisabled].CheckSQLMIAHB\",\"mergedName\":\"CheckSQLMIAHB\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071ed\"},{\"originalName\":\"[SQLMIAHBDisabled].vCores\",\"mergedName\":\"vCores\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071ed\"},{\"originalName\":\"[SQLMIAHBDisabled].LicenseType\",\"mergedName\":\"LicenseType\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071ed\"},{\"originalName\":\"[SQLMIAHBDisabled].SubscriptionName\",\"mergedName\":\"SubscriptionName\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071ed\"}]}",
+                                                  "size": 0,
+                                                  "title": "SQL Managed Instance AHB Disabled",
+                                                  "noDataMessage": "All of your SQL MIs have AHB enabled.",
+                                                  "showExportToExcel": true,
+                                                  "queryType": 7,
+                                                  "gridSettings": {
+                                                    "formatters": [
+                                                      {
+                                                        "columnMatch": "$gen_group",
+                                                        "formatter": 15,
+                                                        "formatOptions": {
+                                                          "linkTarget": null,
+                                                          "showIcon": true
+                                                        }
+                                                      },
+                                                      {
+                                                        "columnMatch": "Group",
+                                                        "formatter": 15,
+                                                        "formatOptions": {
+                                                          "linkTarget": null,
+                                                          "showIcon": true
+                                                        }
+                                                      },
+                                                      {
+                                                        "columnMatch": "SubscriptionName",
+                                                        "formatter": 15,
+                                                        "formatOptions": {
+                                                          "linkTarget": null,
+                                                          "showIcon": true
+                                                        }
+                                                      }
+                                                    ],
+                                                    "hierarchySettings": {
+                                                      "treeType": 1,
+                                                      "groupBy": [
+                                                        "SubscriptionName"
+                                                      ],
+                                                      "expandTopLevel": true
+                                                    }
+                                                  }
+                                                },
+                                                "conditionalVisibility": {
+                                                  "parameterName": "SQLMIAHBDisabled",
+                                                  "comparison": "isEqualTo",
+                                                  "value": "Yes"
+                                                },
+                                                "name": "SQL MI Disabled"
+                                              },
+                                              {
+                                                "type": 3,
+                                                "content": {
+                                                  "version": "KqlItem/1.0",
+                                                  "query": "{\"version\":\"Merge/1.0\",\"merges\":[{\"id\":\"f65bea23-bb49-4498-b331-c20c618071f9\",\"mergeType\":\"table\",\"leftTable\":\"SQLMIAHBEnabled\"}],\"projectRename\":[{\"originalName\":\"[SQLDB AHB Enabled].vCores\",\"mergedName\":\"vCores\",\"fromId\":\"unknown\"},{\"originalName\":\"[SQLMIAHBEnabled].ManagedInstance\",\"mergedName\":\"ManagedInstance\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071f9\"},{\"originalName\":\"[SQLMIAHBEnabled].SQLRG\",\"mergedName\":\"SQLRG\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071f9\"},{\"originalName\":\"[SQLMIAHBEnabled].SQLLocation\",\"mergedName\":\"SQLLocation\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071f9\"},{\"originalName\":\"[SQLMIAHBEnabled].CheckSQLMIAHB\",\"mergedName\":\"CheckSQLMIAHB\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071f9\"},{\"originalName\":\"[SQLMIAHBEnabled].vCores\",\"mergedName\":\"vCores\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071f9\"},{\"originalName\":\"[SQLMIAHBEnabled].LicenseType\",\"mergedName\":\"LicenseType\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071f9\"},{\"originalName\":\"[SQLMIAHBEnabled].SubscriptionName\",\"mergedName\":\"SubscriptionName\",\"fromId\":\"f65bea23-bb49-4498-b331-c20c618071f9\"}]}",
+                                                  "size": 0,
+                                                  "title": "SQL Managed Instance AHB Enabled",
+                                                  "noDataMessage": "None of you SQL MIs have AHB enabled.",
+                                                  "showExportToExcel": true,
+                                                  "queryType": 7
+                                                },
+                                                "conditionalVisibility": {
+                                                  "parameterName": "SQLMIAHBEnabled",
+                                                  "comparison": "isEqualTo",
+                                                  "value": "Yes"
+                                                },
+                                                "name": "SQL MI AHB Enabled"
+                                              }
+                                            ]
+                                          },
+                                          "name": "SQL MI Detailed"
+                                        }
+                                      ]
+                                    },
+                                    "conditionalVisibility": {
+                                      "parameterName": "SelectedSubTab",
+                                      "comparison": "isEqualTo",
+                                      "value": "SQLMI"
+                                    },
+                                    "name": "SQL MI"
+                                  }
+                                ]
+                              },
+                              "conditionalVisibility": {
+                                "parameterName": "SelectedTab",
+                                "comparison": "isEqualTo",
+                                "value": "SQL"
+                              },
+                              "name": "SQLAHB"
+                            },
+                            {
+                              "type": 12,
+                              "content": {
+                                "version": "NotebookGroup/1.0",
+                                "groupType": "editable",
+                                "title": "Linux Hybrid Benefit",
+                                "loadType": "explicit",
+                                "loadButtonText": "Load Linux Recommendations",
+                                "items": [
+                                  {
+                                    "type": 1,
+                                    "content": {
+                                      "json": "## Linux Azure Hybrid Benefit (AHB) Overview"
+                                    },
+                                    "name": "Linux Text"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "{\"version\":\"ARMEndpoint/1.0\",\"data\":null,\"headers\":[],\"method\":\"GET\",\"path\":\"/subscriptions/{SingleSubHidden}/providers/Microsoft.Compute/skus?$filter=location eq '{Location}'\",\"urlParams\":[{\"key\":\"api-version\",\"value\":\"2021-07-01\"}],\"batchDisabled\":false,\"transformers\":[{\"type\":\"jsonpath\",\"settings\":{\"tablePath\":\"$.*[?(@.resourceType=='virtualMachines')]\",\"columns\":[{\"path\":\"name\",\"columnid\":\"Name\"},{\"path\":\"capabilities[?(@.name=='vCPUs')].value\",\"columnid\":\"vCPUs\"},{\"path\":\"capabilities[?(@.name=='MemoryGB')].value\",\"columnid\":\"MemoryGB\"},{\"path\":\"capabilities[?(@.name=='MaxNetworkInterfaces')].value\",\"columnid\":\"MaxNetworkInterfaces\"},{\"path\":\"capabilities[?(@.name=='HyperVGenerations')].value\",\"columnid\":\"HyperVGenerations\"},{\"path\":\"capabilities[?(@.name=='vCPUsPerCore')].value\",\"columnid\":\"vCPUsPerCore\"}]}}]}",
+                                      "size": 0,
+                                      "title": "Get VM vCPU",
+                                      "exportParameterName": "ResourceSKU",
+                                      "showExportToExcel": true,
+                                      "queryType": 12,
+                                      "gridSettings": {
+                                        "rowLimit": 5000
+                                      }
+                                    },
+                                    "conditionalVisibility": {
+                                      "parameterName": "AlwaysHidden",
+                                      "comparison": "isEqualTo",
+                                      "value": "true"
+                                    },
+                                    "name": "API-Get_VMLinux_SKU"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "resources \r\n| where resourceGroup in ({ResourceGroup})\r\n| where type =~ 'microsoft.compute/virtualmachines' and (properties.storageProfile.imageReference.publisher == 'suse' or properties.storageProfile.imageReference.publisher=='RedHat')\r\n| where isnull ((properties.['licenseType']))\r\n| extend LinuxId=id, VMName=name, VMLocation=location, VMRG=resourceGroup, OSType=tostring(properties.storageProfile.imageReference.publisher), OsVersion = tostring(properties.storageProfile.imageReference.sku), VMSize=tostring (properties.hardwareProfile.vmSize), LicenseType = tostring(properties.['licenseType']), VMSSize=tostring(sku.name)\r\n| order by type asc \r\n| project LinuxId,VMName,VMRG,VMSize, VMSSize, VMLocation,OSType, OsVersion,LicenseType\r\n| join kind = innerunique(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}']), LinuxId=id\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct LinuxId\r\n    )\r\n    on LinuxId",
+                                      "size": 0,
+                                      "title": "AHB Disabled",
+                                      "noDataMessage": "None of your Linux VMs have AHB enabled.",
+                                      "noDataMessageStyle": 4,
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ]
+                                    },
+                                    "conditionalVisibility": {
+                                      "parameterName": "AlwaysHidden",
+                                      "comparison": "isEqualTo",
+                                      "value": "true"
+                                    },
+                                    "name": "LinuxAHBDisabled"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "resources \r\n| where resourceGroup in ({ResourceGroup})\r\n| where type =~ 'microsoft.compute/virtualmachines' and (properties.storageProfile.imageReference.publisher == 'suse' or properties.storageProfile.imageReference.publisher=='RedHat')\r\n| where isnotnull ((properties.['licenseType']))\r\n| extend LinuxId=id, VMName=name, VMLocation=location, VMRG=resourceGroup, OSType=tostring(properties.storageProfile.imageReference.publisher), OsVersion = tostring(properties.storageProfile.imageReference.sku), VMSize=tostring (properties.hardwareProfile.vmSize), LicenseType = tostring(properties.['licenseType']), VMSSize=tostring(sku.name)\r\n| order by type asc \r\n| project LinuxId,VMName,VMRG,VMSize, VMSSize, VMLocation,OSType, OsVersion,LicenseType\r\n| join kind = innerunique(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}']), LinuxId=id\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct LinuxId\r\n    )\r\n    on LinuxId",
+                                      "size": 0,
+                                      "title": "AHB Enabled",
+                                      "noDataMessage": "All of your Linux VMs have AHB enabled.",
+                                      "noDataMessageStyle": 3,
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ]
+                                    },
+                                    "conditionalVisibility": {
+                                      "parameterName": "AlwaysHidden",
+                                      "comparison": "isEqualTo",
+                                      "value": "true"
+                                    },
+                                    "name": "LinuxAHBRGEnabled"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "resources \r\n| where resourceGroup in ({ResourceGroup})\r\n| where type =~ 'microsoft.compute/virtualmachines' and (properties.storageProfile.imageReference.publisher == 'suse' or properties.storageProfile.imageReference.publisher=='RedHat')\r\n| extend LicenseType = tostring(properties.['licenseType'])\r\n| extend LinuxId=id\r\n| join kind = innerunique(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}']), LinuxId=id\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct LinuxId\r\n    )\r\n    on LinuxId\r\n| extend CheckAHBLinux = case(\r\n     type == 'microsoft.compute/virtualmachines' or type =~ 'microsoft.compute/virtualMachineScaleSets',\r\n     iff(isnull((properties.['licenseType'])),\r\n      \"AHB Not Enabled\", \"AHB Enabled\"),\r\n     \"Not Linux\"\r\n     )\r\n| summarize count() by CheckAHBLinux",
+                                      "size": 0,
+                                      "title": "Summary of Linux VMs with or without AHB",
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ],
+                                      "visualization": "piechart"
+                                    },
+                                    "customWidth": "50",
+                                    "name": "Summary of Linux VMs with or without AHB"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "{\"version\":\"Merge/1.0\",\"merges\":[{\"id\":\"d8deb22b-a596-43ee-acc4-180849d26130\",\"mergeType\":\"inner\",\"leftTable\":\"LinuxAHBRGEnabled\",\"rightTable\":\"API-Get_VMLinux_SKU\",\"leftColumn\":\"VMSize\",\"rightColumn\":\"Name\"}],\"projectRename\":[{\"originalName\":\"[Added column]\",\"mergedName\":\"ConsumedCores\",\"fromId\":null,\"isNewItem\":true,\"newItemData\":[{\"criteriaContext\":{\"leftOperand\":\"vCPUs\",\"operator\":\"<=\",\"rightValType\":\"static\",\"rightVal\":\"8\",\"resultValType\":\"expression\",\"resultVal\":\"8\"}},{\"criteriaContext\":{\"operator\":\"Default\",\"rightValType\":\"column\",\"resultValType\":\"expression\",\"resultVal\":\"[\\\"vCPUs\\\"]\"}}]},{\"originalName\":\"[WindowsAHBEnabled].subscriptionId\",\"mergedName\":\"subscriptionId\",\"fromId\":\"unknown\"},{\"originalName\":\"[WindowsAHBEnabled].WindowsId1\",\"mergedName\":\"WindowsId1\",\"fromId\":\"unknown\"},{\"originalName\":\"[LinuxAHBRGEnabled].LinuxId\",\"mergedName\":\"LinuxId\",\"fromId\":\"d8deb22b-a596-43ee-acc4-180849d26130\"},{\"originalName\":\"[LinuxAHBRGEnabled].VMName\",\"mergedName\":\"VMName\",\"fromId\":\"d8deb22b-a596-43ee-acc4-180849d26130\"},{\"originalName\":\"[LinuxAHBRGEnabled].VMRG\",\"mergedName\":\"VMRG\",\"fromId\":\"d8deb22b-a596-43ee-acc4-180849d26130\"},{\"originalName\":\"[LinuxAHBRGEnabled].VMSize\",\"mergedName\":\"VMSize\",\"fromId\":\"d8deb22b-a596-43ee-acc4-180849d26130\"},{\"originalName\":\"[LinuxAHBRGEnabled].VMSSize\",\"mergedName\":\"VMSSize\",\"fromId\":\"d8deb22b-a596-43ee-acc4-180849d26130\"},{\"originalName\":\"[LinuxAHBRGEnabled].VMLocation\",\"mergedName\":\"VMLocation\",\"fromId\":\"d8deb22b-a596-43ee-acc4-180849d26130\"},{\"originalName\":\"[LinuxAHBRGEnabled].OSType\",\"mergedName\":\"OSType\",\"fromId\":\"d8deb22b-a596-43ee-acc4-180849d26130\"},{\"originalName\":\"[LinuxAHBRGEnabled].OsVersion\",\"mergedName\":\"OsVersion\",\"fromId\":\"d8deb22b-a596-43ee-acc4-180849d26130\"},{\"originalName\":\"[LinuxAHBRGEnabled].LicenseType\",\"mergedName\":\"LicenseType\",\"fromId\":\"d8deb22b-a596-43ee-acc4-180849d26130\"},{\"originalName\":\"[LinuxAHBRGEnabled].LinuxId1\",\"mergedName\":\"LinuxId1\",\"fromId\":\"d8deb22b-a596-43ee-acc4-180849d26130\"},{\"originalName\":\"[API-Get_VMLinux_SKU].Name\",\"mergedName\":\"Name\",\"fromId\":\"d8deb22b-a596-43ee-acc4-180849d26130\"},{\"originalName\":\"[API-Get_VMLinux_SKU].vCPUs\",\"mergedName\":\"vCPUs\",\"fromId\":\"d8deb22b-a596-43ee-acc4-180849d26130\"},{\"originalName\":\"[API-Get_VMLinux_SKU].MemoryGB\",\"mergedName\":\"MemoryGB\",\"fromId\":\"d8deb22b-a596-43ee-acc4-180849d26130\"},{\"originalName\":\"[API-Get_VMLinux_SKU].MaxNetworkInterfaces\",\"mergedName\":\"MaxNetworkInterfaces\",\"fromId\":\"d8deb22b-a596-43ee-acc4-180849d26130\"},{\"originalName\":\"[API-Get_VMLinux_SKU].HyperVGenerations\",\"mergedName\":\"HyperVGenerations\",\"fromId\":\"d8deb22b-a596-43ee-acc4-180849d26130\"},{\"originalName\":\"[API-Get_VMLinux_SKU].vCPUsPerCore\",\"mergedName\":\"vCPUsPerCore\",\"fromId\":\"d8deb22b-a596-43ee-acc4-180849d26130\"}]}",
+                                      "size": 0,
+                                      "title": "Consumed Cores per VM",
+                                      "noDataMessage": "None of your Linux VM have AHB enabled",
+                                      "showRefreshButton": true,
+                                      "queryType": 7,
+                                      "visualization": "piechart",
+                                      "gridSettings": {
+                                        "formatters": [
+                                          {
+                                            "columnMatch": "ConsumedCores",
+                                            "formatter": 0,
+                                            "formatOptions": {
+                                              "aggregation": "Sum"
+                                            }
+                                          }
+                                        ]
+                                      },
+                                      "tileSettings": {
+                                        "titleContent": {},
+                                        "leftContent": {
+                                          "columnMatch": "ConsumedCores",
+                                          "formatter": 12,
+                                          "formatOptions": {
+                                            "palette": "blue"
+                                          }
+                                        },
+                                        "showBorder": false
+                                      },
+                                      "graphSettings": {
+                                        "type": 0
+                                      },
+                                      "chartSettings": {
+                                        "yAxis": [
+                                          "ConsumedCores"
+                                        ],
+                                        "group": "VMName",
+                                        "createOtherGroup": null
+                                      }
+                                    },
+                                    "customWidth": "33",
+                                    "name": "Linux Consumed Cores per VM"
+                                  },
+                                  {
+                                    "type": 9,
+                                    "content": {
+                                      "version": "KqlParameterItem/1.0",
+                                      "parameters": [
+                                        {
+                                          "id": "ae5e8765-47ef-46a6-803b-6b7124c098d2",
+                                          "version": "KqlParameterItem/1.0",
+                                          "name": "LinuxAHBEnabled",
+                                          "label": "See Linux VMs with AHB",
+                                          "type": 2,
+                                          "isRequired": true,
+                                          "typeSettings": {
+                                            "additionalResourceOptions": [],
+                                            "showDefault": false
+                                          },
+                                          "jsonData": "[\r\n    {\"value\":\"Yes\"},\r\n    {\"value\":\"No\", \"selected\":true}\r\n]\r\n\r\n",
+                                          "timeContext": {
+                                            "durationMs": 86400000
+                                          }
+                                        },
+                                        {
+                                          "id": "4c3ff9fa-d9c8-4d35-94d4-48ba3a1547fd",
+                                          "version": "KqlParameterItem/1.0",
+                                          "name": "LinuxAHBDisabled",
+                                          "label": "See Linux VMs without AHB",
+                                          "type": 2,
+                                          "isRequired": true,
+                                          "typeSettings": {
+                                            "additionalResourceOptions": []
+                                          },
+                                          "jsonData": "[\r\n    {\"value\":\"Yes\"},\r\n    {\"value\":\"No\", \"selected\":true}\r\n]\r\n\r\n",
+                                          "timeContext": {
+                                            "durationMs": 86400000
+                                          }
+                                        }
+                                      ],
+                                      "style": "pills",
+                                      "queryType": 0,
+                                      "resourceType": "microsoft.operationalinsights/workspaces"
+                                    },
+                                    "name": "Linux VMs without AHB"
+                                  },
+                                  {
+                                    "type": 1,
+                                    "content": {
+                                      "json": "List of Linux VMs with Hybrid Benefit groupped by Subscription."
+                                    },
+                                    "conditionalVisibility": {
+                                      "parameterName": "LinuxAHBEnabled",
+                                      "comparison": "isEqualTo",
+                                      "value": "Yes"
+                                    },
+                                    "name": "Linux VMs with Hybrid Benefit"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "{\"version\":\"Merge/1.0\",\"merges\":[{\"id\":\"8a27a7d8-5ea8-4408-ac20-2fc4e65ca095\",\"mergeType\":\"inner\",\"leftTable\":\"LinuxAHBRGEnabled\",\"rightTable\":\"API-Get_VMLinux_SKU\",\"leftColumn\":\"VMSize\",\"rightColumn\":\"Name\"}],\"projectRename\":[{\"originalName\":\"[LinuxAHBRGEnabled].LinuxId\",\"mergedName\":\"VM ID\",\"fromId\":\"8a27a7d8-5ea8-4408-ac20-2fc4e65ca095\"},{\"originalName\":\"[LinuxAHBRGEnabled].VMRG\",\"mergedName\":\"VMRG\",\"fromId\":\"8a27a7d8-5ea8-4408-ac20-2fc4e65ca095\"},{\"originalName\":\"[LinuxAHBRGEnabled].VMSize\",\"mergedName\":\"VMSize\",\"fromId\":\"8a27a7d8-5ea8-4408-ac20-2fc4e65ca095\"},{\"originalName\":\"[API-Get_VMLinux_SKU].vCPUs\",\"mergedName\":\"vCPUs\",\"fromId\":\"8a27a7d8-5ea8-4408-ac20-2fc4e65ca095\"},{\"originalName\":\"[LinuxAHBRGEnabled].VMLocation\",\"mergedName\":\"VMLocation\",\"fromId\":\"8a27a7d8-5ea8-4408-ac20-2fc4e65ca095\"},{\"originalName\":\"[LinuxAHBRGEnabled].OSType\",\"mergedName\":\"OSType\",\"fromId\":\"8a27a7d8-5ea8-4408-ac20-2fc4e65ca095\"},{\"originalName\":\"[LinuxAHBRGEnabled].OsVersion\",\"mergedName\":\"OsVersion\",\"fromId\":\"8a27a7d8-5ea8-4408-ac20-2fc4e65ca095\"},{\"originalName\":\"[LinuxAHBRGEnabled].LicenseType\",\"mergedName\":\"LicenseType\",\"fromId\":\"8a27a7d8-5ea8-4408-ac20-2fc4e65ca095\"},{\"originalName\":\"[API-Get_VMLinux_SKU].Name\",\"mergedName\":\"Name\",\"fromId\":\"8a27a7d8-5ea8-4408-ac20-2fc4e65ca095\"},{\"originalName\":\"[API-Get_VMLinux_SKU].MemoryGB\",\"mergedName\":\"MemoryGB\",\"fromId\":\"8a27a7d8-5ea8-4408-ac20-2fc4e65ca095\"},{\"originalName\":\"[API-Get_VMLinux_SKU].MaxNetworkInterfaces\",\"mergedName\":\"MaxNetworkInterfaces\",\"fromId\":\"8a27a7d8-5ea8-4408-ac20-2fc4e65ca095\"},{\"originalName\":\"[API-Get_VMLinux_SKU].HyperVGenerations\",\"mergedName\":\"HyperVGenerations\",\"fromId\":\"8a27a7d8-5ea8-4408-ac20-2fc4e65ca095\"},{\"originalName\":\"[API-Get_VMLinux_SKU].vCPUsPerCore\",\"mergedName\":\"vCPUsPerCore\",\"fromId\":\"8a27a7d8-5ea8-4408-ac20-2fc4e65ca095\"},{\"originalName\":\"[LinuxAHBRGEnabled].LinuxId1\",\"mergedName\":\"LinuxId1\",\"fromId\":\"unknown\"},{\"originalName\":\"[LinuxAHBEnabled].VMName\"},{\"originalName\":\"[API-Get_VM_SKU].MemoryGB\"},{\"originalName\":\"[API-Get_VM_SKU].MaxNetworkInterfaces\"},{\"originalName\":\"[API-Get_VM_SKU].Name\"},{\"originalName\":\"[API-Get_VM_SKU].HyperVGenerations\"},{\"originalName\":\"[API-Get_VM_SKU].vCPUsPerCore\"},{\"originalName\":\"[LinuxAHBEnabled].VMSSize\"},{\"originalName\":\"[LinuxAHBRGEnabled].VMName\"},{\"originalName\":\"[LinuxAHBRGEnabled].VMSSize\"}]}",
+                                      "size": 0,
+                                      "title": "Linux VMs with AHB",
+                                      "noDataMessage": "None of your Linux VMs have AHB enabled",
+                                      "noDataMessageStyle": 4,
+                                      "showExportToExcel": true,
+                                      "queryType": 7,
+                                      "gridSettings": {
+                                        "formatters": [
+                                          {
+                                            "columnMatch": "Prioritize AHB?",
+                                            "formatter": 18,
+                                            "formatOptions": {
+                                              "thresholdsOptions": "icons",
+                                              "thresholdsGrid": [
+                                                {
+                                                  "operator": "==",
+                                                  "thresholdValue": "High Priority",
+                                                  "representation": "Sev0",
+                                                  "text": "{0}{1}"
+                                                },
+                                                {
+                                                  "operator": "Default",
+                                                  "thresholdValue": null,
+                                                  "representation": "Sev4",
+                                                  "text": "{0}{1}"
+                                                }
+                                              ]
+                                            },
+                                            "numberFormat": {
+                                              "unit": 17,
+                                              "options": {
+                                                "style": "decimal"
+                                              }
+                                            }
+                                          }
+                                        ]
+                                      },
+                                      "tileSettings": {
+                                        "showBorder": false,
+                                        "titleContent": {
+                                          "columnMatch": "NewLicense",
+                                          "formatter": 1
+                                        },
+                                        "leftContent": {
+                                          "columnMatch": "vCPUs",
+                                          "formatter": 12,
+                                          "formatOptions": {
+                                            "palette": "auto"
+                                          },
+                                          "numberFormat": {
+                                            "unit": 17,
+                                            "options": {
+                                              "maximumSignificantDigits": 3,
+                                              "maximumFractionDigits": 2
+                                            }
+                                          }
+                                        }
+                                      },
+                                      "chartSettings": {
+                                        "xAxis": "VM Name",
+                                        "yAxis": [
+                                          "Consumed Cores per VM"
+                                        ],
+                                        "group": null,
+                                        "createOtherGroup": 0,
+                                        "seriesLabelSettings": [
+                                          {
+                                            "seriesName": "Consumed Cores per VM",
+                                            "color": "grayBlue"
+                                          }
+                                        ]
+                                      }
+                                    },
+                                    "conditionalVisibility": {
+                                      "parameterName": "LinuxAHBEnabled",
+                                      "comparison": "isEqualTo",
+                                      "value": "yes"
+                                    },
+                                    "name": "Linux-VM+SKU+vCores-AHB"
+                                  },
+                                  {
+                                    "type": 1,
+                                    "content": {
+                                      "json": "List of Linux VMs without Hybrid Benefit groupped by Subscription."
+                                    },
+                                    "conditionalVisibility": {
+                                      "parameterName": "LinuxAHBDisabled",
+                                      "comparison": "isEqualTo",
+                                      "value": "Yes"
+                                    },
+                                    "name": "LinuxAHBDisabled"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "{\"version\":\"Merge/1.0\",\"merges\":[{\"id\":\"8a27a7d8-5ea8-4408-ac20-2fc4e65ca095\",\"mergeType\":\"inner\",\"leftTable\":\"LinuxAHBDisabled\",\"rightTable\":\"API-Get_VMLinux_SKU\",\"leftColumn\":\"VMSize\",\"rightColumn\":\"Name\"}],\"projectRename\":[{\"originalName\":\"[LinuxAHBDisabled].LinuxId\",\"mergedName\":\"LinuxId\",\"fromId\":\"8a27a7d8-5ea8-4408-ac20-2fc4e65ca095\"},{\"originalName\":\"[LinuxAHBDisabled].VMName\",\"mergedName\":\"VMName\",\"fromId\":\"8a27a7d8-5ea8-4408-ac20-2fc4e65ca095\"},{\"originalName\":\"[LinuxAHBDisabled].VMRG\",\"mergedName\":\"VMRG\",\"fromId\":\"8a27a7d8-5ea8-4408-ac20-2fc4e65ca095\"},{\"originalName\":\"[LinuxAHBDisabled].VMSize\",\"mergedName\":\"VMSize\",\"fromId\":\"8a27a7d8-5ea8-4408-ac20-2fc4e65ca095\"},{\"originalName\":\"[LinuxAHBDisabled].VMSSize\",\"mergedName\":\"VMSSize\",\"fromId\":\"8a27a7d8-5ea8-4408-ac20-2fc4e65ca095\"},{\"originalName\":\"[LinuxAHBDisabled].VMLocation\",\"mergedName\":\"VMLocation\",\"fromId\":\"8a27a7d8-5ea8-4408-ac20-2fc4e65ca095\"},{\"originalName\":\"[LinuxAHBDisabled].OSType\",\"mergedName\":\"OSType\",\"fromId\":\"8a27a7d8-5ea8-4408-ac20-2fc4e65ca095\"},{\"originalName\":\"[LinuxAHBDisabled].OsVersion\",\"mergedName\":\"OsVersion\",\"fromId\":\"8a27a7d8-5ea8-4408-ac20-2fc4e65ca095\"},{\"originalName\":\"[LinuxAHBDisabled].LicenseType\",\"mergedName\":\"LicenseType\",\"fromId\":\"8a27a7d8-5ea8-4408-ac20-2fc4e65ca095\"},{\"originalName\":\"[API-Get_VMLinux_SKU].Name\",\"mergedName\":\"Name\",\"fromId\":\"8a27a7d8-5ea8-4408-ac20-2fc4e65ca095\"},{\"originalName\":\"[API-Get_VMLinux_SKU].vCPUs\",\"mergedName\":\"vCPUs\",\"fromId\":\"8a27a7d8-5ea8-4408-ac20-2fc4e65ca095\"},{\"originalName\":\"[API-Get_VMLinux_SKU].MemoryGB\",\"mergedName\":\"MemoryGB\",\"fromId\":\"8a27a7d8-5ea8-4408-ac20-2fc4e65ca095\"},{\"originalName\":\"[API-Get_VMLinux_SKU].MaxNetworkInterfaces\",\"mergedName\":\"MaxNetworkInterfaces\",\"fromId\":\"8a27a7d8-5ea8-4408-ac20-2fc4e65ca095\"},{\"originalName\":\"[API-Get_VMLinux_SKU].HyperVGenerations\",\"mergedName\":\"HyperVGenerations\",\"fromId\":\"8a27a7d8-5ea8-4408-ac20-2fc4e65ca095\"},{\"originalName\":\"[API-Get_VMLinux_SKU].vCPUsPerCore\",\"mergedName\":\"vCPUsPerCore\",\"fromId\":\"8a27a7d8-5ea8-4408-ac20-2fc4e65ca095\"},{\"originalName\":\"[LinuxAHBDisabled].LinuxId1\",\"mergedName\":\"LinuxId1\",\"fromId\":\"unknown\"},{\"originalName\":\"[LinuxAHBEnabled].VMName\"},{\"originalName\":\"[API-Get_VM_SKU].MemoryGB\"},{\"originalName\":\"[API-Get_VM_SKU].MaxNetworkInterfaces\"},{\"originalName\":\"[API-Get_VM_SKU].Name\"},{\"originalName\":\"[API-Get_VM_SKU].HyperVGenerations\"},{\"originalName\":\"[API-Get_VM_SKU].vCPUsPerCore\"},{\"originalName\":\"[LinuxAHBEnabled].VMSSize\"}]}",
+                                      "size": 0,
+                                      "title": "Linux VMs without AHB",
+                                      "noDataMessage": "None of your Linux VMs have AHB enabled",
+                                      "noDataMessageStyle": 4,
+                                      "showExportToExcel": true,
+                                      "queryType": 7,
+                                      "gridSettings": {
+                                        "formatters": [
+                                          {
+                                            "columnMatch": "Prioritize AHB?",
+                                            "formatter": 18,
+                                            "formatOptions": {
+                                              "thresholdsOptions": "icons",
+                                              "thresholdsGrid": [
+                                                {
+                                                  "operator": "==",
+                                                  "thresholdValue": "High Priority",
+                                                  "representation": "Sev0",
+                                                  "text": "{0}{1}"
+                                                },
+                                                {
+                                                  "operator": "Default",
+                                                  "thresholdValue": null,
+                                                  "representation": "Sev4",
+                                                  "text": "{0}{1}"
+                                                }
+                                              ]
+                                            },
+                                            "numberFormat": {
+                                              "unit": 17,
+                                              "options": {
+                                                "style": "decimal"
+                                              }
+                                            }
+                                          }
+                                        ]
+                                      },
+                                      "tileSettings": {
+                                        "showBorder": false,
+                                        "titleContent": {
+                                          "columnMatch": "NewLicense",
+                                          "formatter": 1
+                                        },
+                                        "leftContent": {
+                                          "columnMatch": "vCPUs",
+                                          "formatter": 12,
+                                          "formatOptions": {
+                                            "palette": "auto"
+                                          },
+                                          "numberFormat": {
+                                            "unit": 17,
+                                            "options": {
+                                              "maximumSignificantDigits": 3,
+                                              "maximumFractionDigits": 2
+                                            }
+                                          }
+                                        }
+                                      },
+                                      "chartSettings": {
+                                        "xAxis": "VM Name",
+                                        "yAxis": [
+                                          "Consumed Cores per VM"
+                                        ],
+                                        "group": null,
+                                        "createOtherGroup": 0,
+                                        "seriesLabelSettings": [
+                                          {
+                                            "seriesName": "Consumed Cores per VM",
+                                            "color": "grayBlue"
+                                          }
+                                        ]
+                                      }
+                                    },
+                                    "conditionalVisibility": {
+                                      "parameterName": "LinuxAHBDisabled",
+                                      "comparison": "isEqualTo",
+                                      "value": "Yes"
+                                    },
+                                    "name": "Linux-VM+SKU+vCores-AHBDisabled"
+                                  }
+                                ]
+                              },
+                              "conditionalVisibilities": [
+                                {
+                                  "parameterName": "SelectedSubTab",
+                                  "comparison": "isEqualTo",
+                                  "value": "LinuxVM"
+                                },
+                                {
+                                  "parameterName": "SelectedTab",
+                                  "comparison": "isEqualTo",
+                                  "value": "VM"
+                                }
+                              ],
+                              "name": "Linux"
+                            },
+                            {
+                              "type": 12,
+                              "content": {
+                                "version": "NotebookGroup/1.0",
+                                "groupType": "editable",
+                                "title": "VMSS",
+                                "items": [
+                                  {
+                                    "type": 1,
+                                    "content": {
+                                      "json": "## Windows Azure Hybrid Benefit (AHB) Overview - VM Scale Set"
+                                    },
+                                    "name": "AHB Overview - VM Scale Set"
+                                  },
+                                  {
+                                    "type": 1,
+                                    "content": {
+                                      "json": "Each two-processor license or each set of 16-core licenses, either Datacenter or Standard editions, are entitled to two instances of up to 8 cores, or one instance of up to 16 cores.\r\n\r\nThe virtual machines (VMs) with less than 8 cores are categorized as **Low Priority**, while those with 8 or more cores are classified as **High Priority**. In situations where there are insufficient Azure Hybrid benefit licenses to cover all the VMs in the environment, it is recommended to prioritize the High Priority VMs.",
+                                      "style": "info"
+                                    },
+                                    "name": "Each two-processor license or each set of 16-core licenses"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "ResourceContainers | where type =~ 'Microsoft.Resources/subscriptions' | where tostring (properties.subscriptionPolicies.quotaId) !has \"MSDNDevTest_2014-09-01\" | extend SubscriptionName=name \r\n| join (\r\nresources \r\n| where resourceGroup in ({ResourceGroup})\r\n| where type =~ 'microsoft.compute/virtualMachineScaleSets'\r\n| where tostring(properties.virtualMachineProfile.storageProfile.osDisk.osType) == 'Windows' and tostring(properties.virtualMachineProfile.licenseType) == \"Windows_Server\"\r\n| extend WindowsId=id, VMName=name, VMLocation=location, VMRG=resourceGroup, OSType=tostring(properties.virtualMachineProfile.storageProfile.osDisk.osType), OSVersion = tostring(properties.virtualMachineProfile.storageProfile.imageReference.sku), VMSize=tostring (properties.hardwareProfile.vmSize), LicenseType = tostring(properties.virtualMachineProfile.licenseType), VMSSize=tostring(sku.name)\r\n    ) on subscriptionId \r\n| order by type asc \r\n| project WindowsId,VMName,VMRG,VMSize, VMSSize, VMLocation,OSType, OSVersion,LicenseType, subscriptionId\r\n| join kind = innerunique(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}']), WindowsId=id\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct WindowsId\r\n    )\r\n    on WindowsId",
+                                      "size": 0,
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ]
+                                    },
+                                    "conditionalVisibilities": [
+                                      {
+                                        "parameterName": "LoadVMSSTab",
+                                        "comparison": "isEqualTo",
+                                        "value": "Yes"
+                                      },
+                                      {
+                                        "parameterName": "AlwaysHidden",
+                                        "comparison": "isEqualTo",
+                                        "value": "True"
+                                      }
+                                    ],
+                                    "name": "VMSSAHBEnabled-RG"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "ResourceContainers | where type =~ 'Microsoft.Resources/subscriptions' | where tostring (properties.subscriptionPolicies.quotaId) !has \"MSDNDevTest_2014-09-01\" | extend SubscriptionName=name \r\n| join (\r\nresources \r\n| where resourceGroup in ({ResourceGroup})\r\n| where type =~ 'microsoft.compute/virtualMachineScaleSets'\r\n| where tostring(properties.storageProfile.osDisk.osType) == 'Windows' or tostring(properties.virtualMachineProfile.storageProfile.osDisk.osType) == 'Windows'\r\n| where tostring(properties.['licenseType']) !has 'Windows' and tostring(properties.virtualMachineProfile.['licenseType']) !has 'Windows'\r\n| extend WindowsId=id, VMName=name, VMLocation=location, VMRG=resourceGroup, OSType=tostring(properties.virtualMachineProfile.storageProfile.osDisk.osType), OsVersion = tostring(properties.virtualMachineProfile.storageProfile.imageReference.sku), VMSize=tostring (properties.hardwareProfile.vmSize), LicenseType = tostring(properties.virtualMachineProfile.licenseType), VMSSize=tostring(sku.name)\r\n    ) on subscriptionId \r\n| order by type asc \r\n| project WindowsId,VMName,VMRG,VMSize, VMSSize, VMLocation,OSType, OsVersion,LicenseType, subscriptionId\r\n| join kind = innerunique(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}']), WindowsId=id\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct WindowsId\r\n    )\r\n    on WindowsId\r\n",
+                                      "size": 0,
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ]
+                                    },
+                                    "conditionalVisibilities": [
+                                      {
+                                        "parameterName": "LoadVMSSTab",
+                                        "comparison": "isEqualTo",
+                                        "value": "Yes"
+                                      },
+                                      {
+                                        "parameterName": "AlwaysHidden",
+                                        "comparison": "isEqualTo",
+                                        "value": "True"
+                                      }
+                                    ],
+                                    "name": "VMSSAHBDisabled-RG"
+                                  },
+                                  {
+                                    "type": 1,
+                                    "content": {
+                                      "json": "### Consumed Licenses\r\nTotal number of Windows licenses cores consumed by all Windows virtual machines.\r\n",
+                                      "style": "info"
+                                    },
+                                    "customWidth": "50",
+                                    "name": "Windows virtual machine"
+                                  },
+                                  {
+                                    "type": 1,
+                                    "content": {
+                                      "json": "### Number of required Cores to enable Windows Azure Hybrid Benefit\r\nNumber of cores required to enable AHB across the entire environment.",
+                                      "style": "info"
+                                    },
+                                    "customWidth": "50",
+                                    "name": "Number of required Cores to AHB"
+                                  },
+                                  {
+                                    "type": 12,
+                                    "content": {
+                                      "version": "NotebookGroup/1.0",
+                                      "groupType": "editable",
+                                      "loadType": "explicit",
+                                      "loadButtonText": "Load VMSS Info",
+                                      "items": [
+                                        {
+                                          "type": 3,
+                                          "content": {
+                                            "version": "KqlItem/1.0",
+                                            "query": "{\"version\":\"Merge/1.0\",\"merges\":[{\"id\":\"50d79765-aad4-437e-a90b-8cc7865e7081\",\"mergeType\":\"inner\",\"leftTable\":\"VMSSAHBEnabled-RG\",\"rightTable\":\"API-Get_VM_SKU\",\"leftColumn\":\"VMSSize\",\"rightColumn\":\"Name\"}],\"projectRename\":[{\"originalName\":\"[Added column]\",\"mergedName\":\"Prioritize AHB?\",\"fromId\":null,\"isNewItem\":true,\"newItemData\":[{\"criteriaContext\":{\"leftOperand\":\"vCPUs\",\"operator\":\">=\",\"rightValType\":\"static\",\"rightVal\":\"8\",\"resultValType\":\"expression\",\"resultVal\":\"\\\"High Priority\\\"\"}},{\"criteriaContext\":{\"operator\":\"Default\",\"rightValType\":\"column\",\"resultValType\":\"expression\",\"resultVal\":\"\\\"Low Priority\\\"\"}}]},{\"originalName\":\"[Added column]\",\"mergedName\":\"Consumed Cores per VM\",\"fromId\":null,\"isNewItem\":true,\"newItemData\":[{\"criteriaContext\":{\"leftOperand\":\"vCPUs\",\"operator\":\"<=\",\"rightValType\":\"static\",\"rightVal\":\"8\",\"resultValType\":\"expression\",\"resultVal\":\"8\"}},{\"criteriaContext\":{\"operator\":\"Default\",\"rightValType\":\"column\",\"resultValType\":\"expression\",\"resultVal\":\" ([\\\"vCPUs\\\"] + 7) & ~7\"}}]},{\"originalName\":\"[query - 0].subscriptionId\",\"mergedName\":\"subscriptionId\",\"fromId\":\"unknown\"},{\"originalName\":\"[VMSSAHBEnabled-RG].WindowsId\",\"mergedName\":\"WindowsId\",\"fromId\":\"unknown\"},{\"originalName\":\"[VMSSAHBEnabled-RG].VMName\",\"mergedName\":\"VMName\",\"fromId\":\"unknown\"},{\"originalName\":\"[VMSSAHBEnabled-RG].VMRG\",\"mergedName\":\"VMRG\",\"fromId\":\"unknown\"},{\"originalName\":\"[VMSSAHBEnabled-RG].VMSize\",\"mergedName\":\"VMSize\",\"fromId\":\"unknown\"},{\"originalName\":\"[VMSSAHBEnabled-RG].VMSSize\",\"mergedName\":\"VMSSize\",\"fromId\":\"unknown\"},{\"originalName\":\"[VMSSAHBEnabled-RG].VMLocation\",\"mergedName\":\"VMLocation\",\"fromId\":\"unknown\"},{\"originalName\":\"[VMSSAHBEnabled-RG].OSType\",\"mergedName\":\"OSType\",\"fromId\":\"unknown\"},{\"originalName\":\"[VMSSAHBEnabled-RG].OSVersion\",\"mergedName\":\"OSVersion\",\"fromId\":\"unknown\"},{\"originalName\":\"[VMSSAHBEnabled-RG].LicenseType\",\"mergedName\":\"LicenseType\",\"fromId\":\"unknown\"},{\"originalName\":\"[VMSSAHBEnabled-RG].subscriptionId\",\"mergedName\":\"subscriptionId\",\"fromId\":\"unknown\"},{\"originalName\":\"[API-Get_VM_SKU].Name\",\"mergedName\":\"Name\",\"fromId\":\"unknown\"},{\"originalName\":\"[API-Get_VM_SKU].vCPUs\",\"mergedName\":\"vCPUs\",\"fromId\":\"unknown\"},{\"originalName\":\"[API-Get_VM_SKU].MemoryGB\",\"mergedName\":\"MemoryGB\",\"fromId\":\"unknown\"},{\"originalName\":\"[API-Get_VM_SKU].MaxNetworkInterfaces\",\"mergedName\":\"MaxNetworkInterfaces\",\"fromId\":\"unknown\"},{\"originalName\":\"[API-Get_VM_SKU].HyperVGenerations\",\"mergedName\":\"HyperVGenerations\",\"fromId\":\"unknown\"},{\"originalName\":\"[API-Get_VM_SKU].vCPUsPerCore\",\"mergedName\":\"vCPUsPerCore\",\"fromId\":\"unknown\"},{\"originalName\":\"[VMSSAHBEnabled-RG].WindowsId1\",\"mergedName\":\"WindowsId1\",\"fromId\":\"unknown\"},{\"originalName\":\"[WindowsAHBEnabled].WindowsId\"},{\"originalName\":\"[WindowsAHBEnabled].VMRG\"},{\"originalName\":\"[WindowsAHBEnabled].VMLocation\"},{\"originalName\":\"[WindowsAHBEnabled].OSType\"},{\"originalName\":\"[WindowsAHBEnabled].OsVersion\"},{\"originalName\":\"[WindowsAHBEnabled].LicenseType\"},{\"originalName\":\"[query - Get VM vCPU].Name\"},{\"originalName\":\"[query - Get VM vCPU].MemoryGB\"},{\"originalName\":\"[query - Get VM vCPU].MaxNetworkInterfaces\"},{\"originalName\":\"[query - Get VM vCPU].HyperVGenerations\"},{\"originalName\":\"[query - Get VM vCPU].vCPUsPerCore\"},{\"originalName\":\"[WindowsAHBEnabled].VMSSize\"}]}",
+                                            "size": 0,
+                                            "title": "Cores not enabled per AHB Priority",
+                                            "noDataMessage": "All of your VMs have AHB enabled",
+                                            "noDataMessageStyle": 4,
+                                            "showRefreshButton": true,
+                                            "queryType": 7,
+                                            "visualization": "piechart",
+                                            "gridSettings": {
+                                              "formatters": [
+                                                {
+                                                  "columnMatch": "Prioritize AHB?",
+                                                  "formatter": 18,
+                                                  "formatOptions": {
+                                                    "thresholdsOptions": "icons",
+                                                    "thresholdsGrid": [
+                                                      {
+                                                        "operator": "==",
+                                                        "thresholdValue": "High Priority",
+                                                        "representation": "Sev0",
+                                                        "text": "{0}{1}"
+                                                      },
+                                                      {
+                                                        "operator": "Default",
+                                                        "thresholdValue": null,
+                                                        "representation": "Sev4",
+                                                        "text": "{0}{1}"
+                                                      }
+                                                    ]
+                                                  },
+                                                  "numberFormat": {
+                                                    "unit": 17,
+                                                    "options": {
+                                                      "style": "decimal"
+                                                    }
+                                                  }
+                                                }
+                                              ]
+                                            },
+                                            "chartSettings": {
+                                              "yAxis": [
+                                                "Consumed Cores per VM"
+                                              ],
+                                              "group": "Prioritize AHB?",
+                                              "createOtherGroup": null
+                                            }
+                                          },
+                                          "customWidth": "33",
+                                          "name": "Cores NOT enabled per AHB Priority"
+                                        },
+                                        {
+                                          "type": 3,
+                                          "content": {
+                                            "version": "KqlItem/1.0",
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+                                            "size": 0,
+                                            "title": "Consumed Cores per AHB Priority",
+                                            "noDataMessage": "None of your VMs have AHB enabled",
+                                            "noDataMessageStyle": 4,
+                                            "showRefreshButton": true,
+                                            "queryType": 7,
+                                            "visualization": "piechart",
+                                            "gridSettings": {
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+                                                        "thresholdValue": "High Priority",
+                                                        "representation": "Sev0",
+                                                        "text": "{0}{1}"
+                                                      },
+                                                      {
+                                                        "operator": "Default",
+                                                        "thresholdValue": null,
+                                                        "representation": "Sev4",
+                                                        "text": "{0}{1}"
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+                                                    }
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+                                          },
+                                          "customWidth": "33",
+                                          "name": "Consumed Cores per AHB Priority"
+                                        },
+                                        {
+                                          "type": 3,
+                                          "content": {
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+                                            "size": 0,
+                                            "title": "Consumed Cores per VMSS",
+                                            "showRefreshButton": true,
+                                            "queryType": 7,
+                                            "visualization": "piechart",
+                                            "gridSettings": {
+                                              "formatters": [
+                                                {
+                                                  "columnMatch": "ConsumedCores",
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+                                                  "formatOptions": {
+                                                    "aggregation": "Sum"
+                                                  }
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+                                              ]
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+                                              "leftContent": {
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+                                                "formatOptions": {
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+                                              "showBorder": false
+                                            },
+                                            "graphSettings": {
+                                              "type": 0
+                                            },
+                                            "chartSettings": {
+                                              "yAxis": [
+                                                "ConsumedCores"
+                                              ],
+                                              "group": "VMName",
+                                              "createOtherGroup": null
+                                            }
+                                          },
+                                          "customWidth": "33",
+                                          "name": "Consumed Cores per VMSS"
+                                        }
+                                      ]
+                                    },
+                                    "name": "VMSS RG Overview"
+                                  },
+                                  {
+                                    "type": 12,
+                                    "content": {
+                                      "version": "NotebookGroup/1.0",
+                                      "groupType": "editable",
+                                      "items": [
+                                        {
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+                                          "content": {
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+                                                "version": "KqlParameterItem/1.0",
+                                                "name": "VMSSAHBEnabled",
+                                                "label": "See VMSS with AHB",
+                                                "type": 2,
+                                                "isRequired": true,
+                                                "typeSettings": {
+                                                  "additionalResourceOptions": [],
+                                                  "showDefault": false
+                                                },
+                                                "jsonData": "[\r\n    {\"value\":\"Yes\"},\r\n    {\"value\":\"No\", \"selected\":true}\r\n]\r\n\r\n",
+                                                "timeContext": {
+                                                  "durationMs": 86400000
+                                                }
+                                              },
+                                              {
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+                                                "name": "VMSSAHBDisabled",
+                                                "label": "See VMSS without AHB",
+                                                "type": 2,
+                                                "isRequired": true,
+                                                "typeSettings": {
+                                                  "additionalResourceOptions": [],
+                                                  "showDefault": false
+                                                },
+                                                "jsonData": "[\r\n    {\"value\":\"Yes\"},\r\n    {\"value\":\"No\", \"selected\":true}\r\n]\r\n\r\n"
+                                              }
+                                            ],
+                                            "style": "pills",
+                                            "queryType": 0,
+                                            "resourceType": "microsoft.operationalinsights/workspaces"
+                                          },
+                                          "name": "VMSS Without AHB"
+                                        },
+                                        {
+                                          "type": 3,
+                                          "content": {
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+                                            "size": 0,
+                                            "title": "VMSS with AHB",
+                                            "noDataMessage": "None of your VMSS have AHB enabled",
+                                            "noDataMessageStyle": 4,
+                                            "showExportToExcel": true,
+                                            "queryType": 7,
+                                            "gridSettings": {
+                                              "formatters": [
+                                                {
+                                                  "columnMatch": "$gen_group",
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+                                                    "showIcon": true
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+                                                {
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+                                                  "formatOptions": {
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+                                                {
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+                                                        "operator": "==",
+                                                        "thresholdValue": "High Priority",
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+                                                        "text": "{0}{1}"
+                                                      },
+                                                      {
+                                                        "operator": "Default",
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+                                                        "representation": "2",
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+                                                {
+                                                  "columnMatch": "Subscription Name",
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+                                                  }
+                                                }
+                                              ],
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+                                                "groupBy": [
+                                                  "subscriptionId"
+                                                ],
+                                                "expandTopLevel": true
+                                              }
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+                                          },
+                                          "conditionalVisibility": {
+                                            "parameterName": "VMSSAHBEnabled",
+                                            "comparison": "isEqualTo",
+                                            "value": "Yes"
+                                          },
+                                          "name": "VMSS+SKU+vCores-AHB"
+                                        },
+                                        {
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+                                            "query": "{\"version\":\"Merge/1.0\",\"merges\":[{\"id\":\"50d79765-aad4-437e-a90b-8cc7865e7081\",\"mergeType\":\"inner\",\"leftTable\":\"VMSSAHBDisabled-RG\",\"rightTable\":\"API-Get_VM_SKU\",\"leftColumn\":\"VMSSize\",\"rightColumn\":\"Name\"}],\"projectRename\":[{\"originalName\":\"[query - 0].subscriptionId\",\"mergedName\":\"subscriptionId\",\"fromId\":\"unknown\"},{\"originalName\":\"[query - 0].subscriptionId\",\"mergedName\":\"subscriptionId\",\"fromId\":\"unknown\"},{\"originalName\":\"[Added column]\",\"mergedName\":\"Prioritize AHB?\",\"fromId\":null,\"isNewItem\":true,\"newItemData\":[{\"criteriaContext\":{\"leftOperand\":\"vCPUs\",\"operator\":\">=\",\"rightValType\":\"static\",\"rightVal\":\"8\",\"resultValType\":\"static\",\"resultVal\":\"High Priority\"}},{\"criteriaContext\":{\"operator\":\"Default\",\"rightValType\":\"column\",\"resultValType\":\"static\",\"resultVal\":\"Low Priority\"}}]},{\"originalName\":\"[VMSSAHBDisabled-RG].WindowsId\",\"mergedName\":\"WindowsId\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[VMSSAHBDisabled-RG].VMName\",\"mergedName\":\"VMName\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[VMSSAHBDisabled-RG].VMRG\",\"mergedName\":\"VMRG\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[VMSSAHBDisabled-RG].VMSize\",\"mergedName\":\"VMSize\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[VMSSAHBDisabled-RG].VMSSize\",\"mergedName\":\"VMSSize\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[VMSSAHBDisabled-RG].VMLocation\",\"mergedName\":\"VMLocation\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[VMSSAHBDisabled-RG].OSType\",\"mergedName\":\"OSType\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[VMSSAHBDisabled-RG].OsVersion\",\"mergedName\":\"OsVersion\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[VMSSAHBDisabled-RG].LicenseType\",\"mergedName\":\"LicenseType\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[VMSSAHBDisabled-RG].subscriptionId\",\"mergedName\":\"subscriptionId\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[API-Get_VM_SKU].Name\",\"mergedName\":\"Name\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[API-Get_VM_SKU].vCPUs\",\"mergedName\":\"vCPUs\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[API-Get_VM_SKU].MemoryGB\",\"mergedName\":\"MemoryGB\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[API-Get_VM_SKU].MaxNetworkInterfaces\",\"mergedName\":\"MaxNetworkInterfaces\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[API-Get_VM_SKU].HyperVGenerations\",\"mergedName\":\"HyperVGenerations\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[API-Get_VM_SKU].vCPUsPerCore\",\"mergedName\":\"vCPUsPerCore\",\"fromId\":\"50d79765-aad4-437e-a90b-8cc7865e7081\"},{\"originalName\":\"[query - 0].VMName\"},{\"originalName\":\"[query - 0].VMSSize\"},{\"originalName\":\"[query - Get VM vCPU].Name\"},{\"originalName\":\"[query - Get VM vCPU].MemoryGB\"},{\"originalName\":\"[query - Get VM vCPU].MaxNetworkInterfaces\"},{\"originalName\":\"[query - Get VM vCPU].HyperVGenerations\"},{\"originalName\":\"[query - Get VM vCPU].vCPUsPerCore\"},{\"originalName\":\"[VMSS-AHB-Disabled].VMName\"},{\"originalName\":\"[VMSS-AHB-Disabled-Tag].VMSize\"},{\"originalName\":\"[VMSS-AHB-Disabled-Tag].VMName\"}]}",
+                                            "size": 0,
+                                            "title": "VMSS without AHB",
+                                            "noDataMessage": "All of your VMSS have AHB enabled",
+                                            "noDataMessageStyle": 3,
+                                            "showExportToExcel": true,
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+                                            "gridSettings": {
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+                                                      },
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+                                                  "subscriptionId"
+                                                ],
+                                                "expandTopLevel": true
+                                              }
+                                            }
+                                          },
+                                          "conditionalVisibility": {
+                                            "parameterName": "VMSSAHBDisabled",
+                                            "comparison": "isEqualTo",
+                                            "value": "Yes"
+                                          },
+                                          "name": "VMSS+SKU+vCores"
+                                        }
+                                      ]
+                                    },
+                                    "name": "VMSS RG Details"
+                                  }
+                                ]
+                              },
+                              "conditionalVisibilities": [
+                                {
+                                  "parameterName": "SelectedSubTab",
+                                  "comparison": "isEqualTo",
+                                  "value": "VMSS"
+                                },
+                                {
+                                  "parameterName": "SelectedTab",
+                                  "comparison": "isEqualTo",
+                                  "value": "VM"
+                                }
+                              ],
+                              "name": "VMSS-RG"
+                            }
+                          ]
+                        },
+                        "conditionalVisibilities": [
+                          {
+                            "parameterName": "selectedRateOptimizationTab",
+                            "comparison": "isEqualTo",
+                            "value": "AHB"
+                          },
+                          {
+                            "parameterName": "SelectedTab",
+                            "comparison": "isEqualTo",
+                            "value": "RateOptimization"
+                          }
+                        ],
+                        "name": "AHB Overview"
+                      }
+                    ]
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+                  "conditionalVisibility": {
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+                    "value": "RateOptimization"
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+                },
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+                        "cellValue": "selectedOverviewTab",
+                        "linkTarget": "parameter",
+                        "linkLabel": "Security recommendations",
+                        "subTarget": "securityRecommendations",
+                        "style": "link"
+                      },
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+                        "cellValue": "selectedOverviewTab",
+                        "linkTarget": "parameter",
+                        "linkLabel": "Reliability recommendations",
+                        "subTarget": "reliabilityRecommendations",
+                        "style": "link"
+                      }
+                    ]
+                  },
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+                    "parameterName": "SelectedTab",
+                    "comparison": "isEqualTo",
+                    "value": "Welcome"
+                  },
+                  "name": "tabs - overview tabs"
+                },
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+                        "id": "6a9ccf8c-9f3e-4ee0-b45b-f511401f8656",
+                        "version": "KqlParameterItem/1.0",
+                        "name": "mapSubscriptions",
+                        "label": "Subscriptions",
+                        "type": 6,
+                        "multiSelect": true,
+                        "quote": "'",
+                        "delimiter": ",",
+                        "typeSettings": {
+                          "additionalResourceOptions": [
+                            "value::all"
+                          ],
+                          "includeAll": false
+                        },
+                        "timeContext": {
+                          "durationMs": 86400000
+                        },
+                        "defaultValue": "value::all",
+                        "value": [
+                          "value::all"
+                        ]
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+                    ],
+                    "style": "pills",
+                    "queryType": 0,
+                    "resourceType": "microsoft.operationalinsights/workspaces"
+                  },
+                  "conditionalVisibilities": [
+                    {
+                      "parameterName": "SelectedTab",
+                      "comparison": "isEqualTo",
+                      "value": "Welcome"
+                    },
+                    {
+                      "parameterName": "selectedOverviewTab",
+                      "comparison": "isNotEqualTo",
+                      "value": "instructions"
+                    }
+                  ],
+                  "name": "parameters - OverviewSubscriptions"
+                },
+                {
+                  "type": 12,
+                  "content": {
+                    "version": "NotebookGroup/1.0",
+                    "groupType": "editable",
+                    "items": [
+                      {
+                        "type": 3,
+                        "content": {
+                          "version": "KqlItem/1.0",
+                          "query": "advisorresources\r\n| where type == \"microsoft.advisor/recommendations\"\r\n| where tostring (properties.category) has \"Security\"\r\n| project AffectedResource=tostring(properties.resourceMetadata.resourceId),Impact=tostring(properties.impact),Recommendation=tostring(properties.shortDescription.problem),subscriptionId",
+                          "size": 0,
+                          "title": "Azure Advisor security recommendations",
+                          "noDataMessage": "You are following all of our security recommendations for the selected subscriptions.",
+                          "noDataMessageStyle": 3,
+                          "queryType": 1,
+                          "resourceType": "microsoft.resourcegraph/resources",
+                          "crossComponentResources": [
+                            "{mapSubscriptions}"
+                          ],
+                          "gridSettings": {
+                            "formatters": [
+                              {
+                                "columnMatch": "Impact",
+                                "formatter": 18,
+                                "formatOptions": {
+                                  "thresholdsOptions": "colors",
+                                  "thresholdsGrid": [
+                                    {
+                                      "operator": "==",
+                                      "thresholdValue": "High",
+                                      "representation": "red",
+                                      "text": "{0}{1}"
+                                    },
+                                    {
+                                      "operator": "==",
+                                      "thresholdValue": "Medium",
+                                      "representation": "orange",
+                                      "text": "{0}{1}"
+                                    },
+                                    {
+                                      "operator": "==",
+                                      "thresholdValue": "Low",
+                                      "representation": "blue",
+                                      "text": "{0}{1}"
+                                    },
+                                    {
+                                      "operator": "Default",
+                                      "thresholdValue": null,
+                                      "representation": "gray",
+                                      "text": "{0}{1}"
+                                    }
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+                                "formatter": 15,
+                                "formatOptions": {
+                                  "linkTarget": null,
+                                  "showIcon": true
+                                }
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+                              {
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+                                "formatOptions": {
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+                                  "showIcon": true
+                                }
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+                            "filter": true,
+                            "hierarchySettings": {
+                              "treeType": 1,
+                              "groupBy": [
+                                "Impact"
+                              ]
+                            }
+                          }
+                        },
+                        "name": "query - advisorSecurityRecommendations"
+                      }
+                    ]
+                  },
+                  "conditionalVisibilities": [
+                    {
+                      "parameterName": "SelectedTab",
+                      "comparison": "isEqualTo",
+                      "value": "Welcome"
+                    },
+                    {
+                      "parameterName": "selectedOverviewTab",
+                      "comparison": "isEqualTo",
+                      "value": "securityRecommendations"
+                    }
+                  ],
+                  "name": "group - securityRecommendations"
+                },
+                {
+                  "type": 12,
+                  "content": {
+                    "version": "NotebookGroup/1.0",
+                    "groupType": "editable",
+                    "items": [
+                      {
+                        "type": 1,
+                        "content": {
+                          "json": "# Welcome to the cost optimization workbook"
+                        },
+                        "name": "Welcome"
+                      },
+                      {
+                        "type": 1,
+                        "content": {
+                          "json": "### Reference: [Microsoft Azure Well-Architected Framework - cost optimization pillar](https://learn.microsoft.com/azure/architecture/framework/cost/overview)",
+                          "style": "upsell"
+                        },
+                        "name": "Reference"
+                      },
+                      {
+                        "type": 1,
+                        "content": {
+                          "json": "This workbook aims to offer a comprehensive overview of your Azure environment's resource usage, aligning with the WAF Cost Optimization pillar. It identifies recommendations to optimize efficiency, providing guidance on potential opportunities. Please note that the workbook serves as guidance to highlight optimization opportunities, and the extent of cost reduction depends on their implementation.\r\n\r\n## Overview of the cost optimization pillar\r\n\r\n* The cost optimization pillar provides principles for balancing business goals with technology needs to create a cost-effective workload while avoiding capital-intensive solutions.The workbook emphasizes the importance of reducing waste and improving operational efficiencies.\r\n\r\n* To assess your workload based on the principles outlined in the [Microsoft Azure Well-Architected Framework](https://learn.microsoft.com/azure/architecture/framework/), reference the [Microsoft Azure Well-Architected Review](https://learn.microsoft.com/assessments/?id=azure-architecture-review&mode=pre-assessment&session=20dc50e4-5b71-4f38-bc49-51cc1d9f205c) tool.\r\n\r\n\r\n\r\n\r\n"
+                        },
+                        "name": "objective"
+                      },
+                      {
+                        "type": 1,
+                        "content": {
+                          "json": "Indicates an implemented recommendation that can result in a environment that is following the Cost Optimization & Cost Governance principles.",
+                          "style": "success"
+                        },
+                        "customWidth": "50",
+                        "name": "Greenlight",
+                        "styleSettings": {
+                          "margin": "10px",
+                          "showBorder": true
+                        }
+                      },
+                      {
+                        "type": 1,
+                        "content": {
+                          "json": "## Prerequisites\r\n\r\nThis workbook requires the following least-privileged (minimum) roles on your Subscriptions:\r\n\r\n  * **Reader** : allows you to import the workbook without saving it and view all of the workbook tabs.\r\n  * **Workbook Contributor** : allows you to import and save the workbook\r\n\r\nThis workbook includes \"Quick Fix\" actions within certain queries. The permissions necessary to execute these actions may vary and are documented for each specific action.\r\n\r\n\r\n"
+                        },
+                        "name": "Prerequisites"
+                      },
+                      {
+                        "type": 1,
+                        "content": {
+                          "json": "## Feedback\r\n\r\n<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"19px\" height=\"19px\" viewBox=\"0 0 19 18\" version=\"1.1\"><g id=\"surface1\"><path style=\" stroke:none;fill-rule:evenodd;fill:rgb(14.117647%,16.078431%,18.431373%);fill-opacity:1;\" d=\"M 9.472656 0 C 4.234375 0 0 4.125 0 9.226562 C 0 13.308594 2.714844 16.761719 6.476562 17.984375 C 6.945312 18.074219 7.121094 17.785156 7.121094 17.539062 C 7.121094 17.324219 7.105469 16.59375 7.105469 15.828125 C 4.46875 16.378906 3.921875 14.726562 3.921875 14.726562 C 3.496094 13.660156 2.871094 13.382812 2.871094 13.382812 C 2.007812 12.820312 2.933594 12.820312 2.933594 12.820312 C 3.890625 12.878906 4.390625 13.765625 4.390625 13.765625 C 5.238281 15.171875 6.601562 14.773438 7.152344 14.53125 C 7.230469 13.933594 7.480469 13.519531 7.746094 13.292969 C 5.644531 13.078125 3.433594 12.285156 3.433594 8.738281 C 3.433594 7.730469 3.808594 6.90625 4.40625 6.265625 C 4.3125 6.035156 3.984375 5.085938 4.5 3.820312 C 4.5 3.820312 5.300781 3.574219 7.105469 4.765625 C 7.875 4.566406 8.671875 4.460938 9.472656 4.460938 C 10.269531 4.460938 11.085938 4.566406 11.839844 4.765625 C 13.644531 3.574219 14.441406 3.820312 14.441406 3.820312 C 14.960938 5.085938 14.628906 6.035156 14.535156 6.265625 C 15.148438 6.90625 15.507812 7.730469 15.507812 8.738281 C 15.507812 12.285156 13.296875 13.0625 11.179688 13.292969 C 11.527344 13.582031 11.824219 14.132812 11.824219 15.003906 C 11.824219 16.242188 11.808594 17.234375 11.808594 17.539062 C 11.808594 17.785156 11.980469 18.074219 12.453125 17.984375 C 16.214844 16.761719 18.925781 13.308594 18.925781 9.226562 C 18.941406 4.125 14.695312 0 9.472656 0 Z M 9.472656 0 \"/></g></svg>\r\n&nbsp;[<span style=\"font-family: Open Sans; font-weight: 620; font-size: 14px;font-style: bold;margin:-10px 0px 0px 0px;position: relative;top:-3px;left:-4px;\">Submit feedback or issues </span>](https://aka.ms/costworkbookfeedback) <span style=\"font-family: Open Sans; font-weight: 620; font-size: 14px;font-style: bold;margin:-10px 0px 0px 0px;position: relative;top:-3px;left:-4px;\"> with the workbook template to GitHub.</span>"
+                        },
+                        "name": "text - 5"
+                      }
+                    ]
+                  },
+                  "conditionalVisibilities": [
+                    {
+                      "parameterName": "SelectedTab",
+                      "comparison": "isEqualTo",
+                      "value": "Welcome"
+                    },
+                    {
+                      "parameterName": "selectedOverviewTab",
+                      "comparison": "isEqualTo",
+                      "value": "instructions"
+                    }
+                  ],
+                  "name": "Welcome"
+                },
+                {
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+                          "version": "KqlItem/1.0",
+                          "query": "summarize count() by location",
+                          "size": 2,
+                          "title": "Resource distribution per region",
+                          "queryType": 1,
+                          "resourceType": "microsoft.resourcegraph/resources",
+                          "crossComponentResources": [
+                            "{mapSubscriptions}"
+                          ],
+                          "visualization": "map",
+                          "mapSettings": {
+                            "locInfo": "AzureLoc",
+                            "locInfoColumn": "location",
+                            "sizeSettings": "count_",
+                            "sizeAggregation": "Sum",
+                            "labelSettings": "location",
+                            "legendMetric": "count_",
+                            "legendAggregation": "Sum",
+                            "itemColorSettings": {
+                              "nodeColorField": "count_",
+                              "colorAggregation": "Sum",
+                              "type": "heatmap",
+                              "heatmapPalette": "greenRed"
+                            }
+                          }
+                        },
+                        "name": "query - resourcesMap"
+                      }
+                    ]
+                  },
+                  "conditionalVisibilities": [
+                    {
+                      "parameterName": "selectedOverviewTab",
+                      "comparison": "isEqualTo",
+                      "value": "resourcesMap"
+                    },
+                    {
+                      "parameterName": "SelectedTab",
+                      "comparison": "isEqualTo",
+                      "value": "Welcome"
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+                  ],
+                  "name": "group - resourceOverview"
+                },
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+                  "type": 12,
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+                    "version": "NotebookGroup/1.0",
+                    "groupType": "editable",
+                    "items": [
+                      {
+                        "type": 3,
+                        "content": {
+                          "version": "KqlItem/1.0",
+                          "query": "advisorresources\r\n| where type == \"microsoft.advisor/recommendations\"\r\n| where tostring (properties.category) has \"HighAvailability\"\r\n| project AffectedResource=tostring(properties.resourceMetadata.resourceId),Impact=tostring(properties.impact),Recommendation=tostring(properties.shortDescription.problem),subscriptionId",
+                          "size": 0,
+                          "title": "Azure Advisor reliability recommendations",
+                          "noDataMessage": "You are following all of our reliability recommendations for the selected subscriptions.",
+                          "noDataMessageStyle": 3,
+                          "queryType": 1,
+                          "resourceType": "microsoft.resourcegraph/resources",
+                          "crossComponentResources": [
+                            "{mapSubscriptions}"
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+                                      "operator": "==",
+                                      "thresholdValue": "High",
+                                      "representation": "red",
+                                      "text": "{0}{1}"
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+                                    {
+                                      "operator": "==",
+                                      "thresholdValue": "Medium",
+                                      "representation": "orange",
+                                      "text": "{0}{1}"
+                                    },
+                                    {
+                                      "operator": "==",
+                                      "thresholdValue": "Low",
+                                      "representation": "blue",
+                                      "text": "{0}{1}"
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+                                    {
+                                      "operator": "Default",
+                                      "thresholdValue": null,
+                                      "representation": "gray",
+                                      "text": "{0}{1}"
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+                                  ]
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+                              {
+                                "columnMatch": "subscriptionId",
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+                                  "showIcon": true
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+                              {
+                                "columnMatch": "resourceGroup",
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+                                "formatOptions": {
+                                  "linkTarget": null,
+                                  "showIcon": true
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+                            ],
+                            "filter": true,
+                            "hierarchySettings": {
+                              "treeType": 1,
+                              "groupBy": [
+                                "Impact"
+                              ]
+                            }
+                          }
+                        },
+                        "name": "query - advisorReliabilityRecommendations"
+                      }
+                    ]
+                  },
+                  "conditionalVisibilities": [
+                    {
+                      "parameterName": "SelectedTab",
+                      "comparison": "isEqualTo",
+                      "value": "Welcome"
+                    },
+                    {
+                      "parameterName": "selectedOverviewTab",
+                      "comparison": "isEqualTo",
+                      "value": "reliabilityRecommendations"
+                    }
+                  ],
+                  "name": "group - reliabilityRecommendations"
+                }
+              ],
+              "fallbackResourceIds": [
+                "Azure Monitor"
+              ],
+              "$schema": "https://github.com/Microsoft/Application-Insights-Workbooks/blob/master/schema/workbook.json"
+            },
+            "version": "",
+            "workbookJson": "[string(variables('$fxv#0'))]",
+            "workbookId": "0b2",
+            "telemetryId": "[format('00f120b5-2007-6120-0000-{0}30126b006', variables('workbookId'))]",
+            "finOpsToolkitVersion": "15.0",
+            "resourceTags": "[if(contains(parameters('tags'), 'ftk-tool'), parameters('tags'), union(parameters('tags'), createObject('ftk-version', variables('finOpsToolkitVersion'), 'ftk-tool', format('{0} workbook', parameters('displayName')))))]"
+          },
+          "resources": [
+            {
+              "condition": "[parameters('enableDefaultTelemetry')]",
+              "type": "Microsoft.Resources/deployments",
+              "apiVersion": "2022-09-01",
+              "name": "[format('pid-{0}-{1}', variables('telemetryId'), uniqueString(deployment().name, parameters('location')))]",
+              "properties": {
+                "mode": "Incremental",
+                "template": {
+                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                  "contentVersion": "1.0.0.0",
+                  "metadata": {
+                    "_generator": {
+                      "name": "FinOps toolkit",
+                      "version": "[variables('finOpsToolkitVersion')]"
+                    }
+                  },
+                  "resources": []
+                }
+              }
+            },
+            {
+              "type": "Microsoft.Insights/workbooks",
+              "apiVersion": "2022-04-01",
+              "name": "[guid(resourceGroup().id, 'Microsoft.Insights/workbooks', parameters('displayName'))]",
+              "location": "[parameters('location')]",
+              "tags": "[variables('resourceTags')]",
+              "kind": "shared",
+              "properties": {
+                "category": "workbook",
+                "description": "[parameters('description')]",
+                "displayName": "[parameters('displayName')]",
+                "serializedData": "[variables('workbookJson')]",
+                "sourceId": "Azure Monitor",
+                "version": "[variables('version')]"
+              }
+            }
+          ],
+          "outputs": {
+            "workbookId": {
+              "type": "string",
+              "metadata": {
+                "description": "The resource ID of the workbook."
+              },
+              "value": "[resourceId('Microsoft.Insights/workbooks', guid(resourceGroup().id, 'Microsoft.Insights/workbooks', parameters('displayName')))]"
+            },
+            "workbookUrl": {
+              "type": "string",
+              "metadata": {
+                "description": "Link to the workbook in the Azure portal."
+              },
+              "value": "[format('{0}/#view/AppInsightsExtension/UsageNotebookBlade/ComponentId/Azure%20Monitor/ConfigurationId/{1}/Type/{2}/WorkbookTemplateName/{3}', environment().portal, uriComponent(resourceId('Microsoft.Insights/workbooks', guid(resourceGroup().id, 'Microsoft.Insights/workbooks', parameters('displayName')))), reference(resourceId('Microsoft.Insights/workbooks', guid(resourceGroup().id, 'Microsoft.Insights/workbooks', parameters('displayName'))), '2022-04-01').category, uriComponent(reference(resourceId('Microsoft.Insights/workbooks', guid(resourceGroup().id, 'Microsoft.Insights/workbooks', parameters('displayName'))), '2022-04-01').displayName))]"
+            }
+          }
+        }
+      }
+    },
+    {
+      "condition": "[parameters('includeGovernance')]",
+      "type": "Microsoft.Resources/deployments",
+      "apiVersion": "2025-04-01",
+      "name": "[format('{0}-Governance', parameters('displayNamePrefix'))]",
+      "properties": {
+        "expressionEvaluationOptions": {
+          "scope": "inner"
+        },
+        "mode": "Incremental",
+        "parameters": {
+          "displayName": {
+            "value": "[format('{0} - Governance', parameters('displayNamePrefix'))]"
+          },
+          "location": {
+            "value": "[parameters('location')]"
+          },
+          "tags": {
+            "value": "[variables('resourceTags')]"
+          },
+          "enableDefaultTelemetry": {
+            "value": false
+          }
+        },
+        "template": {
+          "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+          "contentVersion": "1.0.0.0",
+          "metadata": {
+            "_generator": {
+              "name": "bicep",
+              "version": "0.40.2.10011",
+              "templateHash": "3483299183975677453"
+            }
+          },
+          "parameters": {
+            "displayName": {
+              "type": "string",
+              "defaultValue": "Governance",
+              "metadata": {
+                "description": "Optional. Display name for the workbook used in the Gallery. Must be unique in the resource group."
+              }
+            },
+            "location": {
+              "type": "string",
+              "defaultValue": "[resourceGroup().location]",
+              "metadata": {
+                "description": "Optional. Location of the resources. Default: Same as deployment. See https://aka.ms/azureregions."
+              }
+            },
+            "description": {
+              "type": "string",
+              "defaultValue": "Reports to help you optimize your cost.",
+              "metadata": {
+                "description": "Optional. Workbook description."
+              }
+            },
+            "tags": {
+              "type": "object",
+              "defaultValue": {},
+              "metadata": {
+                "description": "Optional. Tags for all resources."
+              }
+            },
+            "enableDefaultTelemetry": {
+              "type": "bool",
+              "defaultValue": true,
+              "metadata": {
+                "description": "Optional. Enable telemetry to track anonymous module usage trends, monitor for bugs, and improve future releases."
+              }
+            }
+          },
+          "variables": {
+            "$fxv#0": {
+              "version": "Notebook/1.0",
+              "items": [
+                {
+                  "type": 12,
+                  "content": {
+                    "version": "NotebookGroup/1.0",
+                    "groupType": "editable",
+                    "items": [
+                      {
+                        "type": 11,
+                        "content": {
+                          "version": "LinkItem/1.0",
+                          "style": "tabs",
+                          "links": [
+                            {
+                              "id": "19b06e9e-eec2-4a7e-935d-92d77b2f87a3",
+                              "cellValue": "SelectedTab",
+                              "linkTarget": "parameter",
+                              "linkLabel": "Overview",
+                              "subTarget": "RC_Overview",
+                              "preText": "",
+                              "style": "link"
+                            },
+                            {
+                              "id": "528e35b9-aca4-423f-9267-50f62011a3cb",
+                              "cellValue": "SelectedTab",
+                              "linkTarget": "parameter",
+                              "linkLabel": "Virtual machine",
+                              "subTarget": "RC_VM",
+                              "style": "link"
+                            },
+                            {
+                              "id": "7faacfc6-663e-4ff5-bb64-f86d995f9563",
+                              "cellValue": "SelectedTab",
+                              "linkTarget": "parameter",
+                              "linkLabel": "Storage + backup",
+                              "subTarget": "RC_Storage",
+                              "style": "link"
+                            },
+                            {
+                              "id": "c17ce2c0-83e6-4e5c-9c3e-f34cbf887e73",
+                              "cellValue": "SelectedTab",
+                              "linkTarget": "parameter",
+                              "linkLabel": "Network",
+                              "subTarget": "RC_Network",
+                              "style": "link"
+                            },
+                            {
+                              "id": "2f4e49d7-3198-4173-af1c-4cf4c5178000",
+                              "cellValue": "SelectedTab",
+                              "linkTarget": "parameter",
+                              "linkLabel": "PaaS",
+                              "subTarget": "RC_PaaS",
+                              "style": "link"
+                            },
+                            {
+                              "id": "f8f7e1fc-8f5d-442a-9788-3eabbf8ab275",
+                              "cellValue": "SelectedTab",
+                              "linkTarget": "parameter",
+                              "linkLabel": "Security",
+                              "subTarget": "RC_Security",
+                              "style": "link"
+                            },
+                            {
+                              "id": "80ad2db8-a21e-43e9-bd28-75d8d606eaf5",
+                              "cellValue": "SelectedTab",
+                              "linkTarget": "parameter",
+                              "linkLabel": "Monitoring",
+                              "subTarget": "RC_Monitoring",
+                              "style": "link"
+                            },
+                            {
+                              "id": "6fc0fef0-a016-4923-9239-b641eb5bdc4f",
+                              "cellValue": "SelectedTab",
+                              "linkTarget": "parameter",
+                              "linkLabel": "Services retirement",
+                              "subTarget": "RC_ServicesRetirement",
+                              "style": "link"
+                            },
+                            {
+                              "id": "e40dbf66-2abe-4bcf-acd7-1ee6d8fc950b",
+                              "cellValue": "SelectedTab",
+                              "linkTarget": "parameter",
+                              "linkLabel": "Resource age",
+                              "subTarget": "RC_Age",
+                              "style": "link"
+                            },
+                            {
+                              "id": "e112c6e1-db5e-4b0e-99e9-2edac0eba177",
+                              "cellValue": "SelectedTab",
+                              "linkTarget": "parameter",
+                              "linkLabel": "Tag explorer",
+                              "subTarget": "RC_Tag",
+                              "style": "link"
+                            },
+                            {
+                              "id": "840cd5ea-6b74-484b-846f-01d424b295cd",
+                              "cellValue": "SelectedTab",
+                              "linkTarget": "parameter",
+                              "linkLabel": "Cost management",
+                              "subTarget": "RC_Cost",
+                              "style": "link"
+                            },
+                            {
+                              "id": "5436a8c9-73c4-4121-a814-dd6fbb0c0d0c",
+                              "cellValue": "SelectedTab",
+                              "linkTarget": "parameter",
+                              "linkLabel": "Usage + limits",
+                              "subTarget": "RC_Quota",
+                              "style": "link"
+                            },
+                            {
+                              "id": "fa81b57a-8f3c-4502-beb0-128a7fc35f7c",
+                              "cellValue": "SelectedTab",
+                              "linkTarget": "parameter",
+                              "linkLabel": "Compliance",
+                              "subTarget": "RC_Compliance",
+                              "style": "link"
+                            },
+                            {
+                              "id": "e3acf38e-2dc4-423e-b91d-a173280b5808",
+                              "cellValue": "SelectedTab",
+                              "linkTarget": "parameter",
+                              "linkLabel": "Governance",
+                              "subTarget": "RC_Governance",
+                              "style": "link"
+                            }
+                          ]
+                        },
+                        "name": "RC_Menu"
+                      },
+                      {
+                        "type": 9,
+                        "content": {
+                          "version": "KqlParameterItem/1.0",
+                          "crossComponentResources": [
+                            "value::tenant"
+                          ],
+                          "parameters": [
+                            {
+                              "id": "30297a43-7d69-4daf-93c9-8170d5a995b0",
+                              "version": "KqlParameterItem/1.0",
+                              "name": "Subscription",
+                              "label": "Subscriptions",
+                              "type": 6,
+                              "isRequired": true,
+                              "multiSelect": true,
+                              "quote": "'",
+                              "delimiter": ",",
+                              "typeSettings": {
+                                "additionalResourceOptions": [
+                                  "value::all"
+                                ],
+                                "includeAll": false,
+                                "showDefault": false
+                              },
+                              "timeContext": {
+                                "durationMs": 86400000
+                              },
+                              "defaultValue": "value::all"
+                            }
+                          ],
+                          "style": "above",
+                          "queryType": 1,
+                          "resourceType": "microsoft.resources/tenants"
+                        },
+                        "conditionalVisibilities": [
+                          {
+                            "parameterName": "SelectedTab",
+                            "comparison": "isNotEqualTo",
+                            "value": "RC_Age"
+                          },
+                          {
+                            "parameterName": "SelectedTab",
+                            "comparison": "isNotEqualTo",
+                            "value": "RC_Cost"
+                          },
+                          {
+                            "parameterName": "SelectedTab",
+                            "comparison": "isNotEqualTo",
+                            "value": "RC_Quota"
+                          },
+                          {
+                            "parameterName": "SelectedTab",
+                            "comparison": "isNotEqualTo",
+                            "value": "RC_Compliance"
+                          },
+                          {
+                            "parameterName": "SelectedTab",
+                            "comparison": "isNotEqualTo",
+                            "value": "RC_ServicesRetirement"
+                          }
+                        ],
+                        "name": "parameters - Subscriptions"
+                      },
+                      {
+                        "type": 12,
+                        "content": {
+                          "version": "NotebookGroup/1.0",
+                          "groupType": "editable",
+                          "items": [
+                            {
+                              "type": 1,
+                              "content": {
+                                "json": "# Welcome the Azure governance workbook"
+                              },
+                              "name": "Welcome"
+                            },
+                            {
+                              "type": 1,
+                              "content": {
+                                "json": "### Reference: [Governance in the Microsoft Cloud Adoption Framework for Azure](https://learn.microsoft.com/azure/cloud-adoption-framework/govern/)",
+                                "style": "upsell"
+                              },
+                              "name": "Reference"
+                            },
+                            {
+                              "type": 1,
+                              "content": {
+                                "json": "The objective of this workbook is to provide a comprehensive overview of the governance posture of your Azure environment. It offers the standard metrics aligned with the Cloud Adoption Framework and has the capability to identify and apply recommendations to identify non compliance. This workbook is part of the [FinOps toolkit](https://aka.ms/finops/toolkit).\r\n\r\n## Overview of the Cloud Adoption Framework\r\n\r\n* The CAF Govern methodology provides a structured approach for establishing and optimizing cloud governance in Azure. The guidance is relevant for organizations across any industry. It covers essential categories of cloud governance, such as regulatory compliance, security, operations, cost, data, resource management, and artificial intelligence (AI).\r\n\r\n* Cloud governance is how you control cloud use across your organization. Cloud governance sets up guardrails that regulate cloud interactions. These guardrails are a framework of policies, procedures, and tools you use to establish control. Policies define acceptable and unacceptable cloud activity, and the procedures and tools you use ensure all cloud usage aligns with those policies. Successful cloud governance prevents all unauthorized or unmanaged cloud usage.\r\n\r\n* To assess your transformation journey, try the [governance benchmark tool](https://learn.microsoft.com/assessments/b1891add-7646-4d60-a875-32a4ab26327e/).\r\n\r\n\r\n\r\n\r\n"
+                              },
+                              "name": "text - Overview"
+                            },
+                            {
+                              "type": 1,
+                              "content": {
+                                "json": "## Prerequisites\r\n\r\nThis workbook will present various cost-related details in the form of governance, networking, storage, VMs, web apps, SQL, and cost information to educate the business about cost related to various resources.\r\n\r\nThis workbook requires the following least-privileged (minimum) roles:\r\n\r\n  * **Reader** : allows you to import the workbook without saving it and view all of the workbook tabs except the *Cost management* tab.\r\n  * **Cost Management Reader**: allows you to view the costs in the *Cost management* tab \r\n  * **Workbook Contributor** : allows you to import and save the workbook\r\n\r\n\r\n"
+                              },
+                              "name": "text - 7"
+                            },
+                            {
+                              "type": 12,
+                              "content": {
+                                "version": "NotebookGroup/1.0",
+                                "groupType": "editable",
+                                "items": [
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "Resources\n| summarize count()",
+                                      "size": 3,
+                                      "title": "Count of all resources",
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ],
+                                      "visualization": "tiles",
+                                      "tileSettings": {
+                                        "titleContent": {
+                                          "columnMatch": "count_",
+                                          "formatter": 12,
+                                          "formatOptions": {
+                                            "palette": "auto"
+                                          }
+                                        },
+                                        "showBorder": false,
+                                        "size": "auto"
+                                      }
+                                    },
+                                    "name": "Count of all resources"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "resources\r\n| summarize Count=count(id) by subscriptionId\r\n| order by Count desc",
+                                      "size": 3,
+                                      "title": "Resource count per subscription (Top 10)",
+                                      "showExportToExcel": true,
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ],
+                                      "visualization": "tiles",
+                                      "gridSettings": {
+                                        "formatters": [
+                                          {
+                                            "columnMatch": "subscriptionId",
+                                            "formatter": 15,
+                                            "formatOptions": {
+                                              "linkTarget": null,
+                                              "showIcon": true
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "type",
+                                            "formatter": 1
+                                          }
+                                        ],
+                                        "rowLimit": 10,
+                                        "hierarchySettings": {
+                                          "treeType": 1,
+                                          "groupBy": [
+                                            "subscriptionId"
+                                          ],
+                                          "expandTopLevel": true
+                                        },
+                                        "labelSettings": [
+                                          {
+                                            "columnId": "subscriptionId",
+                                            "label": "Subscription name"
+                                          }
+                                        ]
+                                      },
+                                      "sortBy": [],
+                                      "tileSettings": {
+                                        "titleContent": {
+                                          "columnMatch": "subscriptionId",
+                                          "formatter": 15,
+                                          "formatOptions": {
+                                            "linkTarget": "Resource",
+                                            "showIcon": true
+                                          }
+                                        },
+                                        "leftContent": {
+                                          "columnMatch": "Count",
+                                          "formatter": 12,
+                                          "formatOptions": {
+                                            "palette": "auto"
+                                          },
+                                          "numberFormat": {
+                                            "unit": 17,
+                                            "options": {
+                                              "style": "decimal",
+                                              "maximumFractionDigits": 2,
+                                              "maximumSignificantDigits": 3
+                                            }
+                                          }
+                                        },
+                                        "showBorder": false,
+                                        "rowLimit": 10,
+                                        "sortCriteriaField": "count_type",
+                                        "sortOrderField": 2
+                                      },
+                                      "graphSettings": {
+                                        "type": 0,
+                                        "topContent": {
+                                          "columnMatch": "subscriptionId",
+                                          "formatter": 1
+                                        },
+                                        "centerContent": {
+                                          "columnMatch": "Count",
+                                          "formatter": 1,
+                                          "numberFormat": {
+                                            "unit": 17,
+                                            "options": {
+                                              "maximumSignificantDigits": 3,
+                                              "maximumFractionDigits": 2
+                                            }
+                                          }
+                                        }
+                                      },
+                                      "chartSettings": {
+                                        "xAxis": "subscriptionId",
+                                        "yAxis": [
+                                          "Count"
+                                        ],
+                                        "showLegend": true,
+                                        "seriesLabelSettings": [
+                                          {
+                                            "seriesName": "subscriptionId",
+                                            "color": "greenDark"
+                                          }
+                                        ]
+                                      },
+                                      "mapSettings": {
+                                        "locInfo": "LatLong",
+                                        "sizeSettings": "Count",
+                                        "sizeAggregation": "Sum",
+                                        "legendMetric": "Count",
+                                        "legendAggregation": "Sum",
+                                        "itemColorSettings": {
+                                          "type": "heatmap",
+                                          "colorAggregation": "Sum",
+                                          "nodeColorField": "Count",
+                                          "heatmapPalette": "greenRed"
+                                        }
+                                      }
+                                    },
+                                    "name": "Resource count per subscription (Top 10)"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "Resources \r\n| extend type = case(\r\ntype contains 'microsoft.netapp/netappaccounts', 'NetApp Accounts',\r\ntype contains \"microsoft.compute\", \"Azure Compute\",\r\ntype contains \"microsoft.logic\", \"LogicApps\",\r\ntype contains 'microsoft.keyvault/vaults', \"Key Vaults\",\r\ntype contains 'microsoft.storage/storageaccounts', \"Storage Accounts\",\r\ntype contains 'microsoft.compute/availabilitysets', 'Availability Sets',\r\ntype contains 'microsoft.operationalinsights/workspaces', 'Azure Monitor Resources',\r\ntype contains 'microsoft.operationsmanagement', 'Operations Management Resources',\r\ntype contains 'microsoft.insights', 'Azure Monitor Resources',\r\ntype contains 'microsoft.desktopvirtualization/applicationgroups', 'WVD Application Groups',\r\ntype contains 'microsoft.desktopvirtualization/workspaces', 'WVD Workspaces',\r\ntype contains 'microsoft.desktopvirtualization/hostpools', 'WVD Hostpools',\r\ntype contains 'microsoft.recoveryservices/vaults', 'Backup Vaults',\r\ntype contains 'microsoft.web', 'App Services',\r\ntype contains 'microsoft.managedidentity/userassignedidentities','Managed Identities',\r\ntype contains 'microsoft.storagesync/storagesyncservices', 'Azure File Sync',\r\ntype contains 'microsoft.hybridcompute/machines', 'ARC Machines',\r\ntype contains 'Microsoft.EventHub', 'Event Hub',\r\ntype contains 'Microsoft.EventGrid', 'Event Grid',\r\ntype contains 'Microsoft.Sql', 'SQL Resources',\r\ntype contains 'Microsoft.HDInsight/clusters', 'HDInsight Clusters',\r\ntype contains 'microsoft.devtestlab', 'DevTest Labs Resources',\r\ntype contains 'microsoft.containerinstance', 'Container Instances Resources',\r\ntype contains 'microsoft.portal/dashboards', 'Azure Dashboards',\r\ntype contains 'microsoft.containerregistry/registries', 'Container Registry',\r\ntype contains 'microsoft.automation', 'Automation Resources',\r\ntype contains 'sendgrid.email/accounts', 'SendGrid Accounts',\r\ntype contains 'microsoft.datafactory/factories', 'Data Factory',\r\ntype contains 'microsoft.databricks/workspaces', 'Databricks Workspaces',\r\ntype contains 'microsoft.machinelearningservices/workspaces', 'Machine Learnings Workspaces',\r\ntype contains 'microsoft.alertsmanagement/smartdetectoralertrules', 'Azure Monitor Resources',\r\ntype contains 'microsoft.apimanagement/service', 'API Management Services',\r\ntype contains 'microsoft.dbforpostgresql', 'PostgreSQL Resources',\r\ntype contains 'microsoft.scheduler/jobcollections', 'Scheduler Job Collections',\r\ntype contains 'microsoft.visualstudio/account', 'Azure DevOps Organization',\r\ntype contains 'microsoft.network/', 'Network Resources',\r\ntype contains 'microsoft.migrate/' or type contains 'microsoft.offazure', 'Azure Migrate Resources',\r\ntype contains 'microsoft.servicebus/namespaces', 'Service Bus Namespaces',\r\ntype contains 'microsoft.classic', 'ASM Obsolete Resources',\r\ntype contains 'microsoft.resources/templatespecs', 'Template Spec Resources',\r\ntype contains 'microsoft.virtualmachineimages', 'VM Image Templates',\r\ntype contains 'microsoft.documentdb', 'CosmosDB DB Resources',\r\ntype contains 'microsoft.alertsmanagement/actionrules', 'Azure Monitor Resources',\r\ntype contains 'microsoft.kubernetes/connectedclusters', 'ARC Kubernetes Clusters',\r\ntype contains 'microsoft.purview', 'Purview Resources',\r\ntype contains 'microsoft.security', 'Security Resources',\r\ntype contains 'microsoft.cdn', 'CDN Resources',\r\ntype contains 'microsoft.devices','IoT Resources',\r\ntype contains 'microsoft.datamigration', 'Data Migraiton Services',\r\ntype contains 'microsoft.cognitiveservices', 'Congitive Services',\r\ntype contains 'microsoft.customproviders', 'Custom Providers',\r\ntype contains 'microsoft.appconfiguration', 'App Services',\r\ntype contains 'microsoft.search', 'Search Services',\r\ntype contains 'microsoft.maps', 'Maps',\r\ntype contains 'microsoft.containerservice/managedclusters', 'AKS',\r\ntype contains 'microsoft.signalrservice', 'SignalR',\r\ntype contains 'microsoft.resourcegraph/queries', 'Resource Graph Queries',\r\ntype contains 'microsoft.batch', 'MS Batch',\r\ntype contains 'microsoft.analysisservices', 'Analysis Services',\r\ntype contains 'microsoft.synapse/workspaces', 'Synapse Workspaces',\r\ntype contains 'microsoft.synapse/workspaces/sqlpools', 'Synapse SQL Pools',\r\ntype contains 'microsoft.kusto/clusters', 'ADX Clusters',\r\ntype contains 'microsoft.resources/deploymentscripts', 'Deployment Scripts',\r\ntype contains 'microsoft.aad/domainservices', 'AD Domain Services',\r\ntype contains 'microsoft.labservices/labaccounts', 'Lab Accounts',\r\ntype contains 'microsoft.automanage/accounts', 'Automanage Accounts',\r\ntype contains 'microsoft.relay/namespaces', 'Azure Relay',\r\ntype contains 'microsoft.notificationhubs/namespaces', 'Notification Hubs',\r\ntype contains 'microsoft.digitaltwins/digitaltwinsinstances', 'Digital Twins',\r\nstrcat(\"Not Translated: \", type))\r\n| summarize count() by type\r\n| order by count_ desc",
+                                      "size": 3,
+                                      "title": "Resource number by type (Top 10)",
+                                      "showExportToExcel": true,
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ],
+                                      "visualization": "tiles",
+                                      "tileSettings": {
+                                        "showBorder": false,
+                                        "titleContent": {
+                                          "columnMatch": "type",
+                                          "formatter": 1
+                                        },
+                                        "leftContent": {
+                                          "columnMatch": "count_",
+                                          "formatter": 12,
+                                          "formatOptions": {
+                                            "palette": "auto"
+                                          },
+                                          "numberFormat": {
+                                            "unit": 17,
+                                            "options": {
+                                              "maximumSignificantDigits": 3,
+                                              "maximumFractionDigits": 2
+                                            }
+                                          }
+                                        },
+                                        "rowLimit": 10
+                                      }
+                                    },
+                                    "name": "Resource number by type"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "resources\r\n| summarize count() by location",
+                                      "size": 3,
+                                      "title": "Resource number by location",
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ],
+                                      "visualization": "map",
+                                      "mapSettings": {
+                                        "locInfo": "AzureLoc",
+                                        "sizeSettings": "count_",
+                                        "sizeAggregation": "Sum",
+                                        "legendMetric": "count_",
+                                        "legendAggregation": "Sum",
+                                        "itemColorSettings": {
+                                          "type": "heatmap",
+                                          "colorAggregation": "Sum",
+                                          "nodeColorField": "count_",
+                                          "heatmapPalette": "greenRed"
+                                        },
+                                        "labelSettings": "location",
+                                        "locInfoColumn": "location"
+                                      }
+                                    },
+                                    "name": "Resource number by location"
+                                  }
+                                ]
+                              },
+                              "conditionalVisibility": {
+                                "parameterName": "Subscription",
+                                "comparison": "isNotEqualTo"
+                              },
+                              "name": "group - Overview metrics"
+                            }
+                          ]
+                        },
+                        "conditionalVisibility": {
+                          "parameterName": "SelectedTab",
+                          "comparison": "isEqualTo",
+                          "value": "RC_Overview"
+                        },
+                        "name": "RC_Overview"
+                      },
+                      {
+                        "type": 12,
+                        "content": {
+                          "version": "NotebookGroup/1.0",
+                          "groupType": "editable",
+                          "items": [
+                            {
+                              "type": 1,
+                              "content": {
+                                "json": "## Things to know before creating a virtual machine\r\nThere's always a multitude of design considerations when you build out an application infrastructure in Azure. These aspects of a virtual machine are important to think about to manage virtual machine properly:\r\n- The names of your application resources\r\n- The location where the resources are stored\r\n- The size of the virtual machine\r\n- The maximum number of virtual machines that can be created\r\n- The operating system that the virtual machine runs\r\n- The configuration of the virtual machine after it starts\r\n- The related resources that the virtual machine needs\r\n"
+                              },
+                              "name": "text - 13"
+                            },
+                            {
+                              "type": 12,
+                              "content": {
+                                "version": "NotebookGroup/1.0",
+                                "groupType": "editable",
+                                "items": [
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "Resources | where type =~ 'Microsoft.Compute/virtualMachines'\n| summarize count() by tostring(properties.storageProfile.osDisk.osType)",
+                                      "size": 3,
+                                      "title": "Virtual machine count per OS type",
+                                      "showRefreshButton": true,
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ],
+                                      "visualization": "tiles",
+                                      "tileSettings": {
+                                        "showBorder": false,
+                                        "titleContent": {
+                                          "columnMatch": "properties_storageProfile_osDisk_osType",
+                                          "formatter": 1
+                                        },
+                                        "leftContent": {
+                                          "columnMatch": "count_",
+                                          "formatter": 12,
+                                          "formatOptions": {
+                                            "palette": "auto"
+                                          },
+                                          "numberFormat": {
+                                            "unit": 17,
+                                            "options": {
+                                              "maximumSignificantDigits": 3,
+                                              "maximumFractionDigits": 2
+                                            }
+                                          }
+                                        }
+                                      }
+                                    },
+                                    "name": "Virtual machine count per OS type"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "Resources\r\n| where type =~ 'Microsoft.Compute/virtualMachines'\r\n| project SKU = tostring(properties.hardwareProfile.vmSize)\r\n| summarize count() by SKU\r\n| order by count_ desc",
+                                      "size": 1,
+                                      "title": "VM by VM type/size",
+                                      "showRefreshButton": true,
+                                      "showExportToExcel": true,
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ],
+                                      "visualization": "barchart",
+                                      "tileSettings": {
+                                        "showBorder": false,
+                                        "titleContent": {
+                                          "columnMatch": "SKU",
+                                          "formatter": 1
+                                        },
+                                        "leftContent": {
+                                          "columnMatch": "count_",
+                                          "formatter": 12,
+                                          "formatOptions": {
+                                            "palette": "auto"
+                                          },
+                                          "numberFormat": {
+                                            "unit": 17,
+                                            "options": {
+                                              "maximumSignificantDigits": 3,
+                                              "maximumFractionDigits": 2
+                                            }
+                                          }
+                                        },
+                                        "rowLimit": 10
+                                      },
+                                      "graphSettings": {
+                                        "type": 0,
+                                        "topContent": {
+                                          "columnMatch": "SKU",
+                                          "formatter": 1
+                                        },
+                                        "centerContent": {
+                                          "columnMatch": "count_",
+                                          "formatter": 1,
+                                          "numberFormat": {
+                                            "unit": 17,
+                                            "options": {
+                                              "maximumSignificantDigits": 3,
+                                              "maximumFractionDigits": 2
+                                            }
+                                          }
+                                        }
+                                      }
+                                    },
+                                    "name": "VM by VM type/size"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "resources\r\n| where type=~ 'microsoft.compute/virtualmachinescalesets'\r\n| project subscriptionId, name, location, resourceGroup, Capacity = toint(sku.capacity), Tier = sku.name\r\n| order by Capacity desc",
+                                      "size": 0,
+                                      "title": "Virtual machine scale set capacity and size",
+                                      "noDataMessageStyle": 3,
+                                      "showRefreshButton": true,
+                                      "showExportToExcel": true,
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ]
+                                    },
+                                    "name": "query - virtual machine scale set capacity and size"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "Resources | where type == \"microsoft.compute/virtualmachines\"\r\n| extend osDiskId= tostring(properties.storageProfile.osDisk.managedDisk.id)\r\n        | join kind=leftouter(resources\r\n            | where type =~ 'microsoft.compute/disks'\r\n            | where properties !has 'Unattached'\r\n            | where properties has 'osType'\r\n            | project OS = tostring(properties.osType), osSku = tostring(sku.name), osDiskSizeGB = toint(properties.diskSizeGB), osDiskId=tostring(id)) on osDiskId\r\n        | join kind=leftouter(Resources\r\n            | where type =~ 'microsoft.compute/disks'\r\n            | where properties !has \"osType\"\r\n            | where properties !has 'Unattached'\r\n            | project sku = tostring(sku.name), diskSizeGB = toint(properties.diskSizeGB), id = managedBy\r\n            | summarize sum(diskSizeGB), count(sku) by id, sku) on id\r\n| project vmId=id, subscriptionId, resourceGroup, OS, location, osDiskId, osSku, osDiskSizeGB, DataDisksGB=sum_diskSizeGB, diskSkuCount=count_sku\r\n| sort by diskSkuCount desc",
+                                      "size": 0,
+                                      "title": "Compute disks",
+                                      "showRefreshButton": true,
+                                      "showExportToExcel": true,
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ],
+                                      "visualization": "table",
+                                      "gridSettings": {
+                                        "formatters": [
+                                          {
+                                            "columnMatch": "subscriptionId",
+                                            "formatter": 15,
+                                            "formatOptions": {
+                                              "linkTarget": null,
+                                              "showIcon": true
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "location",
+                                            "formatter": 17
+                                          }
+                                        ],
+                                        "filter": true,
+                                        "labelSettings": [
+                                          {
+                                            "columnId": "vmId",
+                                            "label": "Resource Name"
+                                          },
+                                          {
+                                            "columnId": "subscriptionId",
+                                            "label": "Subscription"
+                                          },
+                                          {
+                                            "columnId": "resourceGroup",
+                                            "label": "Resource Group"
+                                          },
+                                          {
+                                            "columnId": "location",
+                                            "label": "Region"
+                                          },
+                                          {
+                                            "columnId": "osDiskId",
+                                            "label": "OS Disk"
+                                          },
+                                          {
+                                            "columnId": "osSku",
+                                            "label": "OS Disk SKU"
+                                          },
+                                          {
+                                            "columnId": "osDiskSizeGB",
+                                            "label": "OS Disk Size"
+                                          }
+                                        ]
+                                      }
+                                    },
+                                    "name": "Compute disks"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "Resources\r\n| where type =~ 'microsoft.compute/virtualmachines'\r\n| extend nics=array_length(properties.networkProfile.networkInterfaces)\r\n| mv-expand nic=properties.networkProfile.networkInterfaces\r\n| where nics == 1 or nic.properties.primary =~ 'true' or isempty(nic)\r\n| project vmId = id, vmName = name, vmSize=tostring(properties.hardwareProfile.vmSize), nicId = tostring(nic.id)\r\n\t| join kind=leftouter (\r\n \t\tResources\r\n  \t\t| where type =~ 'microsoft.network/networkinterfaces'\r\n  \t\t| extend ipConfigsCount=array_length(properties.ipConfigurations)\r\n  \t\t| mv-expand ipconfig=properties.ipConfigurations\r\n  \t\t| where ipConfigsCount == 1 or ipconfig.properties.primary =~ 'true'\r\n  \t\t| project nicId = id, privateIP= tostring(ipconfig.properties.privateIPAddress), publicIpId = tostring(ipconfig.properties.publicIPAddress.id), subscriptionId) on nicId\r\n| project-away nicId1\r\n| summarize by vmId, subscriptionId, vmSize, nicId, privateIP, publicIpId\r\n\t| join kind=leftouter (\r\n  \t\tResources\r\n  \t\t| where type =~ 'microsoft.network/publicipaddresses'\r\n  \t\t| project publicIpId = id, publicIpAddress = tostring(properties.ipAddress)) on publicIpId\r\n| project-away publicIpId1\r\n| sort by publicIpAddress desc",
+                                      "size": 0,
+                                      "title": "Compute networking",
+                                      "showRefreshButton": true,
+                                      "showExportToExcel": true,
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ],
+                                      "visualization": "table",
+                                      "gridSettings": {
+                                        "formatters": [
+                                          {
+                                            "columnMatch": "subscriptionId",
+                                            "formatter": 15,
+                                            "formatOptions": {
+                                              "linkTarget": null,
+                                              "showIcon": true
+                                            }
+                                          }
+                                        ],
+                                        "filter": true,
+                                        "labelSettings": [
+                                          {
+                                            "columnId": "vmId",
+                                            "label": "Resource name"
+                                          },
+                                          {
+                                            "columnId": "subscriptionId",
+                                            "label": "Subscription"
+                                          },
+                                          {
+                                            "columnId": "vmSize",
+                                            "label": "VM size"
+                                          },
+                                          {
+                                            "columnId": "nicId",
+                                            "label": "Network interface"
+                                          },
+                                          {
+                                            "columnId": "privateIP",
+                                            "label": "Private IP"
+                                          },
+                                          {
+                                            "columnId": "publicIpId",
+                                            "label": "Public IP"
+                                          },
+                                          {
+                                            "columnId": "publicIpAddress",
+                                            "label": "Public IP address"
+                                          }
+                                        ]
+                                      }
+                                    },
+                                    "name": "Compute networking"
+                                  },
+                                  {
+                                    "type": 1,
+                                    "content": {
+                                      "json": "# Managed disk utilization"
+                                    },
+                                    "name": "text - 16"
+                                  },
+                                  {
+                                    "type": 9,
+                                    "content": {
+                                      "version": "KqlParameterItem/1.0",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ],
+                                      "parameters": [
+                                        {
+                                          "id": "ec135d58-9c6b-4998-bd1e-75871c540d7f",
+                                          "version": "KqlParameterItem/1.0",
+                                          "name": "laworkspace",
+                                          "label": "Log Analytics workspace",
+                                          "type": 5,
+                                          "description": "LA workspaces configured in virtual machines insight settings",
+                                          "isRequired": true,
+                                          "multiSelect": true,
+                                          "quote": "'",
+                                          "delimiter": ",",
+                                          "query": "where type =~ 'microsoft.operationalinsights/workspaces' | project id",
+                                          "crossComponentResources": [
+                                            "{Subscription}"
+                                          ],
+                                          "typeSettings": {
+                                            "additionalResourceOptions": [
+                                              "value::all"
+                                            ],
+                                            "showDefault": false
+                                          },
+                                          "timeContext": {
+                                            "durationMs": 86400000
+                                          },
+                                          "queryType": 1,
+                                          "resourceType": "microsoft.resourcegraph/resources",
+                                          "value": []
+                                        }
+                                      ],
+                                      "style": "above",
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources"
+                                    },
+                                    "name": "Log Analytics workspace selector"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "InsightsMetrics\n| where Origin == \"vm.azm.ms\"\n| where Namespace == \"LogicalDisk\"\n| where Name == \"FreeSpacePercentage\"\n| extend t=parse_json(Tags)\n| summarize arg_max(TimeGenerated, *) by tostring(t[\"vm.azm.ms/mountId\"]), Computer // arg_max over TimeGenerated returns the latest record\n| project Computer, TimeGenerated, t[\"vm.azm.ms/mountId\"], Val\n",
+                                      "size": 4,
+                                      "title": "Managed disks free space",
+                                      "timeContext": {
+                                        "durationMs": 604800000
+                                      },
+                                      "queryType": 0,
+                                      "resourceType": "microsoft.operationalinsights/workspaces",
+                                      "crossComponentResources": [
+                                        "{laworkspace}"
+                                      ],
+                                      "visualization": "table",
+                                      "gridSettings": {
+                                        "formatters": [
+                                          {
+                                            "columnMatch": "Val",
+                                            "formatter": 18,
+                                            "formatOptions": {
+                                              "thresholdsOptions": "icons",
+                                              "thresholdsGrid": [
+                                                {
+                                                  "operator": ">=",
+                                                  "thresholdValue": "90",
+                                                  "representation": "4",
+                                                  "text": "{0}{1}"
+                                                },
+                                                {
+                                                  "operator": ">=",
+                                                  "thresholdValue": "50",
+                                                  "representation": "2",
+                                                  "text": "{0}{1}"
+                                                },
+                                                {
+                                                  "operator": "Default",
+                                                  "thresholdValue": null,
+                                                  "representation": "success",
+                                                  "text": "{0}{1}"
+                                                }
+                                              ]
+                                            },
+                                            "numberFormat": {
+                                              "unit": 1,
+                                              "options": {
+                                                "style": "decimal",
+                                                "useGrouping": false,
+                                                "maximumFractionDigits": 0
+                                              }
+                                            }
+                                          }
+                                        ],
+                                        "labelSettings": [
+                                          {
+                                            "columnId": "Computer",
+                                            "label": "Computer"
+                                          },
+                                          {
+                                            "columnId": "TimeGenerated",
+                                            "label": "TimeGenerated"
+                                          },
+                                          {
+                                            "columnId": "t_vm.azm.ms/mountId",
+                                            "label": "Drive"
+                                          },
+                                          {
+                                            "columnId": "Val",
+                                            "label": "Free space percentage"
+                                          }
+                                        ]
+                                      }
+                                    },
+                                    "conditionalVisibility": {
+                                      "parameterName": "laworkspace",
+                                      "comparison": "isNotEqualTo"
+                                    },
+                                    "name": "Managed disks free space"
+                                  },
+                                  {
+                                    "type": 1,
+                                    "content": {
+                                      "json": "# Compute optimization"
+                                    },
+                                    "name": "text - 9"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "advisorresources\r\n| where type == \"microsoft.advisor/recommendations\"\r\n| where tostring (properties.category) has \"Cost\"\r\n| where properties.shortDescription.problem has \"underutilized\"\r\n| where properties.impactedField has \"Compute\" or properties.impactedField has \"Container\" or properties.impactedField has \"Web\"\r\n| project AffectedResource=tostring(properties.resourceMetadata.resourceId),Impact=properties.impact,resourceGroup,AdditionaInfo=properties.extendedProperties,subscriptionId,Recommendation=tostring(properties.shortDescription.problem)\r\n",
+                                      "size": 0,
+                                      "title": "Underused assets",
+                                      "noDataMessage": "No underused asset",
+                                      "noDataMessageStyle": 3,
+                                      "showRefreshButton": true,
+                                      "showExportToExcel": true,
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ]
+                                    },
+                                    "customWidth": "100",
+                                    "name": "Underused assets"
+                                  },
+                                  {
+                                    "type": 9,
+                                    "content": {
+                                      "version": "KqlParameterItem/1.0",
+                                      "parameters": [
+                                        {
+                                          "id": "37cdc20d-07c3-466c-84bb-4d8050932641",
+                                          "version": "KqlParameterItem/1.0",
+                                          "name": "OrphanDisks",
+                                          "label": "Orphaned",
+                                          "type": 10,
+                                          "isRequired": true,
+                                          "typeSettings": {
+                                            "additionalResourceOptions": [],
+                                            "showDefault": false
+                                          },
+                                          "jsonData": "[[\r\n    { \"value\":\"!=\", \"label\":\"No\" },\r\n    { \"value\":\"==\", \"label\":\"Yes\" }\r\n]",
+                                          "timeContext": {
+                                            "durationMs": 86400000
+                                          },
+                                          "value": "!="
+                                        }
+                                      ],
+                                      "style": "above",
+                                      "queryType": 0,
+                                      "resourceType": "microsoft.operationalinsights/workspaces"
+                                    },
+                                    "name": "Disks"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "Resources  \r\n| where type contains \"microsoft.compute/disks\" \r\n| extend diskState = tostring(properties.diskState)\r\n| where managedBy {OrphanDisks} \"\" or diskState {OrphanDisks} 'Unattached'\r\n| project id, subscriptionId, resourceGroup, diskState, location",
+                                      "size": 0,
+                                      "title": "Managed disks",
+                                      "noDataMessageStyle": 3,
+                                      "showRefreshButton": true,
+                                      "showExportToExcel": true,
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ],
+                                      "gridSettings": {
+                                        "formatters": [
+                                          {
+                                            "columnMatch": "subscriptionId",
+                                            "formatter": 15,
+                                            "formatOptions": {
+                                              "linkTarget": null,
+                                              "showIcon": true
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "location",
+                                            "formatter": 17
+                                          }
+                                        ],
+                                        "labelSettings": [
+                                          {
+                                            "columnId": "id",
+                                            "label": "Resource Name"
+                                          },
+                                          {
+                                            "columnId": "subscriptionId",
+                                            "label": "Subscription"
+                                          },
+                                          {
+                                            "columnId": "resourceGroup",
+                                            "label": "Resource group"
+                                          },
+                                          {
+                                            "columnId": "diskState",
+                                            "label": "Disk state"
+                                          },
+                                          {
+                                            "columnId": "location",
+                                            "label": "Region"
+                                          }
+                                        ]
+                                      }
+                                    },
+                                    "name": "Managed disks"
+                                  },
+                                  {
+                                    "type": 9,
+                                    "content": {
+                                      "version": "KqlParameterItem/1.0",
+                                      "parameters": [
+                                        {
+                                          "id": "2d9b8893-0af4-480a-9ac7-639efb771ecb",
+                                          "version": "KqlParameterItem/1.0",
+                                          "name": "OrphanNIC",
+                                          "label": "Orphaned",
+                                          "type": 10,
+                                          "isRequired": true,
+                                          "typeSettings": {
+                                            "additionalResourceOptions": [],
+                                            "showDefault": false
+                                          },
+                                          "jsonData": "[[\r\n    { \"value\":\"has 'virtualmachine' or isnotnull(privateEndPoint)\", \"label\":\"No\" },\r\n    { \"value\":\"!has 'virtualmachine' and isnull(privateEndPoint)\", \"label\":\"Yes\" }\r\n]",
+                                          "timeContext": {
+                                            "durationMs": 86400000
+                                          },
+                                          "value": "has 'virtualmachine' or isnotnull(privateEndPoint)"
+                                        }
+                                      ],
+                                      "style": "above",
+                                      "queryType": 0,
+                                      "resourceType": "microsoft.operationalinsights/workspaces"
+                                    },
+                                    "name": "NICs - Copy"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "Resources\r\n| where type has \"microsoft.network/networkinterfaces\"\r\n| extend VM = properties.virtualMachine.id\r\n| extend privateEndPoint = properties['privateEndpoint']['id']\r\n| where properties {OrphanNIC}\r\n| where properties['linkedResourceType'] != \"Microsoft.Netapp/volumes\"\r\n| project id, subscriptionId, resourceGroup, location, VM, privateEndPoint, properties\r\n",
+                                      "size": 0,
+                                      "title": "NICs",
+                                      "noDataMessageStyle": 3,
+                                      "showRefreshButton": true,
+                                      "showExportToExcel": true,
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ],
+                                      "gridSettings": {
+                                        "formatters": [
+                                          {
+                                            "columnMatch": "subscriptionId",
+                                            "formatter": 15,
+                                            "formatOptions": {
+                                              "linkTarget": null,
+                                              "showIcon": true
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "location",
+                                            "formatter": 17
+                                          },
+                                          {
+                                            "columnMatch": "properties",
+                                            "formatter": 7,
+                                            "formatOptions": {
+                                              "linkTarget": "CellDetails",
+                                              "linkLabel": "🔍 View details",
+                                              "linkIsContextBlade": true
+                                            }
+                                          }
+                                        ],
+                                        "labelSettings": [
+                                          {
+                                            "columnId": "id",
+                                            "label": "Resource name"
+                                          },
+                                          {
+                                            "columnId": "subscriptionId",
+                                            "label": "Subscription"
+                                          },
+                                          {
+                                            "columnId": "resourceGroup",
+                                            "label": "Resource group"
+                                          },
+                                          {
+                                            "columnId": "location",
+                                            "label": "Region"
+                                          },
+                                          {
+                                            "columnId": "VM",
+                                            "label": "Virtual machine"
+                                          },
+                                          {
+                                            "columnId": "privateEndPoint",
+                                            "label": "Private end point"
+                                          },
+                                          {
+                                            "columnId": "properties",
+                                            "label": "Details"
+                                          }
+                                        ]
+                                      }
+                                    },
+                                    "name": "NICs"
+                                  },
+                                  {
+                                    "type": 9,
+                                    "content": {
+                                      "version": "KqlParameterItem/1.0",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ],
+                                      "parameters": [
+                                        {
+                                          "id": "98d786aa-8835-493f-9fe4-fe5da150392b",
+                                          "version": "KqlParameterItem/1.0",
+                                          "name": "VMState",
+                                          "label": "Virtual machine state",
+                                          "type": 2,
+                                          "query": "resources\r\n| where type == \"microsoft.compute/virtualmachines\"\r\n| extend state = properties['extended']['instanceView']['powerState']['displayStatus']\r\n| summarize by tostring(state)",
+                                          "crossComponentResources": [
+                                            "{Subscription}"
+                                          ],
+                                          "typeSettings": {
+                                            "additionalResourceOptions": [],
+                                            "showDefault": false
+                                          },
+                                          "timeContext": {
+                                            "durationMs": 86400000
+                                          },
+                                          "queryType": 1,
+                                          "resourceType": "microsoft.resourcegraph/resources",
+                                          "value": null
+                                        }
+                                      ],
+                                      "style": "above",
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources"
+                                    },
+                                    "name": "parameters - VMState"
+                                  },
+                                  {
+                                    "type": 1,
+                                    "content": {
+                                      "json": "Select a virtual machine state to display the list of resource.",
+                                      "style": "info"
+                                    },
+                                    "conditionalVisibility": {
+                                      "parameterName": "VMState",
+                                      "comparison": "isEqualTo"
+                                    },
+                                    "name": "text - VMState"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "Resources | where type == \"microsoft.compute/virtualmachines\"\r\n| extend vmState = tostring(properties.extended.instanceView.powerState.displayStatus)\r\n| extend vmState = iif(isempty(vmState), \"VM State Unknown\", (vmState))\r\n| summarize count() by vmState",
+                                      "size": 3,
+                                      "showRefreshButton": true,
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ],
+                                      "visualization": "tiles",
+                                      "tileSettings": {
+                                        "titleContent": {
+                                          "columnMatch": "vmState",
+                                          "formatter": 1
+                                        },
+                                        "leftContent": {
+                                          "columnMatch": "count_",
+                                          "formatter": 12,
+                                          "formatOptions": {
+                                            "palette": "auto"
+                                          },
+                                          "numberFormat": {
+                                            "unit": 17,
+                                            "options": {
+                                              "maximumSignificantDigits": 3,
+                                              "maximumFractionDigits": 2
+                                            }
+                                          }
+                                        },
+                                        "showBorder": false
+                                      },
+                                      "graphSettings": {
+                                        "type": 0,
+                                        "topContent": {
+                                          "columnMatch": "vmState",
+                                          "formatter": 1
+                                        },
+                                        "centerContent": {
+                                          "columnMatch": "count_",
+                                          "formatter": 1,
+                                          "numberFormat": {
+                                            "unit": 17,
+                                            "options": {
+                                              "maximumSignificantDigits": 3,
+                                              "maximumFractionDigits": 2
+                                            }
+                                          }
+                                        }
+                                      }
+                                    },
+                                    "name": "query - VM state chart"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "resources\r\n| where type == \"microsoft.compute/virtualmachines\"\r\n| extend vmSize = tostring(properties.hardwareProfile.vmSize)\r\n| extend vmState = properties['extended']['instanceView']['powerState']['displayStatus']\r\n| where vmState == '{VMState}'\r\n| project id, subscriptionId, resourceGroup, vmState, vmSize, location",
+                                      "size": 0,
+                                      "title": "Virtual machine list by powerstate",
+                                      "noDataMessageStyle": 3,
+                                      "showRefreshButton": true,
+                                      "showExportToExcel": true,
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ],
+                                      "gridSettings": {
+                                        "formatters": [
+                                          {
+                                            "columnMatch": "subscriptionId",
+                                            "formatter": 15,
+                                            "formatOptions": {
+                                              "linkTarget": null,
+                                              "showIcon": true
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "resourceGroup",
+                                            "formatter": 14,
+                                            "formatOptions": {
+                                              "linkTarget": null,
+                                              "showIcon": false
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "id",
+                                            "formatter": 13,
+                                            "formatOptions": {
+                                              "linkTarget": "Resource",
+                                              "showIcon": true
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "vmSize",
+                                            "formatter": 0,
+                                            "formatOptions": {
+                                              "customColumnWidthSetting": "19.1429ch"
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "location",
+                                            "formatter": 17,
+                                            "formatOptions": {
+                                              "customColumnWidthSetting": "108px"
+                                            }
+                                          }
+                                        ],
+                                        "filter": true,
+                                        "labelSettings": [
+                                          {
+                                            "columnId": "id",
+                                            "label": "Resource Name"
+                                          },
+                                          {
+                                            "columnId": "subscriptionId",
+                                            "label": "Subscription"
+                                          },
+                                          {
+                                            "columnId": "resourceGroup",
+                                            "label": "Resource Group"
+                                          },
+                                          {
+                                            "columnId": "vmState",
+                                            "label": "VM State"
+                                          },
+                                          {
+                                            "columnId": "vmSize",
+                                            "label": "VM Size"
+                                          },
+                                          {
+                                            "columnId": "location",
+                                            "label": "Region"
+                                          }
+                                        ]
+                                      }
+                                    },
+                                    "conditionalVisibility": {
+                                      "parameterName": "VMState",
+                                      "comparison": "isNotEqualTo"
+                                    },
+                                    "name": "query - VM list by powerstate"
+                                  },
+                                  {
+                                    "type": 1,
+                                    "content": {
+                                      "json": "States and billing status of Azure virtual machines : https://learn.microsoft.com/azure/virtual-machines/states-billing",
+                                      "style": "info"
+                                    },
+                                    "name": "Info VM states"
+                                  }
+                                ]
+                              },
+                              "conditionalVisibility": {
+                                "parameterName": "Subscription",
+                                "comparison": "isNotEqualTo"
+                              },
+                              "name": "group - VMQueries"
+                            }
+                          ]
+                        },
+                        "conditionalVisibility": {
+                          "parameterName": "SelectedTab",
+                          "comparison": "isEqualTo",
+                          "value": "RC_VM"
+                        },
+                        "name": "RC_VM"
+                      },
+                      {
+                        "type": 12,
+                        "content": {
+                          "version": "NotebookGroup/1.0",
+                          "groupType": "editable",
+                          "items": [
+                            {
+                              "type": 12,
+                              "content": {
+                                "version": "NotebookGroup/1.0",
+                                "groupType": "editable",
+                                "items": [
+                                  {
+                                    "type": 1,
+                                    "content": {
+                                      "json": "## Storage account + backup"
+                                    },
+                                    "name": "text - 9"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "resources \r\n| where type =~ 'microsoft.storagesync/storagesyncservices'\r\n\tor type =~ 'microsoft.recoveryservices/vaults'\r\n\tor type =~ 'microsoft.storage/storageaccounts'\r\n\tor type =~ 'microsoft.keyvault/vaults'\r\n| extend type = case(\r\n\ttype =~ 'microsoft.storagesync/storagesyncservices', 'Azure File Sync',\r\n\ttype =~ 'microsoft.recoveryservices/vaults', 'Azure Backup',\r\n\ttype =~ 'microsoft.storage/storageaccounts', 'Storage Accounts',\r\n\ttype =~ 'microsoft.keyvault/vaults', 'Key Vaults',\r\n\tstrcat(\"Not Translated: \", type))\r\n| where type !has \"Not Translated\"\r\n| summarize count() by type",
+                                      "size": 3,
+                                      "title": "Count of all resource types",
+                                      "noDataMessage": "No resources found",
+                                      "showRefreshButton": true,
+                                      "showExportToExcel": true,
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ],
+                                      "visualization": "tiles",
+                                      "gridSettings": {
+                                        "formatters": [
+                                          {
+                                            "columnMatch": "$gen_group",
+                                            "formatter": 13,
+                                            "formatOptions": {
+                                              "linkTarget": null,
+                                              "showIcon": true
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "Resource",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "subscriptionId",
+                                            "formatter": 5
+                                          }
+                                        ],
+                                        "hierarchySettings": {
+                                          "treeType": 1,
+                                          "groupBy": [
+                                            "subscriptionId"
+                                          ],
+                                          "expandTopLevel": true,
+                                          "finalBy": "Resource"
+                                        }
+                                      },
+                                      "tileSettings": {
+                                        "titleContent": {
+                                          "columnMatch": "type",
+                                          "formatter": 1
+                                        },
+                                        "leftContent": {
+                                          "columnMatch": "count_",
+                                          "formatter": 12,
+                                          "formatOptions": {
+                                            "palette": "auto"
+                                          },
+                                          "numberFormat": {
+                                            "unit": 17,
+                                            "options": {
+                                              "maximumSignificantDigits": 3,
+                                              "maximumFractionDigits": 2
+                                            }
+                                          }
+                                        },
+                                        "showBorder": false,
+                                        "sortCriteriaField": "type",
+                                        "sortOrderField": 1
+                                      }
+                                    },
+                                    "name": "query - Storage - Resource Overview "
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "resources \r\n| where type =~ 'microsoft.storagesync/storagesyncservices'\r\n\tor type =~ 'microsoft.recoveryservices/vaults'\r\n\tor type =~ 'microsoft.storage/storageaccounts'\r\n\tor type =~ 'microsoft.keyvault/vaults'\r\n| extend type = case(\r\n\ttype =~ 'microsoft.storagesync/storagesyncservices', 'Azure File Sync',\r\n\ttype =~ 'microsoft.recoveryservices/vaults', 'Azure Backup',\r\n\ttype =~ 'microsoft.storage/storageaccounts', 'Storage Accounts',\r\n\ttype =~ 'microsoft.keyvault/vaults', 'Key Vaults',\r\n\tstrcat(\"Not Translated: \", type))\r\n| extend Sku = case(\r\n\ttype !has 'Key Vaults', sku.name,\r\n\ttype =~ 'Key Vaults', properties.sku.name,\r\n\t' ')\r\n| extend Details = pack_all()\r\n| project Resource=id, type, kind, subscriptionId, resourceGroup, Sku, Details",
+                                      "size": 0,
+                                      "title": "Resource details",
+                                      "noDataMessage": "No resources found",
+                                      "showRefreshButton": true,
+                                      "showExportToExcel": true,
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ],
+                                      "gridSettings": {
+                                        "formatters": [
+                                          {
+                                            "columnMatch": "$gen_group",
+                                            "formatter": 13,
+                                            "formatOptions": {
+                                              "linkTarget": "Resource",
+                                              "showIcon": true
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "Resource",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "subscriptionId",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "Details",
+                                            "formatter": 7,
+                                            "formatOptions": {
+                                              "linkTarget": "CellDetails",
+                                              "linkLabel": "🔍 View Details",
+                                              "linkIsContextBlade": true
+                                            }
+                                          }
+                                        ],
+                                        "rowLimit": 1000,
+                                        "filter": true,
+                                        "hierarchySettings": {
+                                          "treeType": 1,
+                                          "groupBy": [
+                                            "subscriptionId"
+                                          ],
+                                          "expandTopLevel": true,
+                                          "finalBy": "Resource"
+                                        }
+                                      }
+                                    },
+                                    "name": "query - Storage - Resource Detailed"
+                                  },
+                                  {
+                                    "type": 9,
+                                    "content": {
+                                      "version": "KqlParameterItem/1.0",
+                                      "parameters": [
+                                        {
+                                          "id": "e94aafa3-c5d9-4523-89f0-4e87aa754511",
+                                          "version": "KqlParameterItem/1.0",
+                                          "name": "Resources",
+                                          "label": "Storage accounts",
+                                          "type": 5,
+                                          "isRequired": true,
+                                          "multiSelect": true,
+                                          "quote": "'",
+                                          "delimiter": ",",
+                                          "query": "where type =~ 'microsoft.storage/storageaccounts'\n| order by name asc\n| extend Rank = row_number()\n| project value = id, label = id, selected = Rank <= 5",
+                                          "crossComponentResources": [
+                                            "{Subscription}"
+                                          ],
+                                          "typeSettings": {
+                                            "resourceTypeFilter": {
+                                              "microsoft.storage/storageaccounts": true
+                                            },
+                                            "additionalResourceOptions": [
+                                              "value::all"
+                                            ],
+                                            "showDefault": false
+                                          },
+                                          "queryType": 1,
+                                          "resourceType": "microsoft.resourcegraph/resources",
+                                          "value": [
+                                            "value::all"
+                                          ]
+                                        },
+                                        {
+                                          "id": "c4b69c01-2263-4ada-8d9c-43433b739ff3",
+                                          "version": "KqlParameterItem/1.0",
+                                          "name": "TimeRange",
+                                          "type": 4,
+                                          "isRequired": true,
+                                          "typeSettings": {
+                                            "selectableValues": [
+                                              {
+                                                "durationMs": 300000,
+                                                "createdTime": "2018-08-06T23:52:38.87Z",
+                                                "isInitialTime": false,
+                                                "grain": 1,
+                                                "useDashboardTimeRange": false
+                                              },
+                                              {
+                                                "durationMs": 900000,
+                                                "createdTime": "2018-08-06T23:52:38.871Z",
+                                                "isInitialTime": false,
+                                                "grain": 1,
+                                                "useDashboardTimeRange": false
+                                              },
+                                              {
+                                                "durationMs": 1800000,
+                                                "createdTime": "2018-08-06T23:52:38.871Z",
+                                                "isInitialTime": false,
+                                                "grain": 1,
+                                                "useDashboardTimeRange": false
+                                              },
+                                              {
+                                                "durationMs": 3600000,
+                                                "createdTime": "2018-08-06T23:52:38.871Z",
+                                                "isInitialTime": false,
+                                                "grain": 1,
+                                                "useDashboardTimeRange": false
+                                              },
+                                              {
+                                                "durationMs": 14400000,
+                                                "createdTime": "2018-08-06T23:52:38.871Z",
+                                                "isInitialTime": false,
+                                                "grain": 1,
+                                                "useDashboardTimeRange": false
+                                              },
+                                              {
+                                                "durationMs": 43200000,
+                                                "createdTime": "2018-08-06T23:52:38.871Z",
+                                                "isInitialTime": false,
+                                                "grain": 1,
+                                                "useDashboardTimeRange": false
+                                              },
+                                              {
+                                                "durationMs": 86400000,
+                                                "createdTime": "2018-08-06T23:52:38.871Z",
+                                                "isInitialTime": false,
+                                                "grain": 1,
+                                                "useDashboardTimeRange": false
+                                              },
+                                              {
+                                                "durationMs": 172800000,
+                                                "createdTime": "2018-08-06T23:52:38.871Z",
+                                                "isInitialTime": false,
+                                                "grain": 1,
+                                                "useDashboardTimeRange": false
+                                              },
+                                              {
+                                                "durationMs": 259200000,
+                                                "createdTime": "2018-08-06T23:52:38.871Z",
+                                                "isInitialTime": false,
+                                                "grain": 1,
+                                                "useDashboardTimeRange": false
+                                              },
+                                              {
+                                                "durationMs": 604800000,
+                                                "createdTime": "2018-08-06T23:52:38.871Z",
+                                                "isInitialTime": false,
+                                                "grain": 1,
+                                                "useDashboardTimeRange": false
+                                              }
+                                            ],
+                                            "allowCustom": true
+                                          },
+                                          "value": {
+                                            "durationMs": 172800000
+                                          },
+                                          "label": "Time range"
+                                        },
+                                        {
+                                          "id": "9b48988f-dcd2-48cc-b233-5999ed32149f",
+                                          "version": "KqlParameterItem/1.0",
+                                          "name": "Message",
+                                          "type": 1,
+                                          "query": "where type == 'microsoft.storage/storageaccounts' \n| summarize Selected = countif(id in ({Resources:value})), Total = count()\n| extend Selected = iff(Selected > 200, 200, Selected)\n| project Message = strcat('# ', Selected, ' / ', Total)",
+                                          "crossComponentResources": [
+                                            "{Subscription}"
+                                          ],
+                                          "isHiddenWhenLocked": true,
+                                          "queryType": 1,
+                                          "resourceType": "microsoft.resourcegraph/resources"
+                                        },
+                                        {
+                                          "id": "070b2474-4e01-478d-a7fa-6c20ad8ea1ad",
+                                          "version": "KqlParameterItem/1.0",
+                                          "name": "ResourceName",
+                                          "type": 1,
+                                          "isRequired": true,
+                                          "isHiddenWhenLocked": true,
+                                          "criteriaData": [
+                                            {
+                                              "condition": "else result = 'Storage account'",
+                                              "criteriaContext": {
+                                                "operator": "Default",
+                                                "rightValType": "param",
+                                                "resultValType": "static",
+                                                "resultVal": "Storage account"
+                                              }
+                                            }
+                                          ]
+                                        },
+                                        {
+                                          "id": "c6c32b32-6eb4-44d5-9cad-156d5d50ec3e",
+                                          "version": "KqlParameterItem/1.0",
+                                          "name": "ResourceImageUrl",
+                                          "type": 1,
+                                          "description": "used as a parameter for No Subcriptions workbook template",
+                                          "isHiddenWhenLocked": true
+                                        }
+                                      ],
+                                      "style": "above",
+                                      "queryType": 0,
+                                      "resourceType": "microsoft.operationalinsights/workspaces"
+                                    },
+                                    "name": "parameters - 1",
+                                    "styleSettings": {
+                                      "margin": "15px 0 0 0"
+                                    }
+                                  },
+                                  {
+                                    "type": 1,
+                                    "content": {
+                                      "json": "## Storage accounts details"
+                                    },
+                                    "name": "text - 8"
+                                  },
+                                  {
+                                    "type": 11,
+                                    "content": {
+                                      "version": "LinkItem/1.0",
+                                      "style": "tabs",
+                                      "links": [
+                                        {
+                                          "id": "27d282bb-38ae-4ceb-b2bb-063db08ec6bc",
+                                          "cellValue": "selectedTab",
+                                          "linkTarget": "parameter",
+                                          "linkLabel": "Overview",
+                                          "subTarget": "Overview"
+                                        },
+                                        {
+                                          "id": "9a52f588-fff8-47fe-b56d-81b8068ff6f7",
+                                          "cellValue": "selectedTab",
+                                          "linkTarget": "parameter",
+                                          "linkLabel": "Capacity",
+                                          "subTarget": "Capacity"
+                                        }
+                                      ]
+                                    },
+                                    "name": "Navigation links",
+                                    "styleSettings": {
+                                      "margin": "10px 0 0 0"
+                                    }
+                                  },
+                                  {
+                                    "type": 1,
+                                    "content": {
+                                      "json": "### Overview section"
+                                    },
+                                    "conditionalVisibility": {
+                                      "parameterName": "1",
+                                      "comparison": "isEqualTo",
+                                      "value": "2"
+                                    },
+                                    "name": "text - 4"
+                                  },
+                                  {
+                                    "type": 10,
+                                    "content": {
+                                      "chartId": "workbookdb19a8d8-91af-44ea-951d-5ffa133b2ebe",
+                                      "version": "MetricsItem/2.0",
+                                      "size": 2,
+                                      "chartType": 0,
+                                      "resourceType": "microsoft.storage/storageaccounts",
+                                      "metricScope": 0,
+                                      "resourceParameter": "Resources",
+                                      "resourceIds": [
+                                        "{Resources}"
+                                      ],
+                                      "timeContextFromParameter": "TimeRange",
+                                      "timeContext": {
+                                        "durationMs": 172800000
+                                      },
+                                      "metrics": [
+                                        {
+                                          "namespace": "microsoft.storage/storageaccounts",
+                                          "metric": "microsoft.storage/storageaccounts-Transaction-Transactions",
+                                          "aggregation": 1
+                                        },
+                                        {
+                                          "namespace": "microsoft.storage/storageaccounts",
+                                          "metric": "microsoft.storage/storageaccounts-Transaction-SuccessE2ELatency",
+                                          "aggregation": 4
+                                        },
+                                        {
+                                          "namespace": "microsoft.storage/storageaccounts",
+                                          "metric": "microsoft.storage/storageaccounts-Transaction-SuccessServerLatency",
+                                          "aggregation": 4
+                                        },
+                                        {
+                                          "namespace": "microsoft.storage/storageaccounts",
+                                          "metric": "microsoft.storage/storageaccounts-Transaction-Transactions",
+                                          "aggregation": 1,
+                                          "splitBy": [
+                                            "ResponseType"
+                                          ],
+                                          "splitBySortOrder": -1,
+                                          "splitByLimit": 4,
+                                          "columnName": "Errors"
+                                        }
+                                      ],
+                                      "resourceLimit": 200,
+                                      "gridSettings": {
+                                        "formatters": [
+                                          {
+                                            "columnMatch": "$gen_group",
+                                            "formatter": 13,
+                                            "formatOptions": {
+                                              "linkTarget": "Resource",
+                                              "subTarget": "insights",
+                                              "showIcon": true
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "Subscription",
+                                            "formatter": 5,
+                                            "formatOptions": {
+                                              "showIcon": true
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "Name",
+                                            "formatter": 5,
+                                            "formatOptions": {
+                                              "showIcon": true
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "microsoft.storage/storageaccounts-Transaction-Transactions$|Transactions$",
+                                            "formatter": 8,
+                                            "formatOptions": {
+                                              "min": 0,
+                                              "palette": "blue",
+                                              "showIcon": true,
+                                              "aggregation": "Sum"
+                                            },
+                                            "numberFormat": {
+                                              "unit": 17,
+                                              "options": {
+                                                "style": "decimal",
+                                                "maximumFractionDigits": 1
+                                              }
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "microsoft.storage/storageaccounts-Transaction-Transactions Timeline$|Transactions Timeline$",
+                                            "formatter": 21,
+                                            "formatOptions": {
+                                              "min": 0,
+                                              "palette": "blue",
+                                              "showIcon": true
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "microsoft.storage/storageaccounts-Transaction-SuccessE2ELatency$|microsoft.storage/storageaccounts-Transaction-SuccessServerLatency$|E2E Latency$|Server Latency$",
+                                            "formatter": 8,
+                                            "formatOptions": {
+                                              "min": 0,
+                                              "palette": "blue",
+                                              "linkTarget": "WorkbookTemplate",
+                                              "showIcon": true,
+                                              "workbookContext": {
+                                                "componentIdSource": "column",
+                                                "componentId": "Name",
+                                                "resourceIdsSource": "column",
+                                                "resourceIds": "Name",
+                                                "templateIdSource": "static",
+                                                "templateId": "Community-Workbooks/Individual Storage/Performance",
+                                                "typeSource": "static",
+                                                "type": "workbook",
+                                                "gallerySource": "static",
+                                                "gallery": "microsoft.storage/storageaccounts"
+                                              }
+                                            },
+                                            "numberFormat": {
+                                              "unit": 23,
+                                              "options": {
+                                                "style": "decimal",
+                                                "maximumFractionDigits": 2
+                                              }
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "microsoft.storage/storageaccounts-Transaction-SuccessE2ELatency Timeline$|E2E Latency Timeline$",
+                                            "formatter": 5,
+                                            "formatOptions": {
+                                              "showIcon": true
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "microsoft.storage/storageaccounts-Transaction-SuccessServerLatency Timeline",
+                                            "formatter": 5,
+                                            "formatOptions": {
+                                              "showIcon": true
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "Success/Errors",
+                                            "formatter": 5,
+                                            "formatOptions": {
+                                              "showIcon": true
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "success/Errors",
+                                            "formatter": 5,
+                                            "formatOptions": {
+                                              "showIcon": true
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": ".*\\/Errors",
+                                            "formatter": 8,
+                                            "formatOptions": {
+                                              "min": 0,
+                                              "palette": "gray",
+                                              "linkTarget": "WorkbookTemplate",
+                                              "showIcon": true,
+                                              "workbookContext": {
+                                                "componentIdSource": "column",
+                                                "componentId": "Name",
+                                                "resourceIdsSource": "column",
+                                                "resourceIds": "Name",
+                                                "templateIdSource": "static",
+                                                "templateId": "Community-Workbooks/Individual Storage/Failures",
+                                                "typeSource": "static",
+                                                "type": "workbook",
+                                                "gallerySource": "static",
+                                                "gallery": "microsoft.storage/storageaccounts"
+                                              }
+                                            },
+                                            "numberFormat": {
+                                              "unit": 17,
+                                              "options": {
+                                                "style": "decimal",
+                                                "maximumFractionDigits": 1
+                                              }
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "Server Latency Timeline",
+                                            "formatter": 5,
+                                            "formatOptions": {
+                                              "showIcon": true
+                                            }
+                                          }
+                                        ],
+                                        "rowLimit": 10000,
+                                        "filter": true,
+                                        "hierarchySettings": {
+                                          "treeType": 1,
+                                          "groupBy": [
+                                            "Subscription"
+                                          ],
+                                          "expandTopLevel": true,
+                                          "finalBy": "Name"
+                                        },
+                                        "sortBy": [
+                                          {
+                                            "itemKey": "$gen_heatmap_microsoft.storage/storageaccounts-Transaction-Transactions$|Transactions$_3",
+                                            "sortOrder": 2
+                                          }
+                                        ],
+                                        "labelSettings": [
+                                          {
+                                            "columnId": "Subscription",
+                                            "label": "Subscription"
+                                          },
+                                          {
+                                            "columnId": "microsoft.storage/storageaccounts-Transaction-Transactions",
+                                            "label": "Transactions"
+                                          },
+                                          {
+                                            "columnId": "microsoft.storage/storageaccounts-Transaction-Transactions Timeline",
+                                            "label": "Transactions timeline"
+                                          },
+                                          {
+                                            "columnId": "microsoft.storage/storageaccounts-Transaction-SuccessE2ELatency",
+                                            "label": "E2E latency"
+                                          },
+                                          {
+                                            "columnId": "microsoft.storage/storageaccounts-Transaction-SuccessE2ELatency Timeline",
+                                            "label": "E2E latency timeline"
+                                          },
+                                          {
+                                            "columnId": "microsoft.storage/storageaccounts-Transaction-SuccessServerLatency",
+                                            "label": "Server latency"
+                                          },
+                                          {
+                                            "columnId": "microsoft.storage/storageaccounts-Transaction-SuccessServerLatency Timeline",
+                                            "label": "Server latency timeline"
+                                          }
+                                        ]
+                                      },
+                                      "sortBy": [
+                                        {
+                                          "itemKey": "$gen_heatmap_microsoft.storage/storageaccounts-Transaction-Transactions$|Transactions$_3",
+                                          "sortOrder": 2
+                                        }
+                                      ],
+                                      "showExportToExcel": true
+                                    },
+                                    "conditionalVisibility": {
+                                      "parameterName": "selectedTab",
+                                      "comparison": "isEqualTo",
+                                      "value": "Overview"
+                                    },
+                                    "showPin": true,
+                                    "name": "storage account metrics",
+                                    "styleSettings": {
+                                      "margin": "0 10px 0 10px"
+                                    }
+                                  },
+                                  {
+                                    "type": 1,
+                                    "content": {
+                                      "json": "## Capacity section"
+                                    },
+                                    "conditionalVisibility": {
+                                      "parameterName": "1",
+                                      "comparison": "isEqualTo",
+                                      "value": "2"
+                                    },
+                                    "name": "text - 6"
+                                  },
+                                  {
+                                    "type": 10,
+                                    "content": {
+                                      "chartId": "workbookdb19a8d8-91af-44ea-951d-5ffa133b2ebe",
+                                      "version": "MetricsItem/2.0",
+                                      "size": 3,
+                                      "chartType": 0,
+                                      "resourceType": "microsoft.storage/storageaccounts",
+                                      "metricScope": 0,
+                                      "resourceParameter": "Resources",
+                                      "resourceIds": [
+                                        "{Resources}"
+                                      ],
+                                      "timeContextFromParameter": "TimeRange",
+                                      "timeContext": {
+                                        "durationMs": 172800000
+                                      },
+                                      "metrics": [
+                                        {
+                                          "namespace": "microsoft.storage/storageaccounts",
+                                          "metric": "microsoft.storage/storageaccounts-Capacity-UsedCapacity",
+                                          "aggregation": 4
+                                        },
+                                        {
+                                          "namespace": "microsoft.storage/storageaccounts/blobservices",
+                                          "metric": "microsoft.storage/storageaccounts/blobservices-Capacity-BlobCapacity",
+                                          "aggregation": 4
+                                        },
+                                        {
+                                          "namespace": "microsoft.storage/storageaccounts/fileservices",
+                                          "metric": "microsoft.storage/storageaccounts/fileservices-Capacity-FileCapacity",
+                                          "aggregation": 4
+                                        },
+                                        {
+                                          "namespace": "microsoft.storage/storageaccounts/queueservices",
+                                          "metric": "microsoft.storage/storageaccounts/queueservices-Capacity-QueueCapacity",
+                                          "aggregation": 4
+                                        },
+                                        {
+                                          "namespace": "microsoft.storage/storageaccounts/tableservices",
+                                          "metric": "microsoft.storage/storageaccounts/tableservices-Capacity-TableCapacity",
+                                          "aggregation": 4
+                                        }
+                                      ],
+                                      "gridSettings": {
+                                        "formatters": [
+                                          {
+                                            "columnMatch": "$gen_group",
+                                            "formatter": 13,
+                                            "formatOptions": {
+                                              "linkTarget": "Resource",
+                                              "subTarget": "insights",
+                                              "showIcon": true
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "Subscription",
+                                            "formatter": 5,
+                                            "formatOptions": {
+                                              "showIcon": true
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "Name",
+                                            "formatter": 5,
+                                            "formatOptions": {
+                                              "showIcon": true
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "microsoft.storage/storageaccounts-Capacity-UsedCapacity$|microsoft.storage/storageaccounts/blobservices-Capacity-BlobCapacity$|microsoft.storage/storageaccounts/fileservices-Capacity-FileCapacity$|microsoft.storage/storageaccounts/queueservices-Capacity-QueueCapacity$|microsoft.storage/storageaccounts/tableservices-Capacity-TableCapacity$",
+                                            "formatter": 8,
+                                            "formatOptions": {
+                                              "min": 0,
+                                              "palette": "blue",
+                                              "linkTarget": "WorkbookTemplate",
+                                              "showIcon": true,
+                                              "workbookContext": {
+                                                "componentIdSource": "column",
+                                                "componentId": "Name",
+                                                "resourceIdsSource": "column",
+                                                "resourceIds": "Name",
+                                                "templateIdSource": "static",
+                                                "templateId": "Community-Workbooks/Individual Storage/Capacity",
+                                                "typeSource": "static",
+                                                "type": "workbook",
+                                                "gallerySource": "static",
+                                                "gallery": "microsoft.storage/storageaccounts"
+                                              }
+                                            },
+                                            "numberFormat": {
+                                              "unit": 2,
+                                              "options": {
+                                                "style": "decimal",
+                                                "maximumFractionDigits": 1
+                                              }
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "microsoft.storage/storageaccounts-Capacity-UsedCapacity Timeline$|Account used capacity Timeline$",
+                                            "formatter": 21,
+                                            "formatOptions": {
+                                              "min": 0,
+                                              "palette": "blue",
+                                              "showIcon": true
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "microsoft.storage/storageaccounts/blobservices-Capacity-BlobCapacity Timeline$|Blob capacity Timeline$",
+                                            "formatter": 5,
+                                            "formatOptions": {
+                                              "showIcon": true
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "microsoft.storage/storageaccounts/fileservices-Capacity-FileCapacity Timeline$|File capacity Timeline$",
+                                            "formatter": 5,
+                                            "formatOptions": {
+                                              "showIcon": true
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "microsoft.storage/storageaccounts/queueservices-Capacity-QueueCapacity Timeline$|Queue capacity Timeline$",
+                                            "formatter": 5,
+                                            "formatOptions": {
+                                              "showIcon": true
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "microsoft.storage/storageaccounts/tableservices-Capacity-TableCapacity Timeline$|Table capacity Timeline$",
+                                            "formatter": 5,
+                                            "formatOptions": {
+                                              "showIcon": true
+                                            }
+                                          }
+                                        ],
+                                        "rowLimit": 10000,
+                                        "filter": true,
+                                        "hierarchySettings": {
+                                          "treeType": 1,
+                                          "groupBy": [
+                                            "Subscription"
+                                          ],
+                                          "expandTopLevel": true,
+                                          "finalBy": "Name"
+                                        },
+                                        "sortBy": [
+                                          {
+                                            "itemKey": "$gen_link_$gen_group_0",
+                                            "sortOrder": 1
+                                          }
+                                        ],
+                                        "labelSettings": [
+                                          {
+                                            "columnId": "Subscription",
+                                            "label": "Subscription"
+                                          },
+                                          {
+                                            "columnId": "microsoft.storage/storageaccounts-Capacity-UsedCapacity",
+                                            "label": "Account used capacity"
+                                          },
+                                          {
+                                            "columnId": "microsoft.storage/storageaccounts-Capacity-UsedCapacity Timeline",
+                                            "label": "Account used capacity timeline"
+                                          },
+                                          {
+                                            "columnId": "microsoft.storage/storageaccounts/blobservices-Capacity-BlobCapacity",
+                                            "label": "Blob capacity"
+                                          },
+                                          {
+                                            "columnId": "microsoft.storage/storageaccounts/blobservices-Capacity-BlobCapacity Timeline",
+                                            "label": "Blob capacity timeline"
+                                          },
+                                          {
+                                            "columnId": "microsoft.storage/storageaccounts/fileservices-Capacity-FileCapacity",
+                                            "label": "File capacity"
+                                          },
+                                          {
+                                            "columnId": "microsoft.storage/storageaccounts/fileservices-Capacity-FileCapacity Timeline",
+                                            "label": "File capacity timeline"
+                                          },
+                                          {
+                                            "columnId": "microsoft.storage/storageaccounts/queueservices-Capacity-QueueCapacity",
+                                            "label": "Queue capacity"
+                                          },
+                                          {
+                                            "columnId": "microsoft.storage/storageaccounts/queueservices-Capacity-QueueCapacity Timeline",
+                                            "label": "Queue capacity timeline"
+                                          },
+                                          {
+                                            "columnId": "microsoft.storage/storageaccounts/tableservices-Capacity-TableCapacity",
+                                            "label": "Table capacity"
+                                          },
+                                          {
+                                            "columnId": "microsoft.storage/storageaccounts/tableservices-Capacity-TableCapacity Timeline",
+                                            "label": "Table capacity timeline"
+                                          }
+                                        ]
+                                      },
+                                      "sortBy": [
+                                        {
+                                          "itemKey": "$gen_link_$gen_group_0",
+                                          "sortOrder": 1
+                                        }
+                                      ],
+                                      "showExportToExcel": true
+                                    },
+                                    "conditionalVisibility": {
+                                      "parameterName": "selectedTab",
+                                      "comparison": "isEqualTo",
+                                      "value": "Capacity"
+                                    },
+                                    "showPin": true,
+                                    "name": "storage account capacity metrics",
+                                    "styleSettings": {
+                                      "margin": "0 10px 0 10px"
+                                    }
+                                  }
+                                ]
+                              },
+                              "conditionalVisibility": {
+                                "parameterName": "Subscription",
+                                "comparison": "isNotEqualTo",
+                                "value": ""
+                              },
+                              "name": "Storage account + backup"
+                            },
+                            {
+                              "type": 12,
+                              "content": {
+                                "version": "NotebookGroup/1.0",
+                                "groupType": "editable",
+                                "items": [
+                                  {
+                                    "type": 1,
+                                    "content": {
+                                      "json": "Azure Backup now provides a set of customizable reporting templates to help you generate audit evidence reports for backup in an easier way. [Learn more](https://aka.ms/BCDRAuditReportTemplates).",
+                                      "style": "upsell"
+                                    },
+                                    "name": "AuditText"
+                                  },
+                                  {
+                                    "type": 1,
+                                    "content": {
+                                      "json": "## Backup details\r\n### Manage and securely backup your resources\r\nExplore and monitor backup estate at scale in real time across vaults."
+                                    },
+                                    "name": "text - 8"
+                                  },
+                                  {
+                                    "type": 9,
+                                    "content": {
+                                      "version": "KqlParameterItem/1.0",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ],
+                                      "parameters": [
+                                        {
+                                          "id": "2373a24f-ad32-4909-a7f6-59b373dcde6c",
+                                          "version": "KqlParameterItem/1.0",
+                                          "name": "Workspaces",
+                                          "label": "Workspace",
+                                          "type": 5,
+                                          "description": "LA workspaces configured in vault diagnostic settings",
+                                          "isRequired": true,
+                                          "multiSelect": true,
+                                          "quote": "'",
+                                          "delimiter": ",",
+                                          "query": "where type =~ 'microsoft.operationalinsights/workspaces' | project id",
+                                          "crossComponentResources": [
+                                            "{Subscription}"
+                                          ],
+                                          "typeSettings": {
+                                            "additionalResourceOptions": [],
+                                            "showDefault": false
+                                          },
+                                          "queryType": 1,
+                                          "resourceType": "microsoft.resourcegraph/resources",
+                                          "value": []
+                                        }
+                                      ],
+                                      "style": "above",
+                                      "doNotRunWhenHidden": true,
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources"
+                                    },
+                                    "customWidth": "100",
+                                    "name": "Filters1"
+                                  },
+                                  {
+                                    "type": 9,
+                                    "content": {
+                                      "version": "KqlParameterItem/1.0",
+                                      "crossComponentResources": [
+                                        "{Workspaces}"
+                                      ],
+                                      "parameters": [
+                                        {
+                                          "id": "2965ad33-1401-47c9-8f4b-9b7126f87014",
+                                          "version": "KqlParameterItem/1.0",
+                                          "name": "TimeRange",
+                                          "label": "Time Range",
+                                          "type": 4,
+                                          "description": "Period of time for which reports should be viewed",
+                                          "isRequired": true,
+                                          "typeSettings": {
+                                            "selectableValues": [
+                                              {
+                                                "durationMs": 259200000
+                                              },
+                                              {
+                                                "durationMs": 604800000
+                                              },
+                                              {
+                                                "durationMs": 1209600000
+                                              },
+                                              {
+                                                "durationMs": 2419200000
+                                              },
+                                              {
+                                                "durationMs": 2592000000
+                                              },
+                                              {
+                                                "durationMs": 5184000000
+                                              },
+                                              {
+                                                "durationMs": 7776000000
+                                              }
+                                            ],
+                                            "allowCustom": true
+                                          },
+                                          "value": {
+                                            "durationMs": 604800000
+                                          }
+                                        },
+                                        {
+                                          "id": "efede5fa-f577-4766-b9b6-6ba4e525f844",
+                                          "version": "KqlParameterItem/1.0",
+                                          "name": "DataSourceSubscription",
+                                          "label": "Datasource  Subscription",
+                                          "type": 6,
+                                          "description": "Use to filter for datasources within a specific subscription",
+                                          "isRequired": true,
+                                          "multiSelect": true,
+                                          "quote": "",
+                                          "delimiter": ",",
+                                          "query": "let RangeStart = startofday({TimeRange:start});\r\nlet RangeEnd = iff(startofday({TimeRange:end}) == startofday(now()) ,startofday({TimeRange:end}) - 1d , startofday({TimeRange:end}));\r\nlet VaultSubscriptionList = \"*\";\r\nlet VaultLocationList = \"*\";\r\nlet VaultList = \"*\";\r\nlet VaultTypeList = \"*\";\r\nlet ExcludeLegacyEvent = true;\r\nlet BackupSolutionList = \"*\";\r\nlet ProtectionInfoList = \"*\";\r\nlet Item_search =  \"*;*\";\r\nlet ItemArray = split(Item_search, \";\");\r\nlet ItemArray_length = array_length(ItemArray);\r\nlet BackupInstanceName = iff(ItemArray_length == 2, ItemArray[1], ItemArray[0] );\r\nlet DatasourceSetName = iff(ItemArray_length == 2, ItemArray[0], \"\");\r\nlet DisplayAllFields = false;\r\n_AzureBackup_GetBackupInstances(RangeStart, RangeEnd, VaultSubscriptionList, VaultLocationList, VaultList, VaultTypeList, ExcludeLegacyEvent, BackupSolutionList, ProtectionInfoList, DatasourceSetName, BackupInstanceName, DisplayAllFields)\r\n| distinct tostring(split(tostring(todynamic(DatasourceResourceId)),\"/\")[2])",
+                                          "crossComponentResources": [
+                                            "{Workspaces}"
+                                          ],
+                                          "typeSettings": {
+                                            "additionalResourceOptions": [
+                                              "value::all"
+                                            ],
+                                            "selectAllValue": "*",
+                                            "showDefault": false
+                                          },
+                                          "queryType": 0,
+                                          "resourceType": "microsoft.operationalinsights/workspaces",
+                                          "value": []
+                                        },
+                                        {
+                                          "id": "256c7e33-df90-4956-aaf3-699aeaad912f",
+                                          "version": "KqlParameterItem/1.0",
+                                          "name": "DataSourceLocation",
+                                          "label": "Data source location",
+                                          "type": 2,
+                                          "description": "Use to filter for data sources within a specific location",
+                                          "isRequired": true,
+                                          "multiSelect": true,
+                                          "quote": "",
+                                          "delimiter": ",",
+                                          "query": "let RangeStart = startofday({TimeRange:start});\r\nlet RangeEnd = iff(startofday({TimeRange:end}) == startofday(now()) ,startofday({TimeRange:end}) - 1d , startofday({TimeRange:end}));\r\nlet VaultSubscriptionList = todynamic( replace(\"/subscriptions/\", \"\", @\"{DataSourceSubscription}\"));\r\nlet VaultLocationList = \"*\";\r\nlet VaultList = \"*\";\r\nlet VaultTypeList = \"*\";\r\nlet ExcludeLegacyEvent = true;\r\nlet BackupSolutionList = \"*\";\r\nlet ProtectionInfoList = \"*\";\r\nlet Item_search =  \"*;*\";\r\nlet ItemArray = split(Item_search, \";\");\r\nlet ItemArray_length = array_length(ItemArray);\r\nlet BackupInstanceName = iff(ItemArray_length == 2, ItemArray[1], ItemArray[0] );\r\nlet DatasourceSetName = iff(ItemArray_length == 2, ItemArray[0], \"\");\r\nlet DisplayAllFields = false;\r\n_AzureBackup_GetBackupInstances(RangeStart, RangeEnd, VaultSubscriptionList, VaultLocationList, VaultList, VaultTypeList, ExcludeLegacyEvent, BackupSolutionList, ProtectionInfoList, DatasourceSetName, BackupInstanceName, DisplayAllFields)\r\n| distinct VaultLocation",
+                                          "crossComponentResources": [
+                                            "{Workspaces}"
+                                          ],
+                                          "typeSettings": {
+                                            "additionalResourceOptions": [
+                                              "value::all"
+                                            ],
+                                            "selectAllValue": "*",
+                                            "showDefault": false
+                                          },
+                                          "queryType": 0,
+                                          "resourceType": "microsoft.operationalinsights/workspaces",
+                                          "value": [
+                                            "value::all"
+                                          ]
+                                        },
+                                        {
+                                          "id": "16ad110f-4ea3-44d6-826b-4ea3bbd68c93",
+                                          "version": "KqlParameterItem/1.0",
+                                          "name": "JobOperation",
+                                          "label": "Job Operation",
+                                          "type": 2,
+                                          "description": "Use to filter for a particular operation type",
+                                          "isRequired": true,
+                                          "multiSelect": true,
+                                          "quote": "",
+                                          "delimiter": ",",
+                                          "typeSettings": {
+                                            "additionalResourceOptions": [
+                                              "value::all"
+                                            ],
+                                            "selectAllValue": "*",
+                                            "showDefault": false
+                                          },
+                                          "jsonData": "\r\n[    \r\n{ \"value\": \"Backup\", \t\t\t\t\t\t\"label\": \"Backup\" },\r\n{ \"value\": \"Restore\", \t\t\t\t\t\t\"label\": \"Restore\" }\r\n]",
+                                          "value": [
+                                            "value::all"
+                                          ]
+                                        },
+                                        {
+                                          "id": "6a6222bf-a28a-4c98-9d74-838e74497167",
+                                          "version": "KqlParameterItem/1.0",
+                                          "name": "JobStatus",
+                                          "label": "Job Status",
+                                          "type": 2,
+                                          "description": "Use to filter for a particular job status",
+                                          "isRequired": true,
+                                          "multiSelect": true,
+                                          "quote": "",
+                                          "delimiter": ",",
+                                          "typeSettings": {
+                                            "additionalResourceOptions": [
+                                              "value::all"
+                                            ],
+                                            "selectAllValue": "*",
+                                            "showDefault": false
+                                          },
+                                          "jsonData": "\r\n[    \r\n{ \"value\": \"Completed\", \t\t\t\t\t\t\"label\": \"Completed\" },\r\n{ \"value\": \"Failed\", \t\t\t\"label\": \"Failed\" },\r\n\r\n{ \"value\": \"CompletedWithWarnings\", \t\t\t\t\t\t\"label\": \"CompletedWithWarnings\" },\r\n{ \"value\": \"Cancelled\", \"label\": \"Cancelled\" }\r\n]",
+                                          "value": [
+                                            "value::all"
+                                          ]
+                                        },
+                                        {
+                                          "id": "849a6401-cbaf-44b9-a733-0819f8923791",
+                                          "version": "KqlParameterItem/1.0",
+                                          "name": "SearchItem",
+                                          "label": "Search Item",
+                                          "type": 1,
+                                          "description": "Use to search for an item by name"
+                                        }
+                                      ],
+                                      "style": "above",
+                                      "doNotRunWhenHidden": true,
+                                      "queryType": 0,
+                                      "resourceType": "microsoft.operationalinsights/workspaces"
+                                    },
+                                    "customWidth": "100",
+                                    "conditionalVisibility": {
+                                      "parameterName": "Workspaces",
+                                      "comparison": "isNotEqualTo"
+                                    },
+                                    "name": "Filters2"
+                                  },
+                                  {
+                                    "type": 1,
+                                    "content": {
+                                      "json": "## Backup job history"
+                                    },
+                                    "conditionalVisibility": {
+                                      "parameterName": "Workspaces",
+                                      "comparison": "isNotEqualTo"
+                                    },
+                                    "name": "Heading2"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "\r\nlet RangeStart = startofday({TimeRange:start});\r\nlet RangeEnd = iff(startofday({TimeRange:end}) == startofday(now()) ,startofday({TimeRange:end}) - 1d , startofday({TimeRange:end}));\r\nlet DataSourceSubscriptionList = todynamic( replace(\"/subscriptions/\", \"\", @\"{DataSourceSubscription}\"));\r\nlet DataSourceLocationList = todynamic( @\"{DataSourceLocation}\"); \r\nlet VaultTypeList = \"*\";\r\nlet VaultList = \"*\";\r\nlet ExcludeLegacyEvent = true;\r\nlet BackupSolutionList = \"*\";\r\nlet ProtectionInfoList = \"*\";\r\nlet Item_search =  \"*;*\";\r\nlet ItemArray = split(Item_search, \";\");\r\nlet ItemArray_length = array_length(ItemArray);\r\nlet BackupInstanceName = iff(ItemArray_length == 2, ItemArray[1], ItemArray[0] );\r\nlet DatasourceSetName = iff(ItemArray_length == 2, ItemArray[0], \"\");\r\nlet JobOperationList = todynamic( @\"{JobOperation}\"); \r\nlet JobStatusList = todynamic( @\"{JobStatus}\");\r\nlet JobFailureCodeList = \"*\";\r\nlet ExcludeLog = true; \r\n_AzureBackup_GetJobs(RangeStart, RangeEnd, DataSourceSubscriptionList, DataSourceLocationList, VaultList, VaultTypeList, ExcludeLegacyEvent, BackupSolutionList, JobOperationList, JobStatusList, JobFailureCodeList, DatasourceSetName, BackupInstanceName, ExcludeLog)\r\n| where BackupInstanceFriendlyName contains iff(isnotempty('{SearchItem}'),'{SearchItem}',BackupInstanceFriendlyName)\r\n| sort by BackupInstanceId\r\n| summarize count() by Status",
+                                      "size": 3,
+                                      "title": "Jobs by Status",
+                                      "noDataMessage": "No record found for the selected time and scope.",
+                                      "showRefreshButton": true,
+                                      "queryType": 0,
+                                      "resourceType": "microsoft.operationalinsights/workspaces",
+                                      "crossComponentResources": [
+                                        "{Workspaces}"
+                                      ],
+                                      "visualization": "piechart",
+                                      "tileSettings": {
+                                        "showBorder": false,
+                                        "titleContent": {
+                                          "columnMatch": "UniqueId",
+                                          "formatter": 1
+                                        },
+                                        "leftContent": {
+                                          "columnMatch": "DurationInSecs",
+                                          "formatter": 12,
+                                          "formatOptions": {
+                                            "palette": "auto"
+                                          },
+                                          "numberFormat": {
+                                            "unit": 17,
+                                            "options": {
+                                              "maximumSignificantDigits": 3,
+                                              "maximumFractionDigits": 2
+                                            }
+                                          }
+                                        }
+                                      }
+                                    },
+                                    "customWidth": "0",
+                                    "conditionalVisibility": {
+                                      "parameterName": "Workspaces",
+                                      "comparison": "isNotEqualTo"
+                                    },
+                                    "name": "Chart1",
+                                    "styleSettings": {
+                                      "showBorder": true
+                                    }
+                                  },
+                                  {
+                                    "type": 9,
+                                    "content": {
+                                      "version": "KqlParameterItem/1.0",
+                                      "crossComponentResources": [
+                                        "{Workspaces}"
+                                      ],
+                                      "parameters": [
+                                        {
+                                          "id": "7a64467f-eec7-495b-9099-233fb7bceb08",
+                                          "version": "KqlParameterItem/1.0",
+                                          "name": "RowsPerPage",
+                                          "label": "Rows per page",
+                                          "type": 2,
+                                          "description": "Number of rows to display in a single page",
+                                          "typeSettings": {
+                                            "additionalResourceOptions": [],
+                                            "showDefault": false
+                                          },
+                                          "jsonData": "[[\r\n    { \"value\":10, \"label\":\"10\", \"selected\":true  },\r\n    { \"value\":25, \"label\":\"25\" },\r\n    { \"value\":50, \"label\":\"50\" },\r\n    { \"value\":100, \"label\":\"100\" },\r\n    { \"value\":250, \"label\":\"250\" },\r\n    { \"value\":500, \"label\":\"500\" },\r\n    { \"value\":1000, \"label\":\"1000\" }\r\n]"
+                                        },
+                                        {
+                                          "id": "5c65bc61-a721-42b7-960b-3fe7a6170eb6",
+                                          "version": "KqlParameterItem/1.0",
+                                          "name": "Page",
+                                          "type": 2,
+                                          "description": "Page number",
+                                          "isRequired": true,
+                                          "query": "\r\nlet RangeStart = startofday({TimeRange:start});\r\nlet RangeEnd = iff(startofday({TimeRange:end}) == startofday(now()) ,startofday({TimeRange:end}) - 1d , startofday({TimeRange:end}));\r\nlet DataSourceSubscriptionList = todynamic( replace(\"/subscriptions/\", \"\", @\"{DataSourceSubscription}\"));\r\nlet DataSourceLocationList = todynamic( @\"{DataSourceLocation}\"); \r\nlet VaultTypeList = \"*\";\r\nlet VaultList = \"*\";\r\nlet ExcludeLegacyEvent = true;\r\nlet BackupSolutionList = \"*\";\r\nlet ProtectionInfoList = \"*\";\r\nlet Item_search =  \"*;*\";\r\nlet ItemArray = split(Item_search, \";\");\r\nlet ItemArray_length = array_length(ItemArray);\r\nlet BackupInstanceName = iff(ItemArray_length == 2, ItemArray[1], ItemArray[0] );\r\nlet DatasourceSetName = iff(ItemArray_length == 2, ItemArray[0], \"\");\r\nlet JobOperationList = todynamic( @\"{JobOperation}\"); \r\nlet JobStatusList = todynamic( @\"{JobStatus}\");\r\nlet JobFailureCodeList = \"*\";\r\nlet ExcludeLog = true; \r\nlet backupItem = '{SearchItem}';\r\n_AzureBackup_GetJobs(RangeStart, RangeEnd, DataSourceSubscriptionList, DataSourceLocationList, VaultList, VaultTypeList, ExcludeLegacyEvent, BackupSolutionList, JobOperationList, JobStatusList, JobFailureCodeList, DatasourceSetName, BackupInstanceName, ExcludeLog)\r\n| where BackupInstanceFriendlyName contains backupItem\r\n| summarize c=count()\r\n| project num = (c-1)/toint('{RowsPerPage}') + 1\r\n| project nums = range(1,num,1), num\r\n| mvexpand nums\r\n| project nums = tostring(nums), num = strcat(tostring(nums),\" of \",tostring(num))\r\n\r\n",
+                                          "crossComponentResources": [
+                                            "{Workspaces}"
+                                          ],
+                                          "typeSettings": {
+                                            "additionalResourceOptions": [],
+                                            "showDefault": false
+                                          },
+                                          "queryType": 0,
+                                          "resourceType": "microsoft.operationalinsights/workspaces",
+                                          "value": "1"
+                                        }
+                                      ],
+                                      "style": "above",
+                                      "doNotRunWhenHidden": true,
+                                      "queryType": 0,
+                                      "resourceType": "microsoft.operationalinsights/workspaces"
+                                    },
+                                    "customWidth": "100",
+                                    "conditionalVisibility": {
+                                      "parameterName": "Workspaces",
+                                      "comparison": "isNotEqualTo"
+                                    },
+                                    "name": "Filters3"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "\r\nlet RangeStart = startofday({TimeRange:start});\r\nlet RangeEnd = iff(startofday({TimeRange:end}) == startofday(now()) ,startofday({TimeRange:end}) - 1d , startofday({TimeRange:end}));\r\nlet DataSourceSubscriptionList = todynamic( replace(\"/subscriptions/\", \"\", @\"{DataSourceSubscription}\"));\r\nlet DataSourceLocationList = todynamic( @\"{DataSourceLocation}\"); \r\nlet VaultTypeList = \"*\";\r\nlet VaultList = \"*\";\r\nlet ExcludeLegacyEvent = true;\r\nlet BackupSolutionList = \"*\";\r\nlet ProtectionInfoList = \"*\";\r\nlet Item_search =  \"*;*\";\r\nlet ItemArray = split(Item_search, \";\");\r\nlet ItemArray_length = array_length(ItemArray);\r\nlet BackupInstanceName = iff(ItemArray_length == 2, ItemArray[1], ItemArray[0] );\r\nlet DatasourceSetName = iff(ItemArray_length == 2, ItemArray[0], \"\");\r\nlet JobOperationList = todynamic( @\"{JobOperation}\"); \r\nlet JobStatusList = todynamic( @\"{JobStatus}\");\r\nlet JobFailureCodeList = \"*\";\r\nlet ExcludeLog = true; \r\nlet backupItem = '{SearchItem}';\r\n_AzureBackup_GetJobs(RangeStart, RangeEnd, DataSourceSubscriptionList, DataSourceLocationList, VaultList, VaultTypeList, ExcludeLegacyEvent, BackupSolutionList, JobOperationList, JobStatusList, JobFailureCodeList, DatasourceSetName, BackupInstanceName, ExcludeLog)\r\n| where BackupInstanceFriendlyName contains iff(isnotempty('{SearchItem}'),'{SearchItem}',BackupInstanceFriendlyName)\r\n| sort by BackupInstanceId\r\n| extend row_num = row_number()\r\n| extend page_num = tostring(((row_num-1)/toint('{RowsPerPage}') + 1))\r\n| where page_num has ('{Page}')\r\n| project BackupItem = BackupInstanceId,BackupItemFriendlyName = BackupInstanceFriendlyName ,Vault = VaultResourceId,Subscription = VaultSubscriptionId, VaultLocation = VaultLocation,JobOperation = OperationCategory,JobStartTime = StartTime,JobDuration = tostring(todouble(DurationInSecs)/60/60),JobStatus = Status,FailureCode = ErrorTitle\r\n",
+                                      "size": 3,
+                                      "title": "List of jobs in period",
+                                      "noDataMessage": "No record found for the selected time and scope.",
+                                      "showRefreshButton": true,
+                                      "showExportToExcel": true,
+                                      "queryType": 0,
+                                      "resourceType": "microsoft.operationalinsights/workspaces",
+                                      "crossComponentResources": [
+                                        "{Workspaces}"
+                                      ],
+                                      "visualization": "table",
+                                      "gridSettings": {
+                                        "formatters": [
+                                          {
+                                            "columnMatch": "BackupItem",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "BackupItemFriendlyName",
+                                            "formatter": 16,
+                                            "formatOptions": {
+                                              "linkColumn": "BackupItem",
+                                              "linkTarget": "Resource",
+                                              "showIcon": true,
+                                              "customColumnWidthSetting": "10%"
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "Vault",
+                                            "formatter": 0,
+                                            "formatOptions": {
+                                              "customColumnWidthSetting": "10%"
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "Subscription",
+                                            "formatter": 15,
+                                            "formatOptions": {
+                                              "linkTarget": "Resource",
+                                              "showIcon": true,
+                                              "customColumnWidthSetting": "10%"
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "VaultLocation",
+                                            "formatter": 17,
+                                            "formatOptions": {
+                                              "customColumnWidthSetting": "10%"
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "JobOperation",
+                                            "formatter": 0,
+                                            "formatOptions": {
+                                              "customColumnWidthSetting": "10%"
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "JobStartTime",
+                                            "formatter": 0,
+                                            "formatOptions": {
+                                              "customColumnWidthSetting": "10%"
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "JobDuration",
+                                            "formatter": 0,
+                                            "formatOptions": {
+                                              "customColumnWidthSetting": "10%"
+                                            },
+                                            "numberFormat": {
+                                              "unit": 0,
+                                              "options": {
+                                                "style": "decimal",
+                                                "minimumFractionDigits": 2,
+                                                "maximumFractionDigits": 2
+                                              }
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "JobStatus",
+                                            "formatter": 18,
+                                            "formatOptions": {
+                                              "thresholdsOptions": "icons",
+                                              "thresholdsGrid": [
+                                                {
+                                                  "operator": "contains",
+                                                  "thresholdValue": "Warning",
+                                                  "representation": "2",
+                                                  "text": "{0}{1}"
+                                                },
+                                                {
+                                                  "operator": "contains",
+                                                  "thresholdValue": "Failed",
+                                                  "representation": "failed",
+                                                  "text": "{0}{1}"
+                                                },
+                                                {
+                                                  "operator": "Default",
+                                                  "thresholdValue": null,
+                                                  "representation": "Blank",
+                                                  "text": "{0}{1}"
+                                                }
+                                              ],
+                                              "customColumnWidthSetting": "10%"
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "FailureCode",
+                                            "formatter": 0,
+                                            "formatOptions": {
+                                              "customColumnWidthSetting": "10%"
+                                            }
+                                          }
+                                        ],
+                                        "rowLimit": 1000,
+                                        "labelSettings": [
+                                          {
+                                            "columnId": "BackupItemFriendlyName",
+                                            "label": "Backup instance"
+                                          },
+                                          {
+                                            "columnId": "Vault",
+                                            "label": "Vault"
+                                          },
+                                          {
+                                            "columnId": "Subscription",
+                                            "label": "Subscription"
+                                          },
+                                          {
+                                            "columnId": "VaultLocation",
+                                            "label": "Location"
+                                          },
+                                          {
+                                            "columnId": "JobOperation",
+                                            "label": "Job operation"
+                                          },
+                                          {
+                                            "columnId": "JobStartTime",
+                                            "label": "Job start time (UTC)"
+                                          },
+                                          {
+                                            "columnId": "JobDuration",
+                                            "label": "Job duration (hours)"
+                                          },
+                                          {
+                                            "columnId": "JobStatus",
+                                            "label": "Job status"
+                                          },
+                                          {
+                                            "columnId": "FailureCode",
+                                            "label": "Job failure code"
+                                          }
+                                        ]
+                                      },
+                                      "sortBy": []
+                                    },
+                                    "customWidth": "100",
+                                    "conditionalVisibility": {
+                                      "parameterName": "Workspaces",
+                                      "comparison": "isNotEqualTo"
+                                    },
+                                    "name": "Grid1",
+                                    "styleSettings": {
+                                      "margin": "5px",
+                                      "padding": "5px",
+                                      "showBorder": true
+                                    }
+                                  }
+                                ]
+                              },
+                              "conditionalVisibility": {
+                                "parameterName": "Subscription",
+                                "comparison": "isNotEqualTo"
+                              },
+                              "name": "Backup"
+                            }
+                          ]
+                        },
+                        "conditionalVisibilities": [
+                          {
+                            "parameterName": "SelectedTab",
+                            "comparison": "isEqualTo",
+                            "value": "RC_Storage"
+                          },
+                          {
+                            "parameterName": "Subscription",
+                            "comparison": "isNotEqualTo"
+                          }
+                        ],
+                        "name": "RC_Storage"
+                      },
+                      {
+                        "type": 12,
+                        "content": {
+                          "version": "NotebookGroup/1.0",
+                          "groupType": "editable",
+                          "items": [
+                            {
+                              "type": 3,
+                              "content": {
+                                "version": "KqlItem/1.0",
+                                "query": "where type has \"microsoft.network\"\r\n| extend type = case(\r\n\ttype == 'microsoft.network/networkinterfaces', \"NICs\",\r\n\ttype == 'microsoft.network/networksecuritygroups', \"NSGs\", \r\n\ttype == \"microsoft.network/publicipaddresses\", \"Public IPs\", \r\n\ttype == 'microsoft.network/virtualnetworks', \"vNets\",\r\n\ttype == 'microsoft.network/networkwatchers/connectionmonitors', \"Connection Monitors\",\r\n\ttype == 'microsoft.network/privatednszones', \"Private DNS\",\r\n\ttype == 'microsoft.network/virtualnetworkgateways', @\"vNet Gateways\",\r\n\ttype == 'microsoft.network/connections', \"Connections\",\r\n\ttype == 'microsoft.network/networkwatchers', \"Network Watchers\",\r\n\ttype == 'microsoft.network/privateendpoints', \"Private Endpoints\",\r\n\ttype == 'microsoft.network/localnetworkgateways', \"Local Network Gateways\",\r\n\ttype == 'microsoft.network/privatednszones/virtualnetworklinks', \"vNet Links\",\r\n\ttype == 'microsoft.network/dnszones', 'DNS Zones',\r\n\ttype == 'microsoft.network/networkwatchers/flowlogs', 'Flow Logs',\r\n\ttype == 'microsoft.network/routetables', 'Route Tables',\r\n\ttype == 'microsoft.network/loadbalancers', 'Load Balancers',\r\n    type =~ 'Microsoft.Network/applicationGateways', 'Application Gateways',\r\n\tstrcat(\"Not Translated: \", type))\r\n| summarize count() by type\r\n| where type !has \"Not Translated\"",
+                                "size": 3,
+                                "title": "Count of all network resources by resource type",
+                                "showExportToExcel": true,
+                                "queryType": 1,
+                                "resourceType": "microsoft.resourcegraph/resources",
+                                "crossComponentResources": [
+                                  "{Subscription}"
+                                ],
+                                "visualization": "tiles",
+                                "tileSettings": {
+                                  "showBorder": false,
+                                  "titleContent": {
+                                    "columnMatch": "type",
+                                    "formatter": 1
+                                  },
+                                  "leftContent": {
+                                    "columnMatch": "count_",
+                                    "formatter": 12,
+                                    "formatOptions": {
+                                      "palette": "auto"
+                                    },
+                                    "numberFormat": {
+                                      "unit": 17,
+                                      "options": {
+                                        "maximumSignificantDigits": 3,
+                                        "maximumFractionDigits": 2
+                                      }
+                                    }
+                                  }
+                                }
+                              },
+                              "name": "query - Network resource"
+                            },
+                            {
+                              "type": 1,
+                              "content": {
+                                "json": "# Network security group"
+                              },
+                              "name": "Network security group title"
+                            },
+                            {
+                              "type": 9,
+                              "content": {
+                                "version": "KqlParameterItem/1.0",
+                                "parameters": [
+                                  {
+                                    "id": "7763ba7f-6187-4448-a94c-890392ed31d0",
+                                    "version": "KqlParameterItem/1.0",
+                                    "name": "OrphanNSG",
+                                    "label": "Orphaned",
+                                    "type": 10,
+                                    "isRequired": true,
+                                    "typeSettings": {
+                                      "additionalResourceOptions": [],
+                                      "showDefault": false
+                                    },
+                                    "jsonData": "[[\r\n    { \"value\":\"and isnotnull(properties.networkInterfaces) or type =~ 'microsoft.network/networksecuritygroups' and isnotnull(properties.subnets)\", \"label\":\"No\" },\r\n    { \"value\":\"and isnull(properties.networkInterfaces) and isnull(properties.subnets)\", \"label\":\"Yes\" }\r\n]",
+                                    "timeContext": {
+                                      "durationMs": 86400000
+                                    },
+                                    "value": "and isnotnull(properties.networkInterfaces) or type =~ 'microsoft.network/networksecuritygroups' and isnotnull(properties.subnets)"
+                                  }
+                                ],
+                                "style": "above",
+                                "queryType": 0,
+                                "resourceType": "microsoft.operationalinsights/workspaces"
+                              },
+                              "name": "NSG"
+                            },
+                            {
+                              "type": 3,
+                              "content": {
+                                "version": "KqlItem/1.0",
+                                "query": "Resources\r\n| where type =~ 'microsoft.network/networksecuritygroups' {OrphanNSG}\r\n| project Resource=id, resourceGroup, subscriptionId, location",
+                                "size": 0,
+                                "title": "NSGs",
+                                "noDataMessage": "No NSGs Found",
+                                "noDataMessageStyle": 3,
+                                "exportedParameters": [
+                                  {
+                                    "fieldName": "Resource",
+                                    "parameterName": "SelectedResourceId",
+                                    "parameterType": 5
+                                  }
+                                ],
+                                "showExportToExcel": true,
+                                "queryType": 1,
+                                "resourceType": "microsoft.resourcegraph/resources",
+                                "crossComponentResources": [
+                                  "{Subscription}"
+                                ],
+                                "gridSettings": {
+                                  "filter": true
+                                },
+                                "sortBy": []
+                              },
+                              "name": "NSGs"
+                            },
+                            {
+                              "type": 3,
+                              "content": {
+                                "version": "KqlItem/1.0",
+                                "query": "Resources\r\n    | where type =~ 'microsoft.network/networksecuritygroups'\r\n    | where id == \"{SelectedResourceId}\"\r\n    | project id, nsgRules = parse_json(parse_json(properties).securityRules), networksecurityGroupName = name, subscriptionId, resourceGroup , location\r\n    | mvexpand nsgRule = nsgRules\r\n    | project id, location, access=nsgRule.properties.access,protocol=nsgRule.properties.protocol ,direction=nsgRule.properties.direction,provisioningState= nsgRule.properties.provisioningState ,priority=nsgRule.properties.priority, \r\n        sourceAddressPrefix = nsgRule.properties.sourceAddressPrefix, \r\n        sourceAddressPrefixes = nsgRule.properties.sourceAddressPrefixes,\r\n        destinationAddressPrefix = nsgRule.properties.destinationAddressPrefix, \r\n        destinationAddressPrefixes = nsgRule.properties.destinationAddressPrefixes, \r\n        networksecurityGroupName, networksecurityRuleName = tostring(nsgRule.name), \r\n        subscriptionId, resourceGroup,\r\n        destinationPortRanges = nsgRule.properties.destinationPortRanges,\r\n        destinationPortRange = nsgRule.properties.destinationPortRange,\r\n        sourcePortRanges = nsgRule.properties.sourcePortRanges,\r\n        sourcePortRange = nsgRule.properties.sourcePortRange\r\n| extend Details = pack_all()\r\n| project id, location, access, direction, priority, sourceAddressPrefix, sourcePortRange, destinationPortRange, subscriptionId, resourceGroup, Details",
+                                "size": 1,
+                                "title": "NSG rules",
+                                "showExportToExcel": true,
+                                "queryType": 1,
+                                "resourceType": "microsoft.resourcegraph/resources",
+                                "crossComponentResources": [
+                                  "{Subscription}"
+                                ],
+                                "gridSettings": {
+                                  "formatters": [
+                                    {
+                                      "columnMatch": "subscriptionId",
+                                      "formatter": 5
+                                    },
+                                    {
+                                      "columnMatch": "resourceGroup",
+                                      "formatter": 5
+                                    },
+                                    {
+                                      "columnMatch": "Details",
+                                      "formatter": 7,
+                                      "formatOptions": {
+                                        "linkTarget": "CellDetails",
+                                        "linkLabel": "🔍 View details",
+                                        "linkIsContextBlade": true
+                                      }
+                                    }
+                                  ]
+                                }
+                              },
+                              "conditionalVisibility": {
+                                "parameterName": "SelectedResourceId",
+                                "comparison": "isNotEqualTo"
+                              },
+                              "name": "NSG rules"
+                            },
+                            {
+                              "type": 1,
+                              "content": {
+                                "json": "# Public IPs"
+                              },
+                              "name": "Public IP title"
+                            },
+                            {
+                              "type": 9,
+                              "content": {
+                                "version": "KqlParameterItem/1.0",
+                                "parameters": [
+                                  {
+                                    "id": "37cdc20d-07c3-466c-84bb-4d8050932641",
+                                    "version": "KqlParameterItem/1.0",
+                                    "name": "OrphanIPs",
+                                    "label": "Orphaned",
+                                    "type": 10,
+                                    "isRequired": true,
+                                    "typeSettings": {
+                                      "additionalResourceOptions": [],
+                                      "showDefault": false
+                                    },
+                                    "jsonData": "[[\r\n    { \"value\":\"isnotnull\", \"label\":\"No\" },\r\n    { \"value\":\"isnull\", \"label\":\"Yes\" }\r\n]",
+                                    "timeContext": {
+                                      "durationMs": 86400000
+                                    },
+                                    "value": "isnotnull"
+                                  }
+                                ],
+                                "style": "above",
+                                "queryType": 0,
+                                "resourceType": "microsoft.operationalinsights/workspaces"
+                              },
+                              "name": "Public IPs"
+                            },
+                            {
+                              "type": 3,
+                              "content": {
+                                "version": "KqlItem/1.0",
+                                "query": "Resources\r\n| where type =~ 'Microsoft.Network/publicIPAddresses' and {OrphanIPs}(properties.ipAddress)\r\n| extend ipAddress = properties.ipAddress\r\n| extend sku = sku.name\r\n| extend Details = pack_all()\r\n| project Resource=id, subscriptionId, resourceGroup, name, location,sku,Details",
+                                "size": 0,
+                                "showExportToExcel": true,
+                                "queryType": 1,
+                                "resourceType": "microsoft.resourcegraph/resources",
+                                "crossComponentResources": [
+                                  "{Subscription}"
+                                ],
+                                "visualization": "table",
+                                "gridSettings": {
+                                  "formatters": [
+                                    {
+                                      "columnMatch": "$gen_group",
+                                      "formatter": 13,
+                                      "formatOptions": {
+                                        "linkTarget": "Resource",
+                                        "linkIsContextBlade": true,
+                                        "showIcon": true
+                                      }
+                                    },
+                                    {
+                                      "columnMatch": "Resource",
+                                      "formatter": 5
+                                    },
+                                    {
+                                      "columnMatch": "subscriptionId",
+                                      "formatter": 5
+                                    },
+                                    {
+                                      "columnMatch": "Details",
+                                      "formatter": 7,
+                                      "formatOptions": {
+                                        "linkTarget": "CellDetails",
+                                        "linkLabel": "🔍 View details",
+                                        "linkIsContextBlade": true
+                                      }
+                                    }
+                                  ],
+                                  "filter": true,
+                                  "hierarchySettings": {
+                                    "treeType": 1,
+                                    "groupBy": [
+                                      "subscriptionId"
+                                    ],
+                                    "expandTopLevel": true,
+                                    "finalBy": "Resource"
+                                  }
+                                }
+                              },
+                              "name": "query - Networking Details - PiPs"
+                            },
+                            {
+                              "type": 1,
+                              "content": {
+                                "json": "# Application gateway"
+                              },
+                              "name": "Application gateway title"
+                            },
+                            {
+                              "type": 9,
+                              "content": {
+                                "version": "KqlParameterItem/1.0",
+                                "parameters": [
+                                  {
+                                    "id": "007b8dbe-6bc6-40f9-b4bc-55f2ec14916c",
+                                    "version": "KqlParameterItem/1.0",
+                                    "name": "OrphanAppGW",
+                                    "label": "Orphaned",
+                                    "type": 10,
+                                    "isRequired": true,
+                                    "typeSettings": {
+                                      "additionalResourceOptions": [],
+                                      "showDefault": false
+                                    },
+                                    "jsonData": "[[\r\n    { \"value\":\"//\", \"label\":\"No\" },\r\n    { \"value\":\"|\", \"label\":\"Yes\" }\r\n]",
+                                    "timeContext": {
+                                      "durationMs": 86400000
+                                    },
+                                    "value": "//"
+                                  }
+                                ],
+                                "style": "above",
+                                "queryType": 0,
+                                "resourceType": "microsoft.operationalinsights/workspaces"
+                              },
+                              "name": "ApplicationGateway"
+                            },
+                            {
+                              "type": 3,
+                              "content": {
+                                "version": "KqlItem/1.0",
+                                "query": "resources\r\n| where type =~ 'Microsoft.Network/applicationGateways'\r\n| extend backendPoolsCount = array_length(properties.backendAddressPools),SKUName= tostring(properties.sku.name), SKUTier= tostring(properties.sku.tier),SKUCapacity=properties.sku.capacity,backendPools=properties.backendAddressPools\r\n| project id, name, SKUName, SKUTier, SKUCapacity\r\n| join (\r\n    resources\r\n    | where type =~ 'Microsoft.Network/applicationGateways'\r\n    | mvexpand backendPools = properties.backendAddressPools\r\n    | extend backendIPCount = array_length(backendPools.properties.backendIPConfigurations)\r\n    | extend backendAddressesCount = array_length(backendPools.properties.backendAddresses)\r\n    | extend backendPoolName  = backendPools.properties.backendAddressPools.name\r\n    | summarize backendIPCount = sum(backendIPCount) ,backendAddressesCount=sum(backendAddressesCount) by id\r\n) on id\r\n| project-away id1\r\n{OrphanAppGW} where  (backendIPCount == 0 or isempty(backendIPCount)) and (backendAddressesCount==0 or isempty(backendAddressesCount))\r\n| order by id asc",
+                                "size": 0,
+                                "noDataMessage": "No app gateways",
+                                "noDataMessageStyle": 3,
+                                "showExportToExcel": true,
+                                "queryType": 1,
+                                "resourceType": "microsoft.resourcegraph/resources",
+                                "crossComponentResources": [
+                                  "{Subscription}"
+                                ]
+                              },
+                              "name": "query - Application Gateways"
+                            },
+                            {
+                              "type": 1,
+                              "content": {
+                                "json": "# Load balancer"
+                              },
+                              "name": "Load balancer title"
+                            },
+                            {
+                              "type": 9,
+                              "content": {
+                                "version": "KqlParameterItem/1.0",
+                                "parameters": [
+                                  {
+                                    "id": "8cffc283-1878-4035-a669-5d9697e9edc1",
+                                    "version": "KqlParameterItem/1.0",
+                                    "name": "OrphanLB",
+                                    "label": "Orphaned",
+                                    "type": 10,
+                                    "isRequired": true,
+                                    "typeSettings": {
+                                      "additionalResourceOptions": [],
+                                      "showDefault": false
+                                    },
+                                    "jsonData": "[[\r\n    { \"value\":\"!=\", \"label\":\"No\" },\r\n    { \"value\":\"==\", \"label\":\"Yes\" }\r\n]",
+                                    "timeContext": {
+                                      "durationMs": 86400000
+                                    },
+                                    "value": "!="
+                                  }
+                                ],
+                                "style": "above",
+                                "queryType": 0,
+                                "resourceType": "microsoft.operationalinsights/workspaces"
+                              },
+                              "name": "LoadBalancers"
+                            },
+                            {
+                              "type": 3,
+                              "content": {
+                                "version": "KqlItem/1.0",
+                                "query": "resources\r\n| where type == \"microsoft.network/loadbalancers\"\r\n| where properties.backendAddressPools {OrphanLB} \"[]\"\r\n| extend Details = pack_all()\r\n| project Resource=id, subscriptionId, resourceGroup, location, tostring(sku.name), Details",
+                                "size": 0,
+                                "noDataMessage": "No load balancers",
+                                "noDataMessageStyle": 3,
+                                "showExportToExcel": true,
+                                "queryType": 1,
+                                "resourceType": "microsoft.resourcegraph/resources",
+                                "crossComponentResources": [
+                                  "{Subscription}"
+                                ],
+                                "gridSettings": {
+                                  "formatters": [
+                                    {
+                                      "columnMatch": "subscriptionId",
+                                      "formatter": 15,
+                                      "formatOptions": {
+                                        "linkTarget": null,
+                                        "showIcon": true
+                                      }
+                                    },
+                                    {
+                                      "columnMatch": "location",
+                                      "formatter": 17
+                                    },
+                                    {
+                                      "columnMatch": "Details",
+                                      "formatter": 7,
+                                      "formatOptions": {
+                                        "linkTarget": "CellDetails",
+                                        "linkLabel": "🔍 View details",
+                                        "linkIsContextBlade": true
+                                      }
+                                    }
+                                  ],
+                                  "labelSettings": [
+                                    {
+                                      "columnId": "Resource",
+                                      "label": "Resource Name"
+                                    },
+                                    {
+                                      "columnId": "subscriptionId",
+                                      "label": "Subscription"
+                                    },
+                                    {
+                                      "columnId": "resourceGroup",
+                                      "label": "Resource group"
+                                    },
+                                    {
+                                      "columnId": "location",
+                                      "label": "Region"
+                                    },
+                                    {
+                                      "columnId": "sku_name",
+                                      "label": "SKU"
+                                    }
+                                  ]
+                                }
+                              },
+                              "name": "query - Load Balancers"
+                            }
+                          ]
+                        },
+                        "conditionalVisibilities": [
+                          {
+                            "parameterName": "SelectedTab",
+                            "comparison": "isEqualTo",
+                            "value": "RC_Network"
+                          },
+                          {
+                            "parameterName": "Subscription",
+                            "comparison": "isNotEqualTo"
+                          }
+                        ],
+                        "name": "RC_Network"
+                      },
+                      {
+                        "type": 12,
+                        "content": {
+                          "version": "NotebookGroup/1.0",
+                          "groupType": "editable",
+                          "items": [
+                            {
+                              "type": 1,
+                              "content": {
+                                "json": "## Stay informed and act quickly on service issues\r\nAzure Service Health notifies you about Azure service incidents and planned maintenance so you can take action to mitigate downtime. Configure customisable cloud alerts and use your personalised dashboard to analyse health issues, monitor the impact to your cloud resources, get guidance and support, and share details and updates."
+                              },
+                              "name": "text - 4"
+                            },
+                            {
+                              "type": 3,
+                              "content": {
+                                "version": "KqlItem/1.0",
+                                "query": "servicehealthresources\r\n| where type =~ 'Microsoft.ResourceHealth/events'\r\n| extend eventType = properties.EventType, status = properties.Status, description = properties.Title, trackingId = properties.TrackingId, summary = properties.Summary, priority = properties.Priority, impactStartTime = properties.ImpactStartTime, impactMitigationTime = properties.ImpactMitigationTime\r\n| where properties.Status == 'Active' and tolong(impactStartTime) > 1\r\n\r\n| extend Details = pack_all()\r\n| project ServiceHealthID=id, Description=description, Region=location, eventType, Status=status, Details",
+                                "size": 1,
+                                "title": "All active Service Health events",
+                                "showExportToExcel": true,
+                                "queryType": 1,
+                                "resourceType": "microsoft.resourcegraph/resources",
+                                "crossComponentResources": [
+                                  "{Subscription}"
+                                ],
+                                "gridSettings": {
+                                  "formatters": [
+                                    {
+                                      "columnMatch": "ServiceHealthID",
+                                      "formatter": 13,
+                                      "formatOptions": {
+                                        "linkTarget": null,
+                                        "showIcon": false,
+                                        "customColumnWidthSetting": "20ch"
+                                      }
+                                    },
+                                    {
+                                      "columnMatch": "Description",
+                                      "formatter": 1,
+                                      "formatOptions": {
+                                        "customColumnWidthSetting": "60ch"
+                                      }
+                                    },
+                                    {
+                                      "columnMatch": "eventType",
+                                      "formatter": 1
+                                    },
+                                    {
+                                      "columnMatch": "Status",
+                                      "formatter": 1
+                                    },
+                                    {
+                                      "columnMatch": "Details",
+                                      "formatter": 7,
+                                      "formatOptions": {
+                                        "linkTarget": "CellDetails",
+                                        "linkLabel": "🔍 View details",
+                                        "linkIsContextBlade": true
+                                      }
+                                    }
+                                  ]
+                                },
+                                "tileSettings": {
+                                  "showBorder": false
+                                }
+                              },
+                              "name": "query - 15"
+                            },
+                            {
+                              "type": 1,
+                              "content": {
+                                "json": "## Activity log monitoring"
+                              },
+                              "name": "text - 15"
+                            },
+                            {
+                              "type": 3,
+                              "content": {
+                                "version": "KqlItem/1.0",
+                                "query": "resourcechanges\r\n| extend changeTime = todatetime(properties.changeAttributes.timestamp), targetResourceId = tostring(properties.targetResourceId),\r\nchangeType = tostring(properties.changeType), correlationId = properties.changeAttributes.correlationId, \r\nchangedProperties = properties.changes, changeCount = properties.changeAttributes.changesCount\r\n| where changeTime > ago(1d)\r\n| order by changeTime desc\r\n| project changeTime, targetResourceId, changeType, correlationId, changeCount, changedProperties",
+                                "size": 0,
+                                "title": "All changes in the past one day",
+                                "showExportToExcel": true,
+                                "queryType": 1,
+                                "resourceType": "microsoft.resourcegraph/resources",
+                                "crossComponentResources": [
+                                  "{Subscription}"
+                                ],
+                                "gridSettings": {
+                                  "formatters": [
+                                    {
+                                      "columnMatch": "changeTime",
+                                      "formatter": 6,
+                                      "formatOptions": {
+                                        "customColumnWidthSetting": "24ch"
+                                      }
+                                    },
+                                    {
+                                      "columnMatch": "targetResourceId",
+                                      "formatter": 0,
+                                      "formatOptions": {
+                                        "customColumnWidthSetting": "42.7143ch"
+                                      }
+                                    },
+                                    {
+                                      "columnMatch": "changedProperties",
+                                      "formatter": 7,
+                                      "formatOptions": {
+                                        "linkTarget": "CellDetails",
+                                        "linkLabel": "🔍 View details",
+                                        "linkIsContextBlade": true
+                                      }
+                                    }
+                                  ]
+                                }
+                              },
+                              "name": "query - 12"
+                            },
+                            {
+                              "type": 3,
+                              "content": {
+                                "version": "KqlItem/1.0",
+                                "query": "resourcechanges\r\n| extend changeTime = todatetime(properties.changeAttributes.timestamp), targetResourceId = tostring(properties.targetResourceId),\r\nchangeType = tostring(properties.changeType), correlationId = properties.changeAttributes.correlationId\r\n| where changeType == \"Delete\"\r\n| order by changeTime desc\r\n| project changeTime, resourceGroup, targetResourceId, changeType, correlationId",
+                                "size": 0,
+                                "title": "Resources deleted",
+                                "showExportToExcel": true,
+                                "queryType": 1,
+                                "resourceType": "microsoft.resourcegraph/resources",
+                                "crossComponentResources": [
+                                  "{Subscription}"
+                                ],
+                                "gridSettings": {
+                                  "formatters": [
+                                    {
+                                      "columnMatch": "changeTime",
+                                      "formatter": 6
+                                    }
+                                  ]
+                                }
+                              },
+                              "name": "query - 13"
+                            }
+                          ]
+                        },
+                        "conditionalVisibilities": [
+                          {
+                            "parameterName": "SelectedTab",
+                            "comparison": "isEqualTo",
+                            "value": "RC_Monitoring"
+                          },
+                          {
+                            "parameterName": "Subscription",
+                            "comparison": "isNotEqualTo"
+                          }
+                        ],
+                        "name": "RC_Monitoring"
+                      },
+                      {
+                        "type": 12,
+                        "content": {
+                          "version": "NotebookGroup/1.0",
+                          "groupType": "editable",
+                          "items": [
+                            {
+                              "type": 1,
+                              "content": {
+                                "json": "## Use tags to organize your Azure resources and management hierarchy\r\nTags are metadata elements that you apply to your Azure resources. They're key-value pairs that help you identify resources based on settings that are relevant to your organization. If you want to track the deployment environment for your resources, add a key named Environment. To identify the resources deployed to production, give them a value of Production. The fully formed key-value pair is Environment = Production.\r\n\r\nTo get more information about tags, see [Resource naming and tagging decision guide](https://learn.microsoft.com/azure/cloud-adoption-framework/ready/azure-best-practices/resource-naming-and-tagging-decision-guide?toc=%2Fazure%2Fazure-resource-manager%2Fmanagement%2Ftoc.json)"
+                              },
+                              "name": "text - 9"
+                            },
+                            {
+                              "type": 1,
+                              "content": {
+                                "json": "Tag names with spaces, hyphens, and underscores are not supported.",
+                                "style": "info"
+                              },
+                              "name": "warning tag explorer"
+                            },
+                            {
+                              "type": 12,
+                              "content": {
+                                "version": "NotebookGroup/1.0",
+                                "groupType": "editable",
+                                "items": [
+                                  {
+                                    "type": 9,
+                                    "content": {
+                                      "version": "KqlParameterItem/1.0",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ],
+                                      "parameters": [
+                                        {
+                                          "id": "bae67738-90ef-4698-9020-5e1f91d67f82",
+                                          "version": "KqlParameterItem/1.0",
+                                          "name": "TagName",
+                                          "label": "Tag name",
+                                          "type": 2,
+                                          "isRequired": true,
+                                          "query": "Resources\r\n| where tags != '' and tags != '[]'\r\n| mvexpand tags\r\n| extend tagName = tostring(bag_keys(tags)[0])\r\n| distinct tagName\r\n| sort by tagName asc",
+                                          "crossComponentResources": [
+                                            "{Subscription}"
+                                          ],
+                                          "typeSettings": {
+                                            "additionalResourceOptions": [],
+                                            "showDefault": false
+                                          },
+                                          "timeContext": {
+                                            "durationMs": 86400000
+                                          },
+                                          "queryType": 1,
+                                          "resourceType": "microsoft.resourcegraph/resources",
+                                          "value": null
+                                        }
+                                      ],
+                                      "style": "formVertical",
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources"
+                                    },
+                                    "customWidth": "33",
+                                    "name": "parameters - 0"
+                                  },
+                                  {
+                                    "type": 9,
+                                    "content": {
+                                      "version": "KqlParameterItem/1.0",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ],
+                                      "parameters": [
+                                        {
+                                          "id": "cb0ae78d-a49b-457b-baed-d83c97a2c934",
+                                          "version": "KqlParameterItem/1.0",
+                                          "name": "TagValue",
+                                          "label": "Tag value",
+                                          "type": 2,
+                                          "query": "Resources\r\n| extend TagValue = tostring(tags.{TagName})\r\n| project TagValue\r\n| distinct TagValue",
+                                          "crossComponentResources": [
+                                            "{Subscription}"
+                                          ],
+                                          "typeSettings": {
+                                            "additionalResourceOptions": [],
+                                            "showDefault": false
+                                          },
+                                          "timeContext": {
+                                            "durationMs": 86400000
+                                          },
+                                          "queryType": 1,
+                                          "resourceType": "microsoft.resourcegraph/resources"
+                                        }
+                                      ],
+                                      "style": "formVertical",
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources"
+                                    },
+                                    "customWidth": "33",
+                                    "conditionalVisibility": {
+                                      "parameterName": "TagName",
+                                      "comparison": "isNotEqualTo"
+                                    },
+                                    "name": "parameters - 2"
+                                  },
+                                  {
+                                    "type": 9,
+                                    "content": {
+                                      "version": "KqlParameterItem/1.0",
+                                      "parameters": [
+                                        {
+                                          "id": "81756016-e942-4fa0-976e-06d8ce919f83",
+                                          "version": "KqlParameterItem/1.0",
+                                          "name": "ResourceType",
+                                          "label": "Resource type",
+                                          "type": 7,
+                                          "typeSettings": {
+                                            "additionalResourceOptions": [],
+                                            "includeAll": true,
+                                            "showDefault": false
+                                          },
+                                          "timeContext": {
+                                            "durationMs": 86400000
+                                          },
+                                          "value": null
+                                        }
+                                      ],
+                                      "style": "formVertical",
+                                      "queryType": 0,
+                                      "resourceType": "microsoft.operationalinsights/workspaces"
+                                    },
+                                    "customWidth": "33",
+                                    "conditionalVisibility": {
+                                      "parameterName": "TagName",
+                                      "comparison": "isNotEqualTo"
+                                    },
+                                    "name": "ResourceType"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "Resources\r\n| extend tag = tags.{TagName}\r\n| mv-expand bagexpansion=array tags\r\n| where isnotempty(tags)\r\n//| where tags[0] =~ '{TagName}' and tags[1] =~ '{TagValue}'\r\n| where tags[0] == '{TagName}' and tags[1] == '{TagValue}'\r\n| where type contains '{ResourceType}'\r\n| project id, tag",
+                                      "size": 0,
+                                      "title": "Resource with tag",
+                                      "showExportToExcel": true,
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ],
+                                      "gridSettings": {
+                                        "filter": true,
+                                        "labelSettings": [
+                                          {
+                                            "columnId": "id",
+                                            "label": "Resource name"
+                                          },
+                                          {
+                                            "columnId": "tag",
+                                            "label": "Tag value"
+                                          }
+                                        ]
+                                      }
+                                    },
+                                    "customWidth": "50",
+                                    "conditionalVisibility": {
+                                      "parameterName": "TagName",
+                                      "comparison": "isNotEqualTo"
+                                    },
+                                    "name": "query - Resource with tag"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "Resources\r\n| extend tag = tags.{TagName}\r\n| mv-expand bagexpansion=array tags\r\n| where isnotempty(tags)\r\n| where tags[0] == '{TagName}' and tags[1] == ''\r\n| where type contains '{ResourceType}'\r\n| project id, tag",
+                                      "size": 0,
+                                      "title": "Tag with empty value",
+                                      "noDataMessage": "No tagged resources with empty value found",
+                                      "noDataMessageStyle": 3,
+                                      "showExportToExcel": true,
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ],
+                                      "visualization": "table",
+                                      "gridSettings": {
+                                        "filter": true,
+                                        "labelSettings": [
+                                          {
+                                            "columnId": "id",
+                                            "label": "Resource name"
+                                          },
+                                          {
+                                            "columnId": "tag",
+                                            "label": "Tag value"
+                                          }
+                                        ]
+                                      }
+                                    },
+                                    "customWidth": "50",
+                                    "conditionalVisibility": {
+                                      "parameterName": "TagName",
+                                      "comparison": "isNotEqualTo"
+                                    },
+                                    "name": "query - Empty value"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "resources \r\n| where tags =~ '' or tags =~ '{}'\r\n| where type contains '{ResourceType}'\r\n| project Name=id",
+                                      "size": 0,
+                                      "title": "Untagged resources",
+                                      "noDataMessage": "No untagged resources found",
+                                      "noDataMessageStyle": 3,
+                                      "showExportToExcel": true,
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ],
+                                      "gridSettings": {
+                                        "formatters": [
+                                          {
+                                            "columnMatch": "subscriptionId",
+                                            "formatter": 15,
+                                            "formatOptions": {
+                                              "linkTarget": null,
+                                              "showIcon": true
+                                            }
+                                          }
+                                        ],
+                                        "rowLimit": 100,
+                                        "filter": true,
+                                        "labelSettings": [
+                                          {
+                                            "columnId": "Name",
+                                            "label": "Resource name"
+                                          }
+                                        ]
+                                      }
+                                    },
+                                    "name": "query - Untagged resources"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "resourcecontainers\r\n| where type == \"microsoft.resources/subscriptions\"\r\n| extend tag = tags.{TagName}\r\n| mv-expand bagexpansion=array tags\r\n| where isnotempty(tags)\r\n| where tags[0] == '{TagName}' and tags[1] == '{TagValue}'\r\n| project id, tag",
+                                      "size": 0,
+                                      "title": "Subscription list",
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ],
+                                      "gridSettings": {
+                                        "formatters": [
+                                          {
+                                            "columnMatch": "tag",
+                                            "formatter": 1
+                                          }
+                                        ],
+                                        "labelSettings": [
+                                          {
+                                            "columnId": "id",
+                                            "label": "Subscription"
+                                          },
+                                          {
+                                            "columnId": "tag",
+                                            "label": "Tag value"
+                                          }
+                                        ]
+                                      }
+                                    },
+                                    "conditionalVisibility": {
+                                      "parameterName": "TagName",
+                                      "comparison": "isNotEqualTo"
+                                    },
+                                    "name": "query - Subscription list"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "resourcecontainers\r\n| where type == \"microsoft.resources/subscriptions/resourcegroups\"\r\n| extend tag = tags.{TagName}\r\n| mv-expand bagexpansion=array tags\r\n| where isnotempty(tags)\r\n| where tags[0] == '{TagName}' and tags[1] == '{TagValue}'\r\n| project id, tag",
+                                      "size": 0,
+                                      "title": "Resource groups list",
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ],
+                                      "gridSettings": {
+                                        "formatters": [
+                                          {
+                                            "columnMatch": "tag",
+                                            "formatter": 1
+                                          }
+                                        ],
+                                        "labelSettings": [
+                                          {
+                                            "columnId": "id",
+                                            "label": "Subscription"
+                                          },
+                                          {
+                                            "columnId": "tag",
+                                            "label": "Tag value"
+                                          }
+                                        ]
+                                      }
+                                    },
+                                    "conditionalVisibility": {
+                                      "parameterName": "TagName",
+                                      "comparison": "isNotEqualTo"
+                                    },
+                                    "name": "query - ResourceGroup list"
+                                  }
+                                ]
+                              },
+                              "conditionalVisibility": {
+                                "parameterName": "Subscription",
+                                "comparison": "isNotEqualTo"
+                              },
+                              "name": "group - TagQueries"
+                            }
+                          ]
+                        },
+                        "conditionalVisibility": {
+                          "parameterName": "SelectedTab",
+                          "comparison": "isEqualTo",
+                          "value": "RC_Tag"
+                        },
+                        "name": "RC_Tags"
+                      },
+                      {
+                        "type": 12,
+                        "content": {
+                          "version": "NotebookGroup/1.0",
+                          "groupType": "editable",
+                          "items": [
+                            {
+                              "type": 3,
+                              "content": {
+                                "version": "KqlItem/1.0",
+                                "query": "securityresources\r\n| where type == \"microsoft.security/securescores\"\r\n| extend subscriptionSecureScore = round(100 * bin((todouble(properties.score.current))/ todouble(properties.score.max), 0.001))\r\n| where subscriptionSecureScore > 0\r\n| project subscriptionId, subscriptionSecureScore\r\n| order by subscriptionSecureScore asc",
+                                "size": 0,
+                                "title": "Security Scores by Subscription",
+                                "queryType": 1,
+                                "resourceType": "microsoft.resourcegraph/resources",
+                                "crossComponentResources": [
+                                  "{Subscription}"
+                                ],
+                                "gridSettings": {
+                                  "formatters": [
+                                    {
+                                      "columnMatch": "subscriptionId",
+                                      "formatter": 15,
+                                      "formatOptions": {
+                                        "linkTarget": "Resource",
+                                        "showIcon": true,
+                                        "customColumnWidthSetting": "65ch"
+                                      }
+                                    },
+                                    {
+                                      "columnMatch": "subscriptionSecureScore",
+                                      "formatter": 8,
+                                      "formatOptions": {
+                                        "min": 0,
+                                        "max": 100,
+                                        "palette": "redGreen",
+                                        "customColumnWidthSetting": "55ch"
+                                      },
+                                      "numberFormat": {
+                                        "unit": 1,
+                                        "options": {
+                                          "style": "decimal",
+                                          "useGrouping": false
+                                        }
+                                      }
+                                    }
+                                  ],
+                                  "labelSettings": [
+                                    {
+                                      "columnId": "subscriptionId",
+                                      "label": "Subscription Name"
+                                    },
+                                    {
+                                      "columnId": "subscriptionSecureScore",
+                                      "label": "Subscription Secure Score"
+                                    }
+                                  ]
+                                }
+                              },
+                              "name": "query - Monitor & Security - Security Scores"
+                            },
+                            {
+                              "type": 3,
+                              "content": {
+                                "version": "KqlItem/1.0",
+                                "query": "SecurityResources \r\n| where type == 'microsoft.security/securescores/securescorecontrols' \r\n| extend SecureControl = properties.displayName, unhealthy = properties.unhealthyResourceCount, currentscore = properties.score.current, maxscore = properties.score.max, subscriptionId, details = properties\r\n| project SecureControl , unhealthy, currentscore, maxscore, subscriptionId, details",
+                                "size": 0,
+                                "title": "Security Scores by Control",
+                                "queryType": 1,
+                                "resourceType": "microsoft.resourcegraph/resources",
+                                "crossComponentResources": [
+                                  "{Subscription}"
+                                ],
+                                "gridSettings": {
+                                  "formatters": [
+                                    {
+                                      "columnMatch": "$gen_group",
+                                      "formatter": 13,
+                                      "formatOptions": {
+                                        "linkTarget": null,
+                                        "showIcon": true,
+                                        "customColumnWidthSetting": "65ch"
+                                      }
+                                    },
+                                    {
+                                      "columnMatch": "Subscription",
+                                      "formatter": 13,
+                                      "formatOptions": {
+                                        "linkTarget": null,
+                                        "showIcon": true,
+                                        "customColumnWidthSetting": "65ch"
+                                      }
+                                    },
+                                    {
+                                      "columnMatch": "SecureControl",
+                                      "formatter": 5,
+                                      "tooltipFormat": {}
+                                    },
+                                    {
+                                      "columnMatch": "unhealthy",
+                                      "formatter": 8,
+                                      "formatOptions": {
+                                        "min": 0,
+                                        "palette": "greenRed",
+                                        "customColumnWidthSetting": "20ch"
+                                      }
+                                    },
+                                    {
+                                      "columnMatch": "currentscore",
+                                      "formatter": 8,
+                                      "formatOptions": {
+                                        "palette": "redGreen",
+                                        "customColumnWidthSetting": "20ch"
+                                      },
+                                      "numberFormat": {
+                                        "unit": 1,
+                                        "options": {
+                                          "style": "decimal"
+                                        }
+                                      }
+                                    },
+                                    {
+                                      "columnMatch": "maxscore",
+                                      "formatter": 8,
+                                      "formatOptions": {
+                                        "palette": "blue",
+                                        "customColumnWidthSetting": "20ch"
+                                      },
+                                      "numberFormat": {
+                                        "unit": 1,
+                                        "options": {
+                                          "style": "decimal"
+                                        }
+                                      }
+                                    },
+                                    {
+                                      "columnMatch": "subscriptionId",
+                                      "formatter": 5
+                                    },
+                                    {
+                                      "columnMatch": "details",
+                                      "formatter": 7,
+                                      "formatOptions": {
+                                        "linkTarget": "CellDetails",
+                                        "linkLabel": "Details",
+                                        "linkIsContextBlade": true
+                                      }
+                                    },
+                                    {
+                                      "columnMatch": "subscriptionSecureScore",
+                                      "formatter": 8,
+                                      "formatOptions": {
+                                        "min": 0,
+                                        "max": 100,
+                                        "palette": "redGreen",
+                                        "customColumnWidthSetting": "20"
+                                      },
+                                      "numberFormat": {
+                                        "unit": 1,
+                                        "options": {
+                                          "style": "decimal",
+                                          "useGrouping": false
+                                        }
+                                      }
+                                    }
+                                  ],
+                                  "hierarchySettings": {
+                                    "treeType": 1,
+                                    "groupBy": [
+                                      "subscriptionId"
+                                    ],
+                                    "expandTopLevel": true,
+                                    "finalBy": "SecureControl"
+                                  },
+                                  "labelSettings": [
+                                    {
+                                      "columnId": "unhealthy",
+                                      "label": "Unhealthy"
+                                    },
+                                    {
+                                      "columnId": "currentscore",
+                                      "label": "Current Score"
+                                    },
+                                    {
+                                      "columnId": "maxscore",
+                                      "label": "Max Score"
+                                    },
+                                    {
+                                      "columnId": "subscriptionId",
+                                      "label": "Subscription"
+                                    }
+                                  ]
+                                }
+                              },
+                              "name": "query - Monitor & Security - Security Scores by Control"
+                            },
+                            {
+                              "type": 12,
+                              "content": {
+                                "version": "NotebookGroup/1.0",
+                                "groupType": "editable",
+                                "items": [
+                                  {
+                                    "type": 9,
+                                    "content": {
+                                      "version": "KqlParameterItem/1.0",
+                                      "parameters": [
+                                        {
+                                          "id": "4f93ebba-a9d5-4e11-8de4-b605c2b4368f",
+                                          "version": "KqlParameterItem/1.0",
+                                          "name": "ResourceIdFilter",
+                                          "type": 1,
+                                          "isGlobal": true,
+                                          "isHiddenWhenLocked": true,
+                                          "label": "Resource ID"
+                                        },
+                                        {
+                                          "id": "e505498f-d2eb-4dd6-928f-0f0f0e9cc371",
+                                          "version": "KqlParameterItem/1.0",
+                                          "name": "AlertDisplayNameFilter",
+                                          "type": 1,
+                                          "isGlobal": true,
+                                          "isHiddenWhenLocked": true,
+                                          "label": "Alert display name"
+                                        },
+                                        {
+                                          "id": "39e382f9-4780-40fa-8595-15eda0f08ad4",
+                                          "version": "KqlParameterItem/1.0",
+                                          "name": "NewAlertFilter",
+                                          "type": 1,
+                                          "isGlobal": true,
+                                          "isHiddenWhenLocked": true,
+                                          "label": "New alert"
+                                        }
+                                      ],
+                                      "style": "above",
+                                      "queryType": 0,
+                                      "resourceType": "microsoft.operationalinsights/workspaces"
+                                    },
+                                    "name": "parameters - 15"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "  securityresources\r\n  | where type =~ 'microsoft.security/locations/alerts'\r\n  | where properties.Status in ('Active')\r\n  | where properties.Severity in ('Low', 'Medium', 'High')\r\n  | extend SeverityRank = case(\r\n    properties.Severity == 'High', 3,\r\n    properties.Severity == 'Medium', 2,\r\n    properties.Severity == 'Low', 1,\r\n    0\r\n   )\r\n  | project-away SeverityRank\r\n  | extend Severity = properties.Severity\r\n  | project Severity = tostring(Severity)\r\n  | summarize Count = count() by Severity",
+                                      "size": 0,
+                                      "title": "Severity                                                                                                     ",
+                                      "exportedParameters": [
+                                        {
+                                          "fieldName": "Subscription",
+                                          "parameterName": "Subscription",
+                                          "parameterType": 1
+                                        },
+                                        {
+                                          "fieldName": "Severity",
+                                          "parameterName": "SeverityFilter",
+                                          "parameterType": 1
+                                        }
+                                      ],
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ],
+                                      "visualization": "piechart",
+                                      "gridSettings": {
+                                        "formatters": [
+                                          {
+                                            "columnMatch": "Severity",
+                                            "formatter": 1
+                                          }
+                                        ]
+                                      },
+                                      "chartSettings": {
+                                        "yAxis": [
+                                          "Count"
+                                        ],
+                                        "seriesLabelSettings": [
+                                          {
+                                            "seriesName": "Medium",
+                                            "color": "orange"
+                                          },
+                                          {
+                                            "seriesName": "High",
+                                            "color": "redDark"
+                                          },
+                                          {
+                                            "seriesName": "Low",
+                                            "color": "yellow"
+                                          }
+                                        ]
+                                      }
+                                    },
+                                    "customWidth": "33",
+                                    "name": "Severity"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "  securityresources\r\n  | where type =~ 'microsoft.security/locations/alerts'\r\n  | summarize Count =count() by resourceGroup",
+                                      "size": 0,
+                                      "title": "Resource Group",
+                                      "exportFieldName": "resourceGroup",
+                                      "exportParameterName": "resourceGroupFilter",
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ],
+                                      "visualization": "piechart"
+                                    },
+                                    "customWidth": "33",
+                                    "name": "query - 9"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "resources\r\n  | project id = tolower(id), tags\r\n  | join kind=inner (securityresources\r\n  | where type =~ \"microsoft.security/locations/alerts\"\r\n  | extend isAzure = tostring(properties.ResourceIdentifiers) matches regex '\"Type\"\\\\s*:\\\\s*\"AzureResource\"'\r\n  | extend affectedResourceId = extract('\"AzureResourceId\"\\\\s*:\\\\s*\"([^\"]*)\"', 1, tostring(properties.ResourceIdentifiers))\r\n  | extend hostName = iff(isAzure, \"\", extract('\"HostName\"\\\\s*:\\\\s*\"([^\"]*)\"', 1, tostring(properties.Entities)))\r\n  | extend splitAffectedResourceId = split(affectedResourceId, \"/\")\r\n  | extend resourceNameIndex = iff(array_length(splitAffectedResourceId) > 1, array_length(splitAffectedResourceId) - 1, 0)\r\n  | extend affectedResourceName = iff(isAzure, splitAffectedResourceId[resourceNameIndex], iff(isempty(hostName), \"Non-Azure\", hostName))| project-away resourceNameIndex, splitAffectedResourceId, hostName, isAzure\r\n  | project alertId = id, subscriptionId, alertProperties = properties, affectedResourceId = tolower(affectedResourceId)\r\n    ) on $left.id == $right.affectedResourceId\r\n  | extend id = alertId, subscriptionId, properties = alertProperties\r\n  | where properties.Status in ('Active')\r\n  | where properties.Severity in ('Low', 'Medium', 'High')\r\n  | extend SeverityRank = case(\r\n    properties.Severity == 'High', 3,\r\n    properties.Severity == 'Medium', 2,\r\n    properties.Severity == 'Low', 1,\r\n    0\r\n    )\r\n  | sort by  SeverityRank desc, tostring(properties.SystemAlertId) asc\r\n   | extend Tag = parse_json(tags)\r\n  | mv-expand Tag\r\n | parse Tag with * ':\"' TagValue '\"}'\r\n | project TagValue, alertId\r\n | summarize Count = count() by TagValue",
+                                      "size": 0,
+                                      "title": "Tag",
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ],
+                                      "visualization": "piechart"
+                                    },
+                                    "customWidth": "30",
+                                    "name": "query - 7",
+                                    "styleSettings": {
+                                      "maxWidth": "100%"
+                                    }
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "datatable(ResourceId: string) [ \"All\"] | union (securityresources\r\n  | where type =~ 'microsoft.security/locations/alerts'\r\n  | extend Prop = parse_json(properties)\r\n  | where Prop.Severity == \"High\"\r\n    | extend ResourceIdentifiers = Prop.[\"ResourceIdentifiers\"]\r\n    | project ResourceIdentifiers\r\n  | mv-expand ResourceIdentifiers\r\n  | extend ResourceId = parse_json(ResourceIdentifiers).[\"AzureResourceId\"]\r\n  | where isnotempty(ResourceId )\r\n|  summarize Count=count() by tostring(ResourceId)\r\n  | top 5 by Count)",
+                                      "size": 1,
+                                      "title": "Top 5 attacked resources (with High Severity)",
+                                      "noDataMessage": "There are no Top 5 attacked resources found",
+                                      "exportedParameters": [
+                                        {
+                                          "fieldName": "ResourceId",
+                                          "parameterName": "ResourceIdFilter",
+                                          "defaultValue": "All"
+                                        },
+                                        {
+                                          "fieldName": "ResourceId",
+                                          "parameterName": "ShowTable",
+                                          "parameterType": 1
+                                        }
+                                      ],
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ],
+                                      "visualization": "table",
+                                      "gridSettings": {
+                                        "formatters": [
+                                          {
+                                            "columnMatch": "Resource ID",
+                                            "formatter": 13,
+                                            "formatOptions": {
+                                              "linkTarget": null,
+                                              "showIcon": true
+                                            }
+                                          }
+                                        ],
+                                        "sortBy": [
+                                          {
+                                            "itemKey": "Count",
+                                            "sortOrder": 2
+                                          }
+                                        ],
+                                        "labelSettings": [
+                                          {
+                                            "columnId": "ResourceId",
+                                            "label": "Resource ID"
+                                          }
+                                        ]
+                                      },
+                                      "sortBy": [
+                                        {
+                                          "itemKey": "Count",
+                                          "sortOrder": 2
+                                        }
+                                      ]
+                                    },
+                                    "customWidth": "33",
+                                    "name": "Top 5 attacked resources (with High Severity)"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "  datatable(AlertDisplayName: string) [ \"All\"] | union(securityresources\r\n  | where type =~ 'microsoft.security/locations/alerts'\r\n    | extend Prop = parse_json(properties)\r\n  | extend AlertDisplayName = Prop.[\"AlertDisplayName\"]\r\n  | project tostring(AlertDisplayName)\r\n  | summarize Count = count() by AlertDisplayName\r\n  | top 5 by Count)",
+                                      "size": 1,
+                                      "title": "Top alert types       ",
+                                      "exportedParameters": [
+                                        {
+                                          "fieldName": "AlertDisplayName",
+                                          "parameterName": "AlertDisplayNameFilter",
+                                          "defaultValue": "All"
+                                        },
+                                        {
+                                          "fieldName": "AlertDisplayName",
+                                          "parameterName": "ShowTable",
+                                          "parameterType": 1
+                                        }
+                                      ],
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ],
+                                      "visualization": "table",
+                                      "gridSettings": {
+                                        "sortBy": [
+                                          {
+                                            "itemKey": "Count",
+                                            "sortOrder": 2
+                                          }
+                                        ],
+                                        "labelSettings": [
+                                          {
+                                            "columnId": "AlertDisplayName",
+                                            "label": "Alert display name"
+                                          }
+                                        ]
+                                      },
+                                      "sortBy": [
+                                        {
+                                          "itemKey": "Count",
+                                          "sortOrder": 2
+                                        }
+                                      ]
+                                    },
+                                    "customWidth": "33",
+                                    "name": "Top alert types"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "  datatable(AlertDisplayName: string) [ \"All\"] | union(securityresources\r\n| where type =~ 'microsoft.security/locations/alerts'\r\n| extend Prop = parse_json(properties)\r\n| extend TimeGeneratedUtc = Prop.[\"TimeGeneratedUtc\"]\r\n| extend AlertDisplayName = Prop.[\"AlertDisplayName\"]\r\n| where TimeGeneratedUtc > ago(24h)\r\n| summarize Count=count() by tostring(AlertDisplayName))",
+                                      "size": 1,
+                                      "title": "New Alerts (Since last 24hrs)",
+                                      "noDataMessage": "No new alerts in Last 24 hours",
+                                      "noDataMessageStyle": 3,
+                                      "exportedParameters": [
+                                        {
+                                          "fieldName": "AlertDisplayName",
+                                          "parameterName": "NewAlertFilter",
+                                          "defaultValue": "All"
+                                        },
+                                        {
+                                          "fieldName": "AlertDisplayName",
+                                          "parameterName": "ShowTable",
+                                          "parameterType": 1
+                                        }
+                                      ],
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ],
+                                      "gridSettings": {
+                                        "formatters": [
+                                          {
+                                            "columnMatch": "ClearOther",
+                                            "formatter": 5
+                                          }
+                                        ],
+                                        "labelSettings": [
+                                          {
+                                            "columnId": "AlertDisplayName",
+                                            "label": "Alert display name"
+                                          }
+                                        ]
+                                      },
+                                      "sortBy": []
+                                    },
+                                    "customWidth": "33",
+                                    "name": "New Alerts (Since last 24hrs)"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "",
+                                      "size": 0,
+                                      "title": "Parameters at this point",
+                                      "queryType": 2
+                                    },
+                                    "conditionalVisibility": {
+                                      "parameterName": "parameter1",
+                                      "comparison": "isEqualTo",
+                                      "value": "1"
+                                    },
+                                    "name": "query - 23"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "securityresources\r\n| where type == \"microsoft.security/locations/alerts\"\r\n| project-rename P= properties\r\n| extend Details = parse_json(P)\r\n| extend IsIncident = Details.[\"IsIncident\"]\r\n| extend AlertDisplayName = Details.[\"AlertDisplayName\"]\r\n| extend SystemAlertId = Details.[\"SystemAlertId\"]\r\n| extend Severity = tostring(Details.[\"Severity\"])\r\n| where Severity == \"High\"\r\n| extend AlertUri = Details.[\"AlertUri\"]\r\n| extend Status = tostring(Details.[\"Status\"])\r\n| extend Tactics = tostring(Details.[\"Intent\"])\r\n| extend ResourceIdentifiers = Details.[\"ResourceIdentifiers\"]\r\n| mv-expand ResourceIdentifiers\r\n| extend ResourceId = parse_json(ResourceIdentifiers).[\"AzureResourceId\"]\r\n| where Status == \"Active\"\r\n| where (\"{ResourceIdFilter}\" == \"All\" or ResourceId == \"{ResourceIdFilter}\") \r\n    // if either alert name or new alert are set, union those 2 together, if neither are set treat as all\r\n    and ((\"{AlertDisplayNameFilter}\" == \"All\" and \"{NewAlertFilter}\" == \"All\") or AlertDisplayName == \"{AlertDisplayNameFilter}\" or AlertDisplayName == \"{NewAlertFilter}\")\r\n| extend SeverityRank = case(\r\n    Severity == 'High', 3,\r\n    Severity == 'Medium', 2,\r\n    Severity == 'Low', 1,\r\n    0\r\n    )\r\n| parse AlertUri with * '/subscriptionId/'  SubscriptionId  '/' *\r\n| parse AlertUri with * '/resourceGroup/'  ResourceGroup  '/' *\r\n| parse AlertUri with * '/location/'  Location  \r\n| project\r\n    Severity,\r\n    SystemAlertId,\r\n    AlertDisplayName,\r\n    IsIncident = iif(IsIncident == \"true\", \"Incident\", \"Alert\"),\r\n    AlertUri,\r\n    Tactics,\r\n    SeverityRank,\r\n    SubscriptionId,\r\n    ResourceGroup,\r\n    Location,\r\n    ResourceId\r\n| sort by SeverityRank",
+                                      "size": 0,
+                                      "title": "{$rowCount} Active Alerts ",
+                                      "exportedParameters": [
+                                        {
+                                          "fieldName": "ResourceId",
+                                          "parameterName": "Resource",
+                                          "parameterType": 1
+                                        },
+                                        {
+                                          "fieldName": "AlertUri",
+                                          "parameterName": "AlertUri",
+                                          "parameterType": 1
+                                        },
+                                        {
+                                          "fieldName": "SystemAlertId",
+                                          "parameterName": "SystemAlertId",
+                                          "parameterType": 1
+                                        },
+                                        {
+                                          "fieldName": "SubscriptionId",
+                                          "parameterName": "SubscriptionId",
+                                          "parameterType": 1
+                                        },
+                                        {
+                                          "fieldName": "ResourceGroup",
+                                          "parameterName": "ResourceGroup",
+                                          "parameterType": 1
+                                        },
+                                        {
+                                          "fieldName": "Location",
+                                          "parameterName": "Location",
+                                          "parameterType": 1
+                                        }
+                                      ],
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ],
+                                      "gridSettings": {
+                                        "formatters": [
+                                          {
+                                            "columnMatch": "Severity",
+                                            "formatter": 18,
+                                            "formatOptions": {
+                                              "thresholdsOptions": "colors",
+                                              "thresholdsGrid": [
+                                                {
+                                                  "operator": "contains",
+                                                  "thresholdValue": "High",
+                                                  "representation": "redBright",
+                                                  "text": "{0}{1}"
+                                                },
+                                                {
+                                                  "operator": "contains",
+                                                  "thresholdValue": "Medium",
+                                                  "representation": "orange",
+                                                  "text": "{0}{1}"
+                                                },
+                                                {
+                                                  "operator": "contains",
+                                                  "thresholdValue": "Low",
+                                                  "representation": "yellow",
+                                                  "text": "{0}{1}"
+                                                },
+                                                {
+                                                  "operator": "contains",
+                                                  "thresholdValue": "Informational ",
+                                                  "representation": "gray",
+                                                  "text": "{0}{1}"
+                                                },
+                                                {
+                                                  "operator": "Default",
+                                                  "thresholdValue": null,
+                                                  "representation": null,
+                                                  "text": "{0}{1}"
+                                                }
+                                              ]
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "SystemAlertId",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "AlertDisplayName",
+                                            "formatter": 1,
+                                            "formatOptions": {
+                                              "linkTarget": "OpenBlade",
+                                              "bladeOpenContext": {
+                                                "bladeName": "AlertBlade",
+                                                "extensionName": "Microsoft_Azure_Security",
+                                                "bladeParameters": [
+                                                  {
+                                                    "name": "alertId",
+                                                    "source": "column",
+                                                    "value": "SystemAlertId"
+                                                  },
+                                                  {
+                                                    "name": "subscriptionId",
+                                                    "source": "column",
+                                                    "value": "SubscriptionId"
+                                                  },
+                                                  {
+                                                    "name": "resourceGroup",
+                                                    "source": "column",
+                                                    "value": "ResourceGroup"
+                                                  },
+                                                  {
+                                                    "name": "referencedFrom",
+                                                    "source": "static",
+                                                    "value": "activeAlertsWorkbook"
+                                                  },
+                                                  {
+                                                    "name": "location",
+                                                    "source": "column",
+                                                    "value": "Location"
+                                                  }
+                                                ]
+                                              }
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "IsIncident",
+                                            "formatter": 1
+                                          },
+                                          {
+                                            "columnMatch": "AlertUri",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "Tactics",
+                                            "formatter": 1
+                                          },
+                                          {
+                                            "columnMatch": "SubscriptionId",
+                                            "formatter": 15,
+                                            "formatOptions": {
+                                              "linkTarget": "Resource",
+                                              "showIcon": true
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "Location",
+                                            "formatter": 17
+                                          },
+                                          {
+                                            "columnMatch": "ResourceId",
+                                            "formatter": 13,
+                                            "formatOptions": {
+                                              "linkTarget": "Resource",
+                                              "showIcon": true
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "TenantId",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "AlertName",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "Description",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "ProviderName",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "VendorName",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "VendorOriginalId",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "SourceComputerId",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "AlertType",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "ConfidenceLevel",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "ConfidenceScore",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "StartTime",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "EndTime",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "ProcessingEndTime",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "RemediationSteps",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "ExtendedProperties",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "Entities",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "SourceSystem",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "WorkspaceSubscriptionId",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "WorkspaceResourceGroup",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "ExtendedLinks",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "ProductName",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "ProductComponentName",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "AlertLink",
+                                            "formatter": 7,
+                                            "formatOptions": {
+                                              "linkTarget": "Url"
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "SystemIncidentId",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "SystemAlertId1",
+                                            "formatter": 5
+                                          }
+                                        ],
+                                        "labelSettings": [
+                                          {
+                                            "columnId": "SystemAlertId",
+                                            "label": "Alert ID"
+                                          },
+                                          {
+                                            "columnId": "AlertDisplayName",
+                                            "label": "Alert name"
+                                          },
+                                          {
+                                            "columnId": "IsIncident",
+                                            "label": "Incident/alert"
+                                          },
+                                          {
+                                            "columnId": "SeverityRank",
+                                            "label": "Severity"
+                                          },
+                                          {
+                                            "columnId": "SubscriptionId",
+                                            "label": "Subscription"
+                                          },
+                                          {
+                                            "columnId": "ResourceGroup",
+                                            "label": "Resource group"
+                                          },
+                                          {
+                                            "columnId": "ResourceId",
+                                            "label": "Resource"
+                                          }
+                                        ]
+                                      },
+                                      "sortBy": []
+                                    },
+                                    "conditionalVisibility": {
+                                      "parameterName": "ShowTable",
+                                      "comparison": "isNotEqualTo"
+                                    },
+                                    "showPin": true,
+                                    "name": "SecurityIncidents - FilterbyResourceId",
+                                    "styleSettings": {
+                                      "showBorder": true
+                                    }
+                                  },
+                                  {
+                                    "type": 11,
+                                    "content": {
+                                      "version": "LinkItem/1.0",
+                                      "style": "list",
+                                      "links": [
+                                        {
+                                          "id": "2f6ff56b-9afb-46f6-968d-a59cb744ea14",
+                                          "linkTarget": "OpenBlade",
+                                          "linkLabel": "Open Alert View",
+                                          "style": "primary",
+                                          "bladeOpenContext": {
+                                            "bladeName": "AlertBlade",
+                                            "extensionName": "Microsoft_Azure_Security",
+                                            "bladeParameters": [
+                                              {
+                                                "name": "alertId",
+                                                "source": "static",
+                                                "value": "{SystemAlertId}"
+                                              },
+                                              {
+                                                "name": "subscriptionId",
+                                                "source": "static",
+                                                "value": "{SubscriptionId}"
+                                              },
+                                              {
+                                                "name": "resourceGroup",
+                                                "source": "static",
+                                                "value": "{ResourceGroup}"
+                                              },
+                                              {
+                                                "name": "referencedFrom",
+                                                "source": "static",
+                                                "value": "activeAlertsWorkbook"
+                                              },
+                                              {
+                                                "name": "location",
+                                                "source": "static",
+                                                "value": "{Location}"
+                                              }
+                                            ]
+                                          }
+                                        }
+                                      ]
+                                    },
+                                    "conditionalVisibility": {
+                                      "parameterName": "SystemAlertId",
+                                      "comparison": "isNotEqualTo"
+                                    },
+                                    "name": "Alerts  "
+                                  },
+                                  {
+                                    "type": 1,
+                                    "content": {
+                                      "json": "### MITRE ATT&CK tactics &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;"
+                                    },
+                                    "customWidth": "100",
+                                    "name": "text - 17"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "securityresources\r\n| where type == \"microsoft.security/locations/alerts\"\r\n| extend Details = parse_json(properties)\r\n| extend Tactics = Details.[\"Intent\"]\r\n| project Tactics\r\n| extend Tactic = split(Tactics,\",\")\r\n| mv-expand Tactic\r\n| extend Tactic = trim(\" \",tostring(Tactic))\r\n| summarize Count = count() by Tactic\r\n| sort by Count desc\r\n",
+                                      "size": 0,
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ],
+                                      "visualization": "barchart",
+                                      "tileSettings": {
+                                        "showBorder": false,
+                                        "titleContent": {
+                                          "columnMatch": "Tactics",
+                                          "formatter": 1
+                                        },
+                                        "leftContent": {
+                                          "columnMatch": "count_",
+                                          "formatter": 12,
+                                          "formatOptions": {
+                                            "palette": "auto"
+                                          },
+                                          "numberFormat": {
+                                            "unit": 17,
+                                            "options": {
+                                              "maximumSignificantDigits": 3,
+                                              "maximumFractionDigits": 2
+                                            }
+                                          }
+                                        }
+                                      },
+                                      "graphSettings": {
+                                        "type": 0,
+                                        "topContent": {
+                                          "columnMatch": "Tactics",
+                                          "formatter": 1
+                                        },
+                                        "centerContent": {
+                                          "columnMatch": "count_",
+                                          "formatter": 1,
+                                          "numberFormat": {
+                                            "unit": 17,
+                                            "options": {
+                                              "maximumSignificantDigits": 3,
+                                              "maximumFractionDigits": 2
+                                            }
+                                          }
+                                        }
+                                      },
+                                      "mapSettings": {
+                                        "locInfo": "LatLong",
+                                        "sizeSettings": "count_",
+                                        "sizeAggregation": "Sum",
+                                        "legendMetric": "count_",
+                                        "legendAggregation": "Sum",
+                                        "itemColorSettings": {
+                                          "type": "heatmap",
+                                          "colorAggregation": "Sum",
+                                          "nodeColorField": "count_",
+                                          "heatmapPalette": "greenRed"
+                                        }
+                                      }
+                                    },
+                                    "name": "query - 17"
+                                  },
+                                  {
+                                    "type": 11,
+                                    "content": {
+                                      "version": "LinkItem/1.0",
+                                      "style": "tabs",
+                                      "links": [
+                                        {
+                                          "id": "bd374a50-b240-4232-ad4a-77725f80bcf5",
+                                          "cellValue": "View",
+                                          "linkTarget": "parameter",
+                                          "linkLabel": "List View",
+                                          "subTarget": "List",
+                                          "preText": "",
+                                          "style": "link"
+                                        },
+                                        {
+                                          "id": "588b7d9f-8ff1-4afa-8d3f-b0085ae6b148",
+                                          "cellValue": "View",
+                                          "linkTarget": "parameter",
+                                          "linkLabel": "Map View",
+                                          "subTarget": "Map",
+                                          "preText": "",
+                                          "style": "link"
+                                        }
+                                      ]
+                                    },
+                                    "name": "links - 10"
+                                  },
+                                  {
+                                    "type": 9,
+                                    "content": {
+                                      "version": "KqlParameterItem/1.0",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ],
+                                      "parameters": [
+                                        {
+                                          "id": "1ffc8fe9-a919-4c9e-8489-a92f0a7d79e1",
+                                          "version": "KqlParameterItem/1.0",
+                                          "name": "ResourceFilter",
+                                          "label": "Resource",
+                                          "type": 5,
+                                          "multiSelect": true,
+                                          "quote": "'",
+                                          "delimiter": ",",
+                                          "query": "securityresources\r\n  | where type =~ 'microsoft.security/locations/alerts'\r\n  | extend Prop = parse_json(properties)\r\n  | extend ResourceIdentifiers = Prop.[\"ResourceIdentifiers\"]\r\n    | project ResourceIdentifiers\r\n  | mv-expand ResourceIdentifiers\r\n  | extend ResourceId = parse_json(ResourceIdentifiers).[\"AzureResourceId\"]\r\n  //| where isnotempty(ResourceId )\r\n  | extend Resource = tolower(tostring(ResourceId))\r\n  | summarize count() by Resource\r\n  | project Resource\r\n  //| order by Resource asc\r\n",
+                                          "crossComponentResources": [
+                                            "{Subscription}"
+                                          ],
+                                          "typeSettings": {
+                                            "additionalResourceOptions": [
+                                              "value::all"
+                                            ],
+                                            "showDefault": false
+                                          },
+                                          "timeContext": {
+                                            "durationMs": 86400000
+                                          },
+                                          "defaultValue": "value::all",
+                                          "queryType": 1,
+                                          "resourceType": "microsoft.resourcegraph/resources",
+                                          "value": [
+                                            "value::all"
+                                          ]
+                                        },
+                                        {
+                                          "id": "e9522d87-143f-408b-93ea-b8f07223995e",
+                                          "version": "KqlParameterItem/1.0",
+                                          "name": "SeverityFilter",
+                                          "label": "Severity",
+                                          "type": 2,
+                                          "multiSelect": true,
+                                          "quote": "'",
+                                          "delimiter": ",",
+                                          "value": [
+                                            "value::all"
+                                          ],
+                                          "typeSettings": {
+                                            "additionalResourceOptions": [
+                                              "value::all"
+                                            ],
+                                            "showDefault": false
+                                          },
+                                          "jsonData": "[\r\n\r\n{\"value\": \"High\", \"label\":\"High\"},\r\n{\"value\": \"Medium\", \"label\":\"Medium\"},\r\n{\"value\": \"Low\", \"label\":\"Low\"},\r\n{\"value\": \"Informational\", \"label\":\"Informational\"}\r\n]\r\n    \r\n ",
+                                          "timeContext": {
+                                            "durationMs": 86400000
+                                          },
+                                          "defaultValue": "value::all"
+                                        },
+                                        {
+                                          "id": "664365b5-1fc4-4cfa-b99d-a72e3d35ab11",
+                                          "version": "KqlParameterItem/1.0",
+                                          "name": "ResourceGroupFilter",
+                                          "label": "Resource group",
+                                          "type": 2,
+                                          "multiSelect": true,
+                                          "quote": "'",
+                                          "delimiter": ",",
+                                          "query": "  securityresources\r\n  | where type =~ 'microsoft.security/locations/alerts'\r\n  | extend resourceGroup = iif(isempty(resourceGroup),\" \",resourceGroup)\r\n| summarize Count =count() by resourceGroup\r\n  | project resourceGroup",
+                                          "crossComponentResources": [
+                                            "{Subscription}"
+                                          ],
+                                          "typeSettings": {
+                                            "additionalResourceOptions": [
+                                              "value::all"
+                                            ],
+                                            "showDefault": false
+                                          },
+                                          "timeContext": {
+                                            "durationMs": 86400000
+                                          },
+                                          "defaultValue": "value::all",
+                                          "queryType": 1,
+                                          "resourceType": "microsoft.resourcegraph/resources",
+                                          "value": [
+                                            "value::all"
+                                          ]
+                                        },
+                                        {
+                                          "id": "48a8dd7e-43ab-413e-88f8-a433100d92ce",
+                                          "version": "KqlParameterItem/1.0",
+                                          "name": "AlertNameFilter",
+                                          "label": "Alert name",
+                                          "type": 2,
+                                          "multiSelect": true,
+                                          "quote": "'",
+                                          "delimiter": ",",
+                                          "query": "  securityresources\r\n  | where type =~ 'microsoft.security/locations/alerts'\r\n    | extend Prop = parse_json(properties)\r\n  | extend AlertDisplayName = Prop.[\"AlertDisplayName\"]\r\n  | distinct tostring(AlertDisplayName)\r\n  | order by AlertDisplayName asc\r\n ",
+                                          "crossComponentResources": [
+                                            "{Subscription}"
+                                          ],
+                                          "typeSettings": {
+                                            "additionalResourceOptions": [
+                                              "value::all"
+                                            ],
+                                            "showDefault": false
+                                          },
+                                          "defaultValue": "value::all",
+                                          "queryType": 1,
+                                          "resourceType": "microsoft.resourcegraph/resources"
+                                        },
+                                        {
+                                          "id": "378aeb0c-9135-43fa-b46a-86f71baa0137",
+                                          "version": "KqlParameterItem/1.0",
+                                          "name": "TagFilter",
+                                          "label": "Tag",
+                                          "type": 2,
+                                          "multiSelect": true,
+                                          "quote": "'",
+                                          "delimiter": ",",
+                                          "query": "securityresources\r\n  | where type =~ \"microsoft.security/locations/alerts\"\r\n    | extend isAzure = tostring(properties.ResourceIdentifiers) matches regex '\"Type\"\\\\s*:\\\\s*\"AzureResource\"'\r\n  | extend Details = parse_json(properties)\r\n| extend IsIncident = Details.[\"IsIncident\"]\r\n| extend AlertDisplayName = Details.[\"AlertDisplayName\"]\r\n| extend SystemAlertId = Details.[\"SystemAlertId\"]\r\n| extend Severity = Details.[\"Severity\"]\r\n| extend AlertUri = Details.[\"AlertUri\"]\r\n| extend Status = Details.[\"Status\"]\r\n| extend Tactics = Details.[\"Intent\"]\r\n| parse AlertUri with * '/subscriptionId/'  SubscriptionId  '/' *\r\n| parse AlertUri with * '/resourceGroup/'  ResourceGroup  '/' *\r\n| parse AlertUri with * '/location/'  Location  \r\n  | extend affectedResourceId = extract('\"AzureResourceId\"\\\\s*:\\\\s*\"([^\"]*)\"', 1, tostring(properties.ResourceIdentifiers))\r\n  | extend hostName = iff(isAzure, \"\", extract('\"HostName\"\\\\s*:\\\\s*\"([^\"]*)\"', 1, tostring(properties.Entities)))\r\n  | extend splitAffectedResourceId = split(affectedResourceId, \"/\")\r\n  | extend resourceNameIndex = iff(array_length(splitAffectedResourceId) > 1, array_length(splitAffectedResourceId) - 1, 0)\r\n  | extend affectedResourceName = iff(isAzure, splitAffectedResourceId[resourceNameIndex], iff(isempty(hostName), \"Non-Azure\", hostName))| project-away resourceNameIndex, splitAffectedResourceId, hostName\r\n  | extend ResourceIdentifiers = Details.[\"ResourceIdentifiers\"]\r\n    | mv-expand ResourceIdentifiers\r\n  | extend ResourceId = parse_json(ResourceIdentifiers).[\"AzureResourceId\"]\r\n  | extend Resource = tolower(tostring(ResourceId))\r\n  | project alertId = id, subscriptionId, alertProperties = properties, affectedResourceId = tolower(affectedResourceId),tostring(Severity), SystemAlertId, AlertDisplayName,IsIncident = iif(IsIncident==\"true\",\"Incident\",\"Alert\"),AlertUri,Status,Tactics,SubscriptionId,ResourceGroup,Location, ResourceIdentifier=Details.[\"ResourceIdentifiers\"],Resource\r\n  | join kind=leftouter (\r\n  resources\r\n  | project id = tolower(id), tags\r\n  ) on $left.affectedResourceId == $right.id\r\n | extend Tag = parse_json(tags)\r\n  | mv-expand Tag\r\n | parse Tag with * ':\"' TagValue '\"}'\r\n | extend TagValue = iif(isempty(TagValue),\" \",TagValue)\r\n  | project TagValue, alertId\r\n | distinct TagValue\r\n ",
+                                          "crossComponentResources": [
+                                            "{Subscription}"
+                                          ],
+                                          "typeSettings": {
+                                            "additionalResourceOptions": [
+                                              "value::all"
+                                            ],
+                                            "showDefault": false
+                                          },
+                                          "defaultValue": "value::all",
+                                          "queryType": 1,
+                                          "resourceType": "microsoft.resourcegraph/resources"
+                                        }
+                                      ],
+                                      "style": "pills",
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources"
+                                    },
+                                    "conditionalVisibility": {
+                                      "parameterName": "View",
+                                      "comparison": "isEqualTo",
+                                      "value": "List"
+                                    },
+                                    "name": "parameters - 23"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "securityresources\r\n| where type =~ \"microsoft.security/locations/alerts\"\r\n| extend isAzure = tostring(properties.ResourceIdentifiers) matches regex '\"Type\"\\\\s*:\\\\s*\"AzureResource\"'\r\n| extend Details = parse_json(properties)\r\n| extend IsIncident = Details.[\"IsIncident\"]\r\n| extend AlertDisplayName = Details.[\"AlertDisplayName\"]\r\n| extend SystemAlertId = Details.[\"SystemAlertId\"]\r\n| extend Severity = Details.[\"Severity\"]\r\n| extend AlertUri = Details.[\"AlertUri\"]\r\n| extend Status = Details.[\"Status\"]\r\n| extend Tactics = Details.[\"Intent\"]\r\n| parse AlertUri with * '/subscriptionId/'  SubscriptionId  '/' *\r\n| parse AlertUri with * '/resourceGroup/'  ResourceGroup  '/' *\r\n| parse AlertUri with * '/location/'  Location  \r\n| extend affectedResourceId = extract('\"AzureResourceId\"\\\\s*:\\\\s*\"([^\"]*)\"', 1, tostring(properties.ResourceIdentifiers))\r\n| extend hostName = iff(isAzure, \"\", extract('\"HostName\"\\\\s*:\\\\s*\"([^\"]*)\"', 1, tostring(properties.Entities)))\r\n| extend splitAffectedResourceId = split(affectedResourceId, \"/\")\r\n| extend resourceNameIndex = iff(array_length(splitAffectedResourceId) > 1, array_length(splitAffectedResourceId) - 1, 0)\r\n| extend affectedResourceName = iff(isAzure, splitAffectedResourceId[resourceNameIndex], iff(isempty(hostName), \"Non-Azure\", hostName))\r\n| project-away resourceNameIndex, splitAffectedResourceId, hostName\r\n| extend ResourceIdentifiers = Details.[\"ResourceIdentifiers\"]\r\n| mv-expand ResourceIdentifiers\r\n| extend ResourceId = parse_json(ResourceIdentifiers).[\"AzureResourceId\"]\r\n| extend Resource = tolower(tostring(ResourceId))\r\n| project\r\n    alertId = id,\r\n    subscriptionId,\r\n    alertProperties = properties,\r\n    affectedResourceId = tolower(affectedResourceId),\r\n    tostring(Severity),\r\n    SystemAlertId,\r\n    AlertDisplayName,\r\n    IsIncident = iif(IsIncident == \"true\", \"Incident\", \"Alert\"),\r\n    AlertUri,\r\n    Status,\r\n    Tactics,\r\n    SubscriptionId,\r\n    ResourceGroup,\r\n    Location,\r\n    ResourceId,\r\n    ResourceIdentifier=Details.[\"ResourceIdentifiers\"],\r\n    Resource\r\n| join kind=leftouter (\r\n    resources\r\n    | project id = tolower(id), tags\r\n    )\r\n    on $left.affectedResourceId == $right.id\r\n| extend id = alertId, subscriptionId, properties = alertProperties\r\n| extend ResourceFilter =\" {ResourceFilter}\"\r\n| where Resource in~ ({ResourceFilter})\r\n| where Severity in~ ({SeverityFilter})\r\n| where AlertDisplayName in~ ({AlertNameFilter})\r\n| where Status == \"Active\"\r\n| extend ResourceGroup = iif(isempty(ResourceGroup), \" \", ResourceGroup)\r\n| where ResourceGroup in~ ({ResourceGroupFilter})\r\n| extend tag = iff(isempty(tags), dynamic({\"tags\": \" \"}), parse_json(tags))\r\n| mv-expand tag\r\n| parse tag with * ':\"' TagValue '\"}'\r\n| extend TagValue = iif(isempty(TagValue), \" \", TagValue)\r\n| where TagValue in ({TagFilter})\r\n| where AlertDisplayName !startswith ('[SAMPLE ALERT]')\r\n| project\r\n    (Severity),\r\n    tostring(SystemAlertId),\r\n    tostring(AlertDisplayName),\r\n    IsIncident = iif(IsIncident == \"true\", \"Incident\", \"Alert\"),\r\n    AlertURI = tostring(AlertUri),\r\n    tostring(Status),\r\n    tostring(Tactics),\r\n    SubscriptionId,\r\n    ResourceGroup,\r\n    Location,\r\n    TagValue,\r\n    tostring(tags),\r\n    tostring(ResourceId)\r\n| distinct\r\n    Severity,\r\n    SystemAlertId,\r\n    AlertDisplayName,\r\n    IsIncident,\r\n    AlertURI,\r\n    Status,\r\n    Tactics,\r\n    SubscriptionId,\r\n    ResourceGroup,\r\n    Location,\r\n    tags,\r\n    ResourceId\r\n| order by Severity asc",
+                                      "size": 0,
+                                      "title": "Active Alerts ",
+                                      "exportedParameters": [
+                                        {
+                                          "fieldName": "Resource",
+                                          "parameterName": "Resource",
+                                          "parameterType": 1
+                                        },
+                                        {
+                                          "fieldName": "AlertUri",
+                                          "parameterName": "AlertUri",
+                                          "parameterType": 1
+                                        },
+                                        {
+                                          "fieldName": "SystemAlertId",
+                                          "parameterName": "SystemAlertId",
+                                          "parameterType": 1
+                                        },
+                                        {
+                                          "fieldName": "SubscriptionId",
+                                          "parameterName": "SubscriptionId",
+                                          "parameterType": 1
+                                        },
+                                        {
+                                          "fieldName": "ResourceGroup",
+                                          "parameterName": "ResourceGroup",
+                                          "parameterType": 1
+                                        },
+                                        {
+                                          "fieldName": "Location",
+                                          "parameterName": "Location",
+                                          "parameterType": 1
+                                        }
+                                      ],
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ],
+                                      "gridSettings": {
+                                        "formatters": [
+                                          {
+                                            "columnMatch": "Severity",
+                                            "formatter": 18,
+                                            "formatOptions": {
+                                              "thresholdsOptions": "colors",
+                                              "thresholdsGrid": [
+                                                {
+                                                  "operator": "contains",
+                                                  "thresholdValue": "High",
+                                                  "representation": "redBright",
+                                                  "text": "{0}{1}"
+                                                },
+                                                {
+                                                  "operator": "contains",
+                                                  "thresholdValue": "Medium",
+                                                  "representation": "orange",
+                                                  "text": "{0}{1}"
+                                                },
+                                                {
+                                                  "operator": "contains",
+                                                  "thresholdValue": "Low",
+                                                  "representation": "yellow",
+                                                  "text": "{0}{1}"
+                                                },
+                                                {
+                                                  "operator": "contains",
+                                                  "thresholdValue": "Informational ",
+                                                  "representation": "gray",
+                                                  "text": "{0}{1}"
+                                                },
+                                                {
+                                                  "operator": "Default",
+                                                  "thresholdValue": null,
+                                                  "representation": null,
+                                                  "text": "{0}{1}"
+                                                }
+                                              ]
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "SystemAlertId",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "IsIncident",
+                                            "formatter": 1
+                                          },
+                                          {
+                                            "columnMatch": "AlertURI",
+                                            "formatter": 5,
+                                            "formatOptions": {
+                                              "linkTarget": "Url"
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "Status",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "SubscriptionId",
+                                            "formatter": 15,
+                                            "formatOptions": {
+                                              "linkTarget": "Resource",
+                                              "showIcon": true
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "Location",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "ResourceId",
+                                            "formatter": 13,
+                                            "formatOptions": {
+                                              "linkTarget": "Resource",
+                                              "showIcon": true
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "Alert ID",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "Alert URI",
+                                            "formatter": 5,
+                                            "formatOptions": {
+                                              "linkTarget": "Url"
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "Resource ID",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "AlertUri",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "ResourceIdentifier",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "TenantId",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "AlertName",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "Description",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "ProviderName",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "VendorName",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "VendorOriginalId",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "SourceComputerId",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "AlertType",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "ConfidenceLevel",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "ConfidenceScore",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "StartTime",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "EndTime",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "ProcessingEndTime",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "RemediationSteps",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "ExtendedProperties",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "Entities",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "SourceSystem",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "WorkspaceSubscriptionId",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "WorkspaceResourceGroup",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "ExtendedLinks",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "ProductName",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "ProductComponentName",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "AlertLink",
+                                            "formatter": 7,
+                                            "formatOptions": {
+                                              "linkTarget": "Url"
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "SystemIncidentId",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "SystemAlertId1",
+                                            "formatter": 5
+                                          }
+                                        ],
+                                        "labelSettings": [
+                                          {
+                                            "columnId": "AlertDisplayName",
+                                            "label": "Alert name"
+                                          },
+                                          {
+                                            "columnId": "IsIncident",
+                                            "label": "Incident/alert"
+                                          },
+                                          {
+                                            "columnId": "AlertURI",
+                                            "label": "Alert URI"
+                                          },
+                                          {
+                                            "columnId": "SubscriptionId",
+                                            "label": "Subscription"
+                                          },
+                                          {
+                                            "columnId": "ResourceGroup",
+                                            "label": "Resource group"
+                                          },
+                                          {
+                                            "columnId": "tags",
+                                            "label": "Tags"
+                                          },
+                                          {
+                                            "columnId": "ResourceId",
+                                            "label": "Resource"
+                                          }
+                                        ]
+                                      },
+                                      "sortBy": []
+                                    },
+                                    "conditionalVisibility": {
+                                      "parameterName": "View",
+                                      "comparison": "isEqualTo",
+                                      "value": "List"
+                                    },
+                                    "showPin": true,
+                                    "name": "SecurityIncidents"
+                                  },
+                                  {
+                                    "type": 11,
+                                    "content": {
+                                      "version": "LinkItem/1.0",
+                                      "style": "list",
+                                      "links": [
+                                        {
+                                          "id": "8e6f9368-ccbe-4092-b898-8a27c77a06b3",
+                                          "linkTarget": "OpenBlade",
+                                          "linkLabel": "Open Alert View",
+                                          "preText": "",
+                                          "style": "primary",
+                                          "bladeOpenContext": {
+                                            "bladeName": "AlertBlade",
+                                            "extensionName": "Microsoft_Azure_Security",
+                                            "bladeParameters": [
+                                              {
+                                                "name": "alertId",
+                                                "source": "static",
+                                                "value": "{SystemAlertId}"
+                                              },
+                                              {
+                                                "name": "subscriptionId",
+                                                "source": "static",
+                                                "value": "{SubscriptionId}"
+                                              },
+                                              {
+                                                "name": "resourceGroup",
+                                                "source": "static",
+                                                "value": "{ResourceGroup}"
+                                              },
+                                              {
+                                                "name": "referencedFrom",
+                                                "source": "static",
+                                                "value": "activeAlertsWorkbook"
+                                              },
+                                              {
+                                                "name": "location",
+                                                "source": "static",
+                                                "value": "{Location}"
+                                              }
+                                            ]
+                                          }
+                                        }
+                                      ]
+                                    },
+                                    "conditionalVisibilities": [
+                                      {
+                                        "parameterName": "View",
+                                        "comparison": "isEqualTo",
+                                        "value": "List"
+                                      },
+                                      {
+                                        "parameterName": "SystemAlertId",
+                                        "comparison": "isNotEqualTo"
+                                      }
+                                    ],
+                                    "name": "links - 19"
+                                  },
+                                  {
+                                    "type": 1,
+                                    "content": {
+                                      "json": "<span style=\"font-family: Open Sans; font-weight: 620; font-size: 16px;font-style: bold;margin:-10px 0px 0px 0px;position: relative;top:-3px;left:-4px;\"> To see more information about the alerts in the map view: <br><br> &nbsp; 1. Configure continuous export to export your security alerts to a Log Analytics workspace by following the instructions described \r\n</span>[<span style=\"font-family: Open Sans; font-weight: 620; font-size: 16px;font-style: bold;margin:-10px 0px 0px 0px;position: relative;top:-3px;left:-4px;\"> here. </span>](https://docs.microsoft.com/azure/defender-for-cloud/continuous-export?tabs=azure-portal)\r\n<span style=\"font-family: Open Sans; font-weight: 620; font-size: 16px;font-style: bold;margin:-10px 0px 0px 0px;position: relative;top:-3px;left:-4px;\"><br> &nbsp;  2. In the \"Workspace\" filter below, choose the Log Analytics workspace your security alerts are exported to.\r\n\r\n"
+                                    },
+                                    "conditionalVisibility": {
+                                      "parameterName": "View",
+                                      "comparison": "isEqualTo",
+                                      "value": "Map"
+                                    },
+                                    "name": "text - 21"
+                                  },
+                                  {
+                                    "type": 9,
+                                    "content": {
+                                      "version": "KqlParameterItem/1.0",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ],
+                                      "parameters": [
+                                        {
+                                          "id": "8724f927-b766-4814-a895-8c55565fb7f8",
+                                          "version": "KqlParameterItem/1.0",
+                                          "name": "Workspace",
+                                          "type": 5,
+                                          "multiSelect": true,
+                                          "quote": "'",
+                                          "delimiter": ",",
+                                          "query": "resources\r\n| where type contains \"solution\"\r\n| where name contains \"security\"\r\n| project id = tostring(properties.workspaceResourceId)\r\n| distinct id",
+                                          "crossComponentResources": [
+                                            "{Subscription}"
+                                          ],
+                                          "typeSettings": {
+                                            "additionalResourceOptions": [
+                                              "value::all"
+                                            ],
+                                            "showDefault": false
+                                          },
+                                          "timeContext": {
+                                            "durationMs": 86400000
+                                          },
+                                          "queryType": 1,
+                                          "resourceType": "microsoft.resourcegraph/resources"
+                                        }
+                                      ],
+                                      "style": "pills",
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources"
+                                    },
+                                    "conditionalVisibility": {
+                                      "parameterName": "View",
+                                      "comparison": "isEqualTo",
+                                      "value": "Map"
+                                    },
+                                    "name": "parameters - 15"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "securityresources\r\n| where type == \"microsoft.security/locations/alerts\"\r\n| project-rename P= properties\r\n| extend Details = parse_json(P)\r\n | extend ResourceIdentifiers = Details.[\"ResourceIdentifiers\"]\r\n| extend IsIncident = Details.[\"IsIncident\"]\r\n| extend AlertDisplayName = Details.[\"AlertDisplayName\"]\r\n| extend SystemAlertId = Details.[\"SystemAlertId\"]\r\n| extend Severity = Details.[\"Severity\"]\r\n| extend AlertLink = Details.[\"AlertUri\"]\r\n| extend Status = Details.[\"Status\"]\r\n| extend Tactics = Details.[\"Intent\"]\r\n| parse AlertLink with * '/subscriptionId/'  SubscriptionId  '/' *\r\n| parse AlertLink with * '/resourceGroup/'  ResourceGroup  '/' *\r\n| parse AlertLink with * '/location/'  Location  \r\n  | mv-expand ResourceIdentifiers\r\n  | extend ResourceId = parse_json(ResourceIdentifiers).[\"AzureResourceId\"]\r\n  | where isnotempty(ResourceId )\r\n| project  Severity, SystemAlertId, tostring(AlertDisplayName),IsIncident = iif(IsIncident==\"true\",\"Incident\",\"Alert\"),tostring(AlertLink),Status,Tactics,tostring(ResourceId),SubscriptionId,ResourceGroup,Location\r\n| distinct tostring(SystemAlertId),tostring(AlertDisplayName),tostring(AlertLink),tostring(ResourceId)\r\n| summarize count() by ResourceId, AlertLink, AlertDisplayName\r\n",
+                                      "size": 0,
+                                      "title": "AlertsMapView ",
+                                      "exportMultipleValues": true,
+                                      "exportAggregateParts": true,
+                                      "exportedParameters": [
+                                        {
+                                          "fieldName": "ResourceId",
+                                          "parameterName": "Resource",
+                                          "parameterType": 1
+                                        },
+                                        {
+                                          "fieldName": "AlertLink",
+                                          "parameterName": "AlertLink",
+                                          "parameterType": 1
+                                        },
+                                        {
+                                          "fieldName": "AlertDisplayName",
+                                          "parameterName": "AlertDisplayName",
+                                          "parameterType": 1
+                                        }
+                                      ],
+                                      "exportToExcelOptions": "all",
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ],
+                                      "visualization": "map",
+                                      "mapSettings": {
+                                        "locInfo": "AzureResource",
+                                        "locInfoColumn": "ResourceId",
+                                        "sizeSettings": "count_",
+                                        "sizeAggregation": "Sum",
+                                        "legendMetric": "count_",
+                                        "legendAggregation": "Sum",
+                                        "itemColorSettings": {
+                                          "nodeColorField": "count_",
+                                          "colorAggregation": "Sum",
+                                          "type": "heatmap",
+                                          "heatmapPalette": "coldHot"
+                                        }
+                                      }
+                                    },
+                                    "customWidth": "50",
+                                    "conditionalVisibility": {
+                                      "parameterName": "View",
+                                      "comparison": "isEqualTo",
+                                      "value": "Map"
+                                    },
+                                    "name": "AlertsMapView ",
+                                    "styleSettings": {
+                                      "showBorder": true
+                                    }
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "let T = datatable ( AlertLink:string)\r\n[\r\n{AlertLink}\r\n];\r\nT\r\n| parse AlertLink with * '/alertId/' AlertId '/subscriptionId/' SubscriptionId '/resourceGroup/' ResourceGroup '/' * 'location/' Location \r\n| distinct AlertLink, AlertId, ResourceGroup,Location,SubscriptionId\r\n| join kind = inner (SecurityAlert\r\n| where isempty(ResourceId) == false\r\n| where TimeGenerated > ago(90d)\r\n| project SystemAlertId,ResourceId, DisplayName,StartTime) on $left.AlertId == $right.SystemAlertId\r\n| project ResourceId,DisplayName,AlertId, SubscriptionId, ResourceGroup, Location,StartTime\r\n| order by ResourceId,DisplayName, StartTime asc\r\n\r\n\r\n\r\n",
+                                      "size": 0,
+                                      "exportedParameters": [
+                                        {
+                                          "fieldName": "AlertId",
+                                          "parameterName": "AlertId",
+                                          "parameterType": 1
+                                        },
+                                        {
+                                          "fieldName": "SubscriptionId",
+                                          "parameterName": "SubscriptionId",
+                                          "parameterType": 1
+                                        },
+                                        {
+                                          "fieldName": "Location",
+                                          "parameterName": "Location",
+                                          "parameterType": 1
+                                        },
+                                        {
+                                          "fieldName": "ResourceGroup",
+                                          "parameterName": "ResourceGroup",
+                                          "parameterType": 1
+                                        }
+                                      ],
+                                      "queryType": 0,
+                                      "resourceType": "microsoft.operationalinsights/workspaces",
+                                      "crossComponentResources": [
+                                        "{Workspace}"
+                                      ],
+                                      "visualization": "table",
+                                      "gridSettings": {
+                                        "formatters": [
+                                          {
+                                            "columnMatch": "ResourceId",
+                                            "formatter": 0,
+                                            "formatOptions": {
+                                              "customColumnWidthSetting": "23ch"
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "DisplayName",
+                                            "formatter": 0,
+                                            "formatOptions": {
+                                              "customColumnWidthSetting": "45ch"
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "AlertId",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "Location",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "StartTime",
+                                            "formatter": 0,
+                                            "formatOptions": {
+                                              "customColumnWidthSetting": "23ch"
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "TimeGenerated",
+                                            "formatter": 0,
+                                            "formatOptions": {
+                                              "customColumnWidthSetting": "22ch"
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "AlertLink",
+                                            "formatter": 5
+                                          }
+                                        ],
+                                        "labelSettings": [
+                                          {
+                                            "columnId": "ResourceId",
+                                            "label": "Resource ID"
+                                          },
+                                          {
+                                            "columnId": "DisplayName",
+                                            "label": "Alert name"
+                                          },
+                                          {
+                                            "columnId": "AlertId",
+                                            "label": "Alert ID"
+                                          },
+                                          {
+                                            "columnId": "SubscriptionId",
+                                            "label": "Subscription ID"
+                                          },
+                                          {
+                                            "columnId": "ResourceGroup",
+                                            "label": "Resource group"
+                                          },
+                                          {
+                                            "columnId": "StartTime",
+                                            "label": "Start time"
+                                          }
+                                        ]
+                                      },
+                                      "sortBy": [],
+                                      "tileSettings": {
+                                        "showBorder": false
+                                      }
+                                    },
+                                    "customWidth": "45",
+                                    "conditionalVisibilities": [
+                                      {
+                                        "parameterName": "View",
+                                        "comparison": "isEqualTo",
+                                        "value": "Map"
+                                      },
+                                      {
+                                        "parameterName": "AlertLink",
+                                        "comparison": "isNotEqualTo"
+                                      }
+                                    ],
+                                    "name": "AlertLink-Table"
+                                  }
+                                ]
+                              },
+                              "name": "Security Discipline"
+                            }
+                          ]
+                        },
+                        "conditionalVisibilities": [
+                          {
+                            "parameterName": "SelectedTab",
+                            "comparison": "isEqualTo",
+                            "value": "RC_Security"
+                          },
+                          {
+                            "parameterName": "Subscription",
+                            "comparison": "isNotEqualTo"
+                          }
+                        ],
+                        "name": "RC_Security"
+                      },
+                      {
+                        "type": 12,
+                        "content": {
+                          "version": "NotebookGroup/1.0",
+                          "groupType": "editable",
+                          "items": [
+                            {
+                              "type": 9,
+                              "content": {
+                                "version": "KqlParameterItem/1.0",
+                                "parameters": [
+                                  {
+                                    "id": "1e6e4cc7-5d76-48ef-8ce1-16f33f4f6dea",
+                                    "version": "KqlParameterItem/1.0",
+                                    "name": "SubscriptionAge",
+                                    "label": "Subscription",
+                                    "type": 6,
+                                    "isRequired": true,
+                                    "typeSettings": {
+                                      "additionalResourceOptions": [],
+                                      "includeAll": false,
+                                      "showDefault": false
+                                    },
+                                    "timeContext": {
+                                      "durationMs": 86400000
+                                    },
+                                    "value": null
+                                  }
+                                ],
+                                "style": "above",
+                                "queryType": 0,
+                                "resourceType": "microsoft.operationalinsights/workspaces"
+                              },
+                              "name": "parameters - SubscriptionAge"
+                            },
+                            {
+                              "type": 1,
+                              "content": {
+                                "json": "## Azure resource age\r\nAzure *resource age* is one of the metric to monitor as part of the \"resource consistency\" discipline of the Cloud Adoption Framework. This metric help you to identify old resources to be assessed and cleaned if they are not used anymore."
+                              },
+                              "name": "text - ResourceAgeDescription"
+                            },
+                            {
+                              "type": 12,
+                              "content": {
+                                "version": "NotebookGroup/1.0",
+                                "groupType": "template",
+                                "loadFromTemplateId": "community-Workbooks/Common/noSubscriptions",
+                                "items": []
+                              },
+                              "conditionalVisibility": {
+                                "parameterName": "SubscriptionAge",
+                                "comparison": "isEqualTo",
+                                "value": ""
+                              },
+                              "name": "No Subscriptions group - Age"
+                            },
+                            {
+                              "type": 3,
+                              "content": {
+                                "version": "KqlItem/1.0",
+                                "query": "{\"version\":\"ARMEndpoint/1.0\",\"data\":null,\"headers\":[],\"method\":\"GET\",\"path\":\"/subscriptions/{SubscriptionAge:id}/resources?\",\"urlParams\":[{\"key\":\"api-version\",\"value\":\"2021-04-01\"},{\"key\":\"$expand\",\"value\":\"createdTime,changedTime,provisioningState\"}],\"batchDisabled\":true,\"transformers\":[{\"type\":\"jsonpath\",\"settings\":{\"tablePath\":\"$.value\",\"columns\":[{\"path\":\"$..id\",\"columnid\":\"id\",\"columnType\":\"string\"},{\"path\":\"$..type\",\"columnid\":\"type\",\"columnType\":\"string\"},{\"path\":\"$..location\",\"columnid\":\"location\",\"columnType\":\"string\"},{\"path\":\"$..createdTime\",\"columnid\":\"createdTime\",\"columnType\":\"datetime\"},{\"path\":\"$..changedTime\",\"columnid\":\"changedTime\",\"columnType\":\"datetime\"},{\"path\":\"$..provisioningState\",\"columnid\":\"provisioningState\",\"columnType\":\"string\"},{\"path\":\"$..tags\",\"columnid\":\"tags\"}]}}]}",
+                                "size": 0,
+                                "title": "Resource age",
+                                "showExportToExcel": true,
+                                "queryType": 12,
+                                "gridSettings": {
+                                  "formatters": [
+                                    {
+                                      "columnMatch": "type",
+                                      "formatter": 16,
+                                      "formatOptions": {
+                                        "showIcon": true
+                                      }
+                                    },
+                                    {
+                                      "columnMatch": "location",
+                                      "formatter": 17
+                                    },
+                                    {
+                                      "columnMatch": "createdTime",
+                                      "formatter": 6
+                                    },
+                                    {
+                                      "columnMatch": "changedTime",
+                                      "formatter": 6
+                                    },
+                                    {
+                                      "columnMatch": "provisioningState",
+                                      "formatter": 1
+                                    },
+                                    {
+                                      "columnMatch": "tags",
+                                      "formatter": 1
+                                    }
+                                  ],
+                                  "filter": true,
+                                  "sortBy": [
+                                    {
+                                      "itemKey": "changedTime",
+                                      "sortOrder": 1
+                                    }
+                                  ],
+                                  "labelSettings": [
+                                    {
+                                      "columnId": "id",
+                                      "label": "Resource Name"
+                                    },
+                                    {
+                                      "columnId": "type",
+                                      "label": "Resource Type"
+                                    },
+                                    {
+                                      "columnId": "location",
+                                      "label": "Region"
+                                    },
+                                    {
+                                      "columnId": "createdTime",
+                                      "label": "Created Time"
+                                    },
+                                    {
+                                      "columnId": "changedTime",
+                                      "label": "Last Change"
+                                    },
+                                    {
+                                      "columnId": "provisioningState",
+                                      "label": "Provisioning State"
+                                    },
+                                    {
+                                      "columnId": "tags",
+                                      "label": "Tags"
+                                    }
+                                  ]
+                                },
+                                "sortBy": [
+                                  {
+                                    "itemKey": "changedTime",
+                                    "sortOrder": 1
+                                  }
+                                ]
+                              },
+                              "conditionalVisibility": {
+                                "parameterName": "SubscriptionAge",
+                                "comparison": "isNotEqualTo"
+                              },
+                              "name": "query - Resource age"
+                            }
+                          ]
+                        },
+                        "conditionalVisibility": {
+                          "parameterName": "SelectedTab",
+                          "comparison": "isEqualTo",
+                          "value": "RC_Age"
+                        },
+                        "name": "Resource Age"
+                      },
+                      {
+                        "type": 12,
+                        "content": {
+                          "version": "NotebookGroup/1.0",
+                          "groupType": "editable",
+                          "items": [
+                            {
+                              "type": 9,
+                              "content": {
+                                "version": "KqlParameterItem/1.0",
+                                "parameters": [
+                                  {
+                                    "id": "e15ef842-dadb-4a7b-b5f6-5d1bbe35b7af",
+                                    "version": "KqlParameterItem/1.0",
+                                    "name": "Subscription",
+                                    "type": 6,
+                                    "description": "Cost information can only be displayed per subscription",
+                                    "typeSettings": {
+                                      "additionalResourceOptions": [],
+                                      "includeAll": true,
+                                      "showDefault": false
+                                    },
+                                    "timeContext": {
+                                      "durationMs": 86400000
+                                    },
+                                    "value": null
+                                  },
+                                  {
+                                    "id": "b73ef334-95b2-4ead-8dd2-51a90a90ce6f",
+                                    "version": "KqlParameterItem/1.0",
+                                    "name": "Aggregation",
+                                    "type": 2,
+                                    "isRequired": true,
+                                    "typeSettings": {
+                                      "additionalResourceOptions": [],
+                                      "showDefault": false
+                                    },
+                                    "jsonData": "[[\r\n    { \"value\": \"SubscriptionId\", \"label\": \"Subscription\", \"selected\":true},\r\n    { \"value\": \"ResourceGroup\", \"label\": \"Resource Group\"},\r\n    { \"value\": \"ResourceType\", \"label\": \"Resource Type\"}\r\n]",
+                                    "timeContext": {
+                                      "durationMs": 86400000
+                                    }
+                                  },
+                                  {
+                                    "id": "55ef4a45-0603-48cf-bb9b-a963e7a33be2",
+                                    "version": "KqlParameterItem/1.0",
+                                    "name": "TimeFrame",
+                                    "type": 2,
+                                    "typeSettings": {
+                                      "additionalResourceOptions": []
+                                    },
+                                    "jsonData": "[[\r\n { \"value\": \"BillingMonthToDate\", \"label\": \"Billing MonthToDate\"},\r\n { \"value\": \"MonthToDate\", \"label\": \"MonthToDate\", \"selected\":true },\r\n { \"value\": \"TheLastBillingMonth\", \"label\": \"Last Billing Month\"},\r\n { \"value\": \"TheLastMonth\", \"label\": \"Last Month\"},\r\n { \"value\": \"WeekToDate\", \"label\": \"WeekToDate\"}\r\n]",
+                                    "timeContext": {
+                                      "durationMs": 86400000
+                                    },
+                                    "label": "Timeframe"
+                                  }
+                                ],
+                                "style": "above",
+                                "doNotRunWhenHidden": true,
+                                "queryType": 0,
+                                "resourceType": "microsoft.operationalinsights/workspaces"
+                              },
+                              "name": "parameters - Cost Subscription"
+                            },
+                            {
+                              "type": 1,
+                              "content": {
+                                "json": "## Microsoft Cost Management\r\n\r\nBefore you can control and optimize your costs, you first need to understand where they originated – from the underlying resources used to support your cloud projects to the environments they're deployed in and the owners who manage them. Full visibility backed by a thorough tagging strategy is critical to accurately understand your spending patterns and enforce cost control mechanisms.\r\n\r\n[Cost Management](https://portal.azure.com/#view/Microsoft_Azure_CostManagement/Menu) is a set of FinOps tools that enable you to analyze, manage, and optimize your costs.\r\n\r\nCalculate your estimated hourly or monthly costs for using Azure with the [Azure Calculator](https://azure.microsoft.com/pricing/calculator/).\r\n\r\nFor more advanced reporting options, build custom [Power BI reports in the FinOps toolkit](https://aka.ms/ftk/pbi)."
+                              },
+                              "name": "text - AzureCostManagement"
+                            },
+                            {
+                              "type": 3,
+                              "content": {
+                                "version": "KqlItem/1.0",
+                                "query": "{\"version\":\"ARMEndpoint/1.0\",\"data\":\" {\\r\\n   \\\"type\\\": \\\"Usage\\\",\\r\\n   \\\"timeframe\\\": \\\"{TimeFrame}\\\",\\r\\n   \\\"dataset\\\": {\\r\\n     \\\"granularity\\\": \\\"None\\\",\\r\\n     \\\"aggregation\\\": {\\r\\n       \\\"totalCost\\\": {\\r\\n         \\\"name\\\": \\\"PreTaxCost\\\",\\r\\n         \\\"function\\\": \\\"Sum\\\"\\r\\n       }\\r\\n     },\\r\\n     \\\"grouping\\\": [\\r\\n       {\\r\\n         \\\"type\\\": \\\"Dimension\\\",\\r\\n         \\\"name\\\": \\\"{Aggregation}\\\"\\r\\n       }\\r\\n     ]\\r\\n   }\\r\\n }\",\"headers\":[],\"method\":\"POST\",\"path\":\"/subscriptions/{Subscription:id}/providers/Microsoft.CostManagement/query?\",\"urlParams\":[{\"key\":\"api-version\",\"value\":\"2023-11-01\"}],\"batchDisabled\":true,\"transformers\":[{\"type\":\"jsonpath\",\"settings\":{\"tablePath\":\"$.properties\",\"columns\":[]}}]}",
+                                "size": 0,
+                                "title": "Overall cost",
+                                "showExportToExcel": true,
+                                "queryType": 12,
+                                "gridSettings": {
+                                  "formatters": [
+                                    {
+                                      "columnMatch": "PreTaxCost",
+                                      "formatter": 0,
+                                      "numberFormat": {
+                                        "unit": 0,
+                                        "options": {
+                                          "style": "decimal",
+                                          "useGrouping": true,
+                                          "maximumFractionDigits": 2
+                                        },
+                                        "emptyValCustomText": "\"0\""
+                                      }
+                                    },
+                                    {
+                                      "columnMatch": "SubscriptionId",
+                                      "formatter": 15,
+                                      "formatOptions": {
+                                        "linkTarget": null,
+                                        "showIcon": true
+                                      }
+                                    },
+                                    {
+                                      "columnMatch": "ResourceGroup",
+                                      "formatter": 14,
+                                      "formatOptions": {
+                                        "linkTarget": "Resource",
+                                        "showIcon": false
+                                      }
+                                    },
+                                    {
+                                      "columnMatch": "ResourceType",
+                                      "formatter": 16,
+                                      "formatOptions": {
+                                        "showIcon": true
+                                      }
+                                    },
+                                    {
+                                      "columnMatch": "resourceGroup",
+                                      "formatter": 14,
+                                      "formatOptions": {
+                                        "linkTarget": "Resource",
+                                        "linkIsContextBlade": false,
+                                        "showIcon": false
+                                      }
+                                    }
+                                  ],
+                                  "filter": true,
+                                  "sortBy": [
+                                    {
+                                      "itemKey": "$gen_number_PreTaxCost_0",
+                                      "sortOrder": 2
+                                    }
+                                  ],
+                                  "labelSettings": [
+                                    {
+                                      "columnId": "PreTaxCost",
+                                      "label": "Cost"
+                                    },
+                                    {
+                                      "columnId": "Currency",
+                                      "label": "Currency"
+                                    }
+                                  ]
+                                },
+                                "sortBy": [
+                                  {
+                                    "itemKey": "$gen_number_PreTaxCost_0",
+                                    "sortOrder": 2
+                                  }
+                                ],
+                                "tileSettings": {
+                                  "showBorder": false
+                                }
+                              },
+                              "conditionalVisibility": {
+                                "parameterName": "Subscription",
+                                "comparison": "isNotEqualTo"
+                              },
+                              "name": "query - Overall cost"
+                            },
+                            {
+                              "type": 9,
+                              "content": {
+                                "version": "KqlParameterItem/1.0",
+                                "crossComponentResources": [
+                                  "{Subscription}"
+                                ],
+                                "parameters": [
+                                  {
+                                    "id": "6cc7fc26-1a56-41cb-ad43-301e0f9f8903",
+                                    "version": "KqlParameterItem/1.0",
+                                    "name": "TagName",
+                                    "label": "Tag name",
+                                    "type": 2,
+                                    "isRequired": true,
+                                    "query": "Resources\r\n| where tags != '' and tags != '[]'\r\n| mvexpand tags\r\n| extend tagName = tostring(bag_keys(tags)[0])\r\n| distinct tagName\r\n| sort by tagName asc",
+                                    "crossComponentResources": [
+                                      "{Subscription}"
+                                    ],
+                                    "typeSettings": {
+                                      "additionalResourceOptions": [],
+                                      "showDefault": false
+                                    },
+                                    "timeContext": {
+                                      "durationMs": 86400000
+                                    },
+                                    "queryType": 1,
+                                    "resourceType": "microsoft.resourcegraph/resources",
+                                    "value": null
+                                  },
+                                  {
+                                    "id": "2fc46f5d-ce69-42ea-8ebf-1c3d69c4e780",
+                                    "version": "KqlParameterItem/1.0",
+                                    "name": "TagValue",
+                                    "label": "Tag value",
+                                    "type": 2,
+                                    "isRequired": true,
+                                    "query": "Resources\r\n| extend TagValue = tostring(tags.{TagName})\r\n| project TagValue\r\n| distinct TagValue",
+                                    "crossComponentResources": [
+                                      "{Subscription}"
+                                    ],
+                                    "typeSettings": {
+                                      "additionalResourceOptions": [],
+                                      "showDefault": false
+                                    },
+                                    "timeContext": {
+                                      "durationMs": 86400000
+                                    },
+                                    "queryType": 1,
+                                    "resourceType": "microsoft.resourcegraph/resources",
+                                    "value": ""
+                                  }
+                                ],
+                                "style": "above",
+                                "doNotRunWhenHidden": true,
+                                "queryType": 1,
+                                "resourceType": "microsoft.resourcegraph/resources"
+                              },
+                              "conditionalVisibility": {
+                                "parameterName": "Subscription",
+                                "comparison": "isNotEqualTo"
+                              },
+                              "name": "parameters - TagFilter"
+                            },
+                            {
+                              "type": 3,
+                              "content": {
+                                "version": "KqlItem/1.0",
+                                "query": "{\"version\":\"ARMEndpoint/1.0\",\"data\":\" {\\r\\n   \\\"type\\\": \\\"Usage\\\",\\r\\n   \\\"timeframe\\\": \\\"{TimeFrame}\\\",\\r\\n   \\\"dataset\\\": {\\r\\n     \\\"granularity\\\": \\\"None\\\",\\r\\n     \\\"filter\\\": {\\r\\n                 \\\"tags\\\" : {\\r\\n                     \\\"name\\\" : \\\"{TagName}\\\",\\r\\n                     \\\"operator\\\" : \\\"In\\\",\\r\\n                     \\\"values\\\" : [\\r\\n                        \\\"{TagValue}\\\"\\r\\n                     ]\\r\\n                 }\\r\\n     },\\r\\n     \\\"aggregation\\\": {\\r\\n       \\\"totalCost\\\": {\\r\\n         \\\"name\\\": \\\"PreTaxCost\\\",\\r\\n         \\\"function\\\": \\\"Sum\\\"\\r\\n       }\\r\\n     },\\r\\n     \\\"grouping\\\": [\\r\\n       {\\r\\n         \\\"type\\\": \\\"Dimension\\\",\\r\\n         \\\"name\\\": \\\"{Aggregation}\\\"\\r\\n       }\\r\\n     ]\\r\\n   }\\r\\n }\",\"headers\":[],\"method\":\"POST\",\"path\":\"/subscriptions/{Subscription:id}/providers/Microsoft.CostManagement/query?\",\"urlParams\":[{\"key\":\"api-version\",\"value\":\"2023-11-01\"}],\"batchDisabled\":true,\"transformers\":[{\"type\":\"jsonpath\",\"settings\":{\"tablePath\":\"$.properties\",\"columns\":[]}}]}",
+                                "size": 3,
+                                "title": "Overall cost filtered by tag",
+                                "showExportToExcel": true,
+                                "queryType": 12,
+                                "gridSettings": {
+                                  "formatters": [
+                                    {
+                                      "columnMatch": "PreTaxCost",
+                                      "formatter": 0,
+                                      "numberFormat": {
+                                        "unit": 0,
+                                        "options": {
+                                          "style": "decimal",
+                                          "useGrouping": true,
+                                          "maximumFractionDigits": 2
+                                        },
+                                        "emptyValCustomText": "\"0\""
+                                      }
+                                    },
+                                    {
+                                      "columnMatch": "SubscriptionId",
+                                      "formatter": 15,
+                                      "formatOptions": {
+                                        "linkTarget": null,
+                                        "showIcon": true
+                                      }
+                                    },
+                                    {
+                                      "columnMatch": "ResourceType",
+                                      "formatter": 16,
+                                      "formatOptions": {
+                                        "showIcon": true
+                                      }
+                                    },
+                                    {
+                                      "columnMatch": "resourceGroup",
+                                      "formatter": 14,
+                                      "formatOptions": {
+                                        "linkTarget": "Resource",
+                                        "linkIsContextBlade": false,
+                                        "showIcon": true
+                                      }
+                                    }
+                                  ],
+                                  "labelSettings": [
+                                    {
+                                      "columnId": "PreTaxCost",
+                                      "label": "Cost"
+                                    }
+                                  ]
+                                },
+                                "tileSettings": {
+                                  "showBorder": false
+                                }
+                              },
+                              "conditionalVisibility": {
+                                "parameterName": "TagValue",
+                                "comparison": "isNotEqualTo",
+                                "value": ""
+                              },
+                              "name": "query - Sub cost per tag"
+                            }
+                          ]
+                        },
+                        "conditionalVisibility": {
+                          "parameterName": "SelectedTab",
+                          "comparison": "isEqualTo",
+                          "value": "RC_Cost"
+                        },
+                        "name": "RC_Cost Management"
+                      },
+                      {
+                        "type": 12,
+                        "content": {
+                          "version": "NotebookGroup/1.0",
+                          "groupType": "editable",
+                          "loadType": "always",
+                          "items": [
+                            {
+                              "type": 9,
+                              "content": {
+                                "version": "KqlParameterItem/1.0",
+                                "crossComponentResources": [
+                                  "value::tenant"
+                                ],
+                                "parameters": [
+                                  {
+                                    "id": "476f61f4-2271-4e58-9b5e-7958d9a4ca3b",
+                                    "version": "KqlParameterItem/1.0",
+                                    "name": "Subscription",
+                                    "type": 6,
+                                    "isRequired": true,
+                                    "typeSettings": {
+                                      "additionalResourceOptions": [],
+                                      "includeAll": false,
+                                      "showDefault": false
+                                    },
+                                    "timeContext": {
+                                      "durationMs": 86400000
+                                    },
+                                    "value": null
+                                  }
+                                ],
+                                "style": "above",
+                                "doNotRunWhenHidden": true,
+                                "queryType": 1,
+                                "resourceType": "microsoft.resources/tenants"
+                              },
+                              "conditionalVisibility": {
+                                "parameterName": "SelectedTab",
+                                "comparison": "isEqualTo",
+                                "value": "RC_Compliance"
+                              },
+                              "name": "parameters - Scope Filter For RC_Compliance"
+                            },
+                            {
+                              "type": 1,
+                              "content": {
+                                "json": "## Build and scale your applications quickly while maintaining control\r\nTake advantage of built-in and custom policies to set guardrails in your subscriptions. Easily deploy fully governed environments throughout your organization with Azure Blueprints. And, manage costs by gaining insights into your cloud spend so that you get the most from your cloud investments.<br>\r\n- Enforce and audit your policies for any Azure service<br>\r\n- Create compliant environments using Azure Blueprints, including resources, policies, and role-access controls<br>\r\n- Ensure that you’re compliant with external regulations by using built-in compliance controls<br>\r\n- Monitor cost and encourage accountability across your entire organization"
+                              },
+                              "name": "text - 16"
+                            },
+                            {
+                              "type": 12,
+                              "content": {
+                                "version": "NotebookGroup/1.0",
+                                "groupType": "editable",
+                                "items": [
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "// Breakdown of compliance information for each assignment at subscription/MG/tenant scope\r\n// Gets aggregated compliance and policy definition information for each of the assignments in the selected scope as well as a few additional details, including: policySetDefinition or policyDefinition details for those assignments, the number of policies/groups within the policysetDefinitions listed, number of non-compliant policies within each policySetDefinition and the resource count breakdown per compliance state for those assignments.\r\n// Click the \"Run query\" command above to execute the query and see results.\r\npolicyResources\r\n| where type =~'Microsoft.Authorization/PolicyAssignments'\r\n| project policyAssignmentId = tolower(tostring(id)), policyAssignmentName = name, policyAssignmentDisplayName = tostring(properties.displayName), policyAssignmentScope = tostring(properties.scope), policyAssignmentDefinitionId = tolower(properties.policyDefinitionId), policyAssignmentNotScopes = tolower(properties.notScopes) \r\n| where policyAssignmentScope == \"{Subscription}\"\r\n| join kind=leftouter(\r\n policyResources\r\n | where type =~'Microsoft.Authorization/PolicySetDefinitions' or type =~'Microsoft.Authorization/PolicyDefinitions'\r\n | project definitionId = tolower(id), type, numberOfPolicies = array_length(properties.policyDefinitions), category = tostring(properties.metadata.category), numberOfGroups= array_length(properties.policyDefinitionGroups), mode = tostring(properties.mode)\r\n | extend isRegulatoryInitiative = iff(category =~ 'Regulatory Compliance', true, false)\r\n | extend definitionType = iff(type =~ 'Microsoft.Authorization/PolicysetDefinitions', 'initiative', 'policy')\r\n | extend isRPMode = iff(mode startswith 'Microsoft.', true, false)\r\n | project definitionId, numberOfPolicies, category, numberOfGroups, isRegulatoryInitiative, definitionType, isRPMode\r\n) on $left.policyAssignmentDefinitionId == $right.definitionId\r\n| join kind=leftouter(\r\n policyResources \r\n | where type =~ 'Microsoft.PolicyInsights/PolicyStates'\r\n | extend complianceState = tostring(properties.complianceState)\r\n | extend policyStateResourceId =id, resourceId = tostring(properties.resourceId), policyAssignmentId = tostring(properties.policyAssignmentId), policyDefinitionId = tostring(properties.policyDefinitionId), policySetDefinitionId = tostring(properties.policySetDefinitionId), policyDefinitionReferenceId = tostring(properties.policyDefinitionReferenceId), policyDefinitionAction = tostring(properties.policyDefinitionAction), policyDefinitionGroupNames = iff(isnotnull(properties.policyDefinitionGroupNames), properties.policyDefinitionGroupNames, dynamic([''])), stateWeight = toint(properties.stateWeight)\r\n | summarize max(stateWeight) by resourceId, policyAssignmentId, policySetDefinitionId\r\n | summarize resourceCounts = count() by policyAssignmentId, policySetDefinitionId, max_stateWeight\r\n| extend complianceState = case(\r\nmax_stateWeight == 300, 'noncompliant',\r\nmax_stateWeight == 200, 'compliant',\r\nmax_stateWeight == 100, 'conflict',\r\nmax_stateWeight == 50, 'exempt',\r\nmax_stateWeight == 10, 'unknown',\r\n'notapplicable')\r\n | extend pack = pack('complianceState', complianceState, 'resourceCounts', resourceCounts), numberOfNonCompliantResources = toint(iff(complianceState =~ 'NonCompliant', resourceCounts,0))\r\n | summarize numberOfNonCompliantResources = max(numberOfNonCompliantResources), details = makelist(pack) by policyAssignmentId, policySetDefinitionId\r\n | limit 5000\r\n) on $left.policyAssignmentId == $right.policyAssignmentId\r\n| sort by numberOfNonCompliantResources desc\r\n| project-away policyAssignmentId1",
+                                      "size": 0,
+                                      "title": "Resource compliance",
+                                      "showExportToExcel": true,
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resources/tenants",
+                                      "crossComponentResources": [
+                                        "value::tenant"
+                                      ],
+                                      "visualization": "table",
+                                      "gridSettings": {
+                                        "formatters": [
+                                          {
+                                            "columnMatch": "policyAssignmentId",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "policyAssignmentName",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "policyAssignmentDisplayName",
+                                            "formatter": 7,
+                                            "formatOptions": {
+                                              "linkTarget": "GenericDetails",
+                                              "linkIsContextBlade": true
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "policyAssignmentScope",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "policyAssignmentDefinitionId",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "policyAssignmentNotScopes",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "definitionId",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "numberOfPolicies",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "numberOfGroups",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "isRegulatoryInitiative",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "isRPMode",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "policySetDefinitionId",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "details",
+                                            "formatter": 7,
+                                            "formatOptions": {
+                                              "linkTarget": "CellDetails",
+                                              "linkLabel": "🔍 View details",
+                                              "linkIsContextBlade": true
+                                            }
+                                          }
+                                        ],
+                                        "filter": true,
+                                        "sortBy": [
+                                          {
+                                            "itemKey": "category",
+                                            "sortOrder": 2
+                                          }
+                                        ],
+                                        "labelSettings": [
+                                          {
+                                            "columnId": "policyAssignmentId",
+                                            "label": "Assignment ID"
+                                          },
+                                          {
+                                            "columnId": "policyAssignmentName",
+                                            "label": "Assignment name"
+                                          },
+                                          {
+                                            "columnId": "policyAssignmentDisplayName",
+                                            "label": "Assignment display name"
+                                          },
+                                          {
+                                            "columnId": "policyAssignmentScope",
+                                            "label": "Assignment scope"
+                                          },
+                                          {
+                                            "columnId": "policyAssignmentDefinitionId",
+                                            "label": "Assignment definition ID"
+                                          },
+                                          {
+                                            "columnId": "definitionId",
+                                            "label": "Definition ID"
+                                          },
+                                          {
+                                            "columnId": "numberOfPolicies",
+                                            "label": "Number of policies"
+                                          },
+                                          {
+                                            "columnId": "category",
+                                            "label": "Category"
+                                          },
+                                          {
+                                            "columnId": "definitionType",
+                                            "label": "Type"
+                                          },
+                                          {
+                                            "columnId": "numberOfNonCompliantResources",
+                                            "label": "Non compliant resources"
+                                          },
+                                          {
+                                            "columnId": "details",
+                                            "label": "Details"
+                                          }
+                                        ]
+                                      },
+                                      "sortBy": [
+                                        {
+                                          "itemKey": "category",
+                                          "sortOrder": 2
+                                        }
+                                      ]
+                                    },
+                                    "name": "query - ResourceCompliance"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "AzureActivity\r\n| where ActivityStatusValue has \"Failure\"\r\n| summarize AggregatedValue = count() by ResourceProviderValue\r\n| order by AggregatedValue desc",
+                                      "size": 3,
+                                      "showAnalytics": true,
+                                      "title": "Failures by resources",
+                                      "timeContext": {
+                                        "durationMs": 604800000
+                                      },
+                                      "queryType": 0,
+                                      "resourceType": "microsoft.resources/subscriptions",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ],
+                                      "visualization": "piechart",
+                                      "tileSettings": {
+                                        "showBorder": false,
+                                        "titleContent": {
+                                          "columnMatch": "ResourceProviderValue",
+                                          "formatter": 1
+                                        },
+                                        "leftContent": {
+                                          "columnMatch": "AggregatedValue",
+                                          "formatter": 12,
+                                          "formatOptions": {
+                                            "palette": "auto"
+                                          },
+                                          "numberFormat": {
+                                            "unit": 17,
+                                            "options": {
+                                              "maximumSignificantDigits": 3,
+                                              "maximumFractionDigits": 2
+                                            }
+                                          }
+                                        }
+                                      },
+                                      "graphSettings": {
+                                        "type": 0,
+                                        "topContent": {
+                                          "columnMatch": "ResourceProviderValue",
+                                          "formatter": 1
+                                        },
+                                        "centerContent": {
+                                          "columnMatch": "AggregatedValue",
+                                          "formatter": 1,
+                                          "numberFormat": {
+                                            "unit": 17,
+                                            "options": {
+                                              "maximumSignificantDigits": 3,
+                                              "maximumFractionDigits": 2
+                                            }
+                                          }
+                                        }
+                                      }
+                                    },
+                                    "customWidth": "33",
+                                    "name": "query - Failures by resources"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "AzureActivity\r\n| where ActivityStatusValue has \"Failure\" or ActivityStatusValue has \"Failed\"\r\n| summarize AggregatedValue = count() by OperationNameValue\r\n| order by AggregatedValue desc",
+                                      "size": 3,
+                                      "showAnalytics": true,
+                                      "title": "Failures by operations",
+                                      "timeContext": {
+                                        "durationMs": 604800000
+                                      },
+                                      "queryType": 0,
+                                      "resourceType": "microsoft.resources/subscriptions",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ],
+                                      "visualization": "piechart",
+                                      "tileSettings": {
+                                        "showBorder": false,
+                                        "titleContent": {
+                                          "columnMatch": "ResourceProviderValue",
+                                          "formatter": 1
+                                        },
+                                        "leftContent": {
+                                          "columnMatch": "AggregatedValue",
+                                          "formatter": 12,
+                                          "formatOptions": {
+                                            "palette": "auto"
+                                          },
+                                          "numberFormat": {
+                                            "unit": 17,
+                                            "options": {
+                                              "maximumSignificantDigits": 3,
+                                              "maximumFractionDigits": 2
+                                            }
+                                          }
+                                        }
+                                      },
+                                      "graphSettings": {
+                                        "type": 0,
+                                        "topContent": {
+                                          "columnMatch": "ResourceProviderValue",
+                                          "formatter": 1
+                                        },
+                                        "centerContent": {
+                                          "columnMatch": "AggregatedValue",
+                                          "formatter": 1,
+                                          "numberFormat": {
+                                            "unit": 17,
+                                            "options": {
+                                              "maximumSignificantDigits": 3,
+                                              "maximumFractionDigits": 2
+                                            }
+                                          }
+                                        }
+                                      }
+                                    },
+                                    "customWidth": "33",
+                                    "name": "query - Failures by operations"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "AzureActivity\r\n| where ActivityStatusValue has \"Failure\" or ActivityStatusValue has \"Failed\"\r\n| summarize AggregatedValue = count() by CategoryValue\r\n| order by AggregatedValue desc",
+                                      "size": 3,
+                                      "showAnalytics": true,
+                                      "title": "Failures by category",
+                                      "timeContext": {
+                                        "durationMs": 604800000
+                                      },
+                                      "queryType": 0,
+                                      "resourceType": "microsoft.resources/subscriptions",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ],
+                                      "visualization": "piechart",
+                                      "tileSettings": {
+                                        "showBorder": false,
+                                        "titleContent": {
+                                          "columnMatch": "ResourceProviderValue",
+                                          "formatter": 1
+                                        },
+                                        "leftContent": {
+                                          "columnMatch": "AggregatedValue",
+                                          "formatter": 12,
+                                          "formatOptions": {
+                                            "palette": "auto"
+                                          },
+                                          "numberFormat": {
+                                            "unit": 17,
+                                            "options": {
+                                              "maximumSignificantDigits": 3,
+                                              "maximumFractionDigits": 2
+                                            }
+                                          }
+                                        }
+                                      },
+                                      "graphSettings": {
+                                        "type": 0,
+                                        "topContent": {
+                                          "columnMatch": "ResourceProviderValue",
+                                          "formatter": 1
+                                        },
+                                        "centerContent": {
+                                          "columnMatch": "AggregatedValue",
+                                          "formatter": 1,
+                                          "numberFormat": {
+                                            "unit": 17,
+                                            "options": {
+                                              "maximumSignificantDigits": 3,
+                                              "maximumFractionDigits": 2
+                                            }
+                                          }
+                                        }
+                                      }
+                                    },
+                                    "customWidth": "33",
+                                    "name": "query - Failures by category"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "AzureActivity\r\n| where ActivityStatusValue has \"Failure\" or ActivityStatusValue has \"Failed\"\r\n| order by CategoryValue\r\n",
+                                      "size": 0,
+                                      "title": "Failure by category details",
+                                      "timeContext": {
+                                        "durationMs": 604800000
+                                      },
+                                      "showExportToExcel": true,
+                                      "queryType": 0,
+                                      "resourceType": "microsoft.resources/subscriptions",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ],
+                                      "gridSettings": {
+                                        "formatters": [
+                                          {
+                                            "columnMatch": "Authorization",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "Authorization_d",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "Claims",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "Claims_d",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "Properties_d",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "_ResourceId",
+                                            "formatter": 5
+                                          }
+                                        ],
+                                        "filter": true
+                                      }
+                                    },
+                                    "name": "query - Failure by category details"
+                                  }
+                                ]
+                              },
+                              "conditionalVisibility": {
+                                "parameterName": "Subscription",
+                                "comparison": "isNotEqualTo"
+                              },
+                              "name": "group - ComplianceQueries"
+                            }
+                          ]
+                        },
+                        "conditionalVisibility": {
+                          "parameterName": "SelectedTab",
+                          "comparison": "isEqualTo",
+                          "value": "RC_Compliance"
+                        },
+                        "name": "RC_Compliance"
+                      },
+                      {
+                        "type": 12,
+                        "content": {
+                          "version": "NotebookGroup/1.0",
+                          "groupType": "editable",
+                          "items": [
+                            {
+                              "type": 9,
+                              "content": {
+                                "version": "KqlParameterItem/1.0",
+                                "crossComponentResources": [
+                                  "{Subscription}"
+                                ],
+                                "parameters": [
+                                  {
+                                    "id": "4168a8b2-a522-4f0d-9575-893d70d9239d",
+                                    "version": "KqlParameterItem/1.0",
+                                    "name": "RulesCount",
+                                    "type": 1,
+                                    "description": "Count of the governance rule, when there is no rules, empty state will be shown",
+                                    "query": "securityresources\r\n| where type == \"microsoft.security/governancerules\"\r\n| where tostring(properties.isDisabled) == \"false\"\r\n| count",
+                                    "crossComponentResources": [
+                                      "{Subscription}"
+                                    ],
+                                    "isHiddenWhenLocked": true,
+                                    "queryType": 1,
+                                    "resourceType": "microsoft.resourcegraph/resources"
+                                  }
+                                ],
+                                "style": "above",
+                                "queryType": 1,
+                                "resourceType": "microsoft.resourcegraph/resources"
+                              },
+                              "name": "Tabs"
+                            },
+                            {
+                              "type": 1,
+                              "content": {
+                                "json": "## Security governance in Microsoft Defender for Cloud\r\n\r\n   Microsoft Defender for Cloud continuously assesses your hybrid and multi-cloud workloads and     provides you with recommendations to harden your assets and enhance your security posture. <br>Central security teams often experience challenges when driving the personnel within their organizations to implement recommendations. The organizations' security posture can suffer as a result.<br>\r\nWe're introducing a brand-new, built-in governance experience to set ownership and expected remediation timeframes to resolve recommendations.\r\n\r\nTo use this governance report, you need to create security governance rules.\r\n<br>[Learn more >](https://aka.ms/GovernanceDocumentation)\r\n"
+                              },
+                              "conditionalVisibility": {
+                                "parameterName": "RulesCount",
+                                "comparison": "isEqualTo"
+                              },
+                              "name": "text - 13"
+                            },
+                            {
+                              "type": 12,
+                              "content": {
+                                "version": "NotebookGroup/1.0",
+                                "groupType": "editable",
+                                "items": [
+                                  {
+                                    "type": 1,
+                                    "content": {
+                                      "json": "Select one or more governance rules from the list to see a list of affected recommendations",
+                                      "style": "info"
+                                    },
+                                    "name": "RulesGridExplination"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "securityresources         \r\n| where type == \"microsoft.security/assessments\"\r\n| where isnull(properties.resourceDetails.AwsResourceId) and isnull(properties.resourceDetails.GcpResourceId)\r\n| extend DisplayName = tostring(properties.displayName)\r\n| where isempty(DisplayName) == false\r\n| join kind=leftouter   (securityresources         \r\n| where type == \"microsoft.security/assessments/governanceassignments\"\r\n| extend  assignedResourceId = tostring(todynamic(properties).assignedResourceId)\r\n| extend remediationDueDate = todatetime(properties.remediationDueDate)\r\n| project id = assignedResourceId, governanceassignmentsProperties = todynamic(properties), remediationDueDate) on id\r\n| extend hasAssignment = isempty( governanceassignmentsProperties) == false and isnull( governanceassignmentsProperties) == false\r\n| extend assignmentStatus = iif(tostring(properties.status.code) == \"Unhealthy\",iif(hasAssignment == true, iif(bin(remediationDueDate, 1d) < bin(now(), 1d), \"Overdue\", \"Ontime\"), \"Unassigned\") , \"Completed\")\r\n| summarize count() by assignmentStatus\r\n",
+                                      "size": 3,
+                                      "title": "Resource status",
+                                      "noDataMessage": "No unhealthy resources found",
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ],
+                                      "visualization": "piechart",
+                                      "tileSettings": {
+                                        "titleContent": {
+                                          "columnMatch": "OsType",
+                                          "formatter": 1
+                                        },
+                                        "leftContent": {
+                                          "columnMatch": "count_",
+                                          "formatter": 12,
+                                          "formatOptions": {
+                                            "palette": "auto"
+                                          },
+                                          "numberFormat": {
+                                            "unit": 17,
+                                            "options": {
+                                              "style": "decimal",
+                                              "useGrouping": false,
+                                              "maximumFractionDigits": 2,
+                                              "maximumSignificantDigits": 3
+                                            }
+                                          }
+                                        },
+                                        "showBorder": true
+                                      },
+                                      "graphSettings": {
+                                        "type": 0,
+                                        "topContent": {
+                                          "columnMatch": "OsType",
+                                          "formatter": 1
+                                        },
+                                        "centerContent": {
+                                          "columnMatch": "count_",
+                                          "formatter": 1,
+                                          "numberFormat": {
+                                            "unit": 17,
+                                            "options": {
+                                              "maximumSignificantDigits": 3,
+                                              "maximumFractionDigits": 2
+                                            }
+                                          }
+                                        }
+                                      },
+                                      "chartSettings": {
+                                        "seriesLabelSettings": [
+                                          {
+                                            "seriesName": "Ontime",
+                                            "color": "blue"
+                                          },
+                                          {
+                                            "seriesName": "Completed",
+                                            "color": "green"
+                                          },
+                                          {
+                                            "seriesName": "Unassigned",
+                                            "color": "orange"
+                                          },
+                                          {
+                                            "seriesName": "Overdue",
+                                            "color": "redBright"
+                                          }
+                                        ]
+                                      }
+                                    },
+                                    "customWidth": "20",
+                                    "name": "statusePerAssessment"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "securityresources\r\n| where type == \"microsoft.security/governancerules\"\r\n| where tostring(properties.isDisabled) == \"false\"\r\n| extend ruleName = todynamic(name)\r\n| extend ownerType = iif(tostring(properties.ownerSource.type) == \"Manually\", \"Email\", \"ByTag\")\r\n| extend description = tostring(properties.description)\r\n| extend displayName = tostring(properties.displayName)\r\n| extend governanceEmailNotification = todynamic(properties.governanceEmailNotification)\r\n| extend isGracePeriod = todynamic(properties.isGracePeriod)\r\n| extend remediationTimeframe = todynamic(properties.remediationTimeframe)\r\n| extend Days = tolong(totimespan(remediationTimeframe)/1d)\r\n| extend Days = iff(Days > 0, iff(Days == 1, \"1 day\", strcat(Days,\" days\")), \"\")\r\n| extend sourceResourceType = todynamic(properties.sourceResourceType)\r\n| extend conditionSets = todynamic(properties.conditionSets)\r\n| extend rulePriority = todynamic(properties.rulePriority)\r\n| extend ownerSource = todynamic(properties.ownerSource)\r\n| extend isDisabled = todynamic(properties.isDisabled)\r\n| extend ruleType = todynamic(properties.ruleType)\r\n| extend  RuleConditionSet = tostring(properties.conditionSets), property =  properties.conditionSets[0].conditions[0].property, operator = properties.conditionSets[0].conditions[0].operator\r\n| project Subscription = tostring(subscriptionId), [\"Display name\"] = tostring(properties.displayName), Priority = toint(properties.rulePriority), [\"Remediation timeframe\"] = Days, [\"Owner type\"] = ownerType, Owner = tostring(properties.ownerSource.value), [\"Grace period enabled\"] = tostring(properties.isGracePeriod), Rule = id, properties, RuleConditionSet\r\n| sort by Subscription, Priority asc",
+                                      "size": 0,
+                                      "title": "Governance rules",
+                                      "noDataMessage": "No Rules found",
+                                      "exportMultipleValues": true,
+                                      "exportedParameters": [
+                                        {
+                                          "fieldName": "Rule",
+                                          "parameterName": "Rule",
+                                          "parameterType": 1,
+                                          "quote": ""
+                                        },
+                                        {
+                                          "fieldName": "RuleConditionSet",
+                                          "parameterName": "RuleConditionSet",
+                                          "parameterType": 1,
+                                          "quote": ""
+                                        },
+                                        {
+                                          "fieldName": "Owner",
+                                          "parameterName": "Owner",
+                                          "parameterType": 1,
+                                          "quote": ""
+                                        }
+                                      ],
+                                      "showExportToExcel": true,
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ],
+                                      "gridSettings": {
+                                        "formatters": [
+                                          {
+                                            "columnMatch": "Subscription",
+                                            "formatter": 15,
+                                            "formatOptions": {
+                                              "linkTarget": "Resource",
+                                              "showIcon": true
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "Display name",
+                                            "formatter": 1,
+                                            "formatOptions": {
+                                              "bladeOpenContext": {
+                                                "bladeName": "CreateGovernanceRuleContextBlade",
+                                                "extensionName": "Microsoft_Azure_Security",
+                                                "bladeParameters": [
+                                                  {
+                                                    "name": "",
+                                                    "source": "column",
+                                                    "value": "properties"
+                                                  },
+                                                  {
+                                                    "name": "subscriptionId",
+                                                    "source": "column",
+                                                    "value": "subscriptionId"
+                                                  },
+                                                  {
+                                                    "name": "governanceRuleToEdit",
+                                                    "source": "column",
+                                                    "value": "properties"
+                                                  }
+                                                ]
+                                              }
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "Priority",
+                                            "formatter": 1
+                                          },
+                                          {
+                                            "columnMatch": "Remediation timeframe",
+                                            "formatter": 0,
+                                            "tooltipFormat": {
+                                              "tooltip": "DD.HH.MM.SS"
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "Grace period enabled",
+                                            "formatter": 18,
+                                            "formatOptions": {
+                                              "thresholdsOptions": "icons",
+                                              "thresholdsGrid": [
+                                                {
+                                                  "operator": "==",
+                                                  "thresholdValue": "true",
+                                                  "representation": "success",
+                                                  "text": ""
+                                                },
+                                                {
+                                                  "operator": "==",
+                                                  "thresholdValue": "false",
+                                                  "representation": "4",
+                                                  "text": ""
+                                                },
+                                                {
+                                                  "operator": "Default",
+                                                  "thresholdValue": null,
+                                                  "representation": "success",
+                                                  "text": "{0}{1}"
+                                                }
+                                              ]
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "Rule",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "subscriptionId",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "name",
+                                            "formatter": 1
+                                          },
+                                          {
+                                            "columnMatch": "DisplayName",
+                                            "formatter": 1
+                                          },
+                                          {
+                                            "columnMatch": "ownerDetails",
+                                            "formatter": 1
+                                          },
+                                          {
+                                            "columnMatch": "isGracePeriod",
+                                            "formatter": 1
+                                          },
+                                          {
+                                            "columnMatch": "remediationTimeframe",
+                                            "formatter": 1
+                                          }
+                                        ],
+                                        "rowLimit": 1000,
+                                        "filter": true,
+                                        "sortBy": [
+                                          {
+                                            "itemKey": "$gen_link_Subscription_0",
+                                            "sortOrder": 2
+                                          }
+                                        ],
+                                        "labelSettings": [
+                                          {
+                                            "columnId": "Owner",
+                                            "label": "Owner details"
+                                          }
+                                        ]
+                                      },
+                                      "sortBy": [
+                                        {
+                                          "itemKey": "$gen_link_Subscription_0",
+                                          "sortOrder": 2
+                                        }
+                                      ]
+                                    },
+                                    "customWidth": "80",
+                                    "conditionalVisibility": {
+                                      "parameterName": "Subscription",
+                                      "comparison": "isNotEqualTo"
+                                    },
+                                    "name": "Rules",
+                                    "styleSettings": {
+                                      "maxWidth": "100"
+                                    }
+                                  }
+                                ],
+                                "exportParameters": true
+                              },
+                              "customWidth": "100",
+                              "conditionalVisibility": {
+                                "parameterName": "RulesCount",
+                                "comparison": "isNotEqualTo"
+                              },
+                              "name": "subscriptionOverView"
+                            },
+                            {
+                              "type": 1,
+                              "content": {
+                                "json": "---"
+                              },
+                              "conditionalVisibility": {
+                                "parameterName": "selectedTab",
+                                "comparison": "isEqualTo",
+                                "value": "resourceView"
+                              },
+                              "name": "LineSeparator1"
+                            },
+                            {
+                              "type": 1,
+                              "content": {
+                                "json": "💡 Selected filter for **RuleConditionSet:** {RuleConditionSet}\r\n💡 Selected filter for **Rule:** {Rule}\r\n💡 Selected filter for **Owner:** {Owner}\r\n",
+                                "style": "{selectedTab}"
+                              },
+                              "conditionalVisibility": {
+                                "parameterName": "parameter1",
+                                "comparison": "isEqualTo",
+                                "value": "1"
+                              },
+                              "name": "ResourceFilter"
+                            },
+                            {
+                              "type": 1,
+                              "content": {
+                                "json": " \r\n---"
+                              },
+                              "conditionalVisibility": {
+                                "parameterName": "selectedTab",
+                                "comparison": "isEqualTo",
+                                "value": "resourceView"
+                              },
+                              "name": "LineSeparator2"
+                            },
+                            {
+                              "type": 1,
+                              "content": {
+                                "json": "Select a recommendation from the list to see a list of affected resources",
+                                "style": "info"
+                              },
+                              "conditionalVisibilities": [
+                                {
+                                  "parameterName": "Rule",
+                                  "comparison": "isNotEqualTo"
+                                },
+                                {
+                                  "parameterName": "DisplayName",
+                                  "comparison": "isEqualTo"
+                                }
+                              ],
+                              "name": "assessmentsExplaination"
+                            },
+                            {
+                              "type": 3,
+                              "content": {
+                                "version": "KqlItem/1.0",
+                                "query": "securityresources         \r\n| where type == \"microsoft.security/assessments\"\r\n| where isnull(properties.resourceDetails.AwsResourceId) and isnull(properties.resourceDetails.GcpResourceId)\r\n| extend DisplayName = tostring(properties.displayName)\r\n| where isempty(DisplayName) == false\r\n| extend RuleConditionSet = '{RuleConditionSet}'\r\n| where RuleConditionSet contains name or RuleConditionSet contains properties.metadata.severity\r\n| join kind=leftouter   (securityresources         \r\n| where type == \"microsoft.security/assessments/governanceassignments\"\r\n| extend  assignedResourceId = tostring(todynamic(properties).assignedResourceId)\r\n| extend remediationDueDate = todatetime(properties.remediationDueDate)\r\n| project id = assignedResourceId, governanceassignmentsProperties = todynamic(properties), remediationDueDate) on id\r\n| extend hasAssignment = isempty( governanceassignmentsProperties) == false and isnull( governanceassignmentsProperties) == false\r\n| extend assignmentStatus = iif(tostring(properties.status.code) == \"Unhealthy\",iif(hasAssignment == true, iif(bin(remediationDueDate, 1d) < bin(now(), 1d), \"Overdue\", \"Ontime\"), \"Unassigned\") , \"Completed\")\r\n| summarize count() by assignmentStatus",
+                                "size": 3,
+                                "title": "Status per rule",
+                                "noDataMessage": "No unhealthy resources found",
+                                "queryType": 1,
+                                "resourceType": "microsoft.resourcegraph/resources",
+                                "crossComponentResources": [
+                                  "{Subscription}"
+                                ],
+                                "visualization": "piechart",
+                                "gridSettings": {
+                                  "rowLimit": 10000
+                                },
+                                "tileSettings": {
+                                  "titleContent": {
+                                    "columnMatch": "OsType",
+                                    "formatter": 1
+                                  },
+                                  "leftContent": {
+                                    "columnMatch": "count_",
+                                    "formatter": 12,
+                                    "formatOptions": {
+                                      "palette": "auto"
+                                    },
+                                    "numberFormat": {
+                                      "unit": 17,
+                                      "options": {
+                                        "style": "decimal",
+                                        "useGrouping": false,
+                                        "maximumFractionDigits": 2,
+                                        "maximumSignificantDigits": 3
+                                      }
+                                    }
+                                  },
+                                  "showBorder": true
+                                },
+                                "graphSettings": {
+                                  "type": 0,
+                                  "topContent": {
+                                    "columnMatch": "OsType",
+                                    "formatter": 1
+                                  },
+                                  "centerContent": {
+                                    "columnMatch": "count_",
+                                    "formatter": 1,
+                                    "numberFormat": {
+                                      "unit": 17,
+                                      "options": {
+                                        "maximumSignificantDigits": 3,
+                                        "maximumFractionDigits": 2
+                                      }
+                                    }
+                                  }
+                                },
+                                "chartSettings": {
+                                  "seriesLabelSettings": [
+                                    {
+                                      "seriesName": "Ontime",
+                                      "color": "blue"
+                                    },
+                                    {
+                                      "seriesName": "Completed",
+                                      "color": "green"
+                                    },
+                                    {
+                                      "seriesName": "Unassigned",
+                                      "color": "orange"
+                                    },
+                                    {
+                                      "seriesName": "Overdue",
+                                      "color": "redBright"
+                                    }
+                                  ]
+                                }
+                              },
+                              "customWidth": "20",
+                              "conditionalVisibility": {
+                                "parameterName": "Rule",
+                                "comparison": "isNotEqualTo"
+                              },
+                              "name": "statusPerRule"
+                            },
+                            {
+                              "type": 3,
+                              "content": {
+                                "version": "KqlItem/1.0",
+                                "query": "securityresources         \r\n| where type == \"microsoft.security/assessments\"\r\n| where isnull(properties.resourceDetails.AwsResourceId) and isnull(properties.resourceDetails.GcpResourceId)\r\n| extend DisplayName = tostring(properties.displayName)\r\n| where isempty(DisplayName) == false\r\n| extend RuleConditionSet = '{RuleConditionSet}'\r\n| where RuleConditionSet contains name or RuleConditionSet contains properties.metadata.severity\r\n| join kind=leftouter   (securityresources         \r\n| where type == \"microsoft.security/assessments/governanceassignments\"\r\n| extend  assignedResourceId = tostring(todynamic(properties).assignedResourceId)\r\n| extend remediationDueDate = todatetime(properties.remediationDueDate)\r\n| project id = assignedResourceId, governanceassignmentsProperties = todynamic(properties), remediationDueDate) on id\r\n| extend hasAssignment = isempty( governanceassignmentsProperties) == false and isnull( governanceassignmentsProperties) == false\r\n| where hasAssignment == true\r\n| extend owner = tostring(governanceassignmentsProperties.owner)\r\n| extend owner = iif(isnull(owner) == false and isempty(owner) == false, owner, \"Unspecified\")\r\n| extend assignmentStatus = iif(bin(remediationDueDate, 1d) < bin(now(), 1d), \"Overdue\", \"Ontime\")\r\n| summarize Ontime = countif(assignmentStatus == \"Ontime\"), Overdue = countif(assignmentStatus == \"Overdue\") by selectedOwner = owner\r\n| sort by Overdue desc",
+                                "size": 0,
+                                "title": "Status per owner",
+                                "exportMultipleValues": true,
+                                "exportedParameters": [
+                                  {
+                                    "fieldName": "selectedOwner",
+                                    "parameterName": "selectedOwner",
+                                    "quote": ""
+                                  }
+                                ],
+                                "queryType": 1,
+                                "resourceType": "microsoft.resourcegraph/resources",
+                                "crossComponentResources": [
+                                  "{Subscription}"
+                                ],
+                                "gridSettings": {
+                                  "formatters": [
+                                    {
+                                      "columnMatch": "Ontime",
+                                      "formatter": 18,
+                                      "formatOptions": {
+                                        "thresholdsOptions": "icons",
+                                        "thresholdsGrid": [
+                                          {
+                                            "operator": "!=",
+                                            "thresholdValue": "0",
+                                            "representation": "info",
+                                            "text": "{0}{1}"
+                                          },
+                                          {
+                                            "operator": "Default",
+                                            "thresholdValue": null,
+                                            "representation": "success",
+                                            "text": "{0}{1}"
+                                          }
+                                        ]
+                                      }
+                                    },
+                                    {
+                                      "columnMatch": "Overdue",
+                                      "formatter": 18,
+                                      "formatOptions": {
+                                        "thresholdsOptions": "icons",
+                                        "thresholdsGrid": [
+                                          {
+                                            "operator": "!=",
+                                            "thresholdValue": "0",
+                                            "representation": "3",
+                                            "text": "{0}{1}"
+                                          },
+                                          {
+                                            "operator": "Default",
+                                            "thresholdValue": null,
+                                            "representation": "success",
+                                            "text": "{0}{1}"
+                                          }
+                                        ]
+                                      }
+                                    }
+                                  ],
+                                  "labelSettings": [
+                                    {
+                                      "columnId": "selectedOwner",
+                                      "label": "Owner"
+                                    }
+                                  ]
+                                }
+                              },
+                              "customWidth": "30",
+                              "conditionalVisibilities": [
+                                {
+                                  "parameterName": "Owner",
+                                  "comparison": "isNotEqualTo"
+                                },
+                                {
+                                  "parameterName": "RuleConditionSet",
+                                  "comparison": "isNotEqualTo"
+                                }
+                              ],
+                              "name": "Owner status"
+                            },
+                            {
+                              "type": 3,
+                              "content": {
+                                "version": "KqlItem/1.0",
+                                "query": "securityresources         \r\n| where type == \"microsoft.security/assessments\"\r\n| where isnull(properties.resourceDetails.AwsResourceId) and isnull(properties.resourceDetails.GcpResourceId)\r\n| extend DisplayName = tostring(properties.displayName)\r\n| where isempty(DisplayName) == false and isnull(DisplayName) == false\r\n| extend RuleConditionSet = '{RuleConditionSet}'\r\n| where RuleConditionSet contains name or RuleConditionSet contains properties.metadata.severity\r\n| join kind=leftouter   (securityresources         \r\n| where type == \"microsoft.security/assessments/governanceassignments\"\r\n| extend  assignedResourceId = tostring(todynamic(properties).assignedResourceId)\r\n| extend remediationDueDate = todatetime(properties.remediationDueDate)\r\n| project id = assignedResourceId, governanceassignmentsProperties = todynamic(properties), remediationDueDate) on id\r\n| extend hasAssignment = isempty( governanceassignmentsProperties) == false and isnull( governanceassignmentsProperties) == false\r\n| extend assignmentStatus = iif(tostring(properties.status.code) == \"Unhealthy\",iif(hasAssignment == true, iif(bin(remediationDueDate, 1d) < bin(now(), 1d), \"Overdue\", \"Ontime\"), \"Unassigned\") , \"Completed\")\r\n| extend Status = assignmentStatus\r\n| summarize Completed = countif(Status == \"Completed\"), Ontime = countif(Status == \"Ontime\"), Overdue = countif(Status == \"Overdue\"),Unassigned = countif(Status == \"Unassigned\") by DisplayName = tostring(properties.displayName)\r\n| sort by Overdue desc",
+                                "size": 0,
+                                "title": "Recommendations",
+                                "noDataMessage": "No Assessments found",
+                                "exportedParameters": [
+                                  {
+                                    "fieldName": "id",
+                                    "parameterName": "id",
+                                    "parameterType": 1
+                                  },
+                                  {
+                                    "fieldName": "DisplayName",
+                                    "parameterName": "DisplayName",
+                                    "parameterType": 1
+                                  }
+                                ],
+                                "showExportToExcel": true,
+                                "queryType": 1,
+                                "resourceType": "microsoft.resourcegraph/resources",
+                                "crossComponentResources": [
+                                  "{Subscription}"
+                                ],
+                                "gridSettings": {
+                                  "formatters": [
+                                    {
+                                      "columnMatch": "DisplayName",
+                                      "formatter": 0,
+                                      "formatOptions": {
+                                        "customColumnWidthSetting": "75ch"
+                                      }
+                                    },
+                                    {
+                                      "columnMatch": "Completed",
+                                      "formatter": 18,
+                                      "formatOptions": {
+                                        "thresholdsOptions": "icons",
+                                        "thresholdsGrid": [
+                                          {
+                                            "operator": "!=",
+                                            "thresholdValue": "0",
+                                            "representation": "success",
+                                            "text": "{0}{1}"
+                                          },
+                                          {
+                                            "operator": "Default",
+                                            "thresholdValue": null,
+                                            "representation": "Blank",
+                                            "text": "{0}{1}"
+                                          }
+                                        ],
+                                        "customColumnWidthSetting": "15ch"
+                                      }
+                                    },
+                                    {
+                                      "columnMatch": "Ontime",
+                                      "formatter": 18,
+                                      "formatOptions": {
+                                        "thresholdsOptions": "icons",
+                                        "thresholdsGrid": [
+                                          {
+                                            "operator": "!=",
+                                            "thresholdValue": "0",
+                                            "representation": "1",
+                                            "text": "{0}{1}"
+                                          },
+                                          {
+                                            "operator": "Default",
+                                            "thresholdValue": null,
+                                            "representation": "Blank",
+                                            "text": "{0}{1}"
+                                          },
+                                          {
+                                            "representation": "Unknown",
+                                            "text": "{0}{1}"
+                                          }
+                                        ],
+                                        "customColumnWidthSetting": "15ch"
+                                      }
+                                    },
+                                    {
+                                      "columnMatch": "Overdue",
+                                      "formatter": 18,
+                                      "formatOptions": {
+                                        "thresholdsOptions": "icons",
+                                        "thresholdsGrid": [
+                                          {
+                                            "operator": "!=",
+                                            "thresholdValue": "0",
+                                            "representation": "3",
+                                            "text": "{0}{1}"
+                                          },
+                                          {
+                                            "operator": "Default",
+                                            "thresholdValue": null,
+                                            "representation": "Blank",
+                                            "text": "{0}{1}"
+                                          }
+                                        ],
+                                        "customColumnWidthSetting": "15ch"
+                                      }
+                                    },
+                                    {
+                                      "columnMatch": "Unassigned",
+                                      "formatter": 18,
+                                      "formatOptions": {
+                                        "thresholdsOptions": "icons",
+                                        "thresholdsGrid": [
+                                          {
+                                            "operator": "!=",
+                                            "thresholdValue": "0",
+                                            "representation": "2",
+                                            "text": "{0}{1}"
+                                          },
+                                          {
+                                            "operator": "Default",
+                                            "thresholdValue": null,
+                                            "representation": "Blank",
+                                            "text": "0"
+                                          }
+                                        ],
+                                        "customColumnWidthSetting": "15ch"
+                                      }
+                                    },
+                                    {
+                                      "columnMatch": "Status",
+                                      "formatter": 1
+                                    },
+                                    {
+                                      "columnMatch": "id",
+                                      "formatter": 1,
+                                      "formatOptions": {
+                                        "customColumnWidthSetting": "90ch"
+                                      }
+                                    },
+                                    {
+                                      "columnMatch": "owner",
+                                      "formatter": 0,
+                                      "formatOptions": {
+                                        "customColumnWidthSetting": "40ch"
+                                      }
+                                    },
+                                    {
+                                      "columnMatch": "DueDate",
+                                      "formatter": 6
+                                    },
+                                    {
+                                      "columnMatch": "Severity",
+                                      "formatter": 5
+                                    },
+                                    {
+                                      "columnMatch": "Resource",
+                                      "formatter": 13,
+                                      "formatOptions": {
+                                        "linkTarget": "OpenBlade",
+                                        "linkIsContextBlade": false,
+                                        "showIcon": true,
+                                        "bladeOpenContext": {
+                                          "bladeName": "GenericResourceHealthDetailsBlade",
+                                          "extensionName": "Microsoft_Azure_Security",
+                                          "bladeParameters": [
+                                            {
+                                              "name": "resourceId",
+                                              "source": "cell",
+                                              "value": "%2Fsubscriptions%2F3b5bc982-20bc-4b59-b1ca-f8488bb86736%2FresourceGroups%2Fdemo%2Fproviders%2FMicrosoft.HybridCompute%2Fmachines%2FW2019"
+                                            }
+                                          ]
+                                        },
+                                        "customColumnWidthSetting": "20ch"
+                                      }
+                                    },
+                                    {
+                                      "columnMatch": "ResourceGroup",
+                                      "formatter": 14,
+                                      "formatOptions": {
+                                        "linkTarget": null,
+                                        "showIcon": true,
+                                        "customColumnWidthSetting": "25ch"
+                                      }
+                                    },
+                                    {
+                                      "columnMatch": "Source",
+                                      "formatter": 0,
+                                      "formatOptions": {
+                                        "customColumnWidthSetting": "15ch"
+                                      }
+                                    },
+                                    {
+                                      "columnMatch": "OperatingSystem",
+                                      "formatter": 0,
+                                      "formatOptions": {
+                                        "customColumnWidthSetting": "25ch"
+                                      }
+                                    },
+                                    {
+                                      "columnMatch": "Category",
+                                      "formatter": 0,
+                                      "formatOptions": {
+                                        "customColumnWidthSetting": "20ch"
+                                      }
+                                    },
+                                    {
+                                      "columnMatch": "Remediation",
+                                      "formatter": 5
+                                    },
+                                    {
+                                      "columnMatch": "RemediationSteps",
+                                      "formatter": 11,
+                                      "formatOptions": {
+                                        "linkColumn": "Remediation",
+                                        "linkTarget": "Url"
+                                      },
+                                      "tooltipFormat": {
+                                        "tooltip": "Click to view remediation steps"
+                                      }
+                                    },
+                                    {
+                                      "columnMatch": "Code",
+                                      "formatter": 18,
+                                      "formatOptions": {
+                                        "thresholdsOptions": "icons",
+                                        "thresholdsGrid": [
+                                          {
+                                            "operator": "==",
+                                            "thresholdValue": "Healthy",
+                                            "representation": "success",
+                                            "text": "{0}{1}"
+                                          },
+                                          {
+                                            "operator": "==",
+                                            "thresholdValue": "Unhealthy",
+                                            "representation": "3",
+                                            "text": "{0}{1}"
+                                          },
+                                          {
+                                            "operator": "Default",
+                                            "thresholdValue": null,
+                                            "representation": "success",
+                                            "text": "{0}{1}"
+                                          }
+                                        ]
+                                      }
+                                    },
+                                    {
+                                      "columnMatch": "resourceGroup",
+                                      "formatter": 14,
+                                      "formatOptions": {
+                                        "linkTarget": null,
+                                        "showIcon": true
+                                      }
+                                    }
+                                  ],
+                                  "rowLimit": 10000,
+                                  "filter": true,
+                                  "sortBy": [
+                                    {
+                                      "itemKey": "$gen_thresholds_Ontime_2",
+                                      "sortOrder": 2
+                                    }
+                                  ],
+                                  "labelSettings": [
+                                    {
+                                      "columnId": "DisplayName",
+                                      "label": "Display name"
+                                    }
+                                  ]
+                                },
+                                "sortBy": [
+                                  {
+                                    "itemKey": "$gen_thresholds_Ontime_2",
+                                    "sortOrder": 2
+                                  }
+                                ]
+                              },
+                              "customWidth": "50",
+                              "conditionalVisibility": {
+                                "parameterName": "Rule",
+                                "comparison": "isNotEqualTo"
+                              },
+                              "name": "Assessmetns"
+                            },
+                            {
+                              "type": 12,
+                              "content": {
+                                "version": "NotebookGroup/1.0",
+                                "groupType": "editable",
+                                "items": [
+                                  {
+                                    "type": 1,
+                                    "content": {
+                                      "json": ""
+                                    },
+                                    "customWidth": "50",
+                                    "conditionalVisibility": {
+                                      "parameterName": "RuleConditionSet",
+                                      "comparison": "isNotEqualTo"
+                                    },
+                                    "name": "empty text"
+                                  },
+                                  {
+                                    "type": 12,
+                                    "content": {
+                                      "version": "NotebookGroup/1.0",
+                                      "groupType": "editable",
+                                      "items": [
+                                        {
+                                          "type": 3,
+                                          "content": {
+                                            "version": "KqlItem/1.0",
+                                            "query": "securityresources         \r\n| where type == \"microsoft.security/assessments\"\r\n| where isnull(properties.resourceDetails.AwsResourceId) and isnull(properties.resourceDetails.GcpResourceId)\r\n| extend displayNameFilter = tostring(\"{DisplayName}\")\r\n| extend selectedOwner = '{selectedOwner}'\r\n| where displayNameFilter == tostring(properties.displayName)\r\n| join kind=leftouter   (securityresources         \r\n| where type == \"microsoft.security/assessments/governanceassignments\"\r\n| extend  assignedResourceId = tostring(todynamic(properties).assignedResourceId)\r\n| extend remediationDueDate = todatetime(properties.remediationDueDate)\r\n| project id = assignedResourceId, owner = properties.owner,governanceassignmentsProperties = todynamic(properties), remediationDueDate, isGrace = properties.isGracePeriod) on id\r\n| extend hasAssignment = isempty( governanceassignmentsProperties) == false and isnull( governanceassignmentsProperties) == false\r\n| extend assignmentStatus = iif(tostring(properties.status.code) == \"Unhealthy\",iif(hasAssignment == true, iif(bin(remediationDueDate, 1d) < bin(now(), 1d), \"Overdue\", \"Ontime\"), \"Unassigned\") , \"Completed\")\r\n| extend source = trim(' ', tolower(tostring(properties.resourceDetails.Source)))\r\n                                          | extend resourceId = iff(source =~ \"azure\", properties.resourceDetails.Id, iff(source =~ \"aws\" and isnotempty(tostring(properties.resourceDetails.ConnectorId)), properties.resourceDetails.Id, iff(source =~ \"gcp\" and isnotempty(tostring(properties.resourceDetails.ConnectorId)), properties.resourceDetails.Id, iff(source =~ 'aws', properties.resourceDetails.AzureResourceId, iff(source =~ 'gcp', properties.resourceDetails.AzureResourceId, properties.resourceDetails.Id)))))\r\n| extend owner = tostring(governanceassignmentsProperties.owner)\r\n| extend owner = iif(isnull(owner) == false and isempty(owner) == false and hasAssignment == true , owner, iif(hasAssignment == false, owner, \"Unspecified\"))\r\n| where '{selectedOwner}' == '' or (selectedOwner contains owner and hasAssignment == true)\r\n| project [\"Resource\"] = resourceId, Subscription = subscriptionId ,Status = assignmentStatus, Owner = owner, [\"Due date\"] = remediationDueDate, [\"Grace period enabled\"] = isGrace\r\n| sort by Status desc",
+                                            "size": 0,
+                                            "title": "List of resources for: {DisplayName}",
+                                            "noDataMessage": "No Assessments found",
+                                            "exportFieldName": "id",
+                                            "exportParameterName": "id",
+                                            "showExportToExcel": true,
+                                            "queryType": 1,
+                                            "resourceType": "microsoft.resourcegraph/resources",
+                                            "crossComponentResources": [
+                                              "{Subscription}"
+                                            ],
+                                            "gridSettings": {
+                                              "formatters": [
+                                                {
+                                                  "columnMatch": "Resource id",
+                                                  "formatter": 13,
+                                                  "formatOptions": {
+                                                    "linkTarget": null,
+                                                    "showIcon": true,
+                                                    "customColumnWidthSetting": "90ch"
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "Subscription",
+                                                  "formatter": 15,
+                                                  "formatOptions": {
+                                                    "linkTarget": "Resource",
+                                                    "showIcon": true
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "Status",
+                                                  "formatter": 18,
+                                                  "formatOptions": {
+                                                    "thresholdsOptions": "icons",
+                                                    "thresholdsGrid": [
+                                                      {
+                                                        "operator": "==",
+                                                        "thresholdValue": "Completed",
+                                                        "representation": "success",
+                                                        "text": "{0}{1}"
+                                                      },
+                                                      {
+                                                        "operator": "==",
+                                                        "thresholdValue": "Unassigned",
+                                                        "representation": "2",
+                                                        "text": "{0}{1}"
+                                                      },
+                                                      {
+                                                        "operator": "==",
+                                                        "thresholdValue": "Overdue",
+                                                        "representation": "3",
+                                                        "text": "{0}{1}"
+                                                      },
+                                                      {
+                                                        "operator": "==",
+                                                        "thresholdValue": "Ontime",
+                                                        "representation": "1",
+                                                        "text": "{0}{1}"
+                                                      },
+                                                      {
+                                                        "operator": "Default",
+                                                        "thresholdValue": null,
+                                                        "representation": null,
+                                                        "text": "{0}{1}"
+                                                      }
+                                                    ]
+                                                  },
+                                                  "numberFormat": {
+                                                    "unit": 0,
+                                                    "options": {
+                                                      "style": "decimal"
+                                                    }
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "Grace period enabled",
+                                                  "formatter": 18,
+                                                  "formatOptions": {
+                                                    "thresholdsOptions": "icons",
+                                                    "thresholdsGrid": [
+                                                      {
+                                                        "operator": "==",
+                                                        "thresholdValue": "true",
+                                                        "representation": "success",
+                                                        "text": ""
+                                                      },
+                                                      {
+                                                        "operator": "==",
+                                                        "thresholdValue": "false",
+                                                        "representation": "4",
+                                                        "text": ""
+                                                      },
+                                                      {
+                                                        "operator": "Default",
+                                                        "thresholdValue": null,
+                                                        "representation": "Blank",
+                                                        "text": "{0}{1}"
+                                                      }
+                                                    ]
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "owner",
+                                                  "formatter": 0,
+                                                  "formatOptions": {
+                                                    "customColumnWidthSetting": "40ch"
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "DueDate",
+                                                  "formatter": 6
+                                                },
+                                                {
+                                                  "columnMatch": "id",
+                                                  "formatter": 0,
+                                                  "formatOptions": {
+                                                    "customColumnWidthSetting": "90ch"
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "DisplayName",
+                                                  "formatter": 0,
+                                                  "formatOptions": {
+                                                    "customColumnWidthSetting": "100ch"
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "Completed",
+                                                  "formatter": 4,
+                                                  "formatOptions": {
+                                                    "palette": "green",
+                                                    "customColumnWidthSetting": "15ch"
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "Ontime",
+                                                  "formatter": 4,
+                                                  "formatOptions": {
+                                                    "palette": "blue",
+                                                    "customColumnWidthSetting": "15ch"
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "Overdue",
+                                                  "formatter": 4,
+                                                  "formatOptions": {
+                                                    "palette": "redBright",
+                                                    "customColumnWidthSetting": "15ch"
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "Unassigned",
+                                                  "formatter": 4,
+                                                  "formatOptions": {
+                                                    "palette": "orange",
+                                                    "customColumnWidthSetting": "15ch"
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "Severity",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "Resource",
+                                                  "formatter": 13,
+                                                  "formatOptions": {
+                                                    "linkTarget": "OpenBlade",
+                                                    "linkIsContextBlade": false,
+                                                    "showIcon": true,
+                                                    "bladeOpenContext": {
+                                                      "bladeName": "GenericResourceHealthDetailsBlade",
+                                                      "extensionName": "Microsoft_Azure_Security",
+                                                      "bladeParameters": [
+                                                        {
+                                                          "name": "resourceId",
+                                                          "source": "cell",
+                                                          "value": "%2Fsubscriptions%2F3b5bc982-20bc-4b59-b1ca-f8488bb86736%2FresourceGroups%2Fdemo%2Fproviders%2FMicrosoft.HybridCompute%2Fmachines%2FW2019"
+                                                        }
+                                                      ]
+                                                    },
+                                                    "customColumnWidthSetting": "20ch"
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "ResourceGroup",
+                                                  "formatter": 14,
+                                                  "formatOptions": {
+                                                    "linkTarget": null,
+                                                    "showIcon": true,
+                                                    "customColumnWidthSetting": "25ch"
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "Source",
+                                                  "formatter": 0,
+                                                  "formatOptions": {
+                                                    "customColumnWidthSetting": "15ch"
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "OperatingSystem",
+                                                  "formatter": 0,
+                                                  "formatOptions": {
+                                                    "customColumnWidthSetting": "25ch"
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "Category",
+                                                  "formatter": 0,
+                                                  "formatOptions": {
+                                                    "customColumnWidthSetting": "20ch"
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "Remediation",
+                                                  "formatter": 5
+                                                },
+                                                {
+                                                  "columnMatch": "RemediationSteps",
+                                                  "formatter": 11,
+                                                  "formatOptions": {
+                                                    "linkColumn": "Remediation",
+                                                    "linkTarget": "Url"
+                                                  },
+                                                  "tooltipFormat": {
+                                                    "tooltip": "Click to view remediation steps"
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "Code",
+                                                  "formatter": 18,
+                                                  "formatOptions": {
+                                                    "thresholdsOptions": "icons",
+                                                    "thresholdsGrid": [
+                                                      {
+                                                        "operator": "==",
+                                                        "thresholdValue": "Healthy",
+                                                        "representation": "success",
+                                                        "text": "{0}{1}"
+                                                      },
+                                                      {
+                                                        "operator": "==",
+                                                        "thresholdValue": "Unhealthy",
+                                                        "representation": "3",
+                                                        "text": "{0}{1}"
+                                                      },
+                                                      {
+                                                        "operator": "Default",
+                                                        "thresholdValue": null,
+                                                        "representation": "success",
+                                                        "text": "{0}{1}"
+                                                      }
+                                                    ]
+                                                  }
+                                                },
+                                                {
+                                                  "columnMatch": "resourceGroup",
+                                                  "formatter": 14,
+                                                  "formatOptions": {
+                                                    "linkTarget": null,
+                                                    "showIcon": true
+                                                  }
+                                                }
+                                              ],
+                                              "rowLimit": 10000,
+                                              "filter": true
+                                            },
+                                            "sortBy": []
+                                          },
+                                          "conditionalVisibility": {
+                                            "parameterName": "DisplayName",
+                                            "comparison": "isNotEqualTo"
+                                          },
+                                          "name": "Assignments"
+                                        }
+                                      ]
+                                    },
+                                    "name": "assessmentsWithExplaination"
+                                  },
+                                  {
+                                    "type": 1,
+                                    "content": {
+                                      "json": "💡 Selected filter for **DisplayName:** {DisplayName}\r\n💡 Selected filter for **selectedOwner:** {selectedOwner}\r\n",
+                                      "style": "{selectedTab}"
+                                    },
+                                    "conditionalVisibility": {
+                                      "parameterName": "parameter1",
+                                      "comparison": "isEqualTo",
+                                      "value": "1"
+                                    },
+                                    "name": "ResourceFilter - Copy"
+                                  }
+                                ]
+                              },
+                              "name": "assessmentsGrid"
+                            }
+                          ]
+                        },
+                        "conditionalVisibility": {
+                          "parameterName": "SelectedTab",
+                          "comparison": "isEqualTo",
+                          "value": "RC_Governance"
+                        },
+                        "name": "RC_Governance"
+                      },
+                      {
+                        "type": 12,
+                        "content": {
+                          "version": "NotebookGroup/1.0",
+                          "groupType": "editable",
+                          "items": [
+                            {
+                              "type": 9,
+                              "content": {
+                                "version": "KqlParameterItem/1.0",
+                                "crossComponentResources": [
+                                  "{Subscription}"
+                                ],
+                                "parameters": [
+                                  {
+                                    "id": "cc98cfec-0182-4887-854e-536e9f3857da",
+                                    "version": "KqlParameterItem/1.0",
+                                    "name": "Subscription",
+                                    "type": 6,
+                                    "isRequired": true,
+                                    "typeSettings": {
+                                      "additionalResourceOptions": [],
+                                      "includeAll": false,
+                                      "showDefault": false
+                                    },
+                                    "timeContext": {
+                                      "durationMs": 86400000
+                                    },
+                                    "value": null
+                                  },
+                                  {
+                                    "id": "1c3411d9-e319-4d74-8e97-61e2f4c56a56",
+                                    "version": "KqlParameterItem/1.0",
+                                    "name": "Location",
+                                    "type": 2,
+                                    "isRequired": true,
+                                    "query": "resources\r\n| summarize by location\r\n| where location != \"global\"",
+                                    "crossComponentResources": [
+                                      "{Subscription}"
+                                    ],
+                                    "typeSettings": {
+                                      "additionalResourceOptions": [],
+                                      "showDefault": false
+                                    },
+                                    "timeContext": {
+                                      "durationMs": 86400000
+                                    },
+                                    "queryType": 1,
+                                    "resourceType": "microsoft.resourcegraph/resources",
+                                    "value": "westeurope"
+                                  }
+                                ],
+                                "style": "above",
+                                "queryType": 1,
+                                "resourceType": "microsoft.operationalinsights/workspaces"
+                              },
+                              "name": "parameters - 0"
+                            },
+                            {
+                              "type": 1,
+                              "content": {
+                                "json": "## Azure subscription and service limits, quotas, and constraints<br>\r\nTo know more about Azure service limits & quotas, see [Azure subscription and service limits, quotas, and constraints](https://learn.microsoft.com/azure/azure-resource-manager/management/azure-subscription-service-limits?toc=%2Fazure%2Fnetworking%2Ftoc.json#networking-limits)."
+                              },
+                              "name": "text - Limits"
+                            },
+                            {
+                              "type": 12,
+                              "content": {
+                                "version": "NotebookGroup/1.0",
+                                "groupType": "template",
+                                "loadFromTemplateId": "community-Workbooks/Common/noSubscriptions",
+                                "items": []
+                              },
+                              "conditionalVisibility": {
+                                "parameterName": "Subscription",
+                                "comparison": "isEqualTo",
+                                "value": ""
+                              },
+                              "name": "No Subscriptions group - RC_Quota"
+                            },
+                            {
+                              "type": 3,
+                              "content": {
+                                "version": "KqlItem/1.0",
+                                "query": "{\"version\":\"ARMEndpoint/1.0\",\"data\":null,\"headers\":[],\"method\":\"GET\",\"path\":\"/subscriptions/{Subscription:id}/providers/microsoft.compute/locations/{Location}/usages?api-version=2022-03-01\",\"urlParams\":[],\"batchDisabled\":false,\"transformers\":[{\"type\":\"jsonpath\",\"settings\":{\"tablePath\":\"$.value\",\"columns\":[{\"path\":\"currentValue\",\"columnid\":\"Used\",\"columnType\":\"long\"},{\"path\":\"limit\",\"columnid\":\"Limit\",\"columnType\":\"long\"},{\"path\":\"name.localizedValue\",\"columnid\":\"Resource\"}]}}]}",
+                                "size": 0,
+                                "title": "Compute resource limits",
+                                "showRefreshButton": true,
+                                "showExportToExcel": true,
+                                "queryType": 12,
+                                "gridSettings": {
+                                  "filter": true,
+                                  "sortBy": [
+                                    {
+                                      "itemKey": "Limit",
+                                      "sortOrder": 1
+                                    }
+                                  ]
+                                },
+                                "sortBy": [
+                                  {
+                                    "itemKey": "Limit",
+                                    "sortOrder": 1
+                                  }
+                                ]
+                              },
+                              "customWidth": "50",
+                              "conditionalVisibilities": [
+                                {
+                                  "parameterName": "Subscription",
+                                  "comparison": "isNotEqualTo",
+                                  "value": ""
+                                },
+                                {
+                                  "parameterName": "Location",
+                                  "comparison": "isNotEqualTo"
+                                }
+                              ],
+                              "name": "query - ComputeLimits"
+                            },
+                            {
+                              "type": 3,
+                              "content": {
+                                "version": "KqlItem/1.0",
+                                "query": "{\"version\":\"ARMEndpoint/1.0\",\"data\":null,\"headers\":[],\"method\":\"GET\",\"path\":\"/subscriptions/{Subscription:id}/providers/microsoft.network/locations/{Location}/usages?api-version=2022-01-01\",\"urlParams\":[],\"batchDisabled\":false,\"transformers\":[{\"type\":\"jsonpath\",\"settings\":{\"tablePath\":\"$.value\",\"columns\":[{\"path\":\"currentValue\",\"columnid\":\"Used\",\"columnType\":\"long\"},{\"path\":\"limit\",\"columnid\":\"Limit\",\"columnType\":\"long\"},{\"path\":\"name.localizedValue\",\"columnid\":\"Resource\"}]}}]}",
+                                "size": 0,
+                                "title": "Network resource limits",
+                                "showRefreshButton": true,
+                                "showExportToExcel": true,
+                                "queryType": 12,
+                                "gridSettings": {
+                                  "filter": true,
+                                  "sortBy": [
+                                    {
+                                      "itemKey": "Limit",
+                                      "sortOrder": 1
+                                    }
+                                  ]
+                                },
+                                "sortBy": [
+                                  {
+                                    "itemKey": "Limit",
+                                    "sortOrder": 1
+                                  }
+                                ]
+                              },
+                              "customWidth": "50",
+                              "conditionalVisibility": {
+                                "parameterName": "Subscription",
+                                "comparison": "isNotEqualTo"
+                              },
+                              "name": "query - NetworkLimits"
+                            },
+                            {
+                              "type": 3,
+                              "content": {
+                                "version": "KqlItem/1.0",
+                                "query": "{\"version\":\"ARMEndpoint/1.0\",\"data\":null,\"headers\":[],\"method\":\"GET\",\"path\":\"/subscriptions/{Subscription:id}/providers/microsoft.storage/locations/{Location}/usages?api-version=2021-09-01\",\"urlParams\":[],\"batchDisabled\":false,\"transformers\":[{\"type\":\"jsonpath\",\"settings\":{\"tablePath\":\"$.value\",\"columns\":[{\"path\":\"currentValue\",\"columnid\":\"Used\",\"columnType\":\"long\"},{\"path\":\"limit\",\"columnid\":\"Limit\",\"columnType\":\"long\"},{\"path\":\"name.localizedValue\",\"columnid\":\"Resource\"}]}}]}",
+                                "size": 4,
+                                "title": "Storage account limits",
+                                "showRefreshButton": true,
+                                "showExportToExcel": true,
+                                "queryType": 12,
+                                "gridSettings": {
+                                  "filter": true,
+                                  "sortBy": [
+                                    {
+                                      "itemKey": "Limit",
+                                      "sortOrder": 1
+                                    }
+                                  ]
+                                },
+                                "sortBy": [
+                                  {
+                                    "itemKey": "Limit",
+                                    "sortOrder": 1
+                                  }
+                                ]
+                              },
+                              "customWidth": "100",
+                              "conditionalVisibility": {
+                                "parameterName": "Subscription",
+                                "comparison": "isNotEqualTo"
+                              },
+                              "name": "query - StorageLimits"
+                            }
+                          ]
+                        },
+                        "conditionalVisibility": {
+                          "parameterName": "SelectedTab",
+                          "comparison": "isEqualTo",
+                          "value": "RC_Quota"
+                        },
+                        "name": "Usage + limits"
+                      },
+                      {
+                        "type": 12,
+                        "content": {
+                          "version": "NotebookGroup/1.0",
+                          "groupType": "editable",
+                          "items": [
+                            {
+                              "type": 12,
+                              "content": {
+                                "version": "NotebookGroup/1.0",
+                                "groupType": "editable",
+                                "title": "Automation",
+                                "expandable": true,
+                                "expanded": true,
+                                "items": [
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "resources\r\n| where type has 'microsoft.automation'\r\n\tor type has 'microsoft.logic'\r\n\tor type has 'microsoft.web/customapis'\r\n| extend type = case(\r\n\ttype =~ 'microsoft.automation/automationaccounts', 'Automation Accounts',\r\n\ttype == 'microsoft.web/serverfarms', \"App Service Plans\",\r\n\tkind == 'functionapp', \"Azure Functions\", \r\n\tkind == \"api\", \"API Apps\", \r\n\ttype == 'microsoft.web/sites', \"App Services\",\r\n\ttype =~ 'microsoft.web/connections', 'LogicApp Connectors',\r\n\ttype =~ 'microsoft.web/customapis','LogicApp API Connectors',\r\n\ttype =~ 'microsoft.logic/workflows','LogicApps',\r\n\ttype =~ 'microsoft.automation/automationaccounts/runbooks', 'Automation Runbooks',\r\n    type =~ 'microsoft.automation/automationaccounts/configurations', 'Automation Configurations',\r\nstrcat(\"Not Translated: \", type))\r\n| summarize count() by type\r\n| where type !has \"Not Translated\"",
+                                      "size": 3,
+                                      "title": "Count of all resource types",
+                                      "showRefreshButton": true,
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ],
+                                      "visualization": "tiles",
+                                      "tileSettings": {
+                                        "showBorder": false,
+                                        "titleContent": {
+                                          "columnMatch": "type",
+                                          "formatter": 1
+                                        },
+                                        "leftContent": {
+                                          "columnMatch": "count_",
+                                          "formatter": 12,
+                                          "formatOptions": {
+                                            "palette": "auto"
+                                          },
+                                          "numberFormat": {
+                                            "unit": 17,
+                                            "options": {
+                                              "maximumSignificantDigits": 3,
+                                              "maximumFractionDigits": 2
+                                            }
+                                          }
+                                        }
+                                      }
+                                    },
+                                    "name": "Count of all resource types"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "resources\r\n| where type has 'microsoft.automation'\r\n\t or type has 'microsoft.logic'\r\n\t or type has 'microsoft.web/customapis'\r\n| extend type = case(\r\n\ttype =~ 'microsoft.automation/automationaccounts', 'Automation Accounts',\r\n\ttype =~ 'microsoft.web/connections', 'LogicApp Connectors',\r\n\ttype =~ 'microsoft.web/customapis','LogicApp API Connectors',\r\n\ttype =~ 'microsoft.logic/workflows','LogicApps',\r\n\ttype =~ 'microsoft.automation/automationaccounts/runbooks', 'Automation Runbooks',\r\n\ttype =~ 'microsoft.automation/automationaccounts/configurations', 'Automation Configurations',\r\n\tstrcat(\"Not Translated: \", type))\r\n| extend RunbookType = tostring(properties.runbookType)\r\n| extend LogicAppTrigger = properties.definition.triggers\r\n| extend LogicAppTrigger = iif(type =~ 'LogicApps', case(\r\n\tLogicAppTrigger has 'manual', tostring(LogicAppTrigger.manual.type),\r\n\tLogicAppTrigger has 'Recurrence', tostring(LogicAppTrigger.Recurrence.type),\r\n\tstrcat(\"Unknown Trigger type\", LogicAppTrigger)), LogicAppTrigger)\r\n| extend State = case(\r\n\ttype =~ 'Automation Runbooks', properties.state, \r\n\ttype =~ 'LogicApps', properties.state,\r\n\ttype =~ 'Automation Accounts', properties.state,\r\n\ttype =~ 'Automation Configurations', properties.state,\r\n\t' ')\r\n| extend CreatedDate = case(\r\n\ttype =~ 'Automation Runbooks', properties.creationTime, \r\n\ttype =~ 'LogicApps', properties.createdTime,\r\n\ttype =~ 'Automation Accounts', properties.creationTime,\r\n\ttype =~ 'Automation Configurations', properties.creationTime,\r\n\t' ')\r\n| extend LastModified = case(\r\n\ttype =~ 'Automation Runbooks', properties.lastModifiedTime, \r\n\ttype =~ 'LogicApps', properties.changedTime,\r\n\ttype =~ 'Automation Accounts', properties.lastModifiedTime,\r\n\ttype =~ 'Automation Configurations', properties.lastModifiedTime,\r\n\t' ')\r\n| extend Details = pack_all()\r\n| project Resource=id, subscriptionId, type, resourceGroup, RunbookType, LogicAppTrigger, State, Details",
+                                      "size": 0,
+                                      "title": "Details",
+                                      "noDataMessage": "No resources found",
+                                      "showRefreshButton": true,
+                                      "showExportToExcel": true,
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ],
+                                      "gridSettings": {
+                                        "formatters": [
+                                          {
+                                            "columnMatch": "$gen_group",
+                                            "formatter": 13,
+                                            "formatOptions": {
+                                              "linkTarget": "Resource",
+                                              "showIcon": true
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "Resource",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "subscriptionId",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "Details",
+                                            "formatter": 7,
+                                            "formatOptions": {
+                                              "linkTarget": "CellDetails",
+                                              "linkLabel": "🔍 View details",
+                                              "linkIsContextBlade": true
+                                            }
+                                          }
+                                        ],
+                                        "rowLimit": 1000,
+                                        "filter": true,
+                                        "hierarchySettings": {
+                                          "treeType": 1,
+                                          "groupBy": [
+                                            "subscriptionId"
+                                          ],
+                                          "expandTopLevel": true,
+                                          "finalBy": "Resource"
+                                        }
+                                      },
+                                      "tileSettings": {
+                                        "titleContent": {
+                                          "columnMatch": "type",
+                                          "formatter": 1
+                                        },
+                                        "leftContent": {
+                                          "columnMatch": "count_",
+                                          "formatter": 12,
+                                          "formatOptions": {
+                                            "palette": "auto"
+                                          },
+                                          "numberFormat": {
+                                            "unit": 17,
+                                            "options": {
+                                              "maximumSignificantDigits": 3,
+                                              "maximumFractionDigits": 2
+                                            }
+                                          }
+                                        },
+                                        "showBorder": true,
+                                        "sortCriteriaField": "type",
+                                        "sortOrderField": 1
+                                      }
+                                    },
+                                    "name": "query - PaaS - Automation Detailed"
+                                  }
+                                ]
+                              },
+                              "name": "Group - Automation",
+                              "styleSettings": {
+                                "showBorder": true
+                              }
+                            },
+                            {
+                              "type": 12,
+                              "content": {
+                                "version": "NotebookGroup/1.0",
+                                "groupType": "editable",
+                                "title": "App services",
+                                "expandable": true,
+                                "expanded": true,
+                                "items": [
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "resources\r\n| where type has 'microsoft.web'\r\n\t or type =~ 'microsoft.apimanagement/service'\r\n\t or type =~ 'microsoft.network/frontdoors'\r\n\t or type =~ 'microsoft.network/applicationgateways'\r\n\t or type =~ 'microsoft.appconfiguration/configurationstores'\r\n| extend type = case(\r\n\ttype == 'microsoft.web/serverfarms', \"App Service Plans\",\r\n\tkind == 'functionapp', \"Azure Functions\", \r\n\tkind == \"api\", \"API Apps\", \r\n\ttype == 'microsoft.web/sites', \"App Services\",\r\n\ttype =~ 'microsoft.network/applicationgateways', 'App Gateways',\r\n\ttype =~ 'microsoft.network/frontdoors', 'Front Door',\r\n\ttype =~ 'microsoft.apimanagement/service', 'API Management',\r\n\ttype =~ 'microsoft.web/certificates', 'App Certificates',\r\n\ttype =~ 'microsoft.appconfiguration/configurationstores', 'App Config Stores',\r\n\tstrcat(\"Not Translated: \", type))\r\n| where type !has \"Not Translated\"\r\n| summarize count() by type",
+                                      "size": 3,
+                                      "title": "Count of all resource types",
+                                      "noDataMessage": "No resources found",
+                                      "showRefreshButton": true,
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ],
+                                      "visualization": "tiles",
+                                      "gridSettings": {
+                                        "formatters": [
+                                          {
+                                            "columnMatch": "$gen_group",
+                                            "formatter": 13,
+                                            "formatOptions": {
+                                              "linkTarget": null,
+                                              "showIcon": true
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "Resource",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "subscriptionId",
+                                            "formatter": 5
+                                          }
+                                        ],
+                                        "hierarchySettings": {
+                                          "treeType": 1,
+                                          "groupBy": [
+                                            "subscriptionId"
+                                          ],
+                                          "expandTopLevel": true,
+                                          "finalBy": "Resource"
+                                        }
+                                      },
+                                      "tileSettings": {
+                                        "titleContent": {
+                                          "columnMatch": "type",
+                                          "formatter": 1
+                                        },
+                                        "leftContent": {
+                                          "columnMatch": "count_",
+                                          "formatter": 12,
+                                          "formatOptions": {
+                                            "palette": "auto"
+                                          },
+                                          "numberFormat": {
+                                            "unit": 17,
+                                            "options": {
+                                              "maximumSignificantDigits": 3,
+                                              "maximumFractionDigits": 2
+                                            }
+                                          }
+                                        },
+                                        "showBorder": false,
+                                        "sortCriteriaField": "type",
+                                        "sortOrderField": 1
+                                      }
+                                    },
+                                    "name": "query - PaaS - Apps Overview"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "resources\r\n| where type has 'microsoft.web'\r\n\t or type =~ 'microsoft.apimanagement/service'\r\n\t or type =~ 'microsoft.network/frontdoors'\r\n\t or type =~ 'microsoft.network/applicationgateways'\r\n\t or type =~ 'microsoft.appconfiguration/configurationstores'\r\n| extend type = case(\r\n\ttype == 'microsoft.web/serverfarms', \"App Service Plans\",\r\n\tkind == 'functionapp', \"Azure Functions\", \r\n\tkind == \"api\", \"API Apps\", \r\n\ttype == 'microsoft.web/sites', \"App Services\",\r\n\ttype =~ 'microsoft.network/applicationgateways', 'App Gateways',\r\n\ttype =~ 'microsoft.network/frontdoors', 'Front Door',\r\n\ttype =~ 'microsoft.apimanagement/service', 'API Management',\r\n\ttype =~ 'microsoft.web/certificates', 'App Certificates',\r\n\ttype =~ 'microsoft.appconfiguration/configurationstores', 'App Config Stores',\r\n\tstrcat(\"Not Translated: \", type))\r\n| where type !has \"Not Translated\"\r\n| extend Sku = case(\r\n\ttype =~ 'App Gateways', properties.sku.name, \r\n\ttype =~ 'Azure Functions', properties.sku,\r\n\ttype =~ 'API Management', sku.name,\r\n\ttype =~ 'App Service Plans', sku.name,\r\n\ttype =~ 'App Services', properties.sku,\r\n\ttype =~ 'App Config Stores', sku.name,\r\n\t' ')\r\n| extend State = case(\r\n\ttype =~ 'App Config Stores', properties.provisioningState,\r\n\ttype =~ 'App Service Plans', properties.status,\r\n\ttype =~ 'Azure Functions', properties.state,\r\n\ttype =~ 'App Services', properties.state,\r\n\ttype =~ 'API Management', properties.provisioningState,\r\n\ttype =~ 'App Gateways', properties.provisioningState,\r\n\ttype =~ 'Front Door', properties.provisioningState,\r\n\t' ')\r\n| mv-expand publicIpId = properties.frontendIPConfigurations\r\n| mv-expand publicIpId = publicIpId.properties.publicIPAddress.id\r\n| extend publicIpId = tostring(publicIpId)\r\n\t| join kind=leftouter(\r\n\t  \tResources\r\n  \t\t| where type =~ 'microsoft.network/publicipaddresses'\r\n  \t\t| project publicIpId = id, publicIpAddress = tostring(properties.ipAddress)) on publicIpId\r\n| extend PublicIP = case(\r\n\ttype =~ 'API Management', properties.publicIPAddresses,\r\n\ttype =~ 'App Gateways', publicIpAddress,\r\n    type =~ 'App Services', properties.inboundIpAddress,\r\n    type =~ 'Azure Functions', properties.inboundIpAddress,\r\n\t' ')\r\n| extend Instances = case(\r\n\ttype =~ 'API Management', sku.capacity,\r\n    type =~ 'App Services', properties.siteConfig.numberOfWorkers,\r\n    type =~ 'Azure Functions', properties.siteConfig.numberOfWorkers,\r\n    type =~ 'App Service Plans', properties.currentNumberOfWorkers,\r\n\t' ')\r\n| extend ServicePlan = case(\r\n    type =~ 'App Services', properties.serverFarmId,\r\n    type =~ 'Azure Functions', properties.serverFarmId,\r\n\t' ')\r\n| extend Details = pack_all()\r\n| project Resource=id, type, subscriptionId, Sku, State, PublicIP, Instances, ServicePlan, Details",
+                                      "size": 0,
+                                      "noDataMessage": "No resources found",
+                                      "showRefreshButton": true,
+                                      "showExportToExcel": true,
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ],
+                                      "gridSettings": {
+                                        "formatters": [
+                                          {
+                                            "columnMatch": "$gen_group",
+                                            "formatter": 13,
+                                            "formatOptions": {
+                                              "linkTarget": "Resource",
+                                              "showIcon": true
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "Resource",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "subscriptionId",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "Details",
+                                            "formatter": 7,
+                                            "formatOptions": {
+                                              "linkTarget": "CellDetails",
+                                              "linkLabel": "🔍 View details",
+                                              "linkIsContextBlade": true
+                                            }
+                                          }
+                                        ],
+                                        "rowLimit": 1000,
+                                        "filter": true,
+                                        "hierarchySettings": {
+                                          "treeType": 1,
+                                          "groupBy": [
+                                            "subscriptionId"
+                                          ],
+                                          "expandTopLevel": true,
+                                          "finalBy": "Resource"
+                                        }
+                                      },
+                                      "tileSettings": {
+                                        "titleContent": {
+                                          "columnMatch": "type",
+                                          "formatter": 1
+                                        },
+                                        "leftContent": {
+                                          "columnMatch": "count_",
+                                          "formatter": 12,
+                                          "formatOptions": {
+                                            "palette": "auto"
+                                          },
+                                          "numberFormat": {
+                                            "unit": 17,
+                                            "options": {
+                                              "maximumSignificantDigits": 3,
+                                              "maximumFractionDigits": 2
+                                            }
+                                          }
+                                        },
+                                        "showBorder": true,
+                                        "sortCriteriaField": "type",
+                                        "sortOrderField": 1
+                                      }
+                                    },
+                                    "name": "query - PaaS - Apps Detailed"
+                                  }
+                                ]
+                              },
+                              "name": "Group - App Services",
+                              "styleSettings": {
+                                "showBorder": true
+                              }
+                            },
+                            {
+                              "type": 12,
+                              "content": {
+                                "version": "NotebookGroup/1.0",
+                                "groupType": "editable",
+                                "title": "Data",
+                                "expandable": true,
+                                "expanded": true,
+                                "items": [
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "resources \r\n| where type =~ 'microsoft.documentdb/databaseaccounts'\r\n\tor type =~ 'microsoft.sql/servers/databases'\r\n\tor type =~ 'microsoft.dbformysql/servers'\r\n\tor type =~ 'microsoft.sql/servers'\r\n    or type =~ 'Microsoft.DBforPostgreSQL/servers'\r\n    or type =~ 'Microsoft.DBforMariaDB/servers'\r\n    or type =~ 'microsoft.dbforpostgresql/flexibleservers'\r\n| extend type = case(\r\n\ttype =~ 'microsoft.documentdb/databaseaccounts', 'CosmosDB',\r\n\ttype =~ 'microsoft.sql/servers/databases', 'SQL DBs',\r\n\ttype =~ 'microsoft.dbformysql/servers', 'MySQL Servers',\r\n\ttype =~ 'microsoft.sql/servers', 'SQL Servers',\r\n    type =~ 'Microsoft.DBforPostgreSQL/servers', 'PostgreSQL Servers',\r\n    type =~ 'microsoft.dbforpostgresql/flexibleservers', 'PostgreSQL Flexi Servers',\r\n    type =~ 'Microsoft.DBforMariaDB/servers', 'MariaDB Servers',\r\n\tstrcat(\"Not Translated: \", type))\r\n| where type !has \"Not Translated\"\r\n| summarize count() by type",
+                                      "size": 3,
+                                      "title": "Count of all resource types",
+                                      "noDataMessage": "No resources found",
+                                      "showRefreshButton": true,
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ],
+                                      "visualization": "tiles",
+                                      "gridSettings": {
+                                        "formatters": [
+                                          {
+                                            "columnMatch": "$gen_group",
+                                            "formatter": 13,
+                                            "formatOptions": {
+                                              "linkTarget": null,
+                                              "showIcon": true
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "Resource",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "subscriptionId",
+                                            "formatter": 5
+                                          }
+                                        ],
+                                        "hierarchySettings": {
+                                          "treeType": 1,
+                                          "groupBy": [
+                                            "subscriptionId"
+                                          ],
+                                          "expandTopLevel": true,
+                                          "finalBy": "Resource"
+                                        }
+                                      },
+                                      "tileSettings": {
+                                        "titleContent": {
+                                          "columnMatch": "type",
+                                          "formatter": 1
+                                        },
+                                        "leftContent": {
+                                          "columnMatch": "count_",
+                                          "formatter": 12,
+                                          "formatOptions": {
+                                            "palette": "auto"
+                                          },
+                                          "numberFormat": {
+                                            "unit": 17,
+                                            "options": {
+                                              "maximumSignificantDigits": 3,
+                                              "maximumFractionDigits": 2
+                                            }
+                                          }
+                                        },
+                                        "showBorder": true,
+                                        "sortCriteriaField": "type",
+                                        "sortOrderField": 1
+                                      }
+                                    },
+                                    "name": "query - PaaS - Data Overview"
+                                  },
+                                  {
+                                    "type": 3,
+                                    "content": {
+                                      "version": "KqlItem/1.0",
+                                      "query": "// data\r\n// Click the \"Run query\" command above to execute the query and see results.\r\nresources \r\n| where type =~ 'microsoft.documentdb/databaseaccounts'\r\n\tor type =~ 'microsoft.sql/servers/databases'\r\n\tor type =~ 'microsoft.dbformysql/servers'\r\n\tor type =~ 'microsoft.sql/servers'\r\n    or type =~ 'Microsoft.DBforPostgreSQL/servers'\r\n    or type =~ 'Microsoft.DBforMariaDB/servers'\r\n    or type =~ 'microsoft.dbforpostgresql/flexibleservers'\r\n| extend type = case(\r\n\ttype =~ 'microsoft.documentdb/databaseaccounts', 'CosmosDB',\r\n\ttype =~ 'microsoft.sql/servers/databases', 'SQL DBs',\r\n\ttype =~ 'microsoft.dbformysql/servers', 'MySQL Servers',\r\n\ttype =~ 'microsoft.sql/servers', 'SQL Servers',\r\n    type =~ 'Microsoft.DBforPostgreSQL/servers', 'PostgreSQL Servers',\r\n    type =~ 'microsoft.dbforpostgresql/flexibleservers', 'PostgreSQL Flexi Servers',\r\n    type =~ 'Microsoft.DBforMariaDB/servers', 'MariaDB Servers',\r\n\tstrcat(\"Not Translated: \", type))\r\n| extend Sku = case(\r\n\ttype =~ 'CosmosDB', properties.databaseAccountOfferType,\r\n\ttype =~ 'SQL DBs', sku.name,\r\n\ttype =~ 'MySQL Servers', sku.name,\r\n    type =~ 'PostgreSQL Servers', sku.name,\r\n    type =~ 'PostgreSQL Flexi Servers', sku.name,\r\n    type =~ 'MariaDB Servers', sku.name,\r\n\t' ')\r\n| extend Status = case(\r\n\ttype =~ 'CosmosDB', properties.provisioningState,\r\n\ttype =~ 'SQL DBs', properties.status,\r\n    type =~ 'SQL Servers', properties.state,\r\n\ttype =~ 'MySQL Servers', properties.userVisibleState,\r\n    type =~ 'PostgreSQL Servers', properties.state,\r\n    type =~ 'PostgreSQL Flexi Servers', properties.state,\r\n    type =~ 'MariaDB Servers', properties.userVisibleState,\r\n\t' ')\r\n| extend Endpoint = case(\r\n\ttype =~ 'MySQL Servers', properties.fullyQualifiedDomainName,\r\n\ttype =~ 'SQL Servers', properties.fullyQualifiedDomainName,\r\n\ttype =~ 'CosmosDB', properties.documentEndpoint,\r\n    type =~ 'PostgreSQL Servers', properties.fullyQualifiedDomainName,\r\n    type =~ 'PostgreSQL Flexi Servers', properties.fullyQualifiedDomainName,\r\n    type =~ 'MariaDB Servers', properties.fullyQualifiedDomainName,\r\n\t' ')\r\n| extend PublicNetworkAccess = case(\r\n\ttype =~ 'MySQL Servers', properties.publicNetworkAccess,\r\n\ttype =~ 'SQL Servers', properties.publicNetworkAccess,\r\n    type =~ 'PostgreSQL Servers', properties.publicNetworkAccess,\r\n    type =~ 'PostgreSQL Flexi Servers', properties.publicNetworkAccess,\r\n    type =~ 'MariaDB Servers', properties.publicNetworkAccess,\r\n\t' ')\r\n| extend Version = case(\r\n\ttype =~ 'MySQL Servers', properties.version,\r\n\ttype =~ 'SQL Servers', properties.version,\r\n    type =~ 'PostgreSQL Servers', properties.version,\r\n    type =~ 'PostgreSQL Flexi Servers', properties.version,\r\n    type =~ 'MariaDB Servers', properties.version,\r\n\t' ')\r\n| extend maxSizeGB = todouble(case(\r\n\ttype =~ 'SQL DBs', properties.maxSizeBytes,\r\n\ttype =~ 'MySQL Servers', properties.storageProfile.storageMB,\r\n    type =~ 'PostgreSQL Servers', properties.storageProfile.storageMB,\r\n    type =~ 'PostgreSQL Flexi Servers', properties.storageProfile.storageMB,\r\n    type =~ 'MariaDB Servers', properties.storageProfile.storageMB,\r\n\t' '))\r\n| extend maxSizeGB = iif(type has 'SQL DBs', maxSizeGB /1000 /1000, maxSizeGB)\r\n| extend Details = pack_all()\r\n| project Resource=id, resourceGroup, subscriptionId, type, Sku, Status, Endpoint, Version, PublicNetworkAccess, maxSizeGB, Details\r\n\r\n",
+                                      "size": 0,
+                                      "title": "Details",
+                                      "noDataMessage": "No resources found",
+                                      "showRefreshButton": true,
+                                      "showExportToExcel": true,
+                                      "queryType": 1,
+                                      "resourceType": "microsoft.resourcegraph/resources",
+                                      "crossComponentResources": [
+                                        "{Subscription}"
+                                      ],
+                                      "gridSettings": {
+                                        "formatters": [
+                                          {
+                                            "columnMatch": "$gen_group",
+                                            "formatter": 13,
+                                            "formatOptions": {
+                                              "linkTarget": "Resource",
+                                              "showIcon": true
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "Resource",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "subscriptionId",
+                                            "formatter": 5
+                                          },
+                                          {
+                                            "columnMatch": "maxSizeGB",
+                                            "formatter": 0,
+                                            "numberFormat": {
+                                              "unit": 4,
+                                              "options": {
+                                                "style": "decimal",
+                                                "useGrouping": false
+                                              }
+                                            }
+                                          },
+                                          {
+                                            "columnMatch": "Details",
+                                            "formatter": 7,
+                                            "formatOptions": {
+                                              "linkTarget": "CellDetails",
+                                              "linkLabel": "🔍 View details",
+                                              "linkIsContextBlade": true
+                                            }
+                                          }
+                                        ],
+                                        "rowLimit": 1000,
+                                        "hierarchySettings": {
+                                          "treeType": 1,
+                                          "groupBy": [
+                                            "subscriptionId"
+                                          ],
+                                          "expandTopLevel": true,
+                                          "finalBy": "Resource"
+                                        }
+                                      },
+                                      "tileSettings": {
+                                        "titleContent": {
+                                          "columnMatch": "type",
+                                          "formatter": 1
+                                        },
+                                        "leftContent": {
+                                          "columnMatch": "count_",
+                                          "formatter": 12,
+                                          "formatOptions": {
+                                            "palette": "auto"
+                                          },
+                                          "numberFormat": {
+                                            "unit": 17,
+                                            "options": {
+                                              "maximumSignificantDigits": 3,
+                                              "maximumFractionDigits": 2
+                                            }
+                                          }
+                                        },
+                                        "showBorder": true,
+                                        "sortCriteriaField": "type",
+                                        "sortOrderField": 1
+                                      }
+                                    },
+                                    "name": "query - PaaS - Data Detailed"
+                                  }
+                                ]
+                              },
+                              "name": "Data",
+                              "styleSettings": {
+                                "showBorder": true
+                              }
+                            }
+                          ]
+                        },
+                        "conditionalVisibilities": [
+                          {
+                            "parameterName": "SelectedTab",
+                            "comparison": "isEqualTo",
+                            "value": "RC_PaaS"
+                          },
+                          {
+                            "parameterName": "Subscription",
+                            "comparison": "isNotEqualTo"
+                          }
+                        ],
+                        "name": "RC_PaaS"
+                      },
+                      {
+                        "type": 12,
+                        "content": {
+                          "version": "NotebookGroup/1.0",
+                          "groupType": "template",
+                          "loadFromTemplateId": "community-Workbooks/Azure Advisor/AzureServiceRetirement",
+                          "items": []
+                        },
+                        "conditionalVisibility": {
+                          "parameterName": "SelectedTab",
+                          "comparison": "isEqualTo",
+                          "value": "RC_ServicesRetirement"
+                        },
+                        "name": "group - Service retirement"
+                      },
+                      {
+                        "type": 12,
+                        "content": {
+                          "version": "NotebookGroup/1.0",
+                          "groupType": "template",
+                          "loadFromTemplateId": "community-Workbooks/Common/noSubscriptions",
+                          "items": []
+                        },
+                        "conditionalVisibilities": [
+                          {
+                            "parameterName": "Subscription",
+                            "comparison": "isEqualTo",
+                            "value": ""
+                          },
+                          {
+                            "parameterName": "SelectedTab",
+                            "comparison": "isNotEqualTo",
+                            "value": "RC_Quota"
+                          },
+                          {
+                            "parameterName": "SelectedTab",
+                            "comparison": "isNotEqualTo",
+                            "value": "RC_Age"
+                          },
+                          {
+                            "parameterName": "SelectedTab",
+                            "comparison": "isNotEqualTo",
+                            "value": "RC_ServicesRetirement"
+                          }
+                        ],
+                        "name": "No Subscriptions group"
+                      }
+                    ]
+                  },
+                  "name": "Azure Governance Workbook"
+                }
+              ],
+              "fallbackResourceIds": [
+                "azure monitor"
+              ],
+              "$schema": "https://github.com/Microsoft/Application-Insights-Workbooks/blob/master/schema/workbook.json"
+            },
+            "version": "",
+            "workbookJson": "[string(variables('$fxv#0'))]",
+            "workbookId": "907",
+            "telemetryId": "[format('00f120b5-2007-6120-0000-{0}30126b006', variables('workbookId'))]",
+            "finOpsToolkitVersion": "15.0",
+            "resourceTags": "[if(contains(parameters('tags'), 'ftk-tool'), parameters('tags'), union(parameters('tags'), createObject('ftk-version', variables('finOpsToolkitVersion'), 'ftk-tool', format('{0} workbook', parameters('displayName')))))]"
+          },
+          "resources": [
+            {
+              "condition": "[parameters('enableDefaultTelemetry')]",
+              "type": "Microsoft.Resources/deployments",
+              "apiVersion": "2022-09-01",
+              "name": "[format('pid-{0}-{1}', variables('telemetryId'), uniqueString(deployment().name, parameters('location')))]",
+              "properties": {
+                "mode": "Incremental",
+                "template": {
+                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+                  "contentVersion": "1.0.0.0",
+                  "metadata": {
+                    "_generator": {
+                      "name": "FinOps toolkit",
+                      "version": "[variables('finOpsToolkitVersion')]"
+                    }
+                  },
+                  "resources": []
+                }
+              }
+            },
+            {
+              "type": "Microsoft.Insights/workbooks",
+              "apiVersion": "2022-04-01",
+              "name": "[guid(resourceGroup().id, 'Microsoft.Insights/workbooks', parameters('displayName'))]",
+              "location": "[parameters('location')]",
+              "tags": "[variables('resourceTags')]",
+              "kind": "shared",
+              "properties": {
+                "category": "workbook",
+                "description": "[parameters('description')]",
+                "displayName": "[parameters('displayName')]",
+                "serializedData": "[variables('workbookJson')]",
+                "sourceId": "Azure Monitor",
+                "version": "[variables('version')]"
+              }
+            }
+          ],
+          "outputs": {
+            "workbookId": {
+              "type": "string",
+              "metadata": {
+                "description": "The resource ID of the workbook."
+              },
+              "value": "[resourceId('Microsoft.Insights/workbooks', guid(resourceGroup().id, 'Microsoft.Insights/workbooks', parameters('displayName')))]"
+            },
+            "workbookUrl": {
+              "type": "string",
+              "metadata": {
+                "description": "Link to the workbook in the Azure portal."
+              },
+              "value": "[format('{0}/#view/AppInsightsExtension/UsageNotebookBlade/ComponentId/Azure%20Monitor/ConfigurationId/{1}/Type/{2}/WorkbookTemplateName/{3}', environment().portal, uriComponent(resourceId('Microsoft.Insights/workbooks', guid(resourceGroup().id, 'Microsoft.Insights/workbooks', parameters('displayName')))), reference(resourceId('Microsoft.Insights/workbooks', guid(resourceGroup().id, 'Microsoft.Insights/workbooks', parameters('displayName'))), '2022-04-01').category, uriComponent(reference(resourceId('Microsoft.Insights/workbooks', guid(resourceGroup().id, 'Microsoft.Insights/workbooks', parameters('displayName'))), '2022-04-01').displayName))]"
+            }
+          }
+        }
+      }
+    }
+  ],
+  "outputs": {
+    "optimizationId": {
+      "type": "string",
+      "metadata": {
+        "description": "Optimization workbook resource ID."
+      },
+      "value": "[if(parameters('includeOptimization'), reference(resourceId('Microsoft.Resources/deployments', format('{0}-Optimization', parameters('displayNamePrefix'))), '2025-04-01').outputs.workbookId.value, '')]"
+    },
+    "optimizationUrl": {
+      "type": "string",
+      "metadata": {
+        "description": "Optimization workbook Azure portal link."
+      },
+      "value": "[if(parameters('includeOptimization'), reference(resourceId('Microsoft.Resources/deployments', format('{0}-Optimization', parameters('displayNamePrefix'))), '2025-04-01').outputs.workbookUrl.value, '')]"
+    },
+    "governanceId": {
+      "type": "string",
+      "metadata": {
+        "description": "Governance workbook resource ID."
+      },
+      "value": "[if(parameters('includeGovernance'), reference(resourceId('Microsoft.Resources/deployments', format('{0}-Governance', parameters('displayNamePrefix'))), '2025-04-01').outputs.workbookId.value, '')]"
+    },
+    "governanceUrl": {
+      "type": "string",
+      "metadata": {
+        "description": "Governance workbook Azure portal link."
+      },
+      "value": "[if(parameters('includeGovernance'), reference(resourceId('Microsoft.Resources/deployments', format('{0}-Governance', parameters('displayNamePrefix'))), '2025-04-01').outputs.workbookUrl.value, '')]"
+    }
+  }
+}
\ No newline at end of file
diff --git a/docs/deploy/finops-workbooks-15.0.ui.json b/docs/deploy/finops-workbooks-15.0.ui.json
new file mode 100644
index 000000000..adf646b7a
--- /dev/null
+++ b/docs/deploy/finops-workbooks-15.0.ui.json
@@ -0,0 +1,65 @@
+{
+  "$schema": "https://schema.management.azure.com/schemas/0.1.2-preview/CreateUIDefinition.MultiVm.json#",
+  "handler": "Microsoft.Azure.CreateUIDef",
+  "version": "0.1.2-preview",
+  "parameters": {
+    "config": {
+      "basics": {
+        "description": "FinOps workbooks facilitate FinOps tasks that help you build, manage, and optimize cloud resources. [Learn more](https://aka.ms/finops/workbooks)",
+        "location": {
+          "label": "Location",
+          "resourceTypes": ["Microsoft.Insights/workbooks"]
+        }
+      }
+    },
+    "resourceTypes": ["Microsoft.Insights/workbooks"],
+    "basics": [
+      {
+        "name": "displayNamePrefix",
+        "type": "Microsoft.Common.TextBox",
+        "label": "Name prefix",
+        "defaultValue": "FinOps",
+        "toolTip": "Prefix to use for each of the workbook names (for example, 'FinOps-Optimization', 'FinOps-Governance').",
+        "constraints": {
+          "required": true,
+          "regex": "^.{1,220}$",
+          "validationMessage": "Name prefix cannot be longer than 220 characters."
+        },
+        "visible": true
+      }
+    ],
+    "steps": [
+      {
+        "name": "workbooks",
+        "label": "Workbooks",
+        "elements": [
+          {
+            "name": "workbookSelectionIntro",
+            "options": { "text": "Select the FinOps workbooks you would like to include in this deployment. You can select more later." },
+            "type": "Microsoft.Common.TextBlock"
+          },
+          {
+            "name": "includeOptimization",
+            "label": "Optimization",
+            "toolTip": "Select to include the optimization workbook for workload and rate optimization as well as sustainability, security, and more.",
+            "type": "Microsoft.Common.CheckBox",
+            "defaultValue": true
+          },
+          {
+            "name": "includeGovernance",
+            "label": "Governance",
+            "toolTip": "Select to include the governance workbook for queries to support the Well-Architected Framework governance pillar.",
+            "type": "Microsoft.Common.CheckBox",
+            "defaultValue": true
+          }
+        ]
+      }
+    ],
+    "outputs": {
+      "displayNamePrefix": "[basics('displayNamePrefix')]",
+      "includeOptimization": "[steps('workbooks').includeOptimization]",
+      "includeGovernance": "[steps('workbooks').includeGovernance]",
+      "location": "[location()]"
+    }
+  }
+}
diff --git a/docs/deploy/finops-workbooks-latest.json b/docs/deploy/finops-workbooks-latest.json
index 4c0f3395b..6b3021c6a 100644
--- a/docs/deploy/finops-workbooks-latest.json
+++ b/docs/deploy/finops-workbooks-latest.json
@@ -5,7 +5,7 @@
     "_generator": {
       "name": "bicep",
       "version": "0.40.2.10011",
-      "templateHash": "5112210165578549213"
+      "templateHash": "5998933264254671495"
     }
   },
   "parameters": {
@@ -61,7 +61,7 @@
   },
   "variables": {
     "telemetryId": "00f120b5-2007-6120-0000-a7730126b006",
-    "finOpsToolkitVersion": "14.0",
+    "finOpsToolkitVersion": "15.0",
     "resourceTags": "[union(parameters('tags'), coalesce(tryGet(parameters('tagsByResource'), 'Microsoft.Insights/workbooks'), createObject()), createObject('ftk-version', variables('finOpsToolkitVersion'), 'ftk-tool', 'FinOps workbooks'))]"
   },
   "resources": [
@@ -116,7 +116,7 @@
             "_generator": {
               "name": "bicep",
               "version": "0.40.2.10011",
-              "templateHash": "18133502277716369834"
+              "templateHash": "1527761292121389614"
             }
           },
           "parameters": {
@@ -6305,7 +6305,7 @@
                               "type": 3,
                               "content": {
                                 "version": "KqlItem/1.0",
-                                "query": "AdvisorResources \r\n| where type == 'microsoft.advisor/recommendations' \r\n| where properties.category == 'Cost' and properties.shortDescription.solution contains \"savings plan\"\r\n| extend recommendationTypeId = tostring(properties.recommendationTypeId),\r\nlookbackPeriod=tostring(strcat(\"Last \",properties.extendedProperties.lookbackPeriod,\" days\")),\r\nterm=tostring(properties.extendedProperties.term),\r\nstableId = name,\r\nsubscriptionId = tostring(properties.extendedProperties.subId),\r\ncommitment = tostring(properties.extendedProperties.commitment)\r\n| where term == \"{term}\" and lookbackPeriod == \"{LookBackPeriod}\"\r\n| extend subscriptionId,stableId\r\n| join kind = leftouter\r\n(advisorresources | where type=~'microsoft.advisor/suppressions'\r\n| extend tokens = split(id, '/')\r\n| extend stableId = iff(array_length(tokens) > 3, tokens[(array_length(tokens)-3)], '')\r\n| extend expirationTimeStamp = todatetime(iff(strcmp(tostring(properties.ttl), '-1') == 0, '9999-12-31', properties.expirationTimeStamp))\r\n| where expirationTimeStamp > now()\r\n| project stableId, expirationTimeStamp)\r\non stableId\r\n| where isempty(expirationTimeStamp)\r\n| extend subscriptionId,stableId\r\n| join kind = leftouter\r\n(advisorresources \r\n| where type =~ 'microsoft.advisor/configurations'\r\n| where isempty(resourceGroup) == true\r\n| extend\r\nmaxCpuP95 = properties.extendedProperties.MaxCpuP95,\r\nlowCpuThreshold = properties.lowCpuThreshold,\r\nexcludeRecomm = properties.exclude,\r\nlookbackPeriod=tostring(strcat(\"Last \",properties.extendedProperties.lookbackPeriod,\" days\")),\r\nscope=tostring(properties.extendedProperties.scope),\r\nterm=tostring(properties.extendedProperties.term),\r\nsavings=todouble(properties.extendedProperties.annualSavingsAmount),\r\nsavingsAmount = todouble(properties.extendedProperties.savingsAmount),\r\nRecommendation=tostring(properties.shortDescription.solution),  \r\ncurrency = tostring(properties.extendedProperties.savingsCurrency),\r\ndisplayQty = tostring(properties.extendedProperties.displayQty),\r\ndisplaySKU = tostring(properties.extendedProperties.displaySKU),\r\nregion = tostring(properties.extendedProperties.region),\r\nstableId = name,\r\ncommitment = tostring(properties.extendedProperties.commitment),\r\nsubscriptionId = tostring(properties.extendedProperties.subId))\r\non subscriptionId\r\n| extend isActive1 = iff(isnull(excludeRecomm), true, tobool(excludeRecomm) == false)\r\n| extend isActive2 = iff(recommendationTypeId == 'e10b1381-5f0a-47ff-8c7b-37bd13d7c974', iff((isnotempty(lowCpuThreshold) and isnotempty(maxCpuP95)), toint(maxCpuP95) < toint(lowCpuThreshold), iff((isempty(maxCpuP95) or toint(maxCpuP95) < 5), true, false)), true)\r\n| where isActive1 == true and isActive2 == true\r\n| join kind = leftouter\r\n(advisorresources | where type =~ 'microsoft.advisor/configurations' | where isnotempty(resourceGroup) == true\r\n| project subscriptionId, resourceGroup, excludeProperty = properties.exclude)\r\non subscriptionId, resourceGroup\r\n| extend isActive3 = iff(isnull(excludeProperty), true, tobool(excludeProperty) == false)\r\n| where isActive3 == true\r\n| extend lookbackPeriod=tostring(strcat(\"Last \",properties.extendedProperties.lookbackPeriod,\" days\")),\r\nscope=tostring(properties.extendedProperties.scope),\r\nterm=tostring(properties.extendedProperties.term),\r\nsavings=todouble(properties.extendedProperties.annualSavingsAmount),\r\nsavingsAmount = todouble(properties.extendedProperties.savingsAmount),\r\nRecommendation=tostring(properties.shortDescription.solution),  \r\ncurrency = tostring(properties.extendedProperties.savingsCurrency),\r\ndisplayQty = tostring(properties.extendedProperties.displayQty),\r\ndisplaySKU = tostring(properties.extendedProperties.displaySKU),\r\nregion = tostring(properties.extendedProperties.region),\r\nresources=tostring(properties.resourceMetadata.resourceId),  \r\nsubscription = tostring(properties.extendedProperties.subId),\r\ncommitment = tostring(properties.extendedProperties.commitment)\r\n| where term == \"{term}\" and lookbackPeriod == \"{LookBackPeriod}\"\r\n| summarize Subscriptions=dcount(resources),  \r\n  bin (sum(savings), 0.01) by subscription ,commitment ,lookbackPeriod,scope,term ,currency\r\n| order by sum_savings desc\r\n| join (\r\nresourcecontainers\r\n| where type == 'microsoft.resources/subscriptions'\r\n| extend subscription = subscriptionId\r\n| project name,subscription\r\n) on subscription\r\n| project-away subscription1,subscription\r\n",
+                                "query": "AdvisorResources \r\n| where type == 'microsoft.advisor/recommendations' \r\n| where properties.category == 'Cost' and properties.shortDescription.solution contains \"savings plan\"\r\n| extend recommendationTypeId = tostring(properties.recommendationTypeId),\r\nlookbackPeriod=tostring(strcat(\"Last \",properties.extendedProperties.lookbackPeriod,\" days\")),\r\nterm=tostring(properties.extendedProperties.term),\r\nstableId = name,\r\nsubscriptionId = tostring(properties.extendedProperties.subId),\r\ncommitment = tostring(properties.extendedProperties.commitment)\r\n| where term == \"{term}\" and lookbackPeriod == \"{LookBackPeriod}\"\r\n| extend subscriptionId,stableId\r\n| join kind = leftouter\r\n(advisorresources | where type=~'microsoft.advisor/suppressions'\r\n| extend tokens = split(id, '/')\r\n| extend stableId = iff(array_length(tokens) > 3, tokens[(array_length(tokens)-3)], '')\r\n| extend expirationTimeStamp = todatetime(iff(strcmp(tostring(properties.ttl), '-1') == 0, '9999-12-31', properties.expirationTimeStamp))\r\n| where expirationTimeStamp > now()\r\n| project stableId, expirationTimeStamp)\r\non stableId\r\n| where isempty(expirationTimeStamp)\r\n| extend subscriptionId,stableId\r\n| join kind = leftouter\r\n(advisorresources \r\n| where type =~ 'microsoft.advisor/configurations'\r\n| where isempty(resourceGroup) == true\r\n| extend\r\nmaxCpuP95 = properties.extendedProperties.MaxCpuP95,\r\nlowCpuThreshold = properties.lowCpuThreshold,\r\nexcludeRecomm = properties.exclude,\r\nlookbackPeriod=tostring(strcat(\"Last \",properties.extendedProperties.lookbackPeriod,\" days\")),\r\nscope=tostring(properties.extendedProperties.scope),\r\nterm=tostring(properties.extendedProperties.term),\r\nsavings=todouble(properties.extendedProperties.annualSavingsAmount),\r\nsavingsAmount = todouble(properties.extendedProperties.savingsAmount),\r\nRecommendation=tostring(properties.shortDescription.solution),  \r\ncurrency = tostring(properties.extendedProperties.savingsCurrency),\r\ndisplayQty = tostring(properties.extendedProperties.displayQty),\r\ndisplaySKU = tostring(properties.extendedProperties.displaySKU),\r\nregion = tostring(properties.extendedProperties.region),\r\nstableId = name,\r\ncommitment = tostring(properties.extendedProperties.commitment),\r\nsubscriptionId = tostring(properties.extendedProperties.subId))\r\non subscriptionId\r\n| extend isActive1 = iff(isnull(excludeRecomm), true, tobool(excludeRecomm) == false)\r\n| extend isActive2 = iff(recommendationTypeId == 'e10b1381-5f0a-47ff-8c7b-37bd13d7c974', iff((isnotempty(lowCpuThreshold) and isnotempty(maxCpuP95)), toint(maxCpuP95) < toint(lowCpuThreshold), iff((isempty(maxCpuP95) or toint(maxCpuP95) < 5), true, false)), true)\r\n| where isActive1 == true and isActive2 == true\r\n| join kind = leftouter\r\n(advisorresources | where type =~ 'microsoft.advisor/configurations' | where isnotempty(resourceGroup) == true\r\n| project subscriptionId, resourceGroup, excludeProperty = properties.exclude)\r\non subscriptionId, resourceGroup\r\n| extend isActive3 = iff(isnull(excludeProperty), true, tobool(excludeProperty) == false)\r\n| where isActive3 == true\r\n| extend lookbackPeriod=tostring(strcat(\"Last \",properties.extendedProperties.lookbackPeriod,\" days\")),\r\nscope=tostring(properties.extendedProperties.scope),\r\nterm=tostring(properties.extendedProperties.term),\r\nsavings=todouble(properties.extendedProperties.annualSavingsAmount),\r\nsavingsAmount = todouble(properties.extendedProperties.savingsAmount),\r\nRecommendation=tostring(properties.shortDescription.solution),  \r\ncurrency = tostring(properties.extendedProperties.savingsCurrency),\r\ndisplayQty = tostring(properties.extendedProperties.displayQty),\r\ndisplaySKU = tostring(properties.extendedProperties.displaySKU),\r\nregion = tostring(properties.extendedProperties.region),\r\nresources=tostring(properties.resourceMetadata.resourceId),  \r\nsubscription = tostring(properties.extendedProperties.subId),\r\ncommitment = tostring(properties.extendedProperties.commitment)\r\n| where term == \"{term}\" and lookbackPeriod == \"{LookBackPeriod}\"\r\n| summarize Subscriptions=dcount(resources),  \r\n  bin (sum(savings), 0.01) by subscription ,commitment ,lookbackPeriod,scope,term ,currency\r\n| order by sum_savings desc\r\n| join kind=leftouter (\r\nresourcecontainers\r\n| where type == 'microsoft.resources/subscriptions'\r\n| extend subscription = subscriptionId\r\n| project name,subscription\r\n) on subscription\r\n| project-away subscription1,subscription\r\n",
                                 "size": 0,
                                 "title": "Savings plan Summary",
                                 "noDataMessage": "No savings plan recommendations found!",
@@ -6344,7 +6344,7 @@
                               "type": 3,
                               "content": {
                                 "version": "KqlItem/1.0",
-                                "query": "AdvisorResources \r\n| where type == 'microsoft.advisor/recommendations' \r\n| where properties.category == 'Cost' and properties.shortDescription.solution contains \"savings plan\"\r\n| extend\r\nrecommendationTypeId = tostring(properties.recommendationTypeId),\r\nlookbackPeriod=tostring(strcat(\"Last \",properties.extendedProperties.lookbackPeriod,\" days\")),\r\nterm=tostring(properties.extendedProperties.term),\r\nstableId = name,\r\nsubscriptionId = tostring(properties.extendedProperties.subId),\r\ncommitment = tostring(properties.extendedProperties.commitment)\r\n| where term == \"{term}\" and lookbackPeriod == \"{LookBackPeriod}\"\r\n| extend subscriptionId,stableId\r\n| join kind = leftouter\r\n(advisorresources | where type=~'microsoft.advisor/suppressions'\r\n| extend tokens = split(id, '/')\r\n| extend stableId = iff(array_length(tokens) > 3, tokens[(array_length(tokens)-3)], '')\r\n| extend expirationTimeStamp = todatetime(iff(strcmp(tostring(properties.ttl), '-1') == 0, '9999-12-31', properties.expirationTimeStamp))\r\n| where expirationTimeStamp > now()\r\n| project stableId, expirationTimeStamp)\r\non stableId\r\n| where isempty(expirationTimeStamp)\r\n| extend subscriptionId,stableId\r\n| join kind = leftouter\r\n(advisorresources \r\n| where type =~ 'microsoft.advisor/configurations'\r\n| where isempty(resourceGroup) == true\r\n| extend\r\nmaxCpuP95 = properties.extendedProperties.MaxCpuP95,\r\nlowCpuThreshold = properties.lowCpuThreshold,\r\nexcludeRecomm = properties.exclude,\r\nlookbackPeriod=tostring(strcat(\"Last \",properties.extendedProperties.lookbackPeriod,\" days\")),\r\nscope=tostring(properties.extendedProperties.scope),\r\nterm=tostring(properties.extendedProperties.term),\r\nRecommendation=tostring(properties.shortDescription.solution),  \r\nstableId = name,\r\ncommitment = tostring(properties.extendedProperties.commitment),\r\nsubscriptionId = tostring(properties.extendedProperties.subId))\r\non subscriptionId\r\n| extend isActive1 = iff(isnull(excludeRecomm), true, tobool(excludeRecomm) == false)\r\n| extend isActive2 = iff(recommendationTypeId == 'e10b1381-5f0a-47ff-8c7b-37bd13d7c974', iff((isnotempty(lowCpuThreshold) and isnotempty(maxCpuP95)), toint(maxCpuP95) < toint(lowCpuThreshold), iff((isempty(maxCpuP95) or toint(maxCpuP95) < 5), true, false)), true)\r\n| where isActive1 == true and isActive2 == true\r\n| join kind = leftouter\r\n(advisorresources | where type =~ 'microsoft.advisor/configurations' | where isnotempty(resourceGroup) == true\r\n| project subscriptionId, resourceGroup, excludeProperty = properties.exclude)\r\non subscriptionId, resourceGroup\r\n| extend isActive3 = iff(isnull(excludeProperty), true, tobool(excludeProperty) == false)\r\n| where isActive3 == true\r\n| extend lookbackPeriod=tostring(strcat(\"Last \",properties.extendedProperties.lookbackPeriod,\" days\")),\r\nscope=tostring(properties.extendedProperties.scope),\r\nterm=tostring(properties.extendedProperties.term),\r\nsavings=todouble(properties.extendedProperties.annualSavingsAmount),\r\nsavingsAmount = todouble(properties.extendedProperties.savingsAmount),\r\nRecommendation=tostring(properties.shortDescription.solution),  \r\ncurrency = tostring(properties.extendedProperties.savingsCurrency),\r\ndisplayQty = tostring(properties.extendedProperties.displayQty),\r\ndisplaySKU = tostring(properties.extendedProperties.displaySKU),\r\ncommitment = tostring(properties.extendedProperties.commitment),\r\nregion = tostring(properties.extendedProperties.region),\r\nsubscription = tostring(properties.extendedProperties.subId)\r\n| where term == \"{term}\" and lookbackPeriod == \"{LookBackPeriod}\"\r\n| project Recommendation,savings,commitment,currency,lookbackPeriod,term,subscription\r\n| order by savings desc\r\n| join (\r\nresourcecontainers\r\n| where type == 'microsoft.resources/subscriptions'\r\n| extend subscription = subscriptionId\r\n| project id,name,subscription\r\n) on subscription\r\n| project-away subscription1,subscription\r\n",
+                                "query": "AdvisorResources \r\n| where type == 'microsoft.advisor/recommendations' \r\n| where properties.category == 'Cost' and properties.shortDescription.solution contains \"savings plan\"\r\n| extend\r\nrecommendationTypeId = tostring(properties.recommendationTypeId),\r\nlookbackPeriod=tostring(strcat(\"Last \",properties.extendedProperties.lookbackPeriod,\" days\")),\r\nterm=tostring(properties.extendedProperties.term),\r\nstableId = name,\r\nsubscriptionId = tostring(properties.extendedProperties.subId),\r\ncommitment = tostring(properties.extendedProperties.commitment)\r\n| where term == \"{term}\" and lookbackPeriod == \"{LookBackPeriod}\"\r\n| extend subscriptionId,stableId\r\n| join kind = leftouter\r\n(advisorresources | where type=~'microsoft.advisor/suppressions'\r\n| extend tokens = split(id, '/')\r\n| extend stableId = iff(array_length(tokens) > 3, tokens[(array_length(tokens)-3)], '')\r\n| extend expirationTimeStamp = todatetime(iff(strcmp(tostring(properties.ttl), '-1') == 0, '9999-12-31', properties.expirationTimeStamp))\r\n| where expirationTimeStamp > now()\r\n| project stableId, expirationTimeStamp)\r\non stableId\r\n| where isempty(expirationTimeStamp)\r\n| extend subscriptionId,stableId\r\n| join kind = leftouter\r\n(advisorresources \r\n| where type =~ 'microsoft.advisor/configurations'\r\n| where isempty(resourceGroup) == true\r\n| extend\r\nmaxCpuP95 = properties.extendedProperties.MaxCpuP95,\r\nlowCpuThreshold = properties.lowCpuThreshold,\r\nexcludeRecomm = properties.exclude,\r\nlookbackPeriod=tostring(strcat(\"Last \",properties.extendedProperties.lookbackPeriod,\" days\")),\r\nscope=tostring(properties.extendedProperties.scope),\r\nterm=tostring(properties.extendedProperties.term),\r\nRecommendation=tostring(properties.shortDescription.solution),  \r\nstableId = name,\r\ncommitment = tostring(properties.extendedProperties.commitment),\r\nsubscriptionId = tostring(properties.extendedProperties.subId))\r\non subscriptionId\r\n| extend isActive1 = iff(isnull(excludeRecomm), true, tobool(excludeRecomm) == false)\r\n| extend isActive2 = iff(recommendationTypeId == 'e10b1381-5f0a-47ff-8c7b-37bd13d7c974', iff((isnotempty(lowCpuThreshold) and isnotempty(maxCpuP95)), toint(maxCpuP95) < toint(lowCpuThreshold), iff((isempty(maxCpuP95) or toint(maxCpuP95) < 5), true, false)), true)\r\n| where isActive1 == true and isActive2 == true\r\n| join kind = leftouter\r\n(advisorresources | where type =~ 'microsoft.advisor/configurations' | where isnotempty(resourceGroup) == true\r\n| project subscriptionId, resourceGroup, excludeProperty = properties.exclude)\r\non subscriptionId, resourceGroup\r\n| extend isActive3 = iff(isnull(excludeProperty), true, tobool(excludeProperty) == false)\r\n| where isActive3 == true\r\n| extend lookbackPeriod=tostring(strcat(\"Last \",properties.extendedProperties.lookbackPeriod,\" days\")),\r\nscope=tostring(properties.extendedProperties.scope),\r\nterm=tostring(properties.extendedProperties.term),\r\nsavings=todouble(properties.extendedProperties.annualSavingsAmount),\r\nsavingsAmount = todouble(properties.extendedProperties.savingsAmount),\r\nRecommendation=tostring(properties.shortDescription.solution),  \r\ncurrency = tostring(properties.extendedProperties.savingsCurrency),\r\ndisplayQty = tostring(properties.extendedProperties.displayQty),\r\ndisplaySKU = tostring(properties.extendedProperties.displaySKU),\r\ncommitment = tostring(properties.extendedProperties.commitment),\r\nregion = tostring(properties.extendedProperties.region),\r\nsubscription = tostring(properties.extendedProperties.subId)\r\n| where term == \"{term}\" and lookbackPeriod == \"{LookBackPeriod}\"\r\n| project Recommendation,savings,commitment,currency,lookbackPeriod,term,subscription\r\n| order by savings desc\r\n| join kind=leftouter (\r\nresourcecontainers\r\n| where type == 'microsoft.resources/subscriptions'\r\n| extend subscription = subscriptionId\r\n| project id,name,subscription\r\n) on subscription\r\n| project-away subscription1,subscription\r\n",
                                 "size": 0,
                                 "title": "Savings plan details",
                                 "noDataMessage": "No savings plan recommendations found!",
@@ -7892,7 +7892,7 @@
                                           "type": 3,
                                           "content": {
                                             "version": "KqlItem/1.0",
-                                            "query": "resourcechanges\r\n| where properties.changeType == \"Update\" and properties.targetResourceType == \"microsoft.compute/virtualmachines\"\r\n| mv-expand changes = properties.changes\r\n| mv-expand LicenseChanges=changes.['properties.licenseType']\r\n| extend WindowsId=id\r\n| join kind = innerunique(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}']), WindowsId=id\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct WindowsId\r\n    )\r\n    on WindowsId\r\n| where isnotnull(LicenseChanges)\r\n| where  tostring(LicenseChanges.newValue) has \"Windows\"\r\n| project VMID=properties.targetResourceId, NewLicense=tostring(LicenseChanges.newValue), DateofChange=todatetime(properties.changeAttributes.timestamp)\r\n",
+                                            "query": "resourcechanges\r\n| where properties.changeType == \"Update\" and properties.targetResourceType == \"microsoft.compute/virtualmachines\"\r\n| mv-expand changes = properties.changes\r\n| mv-expand LicenseChanges=changes.['properties.licenseType']\r\n| extend WindowsId=tolower(tostring(properties.targetResourceId))\r\n| join kind=inner(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}']), WindowsId=tolower(id)\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct WindowsId\r\n    )\r\n    on WindowsId\r\n| where isnotnull(LicenseChanges)\r\n| where  tostring(LicenseChanges.newValue) has \"Windows\"\r\n| project VMID=properties.targetResourceId, NewLicense=tostring(LicenseChanges.newValue), DateofChange=todatetime(properties.changeAttributes.timestamp)\r\n",
                                             "size": 0,
                                             "title": "VM Latest Change Last 7 days",
                                             "noDataMessage": "AHB was not enabled in the last 7 days.",
@@ -8758,7 +8758,7 @@
                                           "type": 3,
                                           "content": {
                                             "version": "KqlItem/1.0",
-                                            "query": "ResourceContainers | where type =~ 'Microsoft.Resources/subscriptions' | where tostring (properties.subscriptionPolicies.quotaId) !has \"MSDNDevTest_2014-09-01\" | extend SubscriptionName=name \r\n| join (\r\n     resources | where type =~ 'Microsoft.SqlVirtualMachine/SqlVirtualMachines' and tostring(properties.['sqlServerLicenseType']) != 'AHUB' and resourceGroup in ({ResourceGroup})\r\n    | extend SQLID=id, VMName = name, VMRG = resourceGroup, VMLocation = location, LicenseType = tostring(properties.['sqlServerLicenseType']), OSType=tostring(properties.storageProfile.imageReference.offer), SQLAgentType = tostring(properties.['sqlManagement']), SQLVersion = tostring(properties.['sqlImageOffer']), SQLSKU=tostring(properties.['sqlImageSku'])\r\n    ) on subscriptionId \r\n| join (\r\n    resources\r\n    | where type =~ 'Microsoft.Compute/virtualmachines'\r\n    | project VMName = tolower(name), VMSize = tostring(properties.hardwareProfile.vmSize)\r\n    ) on VMName\r\n| order by id asc    \r\n| project SQLID,VMName,VMRG, VMLocation, VMSize, SQLVersion, SQLSKU, SQLAgentType, LicenseType, SubscriptionName\r\n| where SQLSKU != \"Developer\" and SQLSKU != \"Express\"\r\n| join kind = innerunique(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}']), SQLID=id\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct SQLID\r\n    )\r\n    on SQLID",
+                                            "query": "ResourceContainers | where type =~ 'Microsoft.Resources/subscriptions' | where tostring (properties.subscriptionPolicies.quotaId) !has \"MSDNDevTest_2014-09-01\" | extend SubscriptionName=name \r\n| join kind=inner (\r\n     resources | where type =~ 'Microsoft.SqlVirtualMachine/SqlVirtualMachines' and tostring(properties.['sqlServerLicenseType']) != 'AHUB' and resourceGroup in ({ResourceGroup})\r\n    | extend SQLID=id, VMResourceId = tolower(tostring(properties.virtualMachineResourceId)), VMName = name, VMRG = resourceGroup, VMLocation = location, LicenseType = tostring(properties.['sqlServerLicenseType']), OSType=tostring(properties.storageProfile.imageReference.offer), SQLAgentType = tostring(properties.['sqlManagement']), SQLVersion = tostring(properties.['sqlImageOffer']), SQLSKU=tostring(properties.['sqlImageSku'])\r\n    ) on subscriptionId \r\n| join kind=inner (\r\n    resources\r\n    | where type =~ 'Microsoft.Compute/virtualmachines'\r\n    | project VMResourceId = tolower(id), VMSize = tostring(properties.hardwareProfile.vmSize)\r\n    ) on VMResourceId\r\n| order by id asc    \r\n| project SQLID,VMName,VMRG, VMLocation, VMSize, SQLVersion, SQLSKU, SQLAgentType, LicenseType, SubscriptionName\r\n| where SQLSKU != \"Developer\" and SQLSKU != \"Express\"\r\n| join kind=inner(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}']), SQLID=id\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct SQLID\r\n    )\r\n    on SQLID",
                                             "size": 0,
                                             "title": "SQL VM AHB Disabled",
                                             "noDataMessage": "All of your VMs have AHB enabled.",
@@ -8780,7 +8780,7 @@
                                           "type": 3,
                                           "content": {
                                             "version": "KqlItem/1.0",
-                                            "query": "ResourceContainers | where type =~ 'Microsoft.Resources/subscriptions' | where tostring (properties.subscriptionPolicies.quotaId) !has \"MSDNDevTest_2014-09-01\" | extend SubscriptionName=name \r\n| join (\r\n     resources | where type =~ 'Microsoft.SqlVirtualMachine/SqlVirtualMachines' and tostring(properties.['sqlServerLicenseType']) == 'AHUB' and resourceGroup in ({ResourceGroup})\r\n    | extend SQLID=id, VMName = name, VMRG = resourceGroup, VMLocation = location, LicenseType = tostring(properties.['sqlServerLicenseType']), OSType=tostring(properties.storageProfile.imageReference.offer), SQLAgentType = tostring(properties.['sqlManagement']), SQLVersion = tostring(properties.['sqlImageOffer']), SQLSKU=tostring(properties.['sqlImageSku'])\r\n    ) on subscriptionId \r\n| join (\r\n    resources\r\n    | where type =~ 'Microsoft.Compute/virtualmachines'\r\n    | project VMName = tolower(name), VMSize = tostring(properties.hardwareProfile.vmSize)\r\n    ) on VMName\r\n| order by id asc    \r\n| project SQLID,VMName,VMRG, VMLocation, VMSize, SQLVersion, SQLSKU, SQLAgentType, LicenseType, SubscriptionName\r\n| where SQLSKU != \"Developer\" and SQLSKU != \"Express\"\r\n| join kind = innerunique(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}']), SQLID=id\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct SQLID\r\n    )\r\n    on SQLID",
+                                            "query": "ResourceContainers | where type =~ 'Microsoft.Resources/subscriptions' | where tostring (properties.subscriptionPolicies.quotaId) !has \"MSDNDevTest_2014-09-01\" | extend SubscriptionName=name \r\n| join kind=inner (\r\n     resources | where type =~ 'Microsoft.SqlVirtualMachine/SqlVirtualMachines' and tostring(properties.['sqlServerLicenseType']) == 'AHUB' and resourceGroup in ({ResourceGroup})\r\n    | extend SQLID=id, VMResourceId = tolower(tostring(properties.virtualMachineResourceId)), VMName = name, VMRG = resourceGroup, VMLocation = location, LicenseType = tostring(properties.['sqlServerLicenseType']), OSType=tostring(properties.storageProfile.imageReference.offer), SQLAgentType = tostring(properties.['sqlManagement']), SQLVersion = tostring(properties.['sqlImageOffer']), SQLSKU=tostring(properties.['sqlImageSku'])\r\n    ) on subscriptionId \r\n| join kind=inner (\r\n    resources\r\n    | where type =~ 'Microsoft.Compute/virtualmachines'\r\n    | project VMResourceId = tolower(id), VMSize = tostring(properties.hardwareProfile.vmSize)\r\n    ) on VMResourceId\r\n| order by id asc    \r\n| project SQLID,VMName,VMRG, VMLocation, VMSize, SQLVersion, SQLSKU, SQLAgentType, LicenseType, SubscriptionName\r\n| where SQLSKU != \"Developer\" and SQLSKU != \"Express\"\r\n| join kind=inner(\r\n    resources\r\n    | extend replaced_tags = replace('{}', 'null', tostring(tags))\r\n    | extend replaced_tags = parse_json(replaced_tags)\r\n    | mv-expand replaced_tags\r\n    | extend tagName = tostring(bag_keys(replaced_tags)[0])\r\n    | extend tagValue = tostring(replaced_tags['{TagName}']), SQLID=id\r\n    | where tagName has '{TagName}' and tagValue has '{TagValue}'\r\n    | distinct SQLID\r\n    )\r\n    on SQLID",
                                             "size": 0,
                                             "title": "SQL VM AHB Enabled",
                                             "noDataMessage": "None of your VMs have AHB enabled.",
@@ -12575,7 +12575,7 @@
             "workbookJson": "[string(variables('$fxv#0'))]",
             "workbookId": "0b2",
             "telemetryId": "[format('00f120b5-2007-6120-0000-{0}30126b006', variables('workbookId'))]",
-            "finOpsToolkitVersion": "14.0",
+            "finOpsToolkitVersion": "15.0",
             "resourceTags": "[if(contains(parameters('tags'), 'ftk-tool'), parameters('tags'), union(parameters('tags'), createObject('ftk-version', variables('finOpsToolkitVersion'), 'ftk-tool', format('{0} workbook', parameters('displayName')))))]"
           },
           "resources": [
@@ -12666,7 +12666,7 @@
             "_generator": {
               "name": "bicep",
               "version": "0.40.2.10011",
-              "templateHash": "17417431831939790892"
+              "templateHash": "3483299183975677453"
             }
           },
           "parameters": {
@@ -20839,7 +20839,7 @@
             "workbookJson": "[string(variables('$fxv#0'))]",
             "workbookId": "907",
             "telemetryId": "[format('00f120b5-2007-6120-0000-{0}30126b006', variables('workbookId'))]",
-            "finOpsToolkitVersion": "14.0",
+            "finOpsToolkitVersion": "15.0",
             "resourceTags": "[if(contains(parameters('tags'), 'ftk-tool'), parameters('tags'), union(parameters('tags'), createObject('ftk-version', variables('finOpsToolkitVersion'), 'ftk-tool', format('{0} workbook', parameters('displayName')))))]"
           },
           "resources": [
diff --git a/docs/deploy/optimization-engine/15.0/azuredeploy-nested.bicep b/docs/deploy/optimization-engine/15.0/azuredeploy-nested.bicep
new file mode 100644
index 000000000..7957b2989
--- /dev/null
+++ b/docs/deploy/optimization-engine/15.0/azuredeploy-nested.bicep
@@ -0,0 +1,2170 @@
+param projectLocation string
+param templateLocation string
+
+param storageAccountName string
+param automationAccountName string
+param sqlServerName string
+param sqlServerAlreadyExists bool
+param sqlDatabaseName string
+param logAnalyticsReuse bool
+param logAnalyticsWorkspaceName string
+param logAnalyticsWorkspaceRG string
+param logAnalyticsRetentionDays int
+param sqlBackupRetentionDays int
+param userObjectId string
+param userPrincipalName string
+param sqlAdminPrincipalType string
+
+param cloudEnvironment string
+param authenticationOption string
+param baseTime string
+param resourceTags object
+param contributorRoleAssignmentGuid string
+
+param argDiskExportJobId string = newGuid()
+param argVhdExportJobId string = newGuid()
+param argVmExportJobId string = newGuid()
+param argVmssExportJobId string = newGuid()
+param argAvailSetExportJobId string = newGuid()
+param advisorExportJobId string = newGuid()
+param consumptionExportJobId string = newGuid()
+param aadObjectsExportJobId string = newGuid()
+param argLoadBalancersExportJobId string = newGuid()
+param argAppGWsExportJobId string = newGuid()
+param rbacExportJobId string = newGuid()
+param argResContainersExportJobId string = newGuid()
+param argNICExportJobId string = newGuid()
+param argNSGExportJobId string = newGuid()
+param argPublicIPExportJobId string = newGuid()
+param argVNetExportJobId string = newGuid()
+param argSqlDbExportJobId string = newGuid()
+param policyStateExportJobId string = newGuid()
+param monitorVmssCpuMaxExportJobId string = newGuid()
+param monitorVmssCpuAvgExportJobId string = newGuid()
+param monitorVmssMemoryMinExportJobId string = newGuid()
+param monitorSqlDbDtuMaxExportJobId string = newGuid()
+param monitorSqlDbDtuAvgExportJobId string = newGuid()
+param monitorAppServiceCpuMaxExportJobId string = newGuid()
+param monitorAppServiceCpuAvgExportJobId string = newGuid()
+param monitorAppServiceMemoryMaxExportJobId string = newGuid()
+param monitorAppServiceMemoryAvgExportJobId string = newGuid()
+param monitorDiskIOPSAvgExportJobId string = newGuid()
+param monitorDiskMBPsAvgExportJobId string = newGuid()
+param argAppServicePlanExportJobId string = newGuid()
+param pricesheetExportJobId string = newGuid()
+param reservationPricesExportJobId string = newGuid()
+param reservationUsageExportJobId string = newGuid()
+param savingsPlansUsageExportJobId string = newGuid()
+param argDiskIngestJobId string = newGuid()
+param argVhdIngestJobId string = newGuid()
+param argVmIngestJobId string = newGuid()
+param argVmssIngestJobId string = newGuid()
+param argAvailSetIngestJobId string = newGuid()
+param advisorIngestJobId string = newGuid()
+param remediationLogsIngestJobId string = newGuid()
+param consumptionIngestJobId string = newGuid()
+param aadObjectsIngestJobId string = newGuid()
+param argLoadBalancersIngestJobId string = newGuid()
+param argAppGWsIngestJobId string = newGuid()
+param argResContainersIngestJobId string = newGuid()
+param rbacIngestJobId string = newGuid()
+param argNICIngestJobId string = newGuid()
+param argNSGIngestJobId string = newGuid()
+param argPublicIPIngestJobId string = newGuid()
+param argVNetIngestJobId string = newGuid()
+param argSqlDbIngestJobId string = newGuid()
+param policyStateIngestJobId string = newGuid()
+param monitorIngestJobId string = newGuid()
+param argAppServicePlanIngestJobId string = newGuid()
+param pricesheetIngestJobId string = newGuid()
+param reservationPricesIngestJobId string = newGuid()
+param reservationUsageIngestJobId string = newGuid()
+param savingsPlansUsageIngestJobId string = newGuid()
+param unattachedDisksRecommendationJobId string = newGuid()
+param advisorCostAugmentedRecommendationJobId string = newGuid()
+param advisorAsIsRecommendationJobId string = newGuid()
+param vmsHaRecommendationJobId string = newGuid()
+param vmOptimizationsRecommendationJobId string = newGuid()
+param aadExpiringCredsRecommendationJobId string = newGuid()
+param unusedLoadBalancersRecommendationJobId string = newGuid()
+param unusedAppGWsRecommendationJobId string = newGuid()
+param armOptimizationsRecommendationJobId string = newGuid()
+param vnetOptimizationsRecommendationJobId string = newGuid()
+param vmssOptimizationsRecommendationJobId string = newGuid()
+param sqldbOptimizationsRecommendationJobId string = newGuid()
+param storageOptimizationsRecommendationJobId string = newGuid()
+param appServiceOptimizationsRecommendationJobId string = newGuid()
+param diskOptimizationsRecommendationJobId string = newGuid()
+param recommendationsIngestJobId string = newGuid()
+param recommendationsLogAnalyticsIngestJobId string = newGuid()
+param suppressionsLogAnalyticsIngestJobId string = newGuid()
+param recommendationsCleanUpJobId string = newGuid()
+
+param roleContributor string = '/subscriptions/${subscription().subscriptionId}/providers/Microsoft.Authorization/roleDefinitions/ba92f5b4-2d11-453d-a403-e96b0029c9fe'
+
+@description('Optional. Enable telemetry to track anonymous module usage trends, monitor for bugs, and improve future releases.')
+param enableDefaultTelemetry bool = true
+
+var telemetryId = '00f120b5-2007-6120-0000-000000000a0e'
+var finOpsToolkitVersion = loadTextContent('ftkver.txt')
+var advisorExportsRunbookName = 'Export-AdvisorRecommendationsToBlobStorage'
+var argVmExportsRunbookName = 'Export-ARGVirtualMachinesPropertiesToBlobStorage'
+var argVmssExportsRunbookName = 'Export-ARGVMSSPropertiesToBlobStorage'
+var argDisksExportsRunbookName = 'Export-ARGManagedDisksPropertiesToBlobStorage'
+var argVhdExportsRunbookName = 'Export-ARGUnmanagedDisksPropertiesToBlobStorage'
+var argAvailSetExportsRunbookName = 'Export-ARGAvailabilitySetPropertiesToBlobStorage'
+var consumptionExportsRunbookName = 'Export-ConsumptionToBlobStorage'
+var aadObjectsExportsRunbookName = 'Export-AADObjectsToBlobStorage'
+var argLoadBalancersExportsRunbookName = 'Export-ARGLoadBalancerPropertiesToBlobStorage'
+var argAppGWsExportsRunbookName = 'Export-ARGAppGatewayPropertiesToBlobStorage'
+var argResContainersExportsRunbookName = 'Export-ARGResourceContainersPropertiesToBlobStorage'
+var rbacExportsRunbookName = 'Export-RBACAssignmentsToBlobStorage'
+var argNICExportsRunbookName = 'Export-ARGNICPropertiesToBlobStorage'
+var argNSGExportsRunbookName = 'Export-ARGNSGPropertiesToBlobStorage'
+var argVNetExportsRunbookName = 'Export-ARGVNetPropertiesToBlobStorage'
+var argPublicIpExportsRunbookName = 'Export-ARGPublicIpPropertiesToBlobStorage'
+var argSqlDbExportsRunbookName = 'Export-ARGSqlDatabasePropertiesToBlobStorage'
+var policyStateExportsRunbookName = 'Export-PolicyComplianceToBlobStorage'
+var monitorExportsRunbookName = 'Export-AzMonitorMetricsToBlobStorage'
+var argAppServicePlanExportsRunbookName = 'Export-ARGAppServicePlanPropertiesToBlobStorage'
+var reservationsExportsRunbookName = 'Export-ReservationsUsageToBlobStorage'
+var reservationsPriceExportsRunbookName = 'Export-ReservationsPriceToBlobStorage'
+var priceSheetExportsRunbookName = 'Export-PriceSheetToBlobStorage'
+var savingsPlansExportsRunbookName = 'Export-SavingsPlansUsageToBlobStorage'
+var advisorExportsScheduleName = 'AzureOptimization_ExportAdvisorWeekly'
+var argExportsScheduleName = 'AzureOptimization_ExportARGDaily'
+var consumptionExportsScheduleName = 'AzureOptimization_ExportConsumptionDaily'
+var aadObjectsExportsScheduleName = 'AzureOptimization_ExportAADObjectsDaily'
+var rbacExportsScheduleName = 'AzureOptimization_ExportRBACDaily'
+var policyStateExportsScheduleName = 'AzureOptimization_ExportPolicyStateDaily'
+var monitorVmssCpuMaxExportsScheduleName = 'AzureOptimization_ExportMonitorVmssCpuMaxHourly'
+var monitorVmssCpuAvgExportsScheduleName = 'AzureOptimization_ExportMonitorVmssCpuAvgHourly'
+var monitorVmssMemoryMinExportsScheduleName = 'AzureOptimization_ExportMonitorVmssMemoryMinHourly'
+var monitorSqlDbDtuMaxExportsScheduleName = 'AzureOptimization_ExportMonitorSqlDbDtuMaxHourly'
+var monitorSqlDbDtuAvgExportsScheduleName = 'AzureOptimization_ExportMonitorSqlDbDtuAvgHourly'
+var monitorAppServiceCpuMaxExportsScheduleName = 'AzureOptimization_ExportMonitorAppServiceCpuMaxHourly'
+var monitorAppServiceCpuAvgExportsScheduleName = 'AzureOptimization_ExportMonitorAppServiceCpuAvgHourly'
+var monitorAppServiceMemoryMaxExportsScheduleName = 'AzureOptimization_ExportMonitorAppServiceMemoryMaxHourly'
+var monitorAppServiceMemoryAvgExportsScheduleName = 'AzureOptimization_ExportMonitorAppServiceMemoryAvgHourly'
+var monitorDiskIOPSAvgExportsScheduleName = 'AzureOptimization_ExportMonitorDiskIOPSHourly'
+var monitorDiskMBPsAvgExportsScheduleName = 'AzureOptimization_ExportMonitorDiskMBPsHourly'
+var priceExportsScheduleName = 'AzureOptimization_ExportPricesWeekly'
+var reservationsUsageExportsScheduleName = 'AzureOptimization_ExportReservationsDaily'
+var savingsPlansUsageExportsScheduleName = 'AzureOptimization_ExportSavingsPlansDaily'
+var csvExportsSchedules = [
+  {
+    exportSchedule: argExportsScheduleName
+    exportDescription: 'Daily Azure Resource Graph exports'
+    exportTimeOffset: 'PT1H05M'
+    exportFrequency: 'Day'
+  }
+  {
+    exportSchedule: advisorExportsScheduleName
+    exportDescription: 'Weekly Azure Advisor exports'
+    exportTimeOffset: 'PT1H15M'
+    exportFrequency: 'Week'
+  }
+  {
+    exportSchedule: consumptionExportsScheduleName
+    exportDescription: 'Daily Azure Consumption exports'
+    exportTimeOffset: 'PT1H'
+    exportFrequency: 'Day'
+  }
+  {
+    exportSchedule: aadObjectsExportsScheduleName
+    exportDescription: 'Daily Microsoft Entra Objects exports'
+    exportTimeOffset: 'PT1H'
+    exportFrequency: 'Day'
+  }
+  {
+    exportSchedule: rbacExportsScheduleName
+    exportDescription: 'Daily Azure RBAC exports'
+    exportTimeOffset: 'PT1H02M'
+    exportFrequency: 'Day'
+  }
+  {
+    exportSchedule: policyStateExportsScheduleName
+    exportDescription: 'Daily Azure Policy State exports'
+    exportTimeOffset: 'PT1H'
+    exportFrequency: 'Day'
+  }
+  {
+    exportSchedule: monitorVmssCpuAvgExportsScheduleName
+    exportDescription: 'Hourly Azure Monitor metrics exports for VMSS Percentage CPU (Avg.)'
+    exportTimeOffset: 'PT1H15M'
+    exportFrequency: 'Hour'
+  }
+  {
+    exportSchedule: monitorVmssCpuMaxExportsScheduleName
+    exportDescription: 'Hourly Azure Monitor metrics exports for VMSS Percentage CPU (Max.)'
+    exportTimeOffset: 'PT1H15M'
+    exportFrequency: 'Hour'
+  }
+  {
+    exportSchedule: monitorVmssMemoryMinExportsScheduleName
+    exportDescription: 'Hourly Azure Monitor metrics exports for VMSS Available Memory (Min.)'
+    exportTimeOffset: 'PT1H15M'
+    exportFrequency: 'Hour'
+  }
+  {
+    exportSchedule: monitorSqlDbDtuMaxExportsScheduleName
+    exportDescription: 'Hourly Azure Monitor metrics exports for SQL Database Percentage DTU (Max.)'
+    exportTimeOffset: 'PT1H15M'
+    exportFrequency: 'Hour'
+  }
+  {
+    exportSchedule: monitorSqlDbDtuAvgExportsScheduleName
+    exportDescription: 'Hourly Azure Monitor metrics exports for SQL Database Percentage DTU (Avg.)'
+    exportTimeOffset: 'PT1H16M'
+    exportFrequency: 'Hour'
+  }
+  {
+    exportSchedule: monitorAppServiceCpuAvgExportsScheduleName
+    exportDescription: 'Hourly Azure Monitor metrics exports for App Service Percentage CPU (Avg.)'
+    exportTimeOffset: 'PT1H16M'
+    exportFrequency: 'Hour'
+  }
+  {
+    exportSchedule: monitorAppServiceCpuMaxExportsScheduleName
+    exportDescription: 'Hourly Azure Monitor metrics exports for App Service Percentage CPU (Max.)'
+    exportTimeOffset: 'PT1H16M'
+    exportFrequency: 'Hour'
+  }
+  {
+    exportSchedule: monitorAppServiceMemoryAvgExportsScheduleName
+    exportDescription: 'Hourly Azure Monitor metrics exports for App Service Percentage RAM (Avg.)'
+    exportTimeOffset: 'PT1H16M'
+    exportFrequency: 'Hour'
+  }
+  {
+    exportSchedule: monitorAppServiceMemoryMaxExportsScheduleName
+    exportDescription: 'Hourly Azure Monitor metrics exports for App Service Percentage RAM (Max.)'
+    exportTimeOffset: 'PT1H17M'
+    exportFrequency: 'Hour'
+  }
+  {
+    exportSchedule: monitorDiskIOPSAvgExportsScheduleName
+    exportDescription: 'Hourly Azure Monitor metrics exports for Disk IOPS (Avg.)'
+    exportTimeOffset: 'PT1H17M'
+    exportFrequency: 'Hour'
+  }
+  {
+    exportSchedule: monitorDiskMBPsAvgExportsScheduleName
+    exportDescription: 'Hourly Azure Monitor metrics exports for Disk MBPs (Avg.)'
+    exportTimeOffset: 'PT1H17M'
+    exportFrequency: 'Hour'
+  }
+  {
+    exportSchedule: priceExportsScheduleName
+    exportDescription: 'Weekly Pricesheet and Reservation Prices exports'
+    exportTimeOffset: 'PT1H05M'
+    exportFrequency: 'Week'
+  }
+  {
+    exportSchedule: reservationsUsageExportsScheduleName
+    exportDescription: 'Daily Reservation Usage exports'
+    exportTimeOffset: 'PT2H'
+    exportFrequency: 'Day'
+  }
+  {
+    exportSchedule: savingsPlansUsageExportsScheduleName
+    exportDescription: 'Daily Savings Plans Usage exports'
+    exportTimeOffset: 'PT2H05M'
+    exportFrequency: 'Day'
+  }
+]
+var csvExports = [
+  {
+    runbookName: advisorExportsRunbookName
+    isOneToMany: false
+    containerName: 'advisorexports'
+    variableName: 'AzureOptimization_AdvisorContainer'
+    variableDescription: 'The Storage Account container where Azure Advisor exports are dumped to'
+    ingestSchedule: 'AzureOptimization_IngestAdvisorWeekly'
+    ingestDescription: 'Weekly Azure Advisor recommendations ingests'
+    ingestTimeOffset: 'PT1H45M'
+    ingestFrequency: 'Week'
+    ingestJobId: advisorIngestJobId
+    exportSchedule: advisorExportsScheduleName
+    exportJobId: advisorExportJobId
+  }
+  {
+    runbookName: argVmExportsRunbookName
+    isOneToMany: false
+    containerName: 'argvmexports'
+    variableName: 'AzureOptimization_ARGVMContainer'
+    variableDescription: 'The Storage Account container where Azure Resource Graph Virtual Machine exports are dumped to'
+    ingestSchedule: 'AzureOptimization_IngestARGVMsDaily'
+    ingestDescription: 'Daily Azure Resource Graph Virtual Machines ingests'
+    ingestTimeOffset: 'PT1H30M'
+    ingestFrequency: 'Day'
+    ingestJobId: argVmIngestJobId
+    exportSchedule: argExportsScheduleName
+    exportJobId: argVmExportJobId
+  }
+  {
+    runbookName: argVmssExportsRunbookName
+    isOneToMany: false
+    containerName: 'argvmssexports'
+    variableName: 'AzureOptimization_ARGVMSSContainer'
+    variableDescription: 'The Storage Account container where Azure Resource Graph VMSS exports are dumped to'
+    ingestSchedule: 'AzureOptimization_IngestARGVMSSDaily'
+    ingestDescription: 'Daily Azure Resource Graph VMSS ingests'
+    ingestTimeOffset: 'PT1H30M'
+    ingestFrequency: 'Day'
+    ingestJobId: argVmssIngestJobId
+    exportSchedule: argExportsScheduleName
+    exportJobId: argVmssExportJobId
+  }
+  {
+    runbookName: argDisksExportsRunbookName
+    isOneToMany: false
+    containerName: 'argdiskexports'
+    variableName: 'AzureOptimization_ARGDiskContainer'
+    variableDescription: 'The Storage Account container where Azure Resource Graph Managed Disks exports are dumped to'
+    ingestSchedule: 'AzureOptimization_IngestARGDisksDaily'
+    ingestDescription: 'Daily Azure Resource Graph Managed Disks ingests'
+    ingestTimeOffset: 'PT1H30M'
+    ingestFrequency: 'Day'
+    ingestJobId: argDiskIngestJobId
+    exportSchedule: argExportsScheduleName
+    exportJobId: argDiskExportJobId
+  }
+  {
+    runbookName: argVhdExportsRunbookName
+    isOneToMany: false
+    containerName: 'argvhdexports'
+    variableName: 'AzureOptimization_ARGVhdContainer'
+    variableDescription: 'The Storage Account container where Azure Resource Graph Unmanaged Disks exports are dumped to'
+    ingestSchedule: 'AzureOptimization_IngestARGVHDsDaily'
+    ingestDescription: 'Daily Azure Resource Graph Unmanaged Disks ingests'
+    ingestTimeOffset: 'PT1H30M'
+    ingestFrequency: 'Day'
+    ingestJobId: argVhdIngestJobId
+    exportSchedule: argExportsScheduleName
+    exportJobId: argVhdExportJobId
+  }
+  {
+    runbookName: argAvailSetExportsRunbookName
+    isOneToMany: false
+    containerName: 'argavailsetexports'
+    variableName: 'AzureOptimization_ARGAvailabilitySetContainer'
+    variableDescription: 'The Storage Account container where Azure Resource Graph Availability Set exports are dumped to'
+    ingestSchedule: 'AzureOptimization_IngestARGAvailSetsDaily'
+    ingestDescription: 'Daily Azure Resource Graph Availability Sets ingests'
+    ingestTimeOffset: 'PT1H31M'
+    ingestFrequency: 'Day'
+    ingestJobId: argAvailSetIngestJobId
+    exportSchedule: argExportsScheduleName
+    exportJobId: argAvailSetExportJobId
+  }
+  {
+    runbookName: consumptionExportsRunbookName
+    isOneToMany: false
+    containerName: 'consumptionexports'
+    variableName: 'AzureOptimization_ConsumptionContainer'
+    variableDescription: 'The Storage Account container where Azure Consumption exports are dumped to'
+    ingestSchedule: 'AzureOptimization_IngestConsumptionDaily'
+    ingestDescription: 'Daily Azure Consumption ingests'
+    ingestTimeOffset: 'PT2H'
+    ingestFrequency: 'Day'
+    ingestJobId: consumptionIngestJobId
+    exportSchedule: consumptionExportsScheduleName
+    exportJobId: consumptionExportJobId
+  }
+  {
+    runbookName: aadObjectsExportsRunbookName
+    isOneToMany: false
+    containerName: 'aadobjectsexports'
+    variableName: 'AzureOptimization_AADObjectsContainer'
+    variableDescription: 'The Storage Account container where Microsoft Entra Objects exports are dumped to'
+    ingestSchedule: 'AzureOptimization_IngestAADObjectsDaily'
+    ingestDescription: 'Daily Microsoft Entra Objects ingests'
+    ingestTimeOffset: 'PT2H'
+    ingestFrequency: 'Day'
+    ingestJobId: aadObjectsIngestJobId
+    exportSchedule: aadObjectsExportsScheduleName
+    exportJobId: aadObjectsExportJobId
+  }
+  {
+    runbookName: argLoadBalancersExportsRunbookName
+    isOneToMany: false
+    containerName: 'arglbexports'
+    variableName: 'AzureOptimization_ARGLoadBalancerContainer'
+    variableDescription: 'The Storage Account container where Azure Resource Graph Load Balancer exports are dumped to'
+    ingestSchedule: 'AzureOptimization_IngestARGLoadBalancersDaily'
+    ingestDescription: 'Daily Azure Resource Graph Load Balancers ingests'
+    ingestTimeOffset: 'PT1H31M'
+    ingestFrequency: 'Day'
+    ingestJobId: argLoadBalancersIngestJobId
+    exportSchedule: argExportsScheduleName
+    exportJobId: argLoadBalancersExportJobId
+  }
+  {
+    runbookName: argAppGWsExportsRunbookName
+    isOneToMany: false
+    containerName: 'argappgwexports'
+    variableName: 'AzureOptimization_ARGAppGatewayContainer'
+    variableDescription: 'The Storage Account container where Azure Resource Graph Application Gateway exports are dumped to'
+    ingestSchedule: 'AzureOptimization_IngestARGAppGWsDaily'
+    ingestDescription: 'Daily Azure Resource Graph Application Gateways ingests'
+    ingestTimeOffset: 'PT1H31M'
+    ingestFrequency: 'Day'
+    ingestJobId: argAppGWsIngestJobId
+    exportSchedule: argExportsScheduleName
+    exportJobId: argAppGWsExportJobId
+  }
+  {
+    runbookName: argResContainersExportsRunbookName
+    isOneToMany: false
+    containerName: 'argrescontainersexports'
+    variableName: 'AzureOptimization_ARGResourceContainersContainer'
+    variableDescription: 'The Storage Account container where Azure Resource Graph Resource Containers exports are dumped to'
+    ingestSchedule: 'AzureOptimization_IngestARGResourceContainersDaily'
+    ingestDescription: 'Daily Azure Resource Graph Resource Containers ingests'
+    ingestTimeOffset: 'PT1H32M'
+    ingestFrequency: 'Day'
+    ingestJobId: argResContainersIngestJobId
+    exportSchedule: argExportsScheduleName
+    exportJobId: argResContainersExportJobId
+  }
+  {
+    runbookName: rbacExportsRunbookName
+    isOneToMany: false
+    containerName: 'rbacexports'
+    variableName: 'AzureOptimization_RBACAssignmentsContainer'
+    variableDescription: 'The Storage Account container where RBAC Assignments exports are dumped to'
+    ingestSchedule: 'AzureOptimization_IngestRBACDaily'
+    ingestDescription: 'Daily Azure RBAC ingests'
+    ingestTimeOffset: 'PT1H32M'
+    ingestFrequency: 'Day'
+    ingestJobId: rbacIngestJobId
+    exportSchedule: rbacExportsScheduleName
+    exportJobId: rbacExportJobId
+  }
+  {
+    runbookName: argNICExportsRunbookName
+    isOneToMany: false
+    containerName: 'argnicexports'
+    variableName: 'AzureOptimization_ARGNICContainer'
+    variableDescription: 'The Storage Account container where Azure Resource Graph NIC exports are dumped to'
+    ingestSchedule: 'AzureOptimization_IngestARGNICsDaily'
+    ingestDescription: 'Daily Azure Resource Graph NIC ingests'
+    ingestTimeOffset: 'PT1H32M'
+    ingestFrequency: 'Day'
+    ingestJobId: argNICIngestJobId
+    exportSchedule: argExportsScheduleName
+    exportJobId: argNICExportJobId
+  }
+  {
+    runbookName: argNSGExportsRunbookName
+    isOneToMany: false
+    containerName: 'argnsgexports'
+    variableName: 'AzureOptimization_ARGNSGContainer'
+    variableDescription: 'The Storage Account container where Azure Resource Graph NSG exports are dumped to'
+    ingestSchedule: 'AzureOptimization_IngestARGNSGsDaily'
+    ingestDescription: 'Daily Azure Resource Graph NSG ingests'
+    ingestTimeOffset: 'PT1H32M'
+    ingestFrequency: 'Day'
+    ingestJobId: argNSGIngestJobId
+    exportSchedule: argExportsScheduleName
+    exportJobId: argNSGExportJobId
+  }
+  {
+    runbookName: argVNetExportsRunbookName
+    isOneToMany: false
+    containerName: 'argvnetexports'
+    variableName: 'AzureOptimization_ARGVNetContainer'
+    variableDescription: 'The Storage Account container where Azure Resource Graph VNet exports are dumped to'
+    ingestSchedule: 'AzureOptimization_IngestARGVNetsDaily'
+    ingestDescription: 'Daily Azure Resource Graph Virtual Network ingests'
+    ingestTimeOffset: 'PT1H33M'
+    ingestFrequency: 'Day'
+    ingestJobId: argVNetIngestJobId
+    exportSchedule: argExportsScheduleName
+    exportJobId: argVNetExportJobId
+  }
+  {
+    runbookName: argPublicIpExportsRunbookName
+    isOneToMany: false
+    containerName: 'argpublicipexports'
+    variableName: 'AzureOptimization_ARGPublicIpContainer'
+    variableDescription: 'The Storage Account container where Azure Resource Graph Public IP exports are dumped to'
+    ingestSchedule: 'AzureOptimization_IngestARGPublicIPsDaily'
+    ingestDescription: 'Daily Azure Resource Graph Public IP ingests'
+    ingestTimeOffset: 'PT1H33M'
+    ingestFrequency: 'Day'
+    ingestJobId: argPublicIPIngestJobId
+    exportSchedule: argExportsScheduleName
+    exportJobId: argPublicIPExportJobId
+  }
+  {
+    runbookName: argSqlDbExportsRunbookName
+    isOneToMany: false
+    containerName: 'argsqldbexports'
+    variableName: 'AzureOptimization_ARGSqlDatabaseContainer'
+    variableDescription: 'The Storage Account container where Azure Resource Graph SQL DB exports are dumped to'
+    ingestSchedule: 'AzureOptimization_IngestARGSqlDbDaily'
+    ingestDescription: 'Daily Azure Resource Graph SQL DB ingests'
+    ingestTimeOffset: 'PT1H33M'
+    ingestFrequency: 'Day'
+    ingestJobId: argSqlDbIngestJobId
+    exportSchedule: argExportsScheduleName
+    exportJobId: argSqlDbExportJobId
+  }
+  {
+    runbookName: policyStateExportsRunbookName
+    isOneToMany: false
+    containerName: 'policystateexports'
+    variableName: 'AzureOptimization_PolicyStatesContainer'
+    variableDescription: 'The Storage Account container where Azure Policy State exports are dumped to'
+    ingestSchedule: 'AzureOptimization_IngestPolicyStateDaily'
+    ingestDescription: 'Daily Azure Policy State ingests'
+    ingestTimeOffset: 'PT1H33M'
+    ingestFrequency: 'Day'
+    ingestJobId: policyStateIngestJobId
+    exportSchedule: policyStateExportsScheduleName
+    exportJobId: policyStateExportJobId
+  }
+  {
+    runbookName: monitorExportsRunbookName
+    isOneToMany: true
+    containerName: 'azmonitorexports'
+    variableName: 'AzureOptimization_AzMonitorContainer'
+    variableDescription: 'The Storage Account container where Azure Monitor metrics exports are dumped to'
+    ingestSchedule: 'AzureOptimization_IngestAzMonitorMetricsHourly'
+    ingestDescription: 'Hourly Azure Monitor metrics ingests'
+    ingestTimeOffset: 'PT2H'
+    ingestFrequency: 'Hour'
+    ingestJobId: monitorIngestJobId
+    exportSchedule: null
+    exportJobId: 'dummy'
+  }
+  {
+    runbookName: argAppServicePlanExportsRunbookName
+    isOneToMany: false
+    containerName: 'argappserviceplanexports'
+    variableName: 'AzureOptimization_ARGAppServicePlanContainer'
+    variableDescription: 'The Storage Account container where Azure Resource Graph App Service Plan exports are dumped to'
+    ingestSchedule: 'AzureOptimization_IngestARGAppServicePlanDaily'
+    ingestDescription: 'Daily Azure Resource Graph App Service Plan ingests'
+    ingestTimeOffset: 'PT1H34M'
+    ingestFrequency: 'Day'
+    ingestJobId: argAppServicePlanIngestJobId
+    exportSchedule: argExportsScheduleName
+    exportJobId: argAppServicePlanExportJobId
+  }
+  {
+    runbookName: priceSheetExportsRunbookName
+    isOneToMany: false
+    containerName: 'pricesheetexports'
+    variableName: 'AzureOptimization_PriceSheetContainer'
+    variableDescription: 'The Storage Account container where Pricesheet exports are dumped to'
+    ingestSchedule: 'AzureOptimization_IngestPricesheetWeekly'
+    ingestDescription: 'Weekly Pricesheet ingests'
+    ingestTimeOffset: 'PT1H35M'
+    ingestFrequency: 'Week'
+    ingestJobId: pricesheetIngestJobId
+    exportSchedule: priceExportsScheduleName
+    exportJobId: pricesheetExportJobId
+  }
+  {
+    runbookName: reservationsPriceExportsRunbookName
+    isOneToMany: false
+    containerName: 'reservationspriceexports'
+    variableName: 'AzureOptimization_ReservationsPriceContainer'
+    variableDescription: 'The Storage Account container where Reservations Prices exports are dumped to'
+    ingestSchedule: 'AzureOptimization_IngestReservationsPriceWeekly'
+    ingestDescription: 'Weekly Reservations Prices ingests'
+    ingestTimeOffset: 'PT1H35M'
+    ingestFrequency: 'Week'
+    ingestJobId: reservationPricesIngestJobId
+    exportSchedule: priceExportsScheduleName
+    exportJobId: reservationPricesExportJobId
+  }
+  {
+    runbookName: reservationsExportsRunbookName
+    isOneToMany: false
+    containerName: 'reservationsexports'
+    variableName: 'AzureOptimization_ReservationsContainer'
+    variableDescription: 'The Storage Account container where Reservations Usage exports are dumped to'
+    ingestSchedule: 'AzureOptimization_IngestReservationsUsageDaily'
+    ingestDescription: 'Daily Reservations Usage ingests'
+    ingestTimeOffset: 'PT2H30M'
+    ingestFrequency: 'Day'
+    ingestJobId: reservationUsageIngestJobId
+    exportSchedule: reservationsUsageExportsScheduleName
+    exportJobId: reservationUsageExportJobId
+  }
+  {
+    runbookName: savingsPlansExportsRunbookName
+    isOneToMany: false
+    containerName: 'savingsplansexports'
+    variableName: 'AzureOptimization_SavingsPlansContainer'
+    variableDescription: 'The Storage Account container where Savings Plans Usage exports are dumped to'
+    ingestSchedule: 'AzureOptimization_IngestSavingsPlansUsageDaily'
+    ingestDescription: 'Daily Savings Plans Usage ingests'
+    ingestTimeOffset: 'PT2H35M'
+    ingestFrequency: 'Day'
+    ingestJobId: savingsPlansUsageIngestJobId
+    exportSchedule: savingsPlansUsageExportsScheduleName
+    exportJobId: savingsPlansUsageExportJobId
+  }
+]
+var csvParameterizedExports = [
+  {
+    runbookName: monitorExportsRunbookName
+    exportSchedule: monitorVmssCpuMaxExportsScheduleName
+    exportJobId: monitorVmssCpuMaxExportJobId
+    parameters: {
+      ResourceType: 'microsoft.compute/virtualmachinescalesets'
+      TimeSpan: '01:00:00'
+      aggregationType: 'Maximum'
+      MetricNames: 'Percentage CPU'
+      TimeGrain: '01:00:00'
+    }
+  }
+  {
+    runbookName: monitorExportsRunbookName
+    exportSchedule: monitorVmssCpuAvgExportsScheduleName
+    exportJobId: monitorVmssCpuAvgExportJobId
+    parameters: {
+      ResourceType: 'microsoft.compute/virtualmachinescalesets'
+      TimeSpan: '01:00:00'
+      aggregationType: 'Average'
+      MetricNames: 'Percentage CPU'
+      TimeGrain: '01:00:00'
+    }
+  }
+  {
+    runbookName: monitorExportsRunbookName
+    exportSchedule: monitorVmssMemoryMinExportsScheduleName
+    exportJobId: monitorVmssMemoryMinExportJobId
+    parameters: {
+      ResourceType: 'microsoft.compute/virtualmachinescalesets'
+      TimeSpan: '01:00:00'
+      aggregationType: 'Minimum'
+      MetricNames: 'Available Memory Bytes'
+      TimeGrain: '01:00:00'
+    }
+  }
+  {
+    runbookName: monitorExportsRunbookName
+    exportSchedule: monitorSqlDbDtuMaxExportsScheduleName
+    exportJobId: monitorSqlDbDtuMaxExportJobId
+    parameters: {
+      ResourceType: 'microsoft.sql/servers/databases'
+      ARGFilter: 'sku.tier in (\'Standard\',\'Premium\')'
+      TimeSpan: '01:00:00'
+      aggregationType: 'Maximum'
+      MetricNames: 'dtu_consumption_percent'
+      TimeGrain: '01:00:00'
+    }
+  }
+  {
+    runbookName: monitorExportsRunbookName
+    exportSchedule: monitorSqlDbDtuAvgExportsScheduleName
+    exportJobId: monitorSqlDbDtuAvgExportJobId
+    parameters: {
+      ResourceType: 'microsoft.sql/servers/databases'
+      ARGFilter: 'sku.tier in (\'Standard\',\'Premium\')'
+      TimeSpan: '01:00:00'
+      aggregationType: 'Average'
+      AggregationOfType: 'Maximum'
+      MetricNames: 'dtu_consumption_percent'
+      TimeGrain: '00:01:00'
+    }
+  }
+  {
+    runbookName: monitorExportsRunbookName
+    exportSchedule: monitorAppServiceCpuMaxExportsScheduleName
+    exportJobId: monitorAppServiceCpuMaxExportJobId
+    parameters: {
+      ResourceType: 'microsoft.web/serverfarms'
+      ARGFilter: 'properties.computeMode == \'Dedicated\' and sku.tier != \'Free\''
+      TimeSpan: '01:00:00'
+      aggregationType: 'Maximum'
+      MetricNames: 'CpuPercentage'
+      TimeGrain: '01:00:00'
+    }
+  }
+  {
+    runbookName: monitorExportsRunbookName
+    exportSchedule: monitorAppServiceCpuAvgExportsScheduleName
+    exportJobId: monitorAppServiceCpuAvgExportJobId
+    parameters: {
+      ResourceType: 'microsoft.web/serverfarms'
+      ARGFilter: 'properties.computeMode == \'Dedicated\' and sku.tier != \'Free\''
+      TimeSpan: '01:00:00'
+      aggregationType: 'Average'
+      AggregationOfType: 'Maximum'
+      MetricNames: 'CpuPercentage'
+      TimeGrain: '00:01:00'
+    }
+  }
+  {
+    runbookName: monitorExportsRunbookName
+    exportSchedule: monitorAppServiceMemoryMaxExportsScheduleName
+    exportJobId: monitorAppServiceMemoryMaxExportJobId
+    parameters: {
+      ResourceType: 'microsoft.web/serverfarms'
+      ARGFilter: 'properties.computeMode == \'Dedicated\' and sku.tier != \'Free\''
+      TimeSpan: '01:00:00'
+      aggregationType: 'Maximum'
+      MetricNames: 'MemoryPercentage'
+      TimeGrain: '01:00:00'
+    }
+  }
+  {
+    runbookName: monitorExportsRunbookName
+    exportSchedule: monitorAppServiceMemoryAvgExportsScheduleName
+    exportJobId: monitorAppServiceMemoryAvgExportJobId
+    parameters: {
+      ResourceType: 'microsoft.web/serverfarms'
+      ARGFilter: 'properties.computeMode == \'Dedicated\' and sku.tier != \'Free\''
+      TimeSpan: '01:00:00'
+      aggregationType: 'Average'
+      AggregationOfType: 'Maximum'
+      MetricNames: 'MemoryPercentage'
+      TimeGrain: '00:01:00'
+    }
+  }
+  {
+    runbookName: monitorExportsRunbookName
+    exportSchedule: monitorDiskIOPSAvgExportsScheduleName
+    exportJobId: monitorDiskIOPSAvgExportJobId
+    parameters: {
+      ResourceType: 'microsoft.compute/disks'
+      ARGFilter: 'sku.name startswith \'Premium_\' and properties.diskState =~ \'Attached\''
+      TimeSpan: '01:00:00'
+      aggregationType: 'Average'
+      AggregationOfType: 'Maximum'
+      MetricNames: 'Composite Disk Read Operations/sec,Composite Disk Write Operations/sec'
+      TimeGrain: '00:01:00'
+    }
+  }
+  {
+    runbookName: monitorExportsRunbookName
+    exportSchedule: monitorDiskMBPsAvgExportsScheduleName
+    exportJobId: monitorDiskMBPsAvgExportJobId
+    parameters: {
+      ResourceType: 'microsoft.compute/disks'
+      ARGFilter: 'sku.name startswith \'Premium_\' and properties.diskState =~ \'Attached\''
+      TimeSpan: '01:00:00'
+      aggregationType: 'Average'
+      AggregationOfType: 'Maximum'
+      MetricNames: 'Composite Disk Read Bytes/sec,Composite Disk Write Bytes/sec'
+      TimeGrain: '00:01:00'
+    }
+  }
+]
+var unattachedDisksRecommendationsRunbookName = 'Recommend-UnattachedDisksToBlobStorage'
+var advisorCostAugmentedRecommendationsRunbookName = 'Recommend-AdvisorCostAugmentedToBlobStorage'
+var advisorAsIsRecommendationsRunbookName = 'Recommend-AdvisorAsIsToBlobStorage'
+var vmsHARecommendationsRunbookName = 'Recommend-VMsHighAvailabilityToBlobStorage'
+var vmOptimizationsRecommendationsRunbookName = 'Recommend-VMOptimizationsToBlobStorage'
+var aadExpiringCredsRecommendationsRunbookName = 'Recommend-AADExpiringCredentialsToBlobStorage'
+var unusedLBsRecommendationsRunbookName = 'Recommend-UnusedLoadBalancersToBlobStorage'
+var unusedAppGWsRecommendationsRunbookName = 'Recommend-UnusedAppGWsToBlobStorage'
+var armOptimizationsRecommendationsRunbookName = 'Recommend-ARMOptimizationsToBlobStorage'
+var vnetOptimizationsRecommendationsRunbookName = 'Recommend-VNetOptimizationsToBlobStorage'
+var vmssOptimizationsRecommendationsRunbookName = 'Recommend-VMSSOptimizationsToBlobStorage'
+var sqldbOptimizationsRecommendationsRunbookName = 'Recommend-SqlDbOptimizationsToBlobStorage'
+var storageOptimizationsRecommendationsRunbookName = 'Recommend-StorageAccountOptimizationsToBlobStorage'
+var appServiceOptimizationsRecommendationsRunbookName = 'Recommend-AppServiceOptimizationsToBlobStorage'
+var diskOptimizationsRecommendationsRunbookName = 'Recommend-DiskOptimizationsToBlobStorage'
+var cleanUpOlderRecommendationsRunbookName = 'CleanUp-OlderRecommendationsFromSqlServer'
+var recommendations = [
+  {
+    recommendationJobId: unattachedDisksRecommendationJobId
+    runbookName: unattachedDisksRecommendationsRunbookName
+  }
+  {
+    recommendationJobId: advisorCostAugmentedRecommendationJobId
+    runbookName: advisorCostAugmentedRecommendationsRunbookName
+  }
+  {
+    recommendationJobId: advisorAsIsRecommendationJobId
+    runbookName: advisorAsIsRecommendationsRunbookName
+  }
+  {
+    recommendationJobId: vmsHaRecommendationJobId
+    runbookName: vmsHARecommendationsRunbookName
+  }
+  {
+    recommendationJobId: vmOptimizationsRecommendationJobId
+    runbookName: vmOptimizationsRecommendationsRunbookName
+  }
+  {
+    recommendationJobId: aadExpiringCredsRecommendationJobId
+    runbookName: aadExpiringCredsRecommendationsRunbookName
+  }
+  {
+    recommendationJobId: unusedLoadBalancersRecommendationJobId
+    runbookName: unusedLBsRecommendationsRunbookName
+  }
+  {
+    recommendationJobId: unusedAppGWsRecommendationJobId
+    runbookName: unusedAppGWsRecommendationsRunbookName
+  }
+  {
+    recommendationJobId: armOptimizationsRecommendationJobId
+    runbookName: armOptimizationsRecommendationsRunbookName
+  }
+  {
+    recommendationJobId: vnetOptimizationsRecommendationJobId
+    runbookName: vnetOptimizationsRecommendationsRunbookName
+  }
+  {
+    recommendationJobId: vmssOptimizationsRecommendationJobId
+    runbookName: vmssOptimizationsRecommendationsRunbookName
+  }
+  {
+    recommendationJobId: sqldbOptimizationsRecommendationJobId
+    runbookName: sqldbOptimizationsRecommendationsRunbookName
+  }
+  {
+    recommendationJobId: storageOptimizationsRecommendationJobId
+    runbookName: storageOptimizationsRecommendationsRunbookName
+  }
+  {
+    recommendationJobId: appServiceOptimizationsRecommendationJobId
+    runbookName: appServiceOptimizationsRecommendationsRunbookName
+  }
+  {
+    recommendationJobId: diskOptimizationsRecommendationJobId
+    runbookName: diskOptimizationsRecommendationsRunbookName
+  }
+]
+var remediationLogsContainerName = 'remediationlogs'
+var recommendationsContainerName = 'recommendationsexports'
+var csvIngestRunbookName = 'Ingest-OptimizationCSVExportsToLogAnalytics'
+var recommendationsIngestRunbookName = 'Ingest-RecommendationsToSQLServer'
+var recommendationsLogAnalyticsIngestRunbookName = 'Ingest-RecommendationsToLogAnalytics'
+var suppressionsLogAnalyticsIngestRunbookName = 'Ingest-SuppressionsToLogAnalytics'
+var advisorRightSizeFilteredRemediationRunbookName = 'Remediate-AdvisorRightSizeFiltered'
+var longDeallocatedVMsFilteredRemediationRunbookName = 'Remediate-LongDeallocatedVMsFiltered'
+var unattachedDisksFilteredRemediationRunbookName = 'Remediate-UnattachedDisksFiltered'
+var remediationLogsIngestScheduleName = 'AzureOptimization_IngestRemediationLogsDaily'
+var recommendationsScheduleName = 'AzureOptimization_RecommendationsWeekly'
+var recommendationsIngestScheduleName = 'AzureOptimization_IngestRecommendationsWeekly'
+var suppressionsIngestScheduleName = 'AzureOptimization_IngestSuppressionsWeekly'
+var recommendationsCleanUpScheduleName = 'AzureOptimization_CleanUpRecommendationsWeekly'
+var Az_Accounts = {
+  name: 'Az.Accounts'
+  url: 'https://www.powershellgallery.com/api/v2/package/Az.Accounts/2.12.1'
+}
+var Microsoft_Graph_Authentication = {
+  name: 'Microsoft.Graph.Authentication'
+  url: 'https://www.powershellgallery.com/api/v2/package/Microsoft.Graph.Authentication/2.4.0'
+}
+var psModules = [
+  {
+    name: 'Az.Compute'
+    url: 'https://www.powershellgallery.com/api/v2/package/Az.Compute/5.7.0'
+  }
+  {
+    name: 'Az.OperationalInsights'
+    url: 'https://www.powershellgallery.com/api/v2/package/Az.OperationalInsights/3.2.0'
+  }
+  {
+    name: 'Az.ResourceGraph'
+    url: 'https://www.powershellgallery.com/api/v2/package/Az.ResourceGraph/0.13.0'
+  }
+  {
+    name: 'Az.Storage'
+    url: 'https://www.powershellgallery.com/api/v2/package/Az.Storage/5.5.0'
+  }
+  {
+    name: 'Az.Resources'
+    url: 'https://www.powershellgallery.com/api/v2/package/Az.Resources/6.6.0'
+  }
+  {
+    name: 'Az.Monitor'
+    url: 'https://www.powershellgallery.com/api/v2/package/Az.Monitor/4.4.1'
+  }
+  {
+    name: 'Az.PolicyInsights'
+    url: 'https://www.powershellgallery.com/api/v2/package/Az.PolicyInsights/1.6.0'
+  }
+  {
+    name: 'Microsoft.Graph.Users'
+    url: 'https://www.powershellgallery.com/api/v2/package/Microsoft.Graph.Users/2.4.0'
+  }
+  {
+    name: 'Microsoft.Graph.Groups'
+    url: 'https://www.powershellgallery.com/api/v2/package/Microsoft.Graph.Groups/2.4.0'
+  }
+  {
+    name: 'Microsoft.Graph.Applications'
+    url: 'https://www.powershellgallery.com/api/v2/package/Microsoft.Graph.Applications/2.4.0'
+  }
+  {
+    name: 'Microsoft.Graph.Identity.DirectoryManagement'
+    url: 'https://www.powershellgallery.com/api/v2/package/Microsoft.Graph.Identity.DirectoryManagement/2.4.0'
+  }
+]
+var runbooks = [
+  {
+    name: advisorExportsRunbookName
+    version: '1.4.3.0'
+    description: 'Exports Azure Advisor recommendations to Blob Storage using the Advisor API'
+    type: 'PowerShell'
+    scriptUri: uri(templateLocation, 'runbooks/data-collection/${advisorExportsRunbookName}.ps1')
+  }
+  {
+    name: argDisksExportsRunbookName
+    version: '1.3.5.0'
+    description: 'Exports Managed Disks properties to Blob Storage using Azure Resource Graph'
+    type: 'PowerShell'
+    scriptUri: uri(templateLocation, 'runbooks/data-collection/${argDisksExportsRunbookName}.ps1')
+  }
+  {
+    name: argVhdExportsRunbookName
+    version: '1.1.5.0'
+    description: 'Exports Unmanaged Disks (owned by a VM) properties to Blob Storage using Azure Resource Graph'
+    type: 'PowerShell'
+    scriptUri: uri(templateLocation, 'runbooks/data-collection/${argVhdExportsRunbookName}.ps1')
+  }
+  {
+    name: argVmExportsRunbookName
+    version: '1.4.5.0'
+    description: 'Exports Virtual Machine properties to Blob Storage using Azure Resource Graph'
+    type: 'PowerShell'
+    scriptUri: uri(templateLocation, 'runbooks/data-collection/${argVmExportsRunbookName}.ps1')
+  }
+  {
+    name: argVmssExportsRunbookName
+    version: '1.0.3.0'
+    description: 'Exports VMSS properties to Blob Storage using Azure Resource Graph'
+    type: 'PowerShell'
+    scriptUri: uri(templateLocation, 'runbooks/data-collection/${argVmssExportsRunbookName}.ps1')
+  }
+  {
+    name: argAvailSetExportsRunbookName
+    version: '1.1.5.0'
+    description: 'Exports Availability Set properties to Blob Storage using Azure Resource Graph'
+    type: 'PowerShell'
+    scriptUri: uri(templateLocation, 'runbooks/data-collection/${argAvailSetExportsRunbookName}.ps1')
+  }
+  {
+    name: consumptionExportsRunbookName
+    version: '2.1.2.0'
+    description: 'Exports Azure Consumption events to Blob Storage using Azure Consumption API'
+    type: 'PowerShell'
+    scriptUri: uri(templateLocation, 'runbooks/data-collection/${consumptionExportsRunbookName}.ps1')
+  }
+  {
+    name: aadObjectsExportsRunbookName
+    version: '1.3.1.0'
+    description: 'Exports Azure AAD Objects to Blob Storage using Azure ARM API'
+    type: 'PowerShell'
+    scriptUri: uri(templateLocation, 'runbooks/data-collection/${aadObjectsExportsRunbookName}.ps1')
+  }
+  {
+    name: argLoadBalancersExportsRunbookName
+    version: '1.1.5.0'
+    description: 'Exports Load Balancer properties to Blob Storage using Azure Resource Graph'
+    type: 'PowerShell'
+    scriptUri: uri(templateLocation, 'runbooks/data-collection/${argLoadBalancersExportsRunbookName}.ps1')
+  }
+  {
+    name: argAppGWsExportsRunbookName
+    version: '1.1.5.0'
+    description: 'Exports Application Gateway properties to Blob Storage using Azure Resource Graph'
+    type: 'PowerShell'
+    scriptUri: uri(templateLocation, 'runbooks/data-collection/${argAppGWsExportsRunbookName}.ps1')
+  }
+  {
+    name: argResContainersExportsRunbookName
+    version: '1.0.6.0'
+    description: 'Exports Resource Containers properties to Blob Storage using Azure Resource Graph'
+    type: 'PowerShell'
+    scriptUri: uri(templateLocation, 'runbooks/data-collection/${argResContainersExportsRunbookName}.ps1')
+  }
+  {
+    name: rbacExportsRunbookName
+    version: '1.1.2.0'
+    description: 'Exports RBAC assignments to Blob Storage using ARM and Microsoft Entra'
+    type: 'PowerShell'
+    scriptUri: uri(templateLocation, 'runbooks/data-collection/${rbacExportsRunbookName}.ps1')
+  }
+  {
+    name: argNICExportsRunbookName
+    version: '1.0.3.0'
+    description: 'Exports NIC properties to Blob Storage using Azure Resource Graph'
+    type: 'PowerShell'
+    scriptUri: uri(templateLocation, 'runbooks/data-collection/${argNICExportsRunbookName}.ps1')
+  }
+  {
+    name: argNSGExportsRunbookName
+    version: '1.0.3.0'
+    description: 'Exports NSG properties to Blob Storage using Azure Resource Graph'
+    type: 'PowerShell'
+    scriptUri: uri(templateLocation, 'runbooks/data-collection/${argNSGExportsRunbookName}.ps1')
+  }
+  {
+    name: argPublicIpExportsRunbookName
+    version: '1.0.3.0'
+    description: 'Exports Public IP properties to Blob Storage using Azure Resource Graph'
+    type: 'PowerShell'
+    scriptUri: uri(templateLocation, 'runbooks/data-collection/${argPublicIpExportsRunbookName}.ps1')
+  }
+  {
+    name: argVNetExportsRunbookName
+    version: '1.0.3.0'
+    description: 'Exports VNet properties to Blob Storage using Azure Resource Graph'
+    type: 'PowerShell'
+    scriptUri: uri(templateLocation, 'runbooks/data-collection/${argVNetExportsRunbookName}.ps1')
+  }
+  {
+    name: argSqlDbExportsRunbookName
+    version: '1.0.3.0'
+    description: 'Exports SQL DB properties to Blob Storage using Azure Resource Graph'
+    type: 'PowerShell'
+    scriptUri: uri(templateLocation, 'runbooks/data-collection/${argSqlDbExportsRunbookName}.ps1')
+  }
+  {
+    name: policyStateExportsRunbookName
+    version: '1.0.4.0'
+    description: 'Exports Azure Policy State to Blob Storage'
+    type: 'PowerShell'
+    scriptUri: uri(templateLocation, 'runbooks/data-collection/${policyStateExportsRunbookName}.ps1')
+  }
+  {
+    name: monitorExportsRunbookName
+    version: '1.0.3.0'
+    description: 'Exports Azure Monitor metrics to Blob Storage'
+    type: 'PowerShell'
+    scriptUri: uri(templateLocation, 'runbooks/data-collection/${monitorExportsRunbookName}.ps1')
+  }
+  {
+    name: argAppServicePlanExportsRunbookName
+    version: '1.0.2.0'
+    description: 'Exports App Service Plan properties to Blob Storage using Azure Resource Graph'
+    type: 'PowerShell'
+    scriptUri: uri(templateLocation, 'runbooks/data-collection/${argAppServicePlanExportsRunbookName}.ps1')
+  }
+  {
+    name: reservationsExportsRunbookName
+    version: '1.1.3.0'
+    description: 'Exports Reservations Usage to Blob Storage using the EA or MCA APIs'
+    type: 'PowerShell'
+    scriptUri: uri(templateLocation, 'runbooks/data-collection/${reservationsExportsRunbookName}.ps1')
+  }
+  {
+    name: reservationsPriceExportsRunbookName
+    version: '1.0.3.0'
+    description: 'Exports Reservations Prices to Blob Storage using the Retail Prices API'
+    type: 'PowerShell'
+    scriptUri: uri(templateLocation, 'runbooks/data-collection/${reservationsPriceExportsRunbookName}.ps1')
+  }
+  {
+    name: priceSheetExportsRunbookName
+    version: '1.1.3.0'
+    description: 'Exports Price Sheet to Blob Storage using the EA or MCA APIs'
+    type: 'PowerShell'
+    scriptUri: uri(templateLocation, 'runbooks/data-collection/${priceSheetExportsRunbookName}.ps1')
+  }
+  {
+    name: savingsPlansExportsRunbookName
+    version: '1.0.2.0'
+    description: 'Exports Savings Plans Usage to Blob Storage using the EA or MCA APIs'
+    type: 'PowerShell'
+    scriptUri: uri(templateLocation, 'runbooks/data-collection/${savingsPlansExportsRunbookName}.ps1')
+  }
+  {
+    name: csvIngestRunbookName
+    version: '2.0.0.0'
+    description: 'Ingests CSV blobs as custom logs to Log Analytics'
+    type: 'PowerShell'
+    scriptUri: uri(templateLocation, 'runbooks/data-collection/${csvIngestRunbookName}.ps1')
+  }
+  {
+    name: unattachedDisksRecommendationsRunbookName
+    version: '2.5.1.0'
+    description: 'Generates unattached disks recommendations'
+    type: 'PowerShell'
+    scriptUri: uri(templateLocation, 'runbooks/recommendations/${unattachedDisksRecommendationsRunbookName}.ps1')
+  }
+  {
+    name: advisorCostAugmentedRecommendationsRunbookName
+    version: '2.10.1.0'
+    description: 'Generates augmented Advisor Cost recommendations'
+    type: 'PowerShell'
+    scriptUri: uri(templateLocation, 'runbooks/recommendations/${advisorCostAugmentedRecommendationsRunbookName}.ps1')
+  }
+  {
+    name: advisorAsIsRecommendationsRunbookName
+    version: '1.6.1.0'
+    description: 'Generates all types of Advisor recommendations'
+    type: 'PowerShell'
+    scriptUri: uri(templateLocation, 'runbooks/recommendations/${advisorAsIsRecommendationsRunbookName}.ps1')
+  }
+  {
+    name: vmsHARecommendationsRunbookName
+    version: '1.1.1.0'
+    description: 'Generates VMs High Availability recommendations'
+    type: 'PowerShell'
+    scriptUri: uri(templateLocation, 'runbooks/recommendations/${vmsHARecommendationsRunbookName}.ps1')
+  }
+  {
+    name: vmOptimizationsRecommendationsRunbookName
+    version: '1.1.1.0'
+    description: 'Generates VM optimizations recommendations'
+    type: 'PowerShell'
+    scriptUri: uri(templateLocation, 'runbooks/recommendations/${vmOptimizationsRecommendationsRunbookName}.ps1')
+  }
+  {
+    name: aadExpiringCredsRecommendationsRunbookName
+    version: '1.2.1.0'
+    description: 'Generates AAD Objects with expiring credentials recommendations'
+    type: 'PowerShell'
+    scriptUri: uri(templateLocation, 'runbooks/recommendations/${aadExpiringCredsRecommendationsRunbookName}.ps1')
+  }
+  {
+    name: unusedLBsRecommendationsRunbookName
+    version: '1.3.1.0'
+    description: 'Generates unused Load Balancers recommendations'
+    type: 'PowerShell'
+    scriptUri: uri(templateLocation, 'runbooks/recommendations/${unusedLBsRecommendationsRunbookName}.ps1')
+  }
+  {
+    name: unusedAppGWsRecommendationsRunbookName
+    version: '1.3.1.0'
+    description: 'Generates unused Application Gateways recommendations'
+    type: 'PowerShell'
+    scriptUri: uri(templateLocation, 'runbooks/recommendations/${unusedAppGWsRecommendationsRunbookName}.ps1')
+  }
+  {
+    name: armOptimizationsRecommendationsRunbookName
+    version: '1.1.1.0'
+    description: 'Generates ARM optimizations recommendations'
+    type: 'PowerShell'
+    scriptUri: uri(templateLocation, 'runbooks/recommendations/${armOptimizationsRecommendationsRunbookName}.ps1')
+  }
+  {
+    name: vnetOptimizationsRecommendationsRunbookName
+    version: '1.1.1.0'
+    description: 'Generates Virtual Network optimizations recommendations'
+    type: 'PowerShell'
+    scriptUri: uri(templateLocation, 'runbooks/recommendations/${vnetOptimizationsRecommendationsRunbookName}.ps1')
+  }
+  {
+    name: vmssOptimizationsRecommendationsRunbookName
+    version: '1.2.1.0'
+    description: 'Generates VM Scale Set optimizations recommendations'
+    type: 'PowerShell'
+    scriptUri: uri(templateLocation, 'runbooks/recommendations/${vmssOptimizationsRecommendationsRunbookName}.ps1')
+  }
+  {
+    name: sqldbOptimizationsRecommendationsRunbookName
+    version: '1.2.1.0'
+    description: 'Generates SQL DB optimizations recommendations'
+    type: 'PowerShell'
+    scriptUri: uri(templateLocation, 'runbooks/recommendations/${sqldbOptimizationsRecommendationsRunbookName}.ps1')
+  }
+  {
+    name: storageOptimizationsRecommendationsRunbookName
+    version: '1.1.1.0'
+    description: 'Generates Storage Account optimizations recommendations'
+    type: 'PowerShell'
+    scriptUri: uri(templateLocation, 'runbooks/recommendations/${storageOptimizationsRecommendationsRunbookName}.ps1')
+  }
+  {
+    name: appServiceOptimizationsRecommendationsRunbookName
+    version: '1.1.1.0'
+    description: 'Generates App Service optimizations recommendations'
+    type: 'PowerShell'
+    scriptUri: uri(templateLocation, 'runbooks/recommendations/${appServiceOptimizationsRecommendationsRunbookName}.ps1')
+  }
+  {
+    name: diskOptimizationsRecommendationsRunbookName
+    version: '1.2.1.0'
+    description: 'Generates Disk optimizations recommendations'
+    type: 'PowerShell'
+    scriptUri: uri(templateLocation, 'runbooks/recommendations/${diskOptimizationsRecommendationsRunbookName}.ps1')
+  }
+  {
+    name: recommendationsIngestRunbookName
+    version: '1.7.2.0'
+    description: 'Ingests JSON-based recommendations into an Azure SQL Database'
+    type: 'PowerShell'
+    scriptUri: uri(templateLocation, 'runbooks/recommendations/${recommendationsIngestRunbookName}.ps1')
+  }
+  {
+    name: recommendationsLogAnalyticsIngestRunbookName
+    version: '2.0.0.0'
+    description: 'Ingests JSON-based recommendations into Log Analytics'
+    type: 'PowerShell'
+    scriptUri: uri(templateLocation, 'runbooks/recommendations/${recommendationsLogAnalyticsIngestRunbookName}.ps1')
+  }
+  {
+    name: suppressionsLogAnalyticsIngestRunbookName
+    version: '2.0.0.0'
+    description: 'Ingests suppressions into Log Analytics'
+    type: 'PowerShell'
+    scriptUri: uri(templateLocation, 'runbooks/recommendations/${suppressionsLogAnalyticsIngestRunbookName}.ps1')
+  }
+  {
+    name: advisorRightSizeFilteredRemediationRunbookName
+    version: '1.3.1.0'
+    description: 'Remediates Azure Advisor right-size recommendations given fit and tag filters'
+    type: 'PowerShell'
+    scriptUri: uri(templateLocation, 'runbooks/remediations/${advisorRightSizeFilteredRemediationRunbookName}.ps1')
+  }
+  {
+    name: longDeallocatedVMsFilteredRemediationRunbookName
+    version: '1.1.1.0'
+    description: 'Remediates long-deallocated VMs recommendations given fit and tag filters'
+    type: 'PowerShell'
+    scriptUri: uri(templateLocation, 'runbooks/remediations/${longDeallocatedVMsFilteredRemediationRunbookName}.ps1')
+  }
+  {
+    name: unattachedDisksFilteredRemediationRunbookName
+    version: '1.1.1.0'
+    description: 'Remediates unattached disks recommendations given fit and tag filters'
+    type: 'PowerShell'
+    scriptUri: uri(templateLocation, 'runbooks/remediations/${unattachedDisksFilteredRemediationRunbookName}.ps1')
+  }
+  {
+    name: cleanUpOlderRecommendationsRunbookName
+    version: '1.1.0.0'
+    description: 'Cleans up older recommendations from SQL Database'
+    type: 'PowerShell'
+    scriptUri: uri(templateLocation, 'runbooks/maintenance/${cleanUpOlderRecommendationsRunbookName}.ps1')
+  }
+]
+var automationVariables = [
+  {
+    name: 'AzureOptimization_CloudEnvironment'
+    description: 'Azure Cloud environment (for example, AzureCloud, AzureChinaCloud, etc.)'
+    value: '"${cloudEnvironment}"'
+  }
+  {
+    name: 'AzureOptimization_AuthenticationOption'
+    description: 'Runbook authentication type (RunAsAccount or ManagedIdentity)'
+    value: '"${authenticationOption}"'
+  }
+  {
+    name: 'AzureOptimization_StorageSink'
+    description: 'The Azure Storage Account where data source exports are dumped to'
+    value: '"${storageAccountName}"'
+  }
+  {
+    name: 'AzureOptimization_ConsumptionOffsetDays'
+    description: 'The offset (in days) for querying for consumption data'
+    value: 3
+  }
+  {
+    name: 'AzureOptimization_AdvisorFilter'
+    description: 'The category filter to use for Azure Advisor (non-Cost) recommendations exports'
+    value: '"HighAvailability,Security,Performance,OperationalExcellence"'
+  }
+  {
+    name: 'AzureOptimization_ReferenceRegion'
+    description: 'The Azure region used as a reference for getting details about Azure VM sizes available'
+    value: '"${projectLocation}"'
+  }
+  {
+    name: 'AzureOptimization_SQLServerDatabase'
+    description: 'The Azure SQL Database name for the ingestion control and recommendations tables'
+    value: '"${sqlDatabaseName}"'
+  }
+  {
+    name: 'AzureOptimization_LogAnalyticsChunkSize'
+    description: 'The size (in rows) for each chunk of Log Analytics ingestion request'
+    value: 150
+  }
+  {
+    name: 'AzureOptimization_StorageBlobsPageSize'
+    description: 'The size (in blobs count) for each page of Storage Account container blob listing'
+    value: 1000
+  }
+  {
+    name: 'AzureOptimization_SQLServerInsertSize'
+    description: 'The size (in inserted lines) for each page of recommendations ingestion into the SQL Database'
+    value: 900
+  }
+  {
+    name: 'AzureOptimization_LogAnalyticsLogPrefix'
+    description: 'The prefix for all Azure Optimization custom log tables in Log Analytics'
+    value: '"AzureOptimization"'
+  }
+  {
+    name: 'AzureOptimization_LogAnalyticsWorkspaceName'
+    description: 'The Log Analytics Workspace Name where optimization data will be ingested'
+    value: '"${logAnalyticsWorkspaceName}"'
+  }
+  {
+    name: 'AzureOptimization_LogAnalyticsWorkspaceRG'
+    description: 'The resource group for the Log Analytics Workspace where optimization data will be ingested'
+    value: '"${((!logAnalyticsReuse) ? resourceGroup().name : logAnalyticsWorkspaceRG)}"'
+  }
+  {
+    name: 'AzureOptimization_LogAnalyticsWorkspaceSubId'
+    description: 'The Azure subscription for the Log Analytics Workspace where optimization data will be ingested'
+    value: '"${subscription().subscriptionId}"'
+  }
+  {
+    name: 'AzureOptimization_LogAnalyticsWorkspaceTenantId'
+    description: 'The Microsoft Entra tenant for the Log Analytics Workspace where optimization data will be ingested'
+    value: '"${subscription().tenantId}"'
+  }
+  {
+    name: 'AzureOptimization_PriceSheetMeterCategories'
+    description: 'Comma-separated meter categories to be included in the Price Sheet (remove variable to include all categories)'
+    value: '"Virtual Machines,Storage"'
+  }
+  {
+    name: 'AzureOptimization_RetailPricesCurrencyCode'
+    description: 'The currency code to be used for the retail prices exports (used for Reservations prices)'
+    value: '"EUR"'
+  }
+  {
+    name: 'AzureOptimization_RecommendAdvisorPeriodInDays'
+    description: 'The period (in days) to look back for Advisor exported recommendations'
+    value: 7
+  }
+  {
+    name: 'AzureOptimization_RecommendationLongDeallocatedVmsIntervalDays'
+    description: 'The period (in days) for considering a VM long deallocated'
+    value: 30
+  }
+  {
+    name: 'AzureOptimization_PerfPercentileCpu'
+    description: 'The percentile to be used for processor metrics'
+    value: 99
+  }
+  {
+    name: 'AzureOptimization_PerfPercentileMemory'
+    description: 'The percentile to be used for memory metrics'
+    value: 99
+  }
+  {
+    name: 'AzureOptimization_PerfPercentileNetwork'
+    description: 'The percentile to be used for network metrics'
+    value: 99
+  }
+  {
+    name: 'AzureOptimization_PerfPercentileDisk'
+    description: 'The percentile to be used for disk metrics'
+    value: 99
+  }
+  {
+    name: 'AzureOptimization_PerfPercentileSqlDtu'
+    description: 'The percentile to be used for SQL DB DTU metrics'
+    value: 99
+  }
+  {
+    name: 'AzureOptimization_PerfThresholdCpuPercentage'
+    description: 'The processor usage percentage threshold above which the fit score is decreased or below which the instance is considered underutilized'
+    value: 30
+  }
+  {
+    name: 'AzureOptimization_PerfThresholdMemoryPercentage'
+    description: 'The memory usage percentage threshold above which the fit score is decreased or below which the instance is considered underutilized'
+    value: 50
+  }
+  {
+    name: 'AzureOptimization_PerfThresholdCpuDegradedMaxPercentage'
+    description: 'The maximum processor usage percentage threshold above which the instance is considered degraded'
+    value: 95
+  }
+  {
+    name: 'AzureOptimization_PerfThresholdCpuDegradedAvgPercentage'
+    description: 'The average processor usage percentage threshold above which the instance is considered degraded'
+    value: 75
+  }
+  {
+    name: 'AzureOptimization_PerfThresholdMemoryDegradedPercentage'
+    description: 'The memory usage percentage threshold above which the instance is considered degraded'
+    value: 90
+  }
+  {
+    name: 'AzureOptimization_PerfThresholdNetworkMbps'
+    description: 'The network usage threshold (in Mbps) above which the fit score is decreased'
+    value: 750
+  }
+  {
+    name: 'AzureOptimization_PerfThresholdCpuShutdownPercentage'
+    description: 'The processor usage percentage threshold above which the fit score is decreased (shutdown scenarios)'
+    value: 5
+  }
+  {
+    name: 'AzureOptimization_PerfThresholdMemoryShutdownPercentage'
+    description: 'The memory usage percentage threshold above which the fit score is decreased (shutdown scenarios)'
+    value: 100
+  }
+  {
+    name: 'AzureOptimization_PerfThresholdNetworkShutdownMbps'
+    description: 'The network usage threshold (in Mbps) above which the fit score is decreased (shutdown scenarios)'
+    value: 10
+  }
+  {
+    name: 'AzureOptimization_PerfThresholdDtuPercentage'
+    description: 'The DTU usage percentage threshold below which a SQL Database instance is considered underutilized'
+    value: 40
+  }
+  {
+    name: 'AzureOptimization_PerfThresholdDtuDegradedPercentage'
+    description: 'The DTU usage percentage threshold above which a SQL Database instance is considered performance degraded'
+    value: 75
+  }
+  {
+    name: 'AzureOptimization_PerfThresholdDiskIOPSPercentage'
+    description: 'The IOPS usage percentage threshold below which a Disk is considered underutilized'
+    value: 5
+  }
+  {
+    name: 'AzureOptimization_PerfThresholdDiskMBsPercentage'
+    description: 'The throughput (MBps) usage percentage threshold below which a Disk is considered underutilized'
+    value: 5
+  }
+  {
+    name: 'AzureOptimization_RemediateRightSizeMinFitScore'
+    description: 'The minimum fit score for right-size remediation'
+    value: '"5.0"'
+  }
+  {
+    name: 'AzureOptimization_RemediateRightSizeMinWeeksInARow'
+    description: 'The minimum number of weeks in a row required for a right-size recommendation to be remediated'
+    value: 4
+  }
+  {
+    name: 'AzureOptimization_RecommendationAdvisorCostRightSizeId'
+    description: 'The Azure Advisor VM right-size recommendation ID'
+    value: '"e10b1381-5f0a-47ff-8c7b-37bd13d7c974"'
+  }
+  {
+    name: 'AzureOptimization_RemediateLongDeallocatedVMsMinFitScore'
+    description: 'The minimum fit score for long-deallocated VM remediation'
+    value: '"5.0"'
+  }
+  {
+    name: 'AzureOptimization_RemediateLongDeallocatedVMsMinWeeksInARow'
+    description: 'The minimum number of weeks in a row required for a long-deallocated VM recommendation to be remediated'
+    value: 4
+  }
+  {
+    name: 'AzureOptimization_RecommendationLongDeallocatedVMsId'
+    description: 'The long deallocated VM recommendation ID'
+    value: '"c320b790-2e58-452a-aa63-7b62c383ad8a"'
+  }
+  {
+    name: 'AzureOptimization_RemediateUnattachedDisksMinFitScore'
+    description: 'The minimum fit score for unattached disk remediation'
+    value: '"5.0"'
+  }
+  {
+    name: 'AzureOptimization_RemediateUnattachedDisksMinWeeksInARow'
+    description: 'The minimum number of weeks in a row required for a unattached disk recommendation to be remediated'
+    value: 4
+  }
+  {
+    name: 'AzureOptimization_RemediateUnattachedDisksAction'
+    description: 'The action for the unattached disk recommendation to be remediated (Delete or Downsize)'
+    value: '"Delete"'
+  }
+  {
+    name: 'AzureOptimization_RecommendationUnattachedDisksId'
+    description: 'The unattached disk recommendation ID'
+    value: '"c84d5e86-e2d6-4d62-be7c-cecfbd73b0db"'
+  }
+  {
+    name: 'AzureOptimization_RecommendationAADMinCredValidityDays'
+    description: 'The minimum validity of an AAD Object credential in days'
+    value: 30
+  }
+  {
+    name: 'AzureOptimization_RecommendationAADMaxCredValidityYears'
+    description: 'The maximum validity of an AAD Object credential in years'
+    value: 2
+  }
+  {
+    name: 'AzureOptimization_AADObjectsFilter'
+    description: 'The Microsoft Entra object types to export'
+    value: '"Application,ServicePrincipal,User,Group"'
+  }
+  {
+    name: 'AzureOptimization_RecommendationRBACAssignmentsPercentageThreshold'
+    description: 'The percentage threshold (used to trigger recommendations) for total RBAC assignments limits'
+    value: 80
+  }
+  {
+    name: 'AzureOptimization_RecommendationResourceGroupsPerSubPercentageThreshold'
+    description: 'The percentage threshold (used to trigger recommendations) for resource group count limits'
+    value: 80
+  }
+  {
+    name: 'AzureOptimization_RecommendationVNetSubnetMaxUsedPercentageThreshold'
+    description: 'The percentage threshold (used to trigger recommendations) for maximum subnet address space usage'
+    value: 80
+  }
+  {
+    name: 'AzureOptimization_RecommendationVNetSubnetMinUsedPercentageThreshold'
+    description: 'The percentage threshold (used to trigger recommendations) for minimum subnet address space usage'
+    value: 5
+  }
+  {
+    name: 'AzureOptimization_RecommendationVNetSubnetEmptyMinAgeInDays'
+    description: 'The minimum age (in days) for an empty subnet to trigger an NSG rule recommendation'
+    value: 30
+  }
+  {
+    name: 'AzureOptimization_RecommendationsMaxAgeInDays'
+    description: 'The maximum age (in days) for a recommendation to be kept in the SQL database'
+    value: 365
+  }
+  {
+    name: 'AzureOptimization_RecommendationStorageAcountGrowthThresholdPercentage'
+    description: 'The minimum Storage Account growth percentage required to flag Storage as not having a retention policy in place'
+    value: 5
+  }
+  {
+    name: 'AzureOptimization_RecommendationStorageAcountGrowthMonthlyCostThreshold'
+    description: 'The minimum monthly cost (in your EA/MCA currency) required to flag Storage as not having a retention policy in place'
+    value: 50
+  }
+  {
+    name: 'AzureOptimization_RecommendationStorageAcountGrowthLookbackDays'
+    description: 'The lookback period (in days) for analyzing Storage Account growth'
+    value: 30
+  }
+]
+
+//------------------------------------------------------------------------------
+// Telemetry
+// Used to anonymously count the number of times the template has been deployed
+// and to track and fix deployment bugs to ensure the highest quality.
+// No information about you or your cost data is collected.
+//------------------------------------------------------------------------------
+
+resource defaultTelemetry 'Microsoft.Resources/deployments@2022-09-01' = if (enableDefaultTelemetry) {
+  name: 'pid-${telemetryId}-${uniqueString(deployment().name, projectLocation)}'
+  properties: {
+    mode: 'Incremental'
+    template: {
+      '$schema': 'https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#'
+      contentVersion: '1.0.0.0'
+      metadata: {
+        _generator: {
+          name: 'FinOps toolkit'
+          version: finOpsToolkitVersion
+        }
+      }
+      resources: []
+    }
+  }
+}
+
+resource logAnalyticsWorkspace 'microsoft.operationalinsights/workspaces@2020-08-01' = if (!logAnalyticsReuse) {
+  name: logAnalyticsWorkspaceName
+  location: projectLocation
+  tags: resourceTags
+  properties: {
+    sku: {
+      name: 'pergb2018'
+    }
+    retentionInDays: logAnalyticsRetentionDays
+  }
+}
+
+resource dataCollectionEndpoint 'Microsoft.Insights/dataCollectionEndpoints@2022-06-01' = {
+  name: '${automationAccountName}-dce'
+  location: projectLocation
+  tags: resourceTags
+  properties: {
+    networkAcls: {
+      publicNetworkAccess: 'Enabled'
+    }
+  }
+}
+
+resource storageAccount 'Microsoft.Storage/storageAccounts@2022-09-01' = {
+  name: storageAccountName
+  location: projectLocation
+  tags: resourceTags
+  sku: {
+    name: 'Standard_LRS'
+  }
+  kind: 'StorageV2'
+  properties: {
+    allowBlobPublicAccess: false
+    networkAcls: {
+      bypass: 'AzureServices'
+      virtualNetworkRules: []
+      ipRules: []
+      defaultAction: 'Allow'
+    }
+    supportsHttpsTrafficOnly: true
+    encryption: {
+      services: {
+        file: {
+          enabled: true
+        }
+        blob: {
+          enabled: true
+        }
+      }
+      keySource: 'Microsoft.Storage'
+    }
+    minimumTlsVersion: 'TLS1_2'
+    accessTier: 'Cool'
+  }
+}
+
+resource storageBlobServices 'Microsoft.Storage/storageAccounts/blobServices@2022-09-01' = {
+  parent: storageAccount
+  name: 'default'
+  properties: {
+    cors: {
+      corsRules: []
+    }
+    deleteRetentionPolicy: {
+      enabled: false
+    }
+  }
+}
+
+resource storageCsvExportsContainers 'Microsoft.Storage/storageAccounts/blobServices/containers@2022-09-01' = [for item in csvExports: {
+  name: '${storageAccountName}/default/${item.containerName}'
+  properties: {
+    publicAccess: 'None'
+  }
+  dependsOn: [
+    storageBlobServices
+    storageAccount
+  ]
+}]
+
+resource storageRecommendationsContainer 'Microsoft.Storage/storageAccounts/blobServices/containers@2022-09-01' = {
+  name: '${storageAccountName}/default/${recommendationsContainerName}'
+  properties: {
+    publicAccess: 'None'
+  }
+  dependsOn: [
+    storageBlobServices
+    storageAccount
+  ]
+}
+
+resource storageRemediationLogsContainer 'Microsoft.Storage/storageAccounts/blobServices/containers@2022-09-01' = {
+  name: '${storageAccountName}/default/${remediationLogsContainerName}'
+  properties: {
+    publicAccess: 'None'
+  }
+  dependsOn: [
+    storageBlobServices
+    storageAccount
+  ]
+}
+
+resource storageLifecycleManagementPolicy 'Microsoft.Storage/storageAccounts/managementPolicies@2021-02-01' = {
+  parent: storageAccount
+  name: 'default'
+  properties: {
+    policy: {
+      rules: [
+        {
+          enabled: true
+          name: 'Clean6MonthsOldBlobs'
+          type: 'Lifecycle'
+          definition: {
+            actions: {
+              baseBlob: {
+                delete: {
+                  daysAfterModificationGreaterThan: 180
+                }
+              }
+              snapshot: {
+                delete: {
+                  daysAfterCreationGreaterThan: 180
+                }
+              }
+              version: {
+                delete: {
+                  daysAfterCreationGreaterThan: 180
+                }
+              }
+            }
+            filters: {
+              blobTypes: [
+                'blockBlob'
+              ]
+            }
+          }
+        }
+      ]
+    }
+  }
+  dependsOn: [
+    storageBlobServices
+  ]
+}
+
+resource existingSqlServer 'Microsoft.Sql/servers@2022-05-01-preview' existing = if (sqlServerAlreadyExists) {
+  name: sqlServerName
+}
+
+resource sqlServer 'Microsoft.Sql/servers@2022-05-01-preview' = if (!sqlServerAlreadyExists) {
+  name: sqlServerName
+  location: projectLocation
+  tags: resourceTags
+  properties: {
+    version: '12.0'
+    publicNetworkAccess: 'Enabled'
+    minimalTlsVersion: '1.2'
+    administrators: {
+      administratorType: 'ActiveDirectory'
+      azureADOnlyAuthentication: true
+      login: userPrincipalName
+      principalType: sqlAdminPrincipalType
+      sid: userObjectId
+      tenantId: tenant().tenantId
+    }
+  }
+}
+
+resource sqlAdminsResource 'Microsoft.Sql/servers/administrators@2022-05-01-preview' = if (sqlServerAlreadyExists) {
+  parent: existingSqlServer
+  name: 'ActiveDirectory'
+  properties: {
+        administratorType: 'ActiveDirectory'
+        login: userPrincipalName 
+        sid: userObjectId
+        tenantId: tenant().tenantId
+    }
+}
+
+resource sqlAzureAdOnly 'Microsoft.Sql/servers/azureADOnlyAuthentications@2022-05-01-preview' = if (sqlServerAlreadyExists) {
+  name: 'Default'
+  parent: existingSqlServer
+  properties: {
+    azureADOnlyAuthentication: true
+  }
+  dependsOn:[sqlAdminsResource]
+}
+
+resource sqlServerFirewall 'Microsoft.Sql/servers/firewallRules@2022-05-01-preview' = {
+  parent: sqlServer
+  name: 'AllowAllWindowsAzureIps'
+  properties: {
+    endIpAddress: '0.0.0.0'
+    startIpAddress: '0.0.0.0'
+  }
+}
+
+resource sqlDatabase 'Microsoft.Sql/servers/databases@2022-05-01-preview' = {
+  parent: sqlServer
+  name: sqlDatabaseName
+  location: projectLocation
+  tags: resourceTags
+  sku: {
+    name: 'Basic'
+    tier: 'Basic'
+    capacity: 5
+  }
+  properties: {
+    collation: 'SQL_Latin1_General_CP1_CI_AS'
+    maxSizeBytes: 2147483648
+    catalogCollation: 'SQL_Latin1_General_CP1_CI_AS'
+    zoneRedundant: false
+    readScale: 'Disabled'
+    autoPauseDelay: 60
+    requestedBackupStorageRedundancy: 'Local'
+  }
+}
+
+resource sqlServerName_sqlDatabaseName_default 'Microsoft.Sql/servers/databases/backupShortTermRetentionPolicies@2022-05-01-preview' = {
+  name: '${sqlServerName}/${sqlDatabaseName}/default'
+  properties: {
+    retentionDays: sqlBackupRetentionDays
+  }
+  dependsOn: [
+    sqlDatabase
+    sqlServer
+  ]
+}
+
+resource automationAccount 'Microsoft.Automation/automationAccounts@2020-01-13-preview' = {
+  name: automationAccountName
+  location: projectLocation
+  tags: resourceTags
+  identity: {
+    type: 'SystemAssigned'
+  }
+  properties: {
+    sku: {
+      name: 'Basic'
+    }
+  }
+}
+
+resource automationModule_Az_Accounts 'Microsoft.Automation/automationAccounts/modules@2020-01-13-preview' = {
+  parent: automationAccount
+  name: Az_Accounts.name
+  tags: resourceTags
+  properties: {
+    contentLink: {
+      uri: Az_Accounts.url
+    }
+  }
+}
+
+resource automationModule_Microsoft_Graph_Authentication 'Microsoft.Automation/automationAccounts/modules@2020-01-13-preview' = {
+  parent: automationAccount
+  name: Microsoft_Graph_Authentication.name
+  tags: resourceTags
+  properties: {
+    contentLink: {
+      uri: Microsoft_Graph_Authentication.url
+    }
+  }
+}
+
+resource automationModule_All 'Microsoft.Automation/automationAccounts/modules@2020-01-13-preview' = [for item in psModules: {
+  parent: automationAccount  
+  name: item.name
+  tags: resourceTags
+  properties: {
+    contentLink: {
+      uri: item.url
+    }
+  }
+  dependsOn: [
+    automationModule_Az_Accounts
+    automationModule_Microsoft_Graph_Authentication
+  ]
+}]
+
+resource automationRunbooks 'Microsoft.Automation/automationAccounts/runbooks@2020-01-13-preview' = [for item in runbooks: {
+  parent: automationAccount  
+  name: item.name
+  tags: resourceTags
+  location: projectLocation
+  properties: {
+    runbookType: item.type
+    logProgress: false
+    logVerbose: false
+    description: item.description
+    publishContentLink: {
+      uri: item.scriptUri
+      version: item.version
+    }
+  }
+  dependsOn: [
+    automationModule_All
+  ]
+}]
+
+resource automationVariablesAll 'Microsoft.Automation/automationAccounts/variables@2020-01-13-preview' = [for item in automationVariables: {
+  parent: automationAccount  
+  name: item.name
+  properties: {
+    description: item.description
+    value: item.value
+  }
+}]
+
+resource automationVariables_csvExports 'Microsoft.Automation/automationAccounts/variables@2020-01-13-preview' = [for item in csvExports: {
+  parent: automationAccount  
+  name: item.variableName
+  properties: {
+    description: item.variableDescription
+    value: '"${item.containerName}"'
+  }
+}]
+
+resource automationVariables_SQLServerHostname 'Microsoft.Automation/automationAccounts/variables@2020-01-13-preview' = {
+  parent: automationAccount  
+  name: 'AzureOptimization_SQLServerHostname'
+  properties: {
+    description: 'The Azure SQL Server hostname for the ingestion control and recommendations tables'
+    value: '"${sqlServer.properties.fullyQualifiedDomainName}"'
+  }
+}
+
+resource automationVariables_LogAnalyticsWorkspaceId 'Microsoft.Automation/automationAccounts/variables@2020-01-13-preview' = {
+  parent: automationAccount  
+  name: 'AzureOptimization_LogAnalyticsWorkspaceId'
+  properties: {
+    description: 'The Log Analytics Workspace ID where optimization data will be ingested'
+    value: '"${reference(((!logAnalyticsReuse) ? logAnalyticsWorkspace.id : resourceId(logAnalyticsWorkspaceRG, 'microsoft.operationalinsights/workspaces', logAnalyticsWorkspaceName)), '2020-08-01').customerId}"'
+  }
+}
+
+resource automationVariables_DCEIngestionEndpoint 'Microsoft.Automation/automationAccounts/variables@2020-01-13-preview' = {
+  parent: automationAccount
+  name: 'AzureOptimization_DCEIngestionEndpoint'
+  properties: {
+    description: 'The Logs Ingestion endpoint URL of the Data Collection Endpoint used for DCR-based ingestion'
+    value: '"${dataCollectionEndpoint.properties.logsIngestion.endpoint}"'
+  }
+}
+
+resource automationSchedules_csvExports 'Microsoft.Automation/automationAccounts/schedules@2020-01-13-preview' = [for item in csvExportsSchedules: {
+  parent: automationAccount
+  name: item.exportSchedule
+  properties: {
+    description: item.exportDescription
+    expiryTime: '9999-12-31T17:59:00-06:00'
+    startTime: dateTimeAdd(baseTime, item.exportTimeOffset)
+    interval: 1
+    frequency: item.exportFrequency
+  }
+}]
+
+resource automationSchedules_csvIngests 'Microsoft.Automation/automationAccounts/schedules@2020-01-13-preview' = [for item in csvExports: {
+  parent: automationAccount
+  name: item.ingestSchedule
+  properties: {
+    description: item.ingestDescription
+    expiryTime: '9999-12-31T17:59:00-06:00'
+    startTime: dateTimeAdd(baseTime, item.ingestTimeOffset)
+    interval: 1
+    frequency: item.ingestFrequency
+  }
+}]
+
+resource automationSchedules_remediationCsvIngest 'Microsoft.Automation/automationAccounts/schedules@2020-01-13-preview' = {
+  parent: automationAccount
+  name: remediationLogsIngestScheduleName
+  properties: {
+    description: 'Starts the daily Remediation Logs ingests'
+    expiryTime: '9999-12-31T17:59:00-06:00'
+    startTime: dateTimeAdd(baseTime, 'PT1H30M')
+    interval: 1
+    frequency: 'Day'
+  }
+}
+
+resource automationSchedules_recommendationsExport 'Microsoft.Automation/automationAccounts/schedules@2020-01-13-preview' = {
+  parent: automationAccount
+  name: recommendationsScheduleName
+  properties: {
+    description: 'Starts the weekly Recommendations generation'
+    expiryTime: '9999-12-31T17:59:00-06:00'
+    startTime: dateTimeAdd(baseTime, 'PT2H30M')
+    interval: 1
+    frequency: 'Week'
+  }
+}
+
+resource automationSchedules_recommendationsIngest 'Microsoft.Automation/automationAccounts/schedules@2020-01-13-preview' = {
+  parent: automationAccount
+  name: recommendationsIngestScheduleName
+  properties: {
+    description: 'Starts the weekly Recommendations ingests'
+    expiryTime: '9999-12-31T17:59:00-06:00'
+    startTime: dateTimeAdd(baseTime, 'PT3H30M')
+    interval: 1
+    frequency: 'Week'
+  }
+}
+
+resource automationSchedules_suppressionsIngest 'Microsoft.Automation/automationAccounts/schedules@2020-01-13-preview' = {
+  parent: automationAccount
+  name: suppressionsIngestScheduleName
+  properties: {
+    description: 'Starts the weekly Suppressions ingests'
+    expiryTime: '9999-12-31T17:59:00-06:00'
+    startTime: dateTimeAdd(baseTime, 'PT3H00M')
+    interval: 1
+    frequency: 'Week'
+  }
+}
+
+resource automationSchedules_recommendationsCleanUp 'Microsoft.Automation/automationAccounts/schedules@2020-01-13-preview' = {
+  parent: automationAccount
+  name: recommendationsCleanUpScheduleName
+  properties: {
+    description: 'Starts the weekly Recommendations cleanup'
+    expiryTime: '9999-12-31T17:59:00-06:00'
+    startTime: dateTimeAdd(baseTime, 'P6D')
+    interval: 1
+    frequency: 'Week'
+  }
+}
+
+resource automationJobSchedules_csvExports 'Microsoft.Automation/automationAccounts/jobSchedules@2020-01-13-preview' = [for item in csvExports: if (!item.isOneToMany) {
+  parent: automationAccount
+  name: item.exportJobId
+  properties: {
+    schedule: {
+      name: item.exportSchedule
+    }
+    runbook: {
+      name: item.runbookName
+    }
+  }
+  dependsOn: [
+    automationSchedules_csvExports
+    automationModule_All
+    automationRunbooks
+  ]
+}]
+
+resource automationJobSchedules_csvParameterizedExports 'Microsoft.Automation/automationAccounts/jobSchedules@2020-01-13-preview' = [for item in csvParameterizedExports: {
+  parent: automationAccount
+  name: item.exportJobId
+  properties: {
+    schedule: {
+      name: item.exportSchedule
+    }
+    runbook: {
+      name: item.runbookName
+    }
+    parameters: item.parameters
+  }
+  dependsOn: [
+    automationSchedules_csvExports
+    automationModule_All
+    automationRunbooks
+  ]
+}]
+
+resource automationJobSchedules_csvIngests 'Microsoft.Automation/automationAccounts/jobSchedules@2020-01-13-preview' = [for item in csvExports: {
+  parent: automationAccount
+  name: item.ingestJobId
+  properties: {
+    schedule: {
+      name: item.ingestSchedule
+    }
+    runbook: {
+      name: csvIngestRunbookName
+    }
+    parameters: {
+      StorageSinkContainer: item.containerName
+    }
+  }
+  dependsOn: [
+    automationSchedules_csvIngests
+    automationModule_All
+    automationRunbooks
+  ]
+}]
+
+resource automationJobSchedules_remediationLogsIngests 'Microsoft.Automation/automationAccounts/jobSchedules@2020-01-13-preview' = {
+  parent: automationAccount
+  name: remediationLogsIngestJobId
+  properties: {
+    schedule: {
+      name: remediationLogsIngestScheduleName
+    }
+    runbook: {
+      name: csvIngestRunbookName
+    }
+    parameters: {
+      StorageSinkContainer: remediationLogsContainerName
+    }
+  }
+  dependsOn: [
+    automationSchedules_remediationCsvIngest
+    automationModule_All
+    automationRunbooks
+  ]
+}
+
+resource automationJobSchedules_recommendationsExports 'Microsoft.Automation/automationAccounts/jobSchedules@2020-01-13-preview' = [for item in recommendations: {
+  parent: automationAccount
+  name: item.recommendationJobId
+  properties: {
+    schedule: {
+      name: recommendationsScheduleName
+    }
+    runbook: {
+      name: item.runbookName
+    }
+  }
+  dependsOn: [
+    automationSchedules_recommendationsExport
+    automationModule_All
+    automationRunbooks
+  ]
+}]
+
+resource automationJobSchedules_recommendationsIngests 'Microsoft.Automation/automationAccounts/jobSchedules@2020-01-13-preview' = {
+  parent: automationAccount
+  name: recommendationsIngestJobId
+  properties: {
+    schedule: {
+      name: recommendationsIngestScheduleName
+    }
+    runbook: {
+      name: recommendationsIngestRunbookName
+    }
+  }
+  dependsOn: [
+    automationSchedules_recommendationsIngest
+    automationModule_All
+    automationRunbooks
+  ]
+}
+
+resource automationJobSchedules_recommendationsLogAnalyticsIngest 'Microsoft.Automation/automationAccounts/jobSchedules@2020-01-13-preview' = {
+  parent: automationAccount
+  name: recommendationsLogAnalyticsIngestJobId
+  properties: {
+    schedule: {
+      name: recommendationsIngestScheduleName
+    }
+    runbook: {
+      name: recommendationsLogAnalyticsIngestRunbookName
+    }
+  }
+  dependsOn: [
+    automationSchedules_recommendationsIngest
+    automationModule_All
+    automationRunbooks
+  ]
+}
+
+resource automationJobSchedules_suppressionsLogAnalyticsIngest 'Microsoft.Automation/automationAccounts/jobSchedules@2020-01-13-preview' = {
+  parent: automationAccount
+  name: suppressionsLogAnalyticsIngestJobId
+  properties: {
+    schedule: {
+      name: suppressionsIngestScheduleName
+    }
+    runbook: {
+      name: suppressionsLogAnalyticsIngestRunbookName
+    }
+  }
+  dependsOn: [
+    automationSchedules_suppressionsIngest
+    automationModule_All
+    automationRunbooks
+  ]
+}
+
+resource automationJobSchedules_recommendationsCleanUp 'Microsoft.Automation/automationAccounts/jobSchedules@2020-01-13-preview' = {
+  parent: automationAccount
+  name: recommendationsCleanUpJobId
+  properties: {
+    schedule: {
+      name: recommendationsCleanUpScheduleName
+    }
+    runbook: {
+      name: cleanUpOlderRecommendationsRunbookName
+    }
+  }
+  dependsOn: [
+    automationSchedules_recommendationsCleanUp
+    automationModule_All
+    automationRunbooks
+  ]
+}
+
+resource contributorRoleAssignmentGuid_resource 'Microsoft.Authorization/roleAssignments@2018-09-01-preview' = {
+  name: contributorRoleAssignmentGuid
+  properties: {
+    roleDefinitionId: roleContributor
+    principalId: reference(automationAccount.id, '2019-06-01', 'Full').identity.principalId
+    principalType: 'ServicePrincipal'
+  }
+}
+
+output automationPrincipalId string = reference(automationAccount.id, '2019-06-01', 'Full').identity.principalId
+output dceLogsIngestionEndpoint string = dataCollectionEndpoint.properties.logsIngestion.endpoint
+output dceResourceId string = dataCollectionEndpoint.id
diff --git a/docs/deploy/optimization-engine/15.0/azuredeploy.bicep b/docs/deploy/optimization-engine/15.0/azuredeploy.bicep
new file mode 100644
index 000000000..0a09fce3b
--- /dev/null
+++ b/docs/deploy/optimization-engine/15.0/azuredeploy.bicep
@@ -0,0 +1,82 @@
+targetScope = 'subscription'
+param rgName string
+param readerRoleAssignmentGuid string = guid(subscription().subscriptionId, rgName)
+param contributorRoleAssignmentGuid string = guid(rgName)
+param projectLocation string
+
+@description('The base URI where artifacts required by this template are located')
+param templateLocation string
+
+param storageAccountName string
+param automationAccountName string
+param sqlServerName string
+param sqlServerAlreadyExists bool = false
+param sqlDatabaseName string = 'azureoptimization'
+param logAnalyticsReuse bool
+param logAnalyticsWorkspaceName string
+param logAnalyticsWorkspaceRG string
+param logAnalyticsRetentionDays int = 120
+param sqlBackupRetentionDays int = 7
+param userPrincipalName string
+param userObjectId string
+param sqlAdminPrincipalType string = 'User'
+param cloudEnvironment string = 'AzureCloud'
+param authenticationOption string = 'ManagedIdentity'
+
+@description('Base time for all automation runbook schedules.')
+param baseTime string = utcNow('u')
+param resourceTags object
+
+param roleReader string = '/subscriptions/${subscription().subscriptionId}/providers/Microsoft.Authorization/roleDefinitions/acdd72a7-3385-48ef-bd42-f606fba81ae7'
+
+@description('Optional. Enable telemetry to track anonymous module usage trends, monitor for bugs, and improve future releases.')
+param enableDefaultTelemetry bool = true
+
+resource rg 'Microsoft.Resources/resourceGroups@2021-04-01' = {
+  name: rgName
+  location: projectLocation
+  tags: resourceTags
+  dependsOn: []
+}
+
+module resourcesDeployment './azuredeploy-nested.bicep' = {
+  name: 'resourcesDeployment'
+  scope: resourceGroup(rgName)
+  params: {
+    projectLocation: projectLocation
+    templateLocation: templateLocation
+    storageAccountName: storageAccountName
+    automationAccountName: automationAccountName
+    sqlServerName: sqlServerName
+    sqlServerAlreadyExists: sqlServerAlreadyExists
+    sqlDatabaseName: sqlDatabaseName
+    logAnalyticsReuse: logAnalyticsReuse
+    logAnalyticsWorkspaceName: logAnalyticsWorkspaceName
+    logAnalyticsWorkspaceRG: logAnalyticsWorkspaceRG
+    logAnalyticsRetentionDays: logAnalyticsRetentionDays
+    sqlBackupRetentionDays: sqlBackupRetentionDays
+    cloudEnvironment: cloudEnvironment
+    authenticationOption: authenticationOption
+    baseTime: baseTime
+    contributorRoleAssignmentGuid: contributorRoleAssignmentGuid
+    resourceTags: resourceTags
+    userPrincipalName: userPrincipalName
+    userObjectId: userObjectId
+    sqlAdminPrincipalType: sqlAdminPrincipalType
+    enableDefaultTelemetry: enableDefaultTelemetry
+  }
+  dependsOn: [
+    rg
+  ]
+}
+
+resource readerRoleAssignmentGuid_resource 'Microsoft.Authorization/roleAssignments@2018-09-01-preview' = {
+  name: readerRoleAssignmentGuid
+  properties: {
+    roleDefinitionId: roleReader
+    principalId: resourcesDeployment.outputs.automationPrincipalId
+    principalType: 'ServicePrincipal'
+  }
+}
+
+output automationPrincipalId string = resourcesDeployment.outputs.automationPrincipalId
diff --git a/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-AADObjectsToBlobStorage.ps1 b/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-AADObjectsToBlobStorage.ps1
new file mode 100644
index 000000000..8bc12d759
--- /dev/null
+++ b/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-AADObjectsToBlobStorage.ps1
@@ -0,0 +1,519 @@
+param(
+    [Parameter(Mandatory = $false)]
+    [string] $externalCloudEnvironment,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalTenantId,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalCredentialName,
+
+    [Parameter(Mandatory = $false)]
+    [string] $groupFilter,
+
+    [Parameter(Mandatory = $false)]
+    [string] $userFilter
+)
+
+$ErrorActionPreference = "Stop"
+
+function Build-CredObjectWithDates {
+    param (
+        [object] $appObject
+    )
+
+    $credObjects = @()
+
+    foreach ($obj in $appObject.KeyCredentials)
+    {
+        $credObject = New-Object PSObject -Property @{
+            DisplayName = $obj.DisplayName
+            KeyId = $obj.KeyId
+            KeyType = $obj.Type
+            StartDate = (Get-Date($obj.StartDateTime)).ToUniversalTime().ToString("yyyy-MM-ddTHH:mm:00.000Z")
+            EndDate = (Get-Date($obj.EndDateTime)).ToUniversalTime().ToString("yyyy-MM-ddTHH:mm:00.000Z")
+        }
+        $credObjects += $credObject
+    }
+
+    foreach ($obj in $appObject.PasswordCredentials)
+    {
+        $credObject = New-Object PSObject -Property @{
+            DisplayName = $obj.DisplayName
+            KeyId = $obj.KeyId
+            KeyType = "Password"
+            StartDate = (Get-Date($obj.StartDateTime)).ToUniversalTime().ToString("yyyy-MM-ddTHH:mm:00.000Z")
+            EndDate = (Get-Date($obj.EndDateTime)).ToUniversalTime().ToString("yyyy-MM-ddTHH:mm:00.000Z")
+        }
+        $credObjects += $credObject
+    }
+
+    return $credObjects
+}
+
+function Build-PrincipalNames {
+    param (
+        [object] $appObject
+    )
+
+    $principalNames = @()
+
+    if ($appObject.Web.HomePageUrl)
+    {
+        $principalNames += $appObject.Web.HomePageUrl
+    }
+
+    foreach ($obj in $appObject.IdentifierUris)
+    {
+        $principalNames += $obj
+    }
+
+    foreach ($obj in $appObject.ServicePrincipalNames)
+    {
+        $principalNames += $obj
+    }
+
+    foreach ($obj in $appObject.AlternativeNames)
+    {
+        $principalNames += $obj
+    }
+
+    return $principalNames
+}
+
+$cloudEnvironment = Get-AutomationVariable -Name "AzureOptimization_CloudEnvironment" -ErrorAction SilentlyContinue # AzureCloud|AzureChinaCloud
+if ([string]::IsNullOrEmpty($cloudEnvironment))
+{
+    $cloudEnvironment = "AzureCloud"
+}
+$authenticationOption = Get-AutomationVariable -Name  "AzureOptimization_AuthenticationOption" -ErrorAction SilentlyContinue # ManagedIdentity|UserAssignedManagedIdentity
+if ([string]::IsNullOrEmpty($authenticationOption))
+{
+    $authenticationOption = "ManagedIdentity"
+}
+if ($authenticationOption -eq "UserAssignedManagedIdentity")
+{
+    $uamiClientID = Get-AutomationVariable -Name "AzureOptimization_UAMIClientID"
+}
+
+$storageAccountSink = Get-AutomationVariable -Name  "AzureOptimization_StorageSink"
+
+
+$storageAccountSinkEnv = Get-AutomationVariable -Name "AzureOptimization_StorageSinkEnvironment" -ErrorAction SilentlyContinue
+if (-not($storageAccountSinkEnv))
+{
+    $storageAccountSinkEnv = $cloudEnvironment
+}
+$storageAccountSinkKeyCred = Get-AutomationPSCredential -Name "AzureOptimization_StorageSinkKey" -ErrorAction SilentlyContinue
+$storageAccountSinkKey = $null
+if ($storageAccountSinkKeyCred)
+{
+    $storageAccountSink = $storageAccountSinkKeyCred.UserName
+    $storageAccountSinkKey = $storageAccountSinkKeyCred.GetNetworkCredential().Password
+}
+
+$storageAccountSinkContainer = Get-AutomationVariable -Name  "AzureOptimization_AADObjectsContainer" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($storageAccountSinkContainer))
+{
+    $storageAccountSinkContainer = "aadobjectsexports"
+}
+
+# Application,ServicePrincipal,User,Group
+$aadObjectsFilter = Get-AutomationVariable -Name  "AzureOptimization_AADObjectsFilter" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($aadObjectsFilter))
+{
+    $aadObjectsFilter = "Application,ServicePrincipal"
+}
+
+$groupFilterVariable = Get-AutomationVariable -Name  "AzureOptimization_AADObjectsGroupFilter" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($groupFilter) -and -not([string]::IsNullOrEmpty($groupFilterVariable)))
+{
+    $groupFilter = $groupFilterVariable
+}
+
+$userFilterVariable = Get-AutomationVariable -Name  "AzureOptimization_AADObjectsUserFilter" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($userFilter) -and -not([string]::IsNullOrEmpty($userFilterVariable)))
+{
+    $userFilter = $userFilterVariable
+}
+
+if (-not([string]::IsNullOrEmpty($externalCredentialName)))
+{
+    $externalCredential = Get-AutomationPSCredential -Name $externalCredentialName
+}
+
+"Logging in to Azure with $authenticationOption..."
+
+switch ($authenticationOption) {
+    "UserAssignedManagedIdentity" {
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment -AccountId $uamiClientID
+        break
+    }
+    Default { #ManagedIdentity
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment
+        break
+    }
+}
+
+if (-not($storageAccountSinkKey))
+{
+    Write-Output "Getting Storage Account context with login"
+
+    $saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -UseConnectedAccount -Environment $cloudEnvironment
+}
+else
+{
+    Write-Output "Getting Storage Account context with key"
+    $saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -StorageAccountKey $storageAccountSinkKey -Environment $storageAccountSinkEnv
+}
+
+if (-not([string]::IsNullOrEmpty($externalCredentialName)))
+{
+    "Logging in to Azure with $externalCredentialName external credential..."
+    Connect-AzAccount -ServicePrincipal -EnvironmentName $externalCloudEnvironment -Tenant $externalTenantId -Credential $externalCredential
+    $cloudEnvironment = $externalCloudEnvironment
+}
+
+$tenantId = (Get-AzContext).Tenant.Id
+
+#workaround for https://github.com/microsoftgraph/msgraph-sdk-powershell/issues/888
+$localPath = [System.Environment]::GetFolderPath([System.Environment+SpecialFolder]::UserProfile)
+if (-not(get-item "$localPath\.graph\" -ErrorAction SilentlyContinue))
+{
+    New-Item -Type Directory "$localPath\.graph"
+}
+
+Import-Module Microsoft.Graph.Authentication
+Import-Module Microsoft.Graph.Users
+Import-Module Microsoft.Graph.Applications
+Import-Module Microsoft.Graph.Groups
+
+switch ($cloudEnvironment) {
+    "AzureUSGovernment" {
+        $graphEnvironment = "USGov"
+        break
+    }
+    "AzureChinaCloud" {
+        $graphEnvironment = "China"
+        break
+    }
+    "AzureGermanCloud" {
+        $graphEnvironment = "Germany"
+        break
+    }
+    Default {
+        $graphEnvironment = "Global"
+    }
+}
+
+if (-not([string]::IsNullOrEmpty($externalCredentialName)))
+{
+    "Logging in to Microsoft Graph with $externalCredentialName external credential..."
+    Connect-MgGraph -TenantId $externalTenantId -ClientSecretCredential $externalCredential -Environment $graphEnvironment -NoWelcome
+}
+else
+{
+    "Logging in to Microsoft Graph with $authenticationOption..."
+
+    switch ($authenticationOption) {
+        "UserAssignedManagedIdentity" {
+            Connect-MgGraph -Identity -ClientId $uamiClientID -Environment $graphEnvironment -NoWelcome
+            break
+        }
+        Default { #ManagedIdentity
+            Connect-MgGraph -Identity -Environment $graphEnvironment -NoWelcome
+            break
+        }
+    }
+}
+
+$datetime = (get-date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+
+$aadObjectsTypes = $aadObjectsFilter.Split(",")
+
+$fileDate = $datetime.ToString("yyyyMMdd")
+
+if ("Application" -in $aadObjectsTypes)
+{
+    $aadObjects = @()
+
+    "Getting AAD applications..."
+    $apps = Get-MgApplication -All -ExpandProperty Owners -Property Id,AppId,CreatedDateTime,DeletedDateTime,DisplayName,KeyCredentials,PasswordCredentials,Owners,PublisherDomain,Web,IdentifierUris
+    "Found $($apps.Count) AAD applications"
+
+    foreach ($app in $apps)
+    {
+        $owners = $null
+        if ($app.Owners.Count -gt 0)
+        {
+            $owners = ($app.Owners | Where-Object { [string]::IsNullOrEmpty($_.DeletedDateTime) }).Id | ConvertTo-Json -Compress
+        }
+        $createdDate = $null
+        if ($app.CreatedDateTime)
+        {
+            $createdDate = (Get-Date($app.CreatedDateTime)).ToUniversalTime().ToString("yyyy-MM-ddTHH:mm:00.000Z")
+        }
+        $deletedDate = $null
+        if ($app.DeletedDateTime)
+        {
+            $deletedDate = (Get-Date($app.DeletedDateTime)).ToUniversalTime().ToString("yyyy-MM-ddTHH:mm:00.000Z")
+        }
+        $aadObject = New-Object PSObject -Property @{
+            Timestamp = $timestamp
+            TenantGuid = $tenantId
+            Cloud = $cloudEnvironment
+            ObjectId = $app.Id
+            ObjectType = "Application"
+            ObjectSubType = "N/A"
+            DisplayName = $app.DisplayName
+            SecurityEnabled = "N/A"
+            ApplicationId = $app.AppId
+            Keys = (Build-CredObjectWithDates -appObject $app) | ConvertTo-Json -Compress
+            PrincipalNames = (Build-PrincipalNames -appObject $app) | ConvertTo-Json -Compress
+            Owners = $owners
+            CreatedDate = $createdDate
+            DeletedDate = $deletedDate
+        }
+        $aadObjects += $aadObject
+    }
+
+    $jsonExportPath = "$fileDate-$tenantId-aadobjects-apps.json"
+    $csvExportPath = "$fileDate-$tenantId-aadobjects-apps.csv"
+
+    $aadObjects | ConvertTo-Json -Depth 3 -Compress | Out-File $jsonExportPath
+    "Exported to JSON: $($aadObjects.Count) lines"
+    $aadObjectsJson = Get-Content -Path $jsonExportPath | ConvertFrom-Json
+    "JSON Import: $($aadObjectsJson.Count) lines"
+    $aadObjectsJson | Export-Csv -NoTypeInformation -Path $csvExportPath
+    "Export to $csvExportPath"
+
+    $csvBlobName = $csvExportPath
+    $csvProperties = @{"ContentType" = "text/csv"};
+
+    Set-AzStorageBlobContent -File $csvExportPath -Container $storageAccountSinkContainer -Properties $csvProperties -Blob $csvBlobName -Context $saCtx -Force
+
+    $now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+    "[$now] Uploaded $csvBlobName to Blob Storage..."
+
+    Remove-Item -Path $csvExportPath -Force
+
+    $now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+    "[$now] Removed $csvExportPath from local disk..."
+
+    Remove-Item -Path $jsonExportPath -Force
+
+    $now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+    "[$now] Removed $jsonExportPath from local disk..."
+}
+
+if ("ServicePrincipal" -in $aadObjectsTypes)
+{
+    $aadObjects = @()
+
+    "Getting AAD service principals..."
+    $spns = Get-MgServicePrincipal -All -ExpandProperty Owners -Property Id,AppId,DeletedDateTime,DisplayName,KeyCredentials,PasswordCredentials,Owners,ServicePrincipalNames,ServicePrincipalType,AccountEnabled,AlternativeNames
+    "Found $($spns.Count) AAD service principals"
+
+    foreach ($spn in $spns)
+    {
+        $owners = $null
+        if ($spn.Owners.Count -gt 0)
+        {
+            $owners = ($spn.Owners | Where-Object { [string]::IsNullOrEmpty($_.DeletedDateTime) }).Id | ConvertTo-Json -Compress
+        }
+        $deletedDate = $null
+        if ($spn.DeletedDateTime)
+        {
+            $deletedDate = (Get-Date($spn.DeletedDateTime)).ToUniversalTime().ToString("yyyy-MM-ddTHH:mm:00.000Z")
+        }
+        $aadObject = New-Object PSObject -Property @{
+            Timestamp = $timestamp
+            TenantGuid = $tenantId
+            Cloud = $cloudEnvironment
+            ObjectId = $spn.Id
+            ObjectType = "ServicePrincipal"
+            ObjectSubType = $spn.ServicePrincipalType
+            DisplayName = $spn.DisplayName
+            SecurityEnabled = $spn.AccountEnabled
+            ApplicationId = $spn.AppId
+            Keys = (Build-CredObjectWithDates -appObject $spn) | ConvertTo-Json -Compress
+            PrincipalNames = (Build-PrincipalNames -appObject $spn) | ConvertTo-Json -Compress
+            Owners = $owners
+            DeletedDate = $deletedDate
+        }
+        $aadObjects += $aadObject
+    }
+
+    $jsonExportPath = "$fileDate-$tenantId-aadobjects-spns.json"
+    $csvExportPath = "$fileDate-$tenantId-aadobjects-spns.csv"
+
+    $aadObjects | ConvertTo-Json -Depth 3 -Compress | Out-File $jsonExportPath
+    "Exported to JSON: $($aadObjects.Count) lines"
+    $aadObjectsJson = Get-Content -Path $jsonExportPath | ConvertFrom-Json
+    "JSON Import: $($aadObjectsJson.Count) lines"
+    $aadObjectsJson | Export-Csv -NoTypeInformation -Path $csvExportPath
+    "Export to $csvExportPath"
+
+    $csvBlobName = $csvExportPath
+    $csvProperties = @{"ContentType" = "text/csv"};
+
+    Set-AzStorageBlobContent -File $csvExportPath -Container $storageAccountSinkContainer -Properties $csvProperties -Blob $csvBlobName -Context $saCtx -Force
+
+    $now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+    "[$now] Uploaded $csvBlobName to Blob Storage..."
+
+    Remove-Item -Path $csvExportPath -Force
+
+    $now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+    "[$now] Removed $csvExportPath from local disk..."
+
+    Remove-Item -Path $jsonExportPath -Force
+
+    $now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+    "[$now] Removed $jsonExportPath from local disk..."
+}
+
+if ("User" -in $aadObjectsTypes)
+{
+    $aadObjects = @()
+
+    if ([string]::IsNullOrEmpty($userFilter))
+    {
+        "Getting AAD users..."
+        $users = Get-MgUser -All -Property Id,AccountEnabled,DisplayName,UserPrincipalName,UserType,CreatedDateTime,DeletedDateTime
+    }
+    else
+    {
+        "Getting AAD users with filter $userFilter..."
+        $users = Get-MgUser -Filter $userFilter -All -Property Id,AccountEnabled,DisplayName,UserPrincipalName,UserType,CreatedDateTime,DeletedDateTime
+    }
+    "Found $($users.Count) AAD users"
+
+    foreach ($user in $users)
+    {
+        $createdDate = $null
+        if ($user.CreatedDateTime)
+        {
+            $createdDate = (Get-Date($user.CreatedDateTime)).ToUniversalTime().ToString("yyyy-MM-ddTHH:mm:00.000Z")
+        }
+        $deletedDate = $null
+        if ($user.DeletedDateTime)
+        {
+            $deletedDate = (Get-Date($user.DeletedDateTime)).ToUniversalTime().ToString("yyyy-MM-ddTHH:mm:00.000Z")
+        }
+        $aadObject = New-Object PSObject -Property @{
+            Timestamp = $timestamp
+            TenantGuid = $tenantId
+            Cloud = $cloudEnvironment
+            ObjectId = $user.Id
+            ObjectType = "User"
+            ObjectSubType = $user.UserType
+            DisplayName = $user.DisplayName
+            SecurityEnabled = $user.AccountEnabled
+            PrincipalNames = $user.UserPrincipalName
+            CreatedDate = $createdDate
+            DeletedDate = $deletedDate
+        }
+        $aadObjects += $aadObject
+    }
+
+    $jsonExportPath = "$fileDate-$tenantId-aadobjects-users.json"
+    $csvExportPath = "$fileDate-$tenantId-aadobjects-users.csv"
+
+    $aadObjects | Export-Csv -NoTypeInformation -Path $csvExportPath
+    "Export to $csvExportPath"
+
+    $csvBlobName = $csvExportPath
+    $csvProperties = @{"ContentType" = "text/csv"};
+
+    Set-AzStorageBlobContent -File $csvExportPath -Container $storageAccountSinkContainer -Properties $csvProperties -Blob $csvBlobName -Context $saCtx -Force
+
+    $now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+    "[$now] Uploaded $csvBlobName to Blob Storage..."
+
+    Remove-Item -Path $csvExportPath -Force
+
+    $now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+    "[$now] Removed $csvExportPath from local disk..."
+}
+
+if ("Group" -in $aadObjectsTypes)
+{
+    $aadObjects = @()
+
+    if ([string]::IsNullOrEmpty($groupFilter))
+    {
+        "Getting AAD groups..."
+        $groups = Get-MgGroup -All -ExpandProperty Members -Property Id,SecurityEnabled,DisplayName,Members,CreatedDateTime,DeletedDateTime,GroupTypes
+    }
+    else
+    {
+        "Getting AAD groups with filter $groupFilter..."
+        $groups = Get-MgGroup -Filter $groupFilter -All -ExpandProperty Members -Property Id,SecurityEnabled,DisplayName,Members,CreatedDateTime,DeletedDateTime,GroupTypes
+    }
+    "Found $($groups.Count) AAD groups"
+
+    foreach ($group in $groups)
+    {
+        $groupMembers = $null
+        if ($group.Members.Count -gt 0)
+        {
+            $groupMembers = $group.Members.Id | ConvertTo-Json -Compress
+        }
+        $createdDate = $null
+        if ($group.CreatedDateTime)
+        {
+            $createdDate = (Get-Date($group.CreatedDateTime)).ToUniversalTime().ToString("yyyy-MM-ddTHH:mm:00.000Z")
+        }
+        $deletedDate = $null
+        if ($group.DeletedDateTime)
+        {
+            $deletedDate = (Get-Date($group.DeletedDateTime)).ToUniversalTime().ToString("yyyy-MM-ddTHH:mm:00.000Z")
+        }
+        $aadObject = New-Object PSObject -Property @{
+            Timestamp = $timestamp
+            TenantGuid = $tenantId
+            Cloud = $cloudEnvironment
+            ObjectId = $group.Id
+            ObjectType = "Group"
+            ObjectSubType = $group.GroupTypes | ConvertTo-Json -Compress
+            DisplayName = $group.DisplayName
+            SecurityEnabled = $group.SecurityEnabled
+            PrincipalNames = $groupMembers
+            CreatedDate = $createdDate
+            DeletedDate = $deletedDate
+        }
+        $aadObjects += $aadObject
+    }
+
+    $jsonExportPath = "$fileDate-$tenantId-aadobjects-groups.json"
+    $csvExportPath = "$fileDate-$tenantId-aadobjects-groups.csv"
+
+    $aadObjects | ConvertTo-Json -Depth 3 -Compress | Out-File $jsonExportPath
+    "Exported to JSON: $($aadObjects.Count) lines"
+    $aadObjectsJson = Get-Content -Path $jsonExportPath | ConvertFrom-Json
+    "JSON Import: $($aadObjectsJson.Count) lines"
+    $aadObjectsJson | Export-Csv -NoTypeInformation -Path $csvExportPath
+    "Export to $csvExportPath"
+
+    $csvBlobName = $csvExportPath
+    $csvProperties = @{"ContentType" = "text/csv"};
+
+    Set-AzStorageBlobContent -File $csvExportPath -Container $storageAccountSinkContainer -Properties $csvProperties -Blob $csvBlobName -Context $saCtx -Force
+
+    $now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+    "[$now] Uploaded $csvBlobName to Blob Storage..."
+
+    Remove-Item -Path $csvExportPath -Force
+
+    $now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+    "[$now] Removed $csvExportPath from local disk..."
+
+    Remove-Item -Path $jsonExportPath -Force
+
+    $now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+    "[$now] Removed $jsonExportPath from local disk..."
+}
+
+"DONE!"
\ No newline at end of file
diff --git a/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-ARGAppGatewayPropertiesToBlobStorage.ps1 b/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-ARGAppGatewayPropertiesToBlobStorage.ps1
new file mode 100644
index 000000000..39e908398
--- /dev/null
+++ b/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-ARGAppGatewayPropertiesToBlobStorage.ps1
@@ -0,0 +1,231 @@
+param(
+    [Parameter(Mandatory = $false)]
+    [string] $TargetSubscription,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalCloudEnvironment,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalTenantId,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalCredentialName
+)
+
+$ErrorActionPreference = "Stop"
+
+$cloudEnvironment = Get-AutomationVariable -Name "AzureOptimization_CloudEnvironment" -ErrorAction SilentlyContinue # AzureCloud|AzureChinaCloud
+if ([string]::IsNullOrEmpty($cloudEnvironment))
+{
+    $cloudEnvironment = "AzureCloud"
+}
+$authenticationOption = Get-AutomationVariable -Name  "AzureOptimization_AuthenticationOption" -ErrorAction SilentlyContinue # ManagedIdentity|UserAssignedManagedIdentity
+if ([string]::IsNullOrEmpty($authenticationOption))
+{
+    $authenticationOption = "ManagedIdentity"
+}
+if ($authenticationOption -eq "UserAssignedManagedIdentity")
+{
+    $uamiClientID = Get-AutomationVariable -Name "AzureOptimization_UAMIClientID"
+}
+
+$storageAccountSink = Get-AutomationVariable -Name  "AzureOptimization_StorageSink"
+
+
+$storageAccountSinkEnv = Get-AutomationVariable -Name "AzureOptimization_StorageSinkEnvironment" -ErrorAction SilentlyContinue
+if (-not($storageAccountSinkEnv))
+{
+    $storageAccountSinkEnv = $cloudEnvironment
+}
+$storageAccountSinkKeyCred = Get-AutomationPSCredential -Name "AzureOptimization_StorageSinkKey" -ErrorAction SilentlyContinue
+$storageAccountSinkKey = $null
+if ($storageAccountSinkKeyCred)
+{
+    $storageAccountSink = $storageAccountSinkKeyCred.UserName
+    $storageAccountSinkKey = $storageAccountSinkKeyCred.GetNetworkCredential().Password
+}
+
+$storageAccountSinkContainer = Get-AutomationVariable -Name  "AzureOptimization_ARGAppGatewayContainer" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($storageAccountSinkContainer))
+{
+    $storageAccountSinkContainer = "argappgwexports"
+}
+
+if (-not([string]::IsNullOrEmpty($externalCredentialName)))
+{
+    $externalCredential = Get-AutomationPSCredential -Name $externalCredentialName
+}
+
+$ARGPageSize = 1000
+
+"Logging in to Azure with $authenticationOption..."
+
+switch ($authenticationOption) {
+    "UserAssignedManagedIdentity" {
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment -AccountId $uamiClientID
+        break
+    }
+    Default { #ManagedIdentity
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment
+        break
+    }
+}
+
+if (-not($storageAccountSinkKey))
+{
+    Write-Output "Getting Storage Account context with login"
+
+    $saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -UseConnectedAccount -Environment $cloudEnvironment
+}
+else
+{
+    Write-Output "Getting Storage Account context with key"
+    $saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -StorageAccountKey $storageAccountSinkKey -Environment $storageAccountSinkEnv
+}
+
+$cloudSuffix = ""
+
+if (-not([string]::IsNullOrEmpty($externalCredentialName)))
+{
+    "Logging in to Azure with $externalCredentialName external credential..."
+    Connect-AzAccount -ServicePrincipal -EnvironmentName $externalCloudEnvironment -Tenant $externalTenantId -Credential $externalCredential
+    $cloudSuffix = $externalCloudEnvironment.ToLower() + "-"
+    $cloudEnvironment = $externalCloudEnvironment
+}
+
+$tenantId = (Get-AzContext).Tenant.Id
+
+$allAppGWs = @()
+
+Write-Output "Getting subscriptions target $TargetSubscription"
+if (-not([string]::IsNullOrEmpty($TargetSubscription)))
+{
+    $subscriptions = $TargetSubscription
+    $subscriptionSuffix = $TargetSubscription
+}
+else
+{
+    $subscriptions = Get-AzSubscription | Where-Object { $_.State -eq "Enabled" } | ForEach-Object { "$($_.Id)"}
+    $subscriptionSuffix = $cloudSuffix + "all-" + $tenantId
+}
+
+$appGWsTotal = @()
+$resultsSoFar = 0
+
+Write-Output "Querying for Application Gateways properties"
+
+$argQuery = @"
+resources
+| where type =~ 'Microsoft.Network/applicationGateways'
+| extend gatewayIPsCount = array_length(properties.gatewayIPConfigurations)
+| extend frontendIPsCount = array_length(properties.frontendIPConfigurations)
+| extend frontendPortsCount = array_length(properties.frontendPorts)
+| extend backendPoolsCount = array_length(properties.backendAddressPools)
+| extend httpSettingsCount = array_length(properties.backendHttpSettingsCollection)
+| extend httpListenersCount = array_length(properties.httpListeners)
+| extend urlPathMapsCount = array_length(properties.urlPathMaps)
+| extend requestRoutingRulesCount = array_length(properties.requestRoutingRules)
+| extend probesCount = array_length(properties.probes)
+| extend rewriteRulesCount = array_length(properties.rewriteRuleSets)
+| extend redirectConfsCount = array_length(properties.redirectConfigurations)
+| project id, name, resourceGroup, subscriptionId, tenantId, location, zones, skuName = properties.sku.name, skuTier = properties.sku.tier, skuCapacity = properties.sku.capacity, enableHttp2 = properties.enableHttp2, gatewayIPsCount, frontendIPsCount, frontendPortsCount, httpSettingsCount, httpListenersCount, backendPoolsCount, urlPathMapsCount, requestRoutingRulesCount, probesCount, rewriteRulesCount, redirectConfsCount, tags
+| join kind=leftouter (
+	resources
+	| where type =~ 'Microsoft.Network/applicationGateways'
+	| mvexpand backendPools = properties.backendAddressPools
+	| extend backendIPCount = array_length(backendPools.properties.backendIPConfigurations)
+    | extend backendAddressesCount = array_length(backendPools.properties.backendAddresses)
+	| summarize backendIPCount = sum(backendIPCount), backendAddressesCount = sum(backendAddressesCount) by id
+) on id
+| project-away id1
+| order by id asc
+"@
+
+do
+{
+    if ($resultsSoFar -eq 0)
+    {
+        $appGWs = Search-AzGraph -Query $argQuery -First $ARGPageSize -Subscription $subscriptions
+    }
+    else
+    {
+        $appGWs = Search-AzGraph -Query $argQuery -First $ARGPageSize -Skip $resultsSoFar -Subscription $subscriptions
+    }
+    if ($appGWs -and $appGWs.GetType().Name -eq "PSResourceGraphResponse")
+    {
+        $appGWs = $appGWs.Data
+    }
+    $resultsCount = $appGWs.Count
+    $resultsSoFar += $resultsCount
+    $appGWsTotal += $appGWs
+
+} while ($resultsCount -eq $ARGPageSize)
+
+Write-Output "Found $($appGWsTotal.Count) Application Gateway entries"
+
+<#
+    Building CSV entries
+#>
+
+$datetime = (get-date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+$statusDate = $datetime.ToString("yyyy-MM-dd")
+
+foreach ($appGW in $appGWsTotal)
+{
+    $logentry = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $cloudEnvironment
+        TenantGuid = $appGW.tenantId
+        SubscriptionGuid = $appGW.subscriptionId
+        ResourceGroupName = $appGW.resourceGroup.ToLower()
+        InstanceName = $appGW.name.ToLower()
+        InstanceId = $appGW.id.ToLower()
+        SkuName = $appGW.skuName
+        SkuTier = $appGW.skuTier
+        SkuCapacity = $appGW.skuCapacity
+        Location = $appGW.location
+        Zones = $appGW.zones
+        EnableHttp2 = $appGW.enableHttp2
+        GatewayIPsCount = $appGW.gatewayIPsCount
+        FrontendIPsCount = $appGW.frontendIPsCount
+        FrontendPortsCount = $appGW.frontendPortsCount
+        BackendIPCount = $appGW.backendIPCount
+        BackendAddressesCount = $appGW.backendAddressesCount
+        HttpSettingsCount = $appGW.httpSettingsCount
+        HttpListenersCount = $appGW.httpListenersCount
+        BackendPoolsCount = $appGW.backendPoolsCount
+        ProbesCount = $appGW.probesCount
+        UrlPathMapsCount = $appGW.urlPathMapsCount
+        RequestRoutingRulesCount = $appGW.requestRoutingRulesCount
+        RewriteRulesCount = $appGW.rewriteRulesCount
+        RedirectConfsCount = $appGW.redirectConfsCount
+        StatusDate = $statusDate
+        Tags = $appGW.tags
+    }
+
+    $allAppGWs += $logentry
+}
+
+<#
+    Actually exporting CSV to Azure Storage
+#>
+
+$today = $datetime.ToString("yyyyMMdd")
+$csvExportPath = "$today-appgws-$subscriptionSuffix.csv"
+
+$allAppGWs | Export-Csv -Path $csvExportPath -NoTypeInformation
+
+$csvBlobName = $csvExportPath
+
+$csvProperties = @{"ContentType" = "text/csv"};
+
+Set-AzStorageBlobContent -File $csvExportPath -Container $storageAccountSinkContainer -Properties $csvProperties -Blob $csvBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $csvBlobName to Blob Storage..."
+
+Remove-Item -Path $csvExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $csvExportPath from local disk..."
\ No newline at end of file
diff --git a/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-ARGAppServicePlanPropertiesToBlobStorage.ps1 b/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-ARGAppServicePlanPropertiesToBlobStorage.ps1
new file mode 100644
index 000000000..7e54b8420
--- /dev/null
+++ b/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-ARGAppServicePlanPropertiesToBlobStorage.ps1
@@ -0,0 +1,209 @@
+param(
+    [Parameter(Mandatory = $false)]
+    [string] $TargetSubscription,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalCloudEnvironment,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalTenantId,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalCredentialName
+)
+
+$ErrorActionPreference = "Stop"
+
+$cloudEnvironment = Get-AutomationVariable -Name "AzureOptimization_CloudEnvironment" -ErrorAction SilentlyContinue # AzureCloud|AzureChinaCloud
+if ([string]::IsNullOrEmpty($cloudEnvironment))
+{
+    $cloudEnvironment = "AzureCloud"
+}
+$referenceRegion = Get-AutomationVariable -Name "AzureOptimization_ReferenceRegion" -ErrorAction SilentlyContinue # e.g., westeurope
+if ([string]::IsNullOrEmpty($referenceRegion))
+{
+    $referenceRegion = "westeurope"
+}
+$authenticationOption = Get-AutomationVariable -Name  "AzureOptimization_AuthenticationOption" -ErrorAction SilentlyContinue # ManagedIdentity|UserAssignedManagedIdentity
+if ([string]::IsNullOrEmpty($authenticationOption))
+{
+    $authenticationOption = "ManagedIdentity"
+}
+if ($authenticationOption -eq "UserAssignedManagedIdentity")
+{
+    $uamiClientID = Get-AutomationVariable -Name "AzureOptimization_UAMIClientID"
+}
+
+$storageAccountSink = Get-AutomationVariable -Name  "AzureOptimization_StorageSink"
+
+
+$storageAccountSinkEnv = Get-AutomationVariable -Name "AzureOptimization_StorageSinkEnvironment" -ErrorAction SilentlyContinue
+if (-not($storageAccountSinkEnv))
+{
+    $storageAccountSinkEnv = $cloudEnvironment
+}
+$storageAccountSinkKeyCred = Get-AutomationPSCredential -Name "AzureOptimization_StorageSinkKey" -ErrorAction SilentlyContinue
+$storageAccountSinkKey = $null
+if ($storageAccountSinkKeyCred)
+{
+    $storageAccountSink = $storageAccountSinkKeyCred.UserName
+    $storageAccountSinkKey = $storageAccountSinkKeyCred.GetNetworkCredential().Password
+}
+
+$storageAccountSinkContainer = Get-AutomationVariable -Name  "AzureOptimization_ARGAppServicePlanContainer" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($storageAccountSinkContainer))
+{
+    $storageAccountSinkContainer = "argappserviceplanexports"
+}
+
+if (-not([string]::IsNullOrEmpty($externalCredentialName)))
+{
+    $externalCredential = Get-AutomationPSCredential -Name $externalCredentialName
+}
+
+$ARGPageSize = 1000
+
+"Logging in to Azure with $authenticationOption..."
+
+switch ($authenticationOption) {
+    "UserAssignedManagedIdentity" {
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment -AccountId $uamiClientID
+        break
+    }
+    Default { #ManagedIdentity
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment
+        break
+    }
+}
+
+if (-not($storageAccountSinkKey))
+{
+    Write-Output "Getting Storage Account context with login"
+
+    $saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -UseConnectedAccount -Environment $cloudEnvironment
+}
+else
+{
+    Write-Output "Getting Storage Account context with key"
+    $saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -StorageAccountKey $storageAccountSinkKey -Environment $storageAccountSinkEnv
+}
+
+$cloudSuffix = ""
+
+if (-not([string]::IsNullOrEmpty($externalCredentialName)))
+{
+    "Logging in to Azure with $externalCredentialName external credential..."
+    Connect-AzAccount -ServicePrincipal -EnvironmentName $externalCloudEnvironment -Tenant $externalTenantId -Credential $externalCredential
+    $cloudSuffix = $externalCloudEnvironment.ToLower() + "-"
+    $cloudEnvironment = $externalCloudEnvironment
+}
+
+$tenantId = (Get-AzContext).Tenant.Id
+
+$allasp = @()
+
+Write-Output "Getting subscriptions target $TargetSubscription"
+if (-not([string]::IsNullOrEmpty($TargetSubscription)))
+{
+    $subscriptions = $TargetSubscription
+    $subscriptionSuffix = $TargetSubscription
+}
+else
+{
+    $subscriptions = Get-AzSubscription | Where-Object { $_.State -eq "Enabled" } | ForEach-Object { "$($_.Id)"}
+    $subscriptionSuffix = $cloudSuffix + "all-" + $tenantId
+}
+
+$aspTotal = @()
+
+$resultsSoFar = 0
+
+Write-Output "Querying for App Service Plan properties"
+
+$argQuery = @"
+    resources
+    | where type =~ 'microsoft.web/serverfarms'
+    | extend skuName = sku.name, skuTier = sku.tier, skuCapacity = sku.capacity, skuFamily = sku.family, skuSize = sku.size
+    | extend computeMode = properties.computeMode, zoneRedundant = properties.zoneRedundant
+    | extend numberOfWorkers = properties.numberOfWorkers, currentNumberOfWorkers = properties.currentNumberOfWorkers, maximumNumberOfWorkers = properties.maximumNumberOfWorkers
+    | extend numberOfSites = properties.numberOfSites, planName = properties.planName
+    | order by id asc
+"@
+
+do
+{
+    if ($resultsSoFar -eq 0)
+    {
+        $asp = Search-AzGraph -Query $argQuery -First $ARGPageSize -Subscription $subscriptions
+    }
+    else
+    {
+        $asp = Search-AzGraph -Query $argQuery -First $ARGPageSize -Skip $resultsSoFar -Subscription $subscriptions
+    }
+    if ($asp -and $asp.GetType().Name -eq "PSResourceGraphResponse")
+    {
+        $asp = $asp.Data
+    }
+    $resultsCount = $asp.Count
+    $resultsSoFar += $resultsCount
+    $aspTotal += $asp
+
+} while ($resultsCount -eq $ARGPageSize)
+
+$datetime = (Get-Date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+$statusDate = $datetime.ToString("yyyy-MM-dd")
+
+Write-Output "Building $($aspTotal.Count) App Service Plan entries"
+
+foreach ($asplan in $aspTotal)
+{
+    $logentry = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $cloudEnvironment
+        TenantGuid = $asplan.tenantId
+        SubscriptionGuid = $asplan.subscriptionId
+        ResourceGroupName = $asplan.resourceGroup.ToLower()
+        ZoneRedundant = $asplan.zoneRedundant
+        Location = $asplan.location
+        AppServicePlanName = $asplan.name.ToLower()
+        InstanceId = $asplan.id.ToLower()
+        Kind = $asplan.kind
+        SkuName = $asplan.skuName
+        SkuTier = $asplan.skuTier
+        SkuCapacity = $asplan.skuCapacity
+        SkuFamily = $asplan.skuFamily
+        SkuSize = $asplan.skuSize
+        ComputeMode = $asplan.computeMode
+        NumberOfWorkers = $asplan.numberOfWorkers
+        CurrentNumberOfWorkers = $asplan.currentNumberOfWorkers
+        MaximumNumberOfWorkers = $asplan.maximumNumberOfWorkers
+        NumberOfSites = $asplan.numberOfSites
+        PlanName = $asplan.planName
+        Tags = $asplan.tags
+        StatusDate = $statusDate
+    }
+
+    $allasp += $logentry
+}
+
+Write-Output "Uploading CSV to Storage"
+
+$today = $datetime.ToString("yyyyMMdd")
+$csvExportPath = "$today-asp-$subscriptionSuffix.csv"
+
+$allasp | Export-Csv -Path $csvExportPath -NoTypeInformation
+
+$csvBlobName = $csvExportPath
+
+$csvProperties = @{"ContentType" = "text/csv"};
+
+Set-AzStorageBlobContent -File $csvExportPath -Container $storageAccountSinkContainer -Properties $csvProperties -Blob $csvBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $csvBlobName to Blob Storage..."
+
+Remove-Item -Path $csvExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $csvExportPath from local disk..."
\ No newline at end of file
diff --git a/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-ARGAvailabilitySetPropertiesToBlobStorage.ps1 b/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-ARGAvailabilitySetPropertiesToBlobStorage.ps1
new file mode 100644
index 000000000..b8d1cf9c9
--- /dev/null
+++ b/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-ARGAvailabilitySetPropertiesToBlobStorage.ps1
@@ -0,0 +1,198 @@
+param(
+    [Parameter(Mandatory = $false)]
+    [string] $TargetSubscription,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalCloudEnvironment,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalTenantId,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalCredentialName
+)
+
+$ErrorActionPreference = "Stop"
+
+$cloudEnvironment = Get-AutomationVariable -Name "AzureOptimization_CloudEnvironment" -ErrorAction SilentlyContinue # AzureCloud|AzureChinaCloud
+if ([string]::IsNullOrEmpty($cloudEnvironment))
+{
+    $cloudEnvironment = "AzureCloud"
+}
+$authenticationOption = Get-AutomationVariable -Name  "AzureOptimization_AuthenticationOption" -ErrorAction SilentlyContinue # ManagedIdentity|UserAssignedManagedIdentity
+if ([string]::IsNullOrEmpty($authenticationOption))
+{
+    $authenticationOption = "ManagedIdentity"
+}
+if ($authenticationOption -eq "UserAssignedManagedIdentity")
+{
+    $uamiClientID = Get-AutomationVariable -Name "AzureOptimization_UAMIClientID"
+}
+
+$storageAccountSink = Get-AutomationVariable -Name  "AzureOptimization_StorageSink"
+
+
+$storageAccountSinkEnv = Get-AutomationVariable -Name "AzureOptimization_StorageSinkEnvironment" -ErrorAction SilentlyContinue
+if (-not($storageAccountSinkEnv))
+{
+    $storageAccountSinkEnv = $cloudEnvironment
+}
+$storageAccountSinkKeyCred = Get-AutomationPSCredential -Name "AzureOptimization_StorageSinkKey" -ErrorAction SilentlyContinue
+$storageAccountSinkKey = $null
+if ($storageAccountSinkKeyCred)
+{
+    $storageAccountSink = $storageAccountSinkKeyCred.UserName
+    $storageAccountSinkKey = $storageAccountSinkKeyCred.GetNetworkCredential().Password
+}
+
+$storageAccountSinkContainer = Get-AutomationVariable -Name  "AzureOptimization_ARGAvailabilitySetContainer" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($storageAccountSinkContainer))
+{
+    $storageAccountSinkContainer = "argavailsetexports"
+}
+
+if (-not([string]::IsNullOrEmpty($externalCredentialName)))
+{
+    $externalCredential = Get-AutomationPSCredential -Name $externalCredentialName
+}
+
+$ARGPageSize = 1000
+
+"Logging in to Azure with $authenticationOption..."
+
+switch ($authenticationOption) {
+    "UserAssignedManagedIdentity" {
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment -AccountId $uamiClientID
+        break
+    }
+    Default { #ManagedIdentity
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment
+        break
+    }
+}
+
+if (-not($storageAccountSinkKey))
+{
+    Write-Output "Getting Storage Account context with login"
+
+    $saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -UseConnectedAccount -Environment $cloudEnvironment
+}
+else
+{
+    Write-Output "Getting Storage Account context with key"
+    $saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -StorageAccountKey $storageAccountSinkKey -Environment $storageAccountSinkEnv
+}
+
+$cloudSuffix = ""
+
+if (-not([string]::IsNullOrEmpty($externalCredentialName)))
+{
+    "Logging in to Azure with $externalCredentialName external credential..."
+    Connect-AzAccount -ServicePrincipal -EnvironmentName $externalCloudEnvironment -Tenant $externalTenantId -Credential $externalCredential
+    $cloudSuffix = $externalCloudEnvironment.ToLower() + "-"
+    $cloudEnvironment = $externalCloudEnvironment
+}
+
+$tenantId = (Get-AzContext).Tenant.Id
+
+$allAvSets = @()
+
+Write-Output "Getting subscriptions target $TargetSubscription"
+if (-not([string]::IsNullOrEmpty($TargetSubscription)))
+{
+    $subscriptions = $TargetSubscription
+    $subscriptionSuffix = $TargetSubscription
+}
+else
+{
+    $subscriptions = Get-AzSubscription | Where-Object { $_.State -eq "Enabled" } | ForEach-Object { "$($_.Id)"}
+    $subscriptionSuffix = $cloudSuffix + "all-" + $tenantId
+}
+
+$avSetsTotal = @()
+$resultsSoFar = 0
+
+Write-Output "Querying for Availability Set properties"
+
+$argQuery = @"
+resources
+| where type =~ 'Microsoft.Compute/availabilitySets'
+| project id, name, location, resourceGroup, subscriptionId, tenantId, skuName = tostring(sku.name), faultDomains = tostring(properties.platformFaultDomainCount), updateDomains = tostring(properties.platformUpdateDomainCount), vmCount = array_length(properties.virtualMachines), tags, zones
+| order by id asc
+"@
+
+do
+{
+    if ($resultsSoFar -eq 0)
+    {
+        $avSets = Search-AzGraph -Query $argQuery -First $ARGPageSize -Subscription $subscriptions
+    }
+    else
+    {
+        $avSets = Search-AzGraph -Query $argQuery -First $ARGPageSize -Skip $resultsSoFar -Subscription $subscriptions
+    }
+    if ($avSets -and $avSets.GetType().Name -eq "PSResourceGraphResponse")
+    {
+        $avSets = $avSets.Data
+    }
+    $resultsCount = $avSets.Count
+    $resultsSoFar += $resultsCount
+    $avSetsTotal += $avSets
+
+} while ($resultsCount -eq $ARGPageSize)
+
+Write-Output "Found $($avSetsTotal.Count) Availability Set entries"
+
+<#
+    Building CSV entries
+#>
+
+$datetime = (get-date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+$statusDate = $datetime.ToString("yyyy-MM-dd")
+
+foreach ($avSet in $avSetsTotal)
+{
+    $logentry = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $cloudEnvironment
+        TenantGuid = $avSet.tenantId
+        SubscriptionGuid = $avSet.subscriptionId
+        ResourceGroupName = $avSet.resourceGroup.ToLower()
+        InstanceName = $avSet.name.ToLower()
+        InstanceId = $avSet.id.ToLower()
+        SkuName = $avSet.skuName
+        Location = $avSet.location
+        FaultDomains = $avSet.faultDomains
+        UpdateDomains = $avSet.updateDomains
+        VmCount = $avSet.vmCount
+        StatusDate = $statusDate
+        Tags = $avSet.tags
+        Zones = $avSet.zones
+    }
+
+    $allAvSets += $logentry
+}
+
+<#
+    Actually exporting CSV to Azure Storage
+#>
+
+$today = $datetime.ToString("yyyyMMdd")
+$csvExportPath = "$today-availsets-$subscriptionSuffix.csv"
+
+$allAvSets | Export-Csv -Path $csvExportPath -NoTypeInformation
+
+$csvBlobName = $csvExportPath
+
+$csvProperties = @{"ContentType" = "text/csv"};
+
+Set-AzStorageBlobContent -File $csvExportPath -Container $storageAccountSinkContainer -Properties $csvProperties -Blob $csvBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $csvBlobName to Blob Storage..."
+
+Remove-Item -Path $csvExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $csvExportPath from local disk..."
\ No newline at end of file
diff --git a/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-ARGLoadBalancerPropertiesToBlobStorage.ps1 b/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-ARGLoadBalancerPropertiesToBlobStorage.ps1
new file mode 100644
index 000000000..54602655e
--- /dev/null
+++ b/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-ARGLoadBalancerPropertiesToBlobStorage.ps1
@@ -0,0 +1,222 @@
+param(
+    [Parameter(Mandatory = $false)]
+    [string] $TargetSubscription,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalCloudEnvironment,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalTenantId,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalCredentialName
+)
+
+$ErrorActionPreference = "Stop"
+
+$cloudEnvironment = Get-AutomationVariable -Name "AzureOptimization_CloudEnvironment" -ErrorAction SilentlyContinue # AzureCloud|AzureChinaCloud
+if ([string]::IsNullOrEmpty($cloudEnvironment))
+{
+    $cloudEnvironment = "AzureCloud"
+}
+$authenticationOption = Get-AutomationVariable -Name  "AzureOptimization_AuthenticationOption" -ErrorAction SilentlyContinue # ManagedIdentity|UserAssignedManagedIdentity
+if ([string]::IsNullOrEmpty($authenticationOption))
+{
+    $authenticationOption = "ManagedIdentity"
+}
+if ($authenticationOption -eq "UserAssignedManagedIdentity")
+{
+    $uamiClientID = Get-AutomationVariable -Name "AzureOptimization_UAMIClientID"
+}
+
+$storageAccountSink = Get-AutomationVariable -Name  "AzureOptimization_StorageSink"
+
+
+$storageAccountSinkEnv = Get-AutomationVariable -Name "AzureOptimization_StorageSinkEnvironment" -ErrorAction SilentlyContinue
+if (-not($storageAccountSinkEnv))
+{
+    $storageAccountSinkEnv = $cloudEnvironment
+}
+$storageAccountSinkKeyCred = Get-AutomationPSCredential -Name "AzureOptimization_StorageSinkKey" -ErrorAction SilentlyContinue
+$storageAccountSinkKey = $null
+if ($storageAccountSinkKeyCred)
+{
+    $storageAccountSink = $storageAccountSinkKeyCred.UserName
+    $storageAccountSinkKey = $storageAccountSinkKeyCred.GetNetworkCredential().Password
+}
+
+$storageAccountSinkContainer = Get-AutomationVariable -Name  "AzureOptimization_ARGLoadBalancerContainer" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($storageAccountSinkContainer))
+{
+    $storageAccountSinkContainer = "arglbexports"
+}
+
+if (-not([string]::IsNullOrEmpty($externalCredentialName)))
+{
+    $externalCredential = Get-AutomationPSCredential -Name $externalCredentialName
+}
+
+$ARGPageSize = 1000
+
+"Logging in to Azure with $authenticationOption..."
+
+switch ($authenticationOption) {
+    "UserAssignedManagedIdentity" {
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment -AccountId $uamiClientID
+        break
+    }
+    Default { #ManagedIdentity
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment
+        break
+    }
+}
+
+if (-not($storageAccountSinkKey))
+{
+    Write-Output "Getting Storage Account context with login"
+
+    $saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -UseConnectedAccount -Environment $cloudEnvironment
+}
+else
+{
+    Write-Output "Getting Storage Account context with key"
+    $saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -StorageAccountKey $storageAccountSinkKey -Environment $storageAccountSinkEnv
+}
+
+$cloudSuffix = ""
+
+if (-not([string]::IsNullOrEmpty($externalCredentialName)))
+{
+    "Logging in to Azure with $externalCredentialName external credential..."
+    Connect-AzAccount -ServicePrincipal -EnvironmentName $externalCloudEnvironment -Tenant $externalTenantId -Credential $externalCredential
+    $cloudSuffix = $externalCloudEnvironment.ToLower() + "-"
+    $cloudEnvironment = $externalCloudEnvironment
+}
+
+$tenantId = (Get-AzContext).Tenant.Id
+
+$allLBs = @()
+
+Write-Output "Getting subscriptions target $TargetSubscription"
+if (-not([string]::IsNullOrEmpty($TargetSubscription)))
+{
+    $subscriptions = $TargetSubscription
+    $subscriptionSuffix = $TargetSubscription
+}
+else
+{
+    $subscriptions = Get-AzSubscription | Where-Object { $_.State -eq "Enabled" } | ForEach-Object { "$($_.Id)"}
+    $subscriptionSuffix = $cloudSuffix + "all-" + $tenantId
+}
+
+$LBsTotal = @()
+$resultsSoFar = 0
+
+Write-Output "Querying for Load Balancer properties"
+
+$argQuery = @"
+resources
+| where type =~ 'Microsoft.Network/loadBalancers'
+| extend lbType = iif(properties.frontendIPConfigurations contains 'publicIPAddress', 'Public', iif(properties.frontendIPConfigurations contains 'privateIPAddress', 'Internal', 'Unknown'))
+| extend lbRulesCount = array_length(properties.loadBalancingRules)
+| extend frontendIPsCount = array_length(properties.frontendIPConfigurations)
+| extend inboundNatRulesCount = array_length(properties.inboundNatRules)
+| extend outboundRulesCount = array_length(properties.outboundRules)
+| extend inboundNatPoolsCount = array_length(properties.inboundNatPools)
+| extend backendPoolsCount = array_length(properties.backendAddressPools)
+| extend probesCount = array_length(properties.probes)
+| project id, name, resourceGroup, subscriptionId, tenantId, location, skuName = sku.name, skuTier = sku.tier, lbType, lbRulesCount, frontendIPsCount, inboundNatRulesCount, outboundRulesCount, inboundNatPoolsCount, backendPoolsCount, probesCount, tags
+| join kind=leftouter (
+	resources
+	| where type =~ 'Microsoft.Network/loadBalancers'
+	| mvexpand backendPools = properties.backendAddressPools
+	| extend backendIPCount = array_length(backendPools.properties.backendIPConfigurations)
+	| extend backendAddressesCount = array_length(backendPools.properties.loadBalancerBackendAddresses)
+	| summarize backendIPCount = sum(backendIPCount), backendAddressesCount = sum(backendAddressesCount) by id
+) on id
+| project-away id1
+| order by id asc
+"@
+
+do
+{
+    if ($resultsSoFar -eq 0)
+    {
+        $LBs = Search-AzGraph -Query $argQuery -First $ARGPageSize -Subscription $subscriptions
+    }
+    else
+    {
+        $LBs = Search-AzGraph -Query $argQuery -First $ARGPageSize -Skip $resultsSoFar -Subscription $subscriptions
+    }
+    if ($LBs -and $LBs.GetType().Name -eq "PSResourceGraphResponse")
+    {
+        $LBs = $LBs.Data
+    }
+    $resultsCount = $LBs.Count
+    $resultsSoFar += $resultsCount
+    $LBsTotal += $LBs
+
+} while ($resultsCount -eq $ARGPageSize)
+
+Write-Output "Found $($LBsTotal.Count) Load Balancer entries"
+
+<#
+    Building CSV entries
+#>
+
+$datetime = (get-date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+$statusDate = $datetime.ToString("yyyy-MM-dd")
+
+foreach ($lb in $LBsTotal)
+{
+    $logentry = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $cloudEnvironment
+        TenantGuid = $lb.tenantId
+        SubscriptionGuid = $lb.subscriptionId
+        ResourceGroupName = $lb.resourceGroup.ToLower()
+        InstanceName = $lb.name.ToLower()
+        InstanceId = $lb.id.ToLower()
+        SkuName = $lb.skuName
+        SkuTier = $lb.skuTier
+        Location = $lb.location
+        LbType = $lb.lbType
+        LbRulesCount = $lb.lbRulesCount
+        InboundNatRulesCount = $lb.inboundNatRulesCount
+        OutboundRulesCount = $lb.outboundRulesCount
+        FrontendIPsCount = $lb.frontendIPsCount
+        BackendIPCount = $lb.backendIPCount
+        BackendAddressesCount = $lb.backendAddressesCount
+        InboundNatPoolsCount = $lb.inboundNatPoolsCount
+        BackendPoolsCount = $lb.backendPoolsCount
+        ProbesCount = $lb.probesCount
+        StatusDate = $statusDate
+        Tags = $lb.tags
+    }
+
+    $allLBs += $logentry
+}
+
+<#
+    Actually exporting CSV to Azure Storage
+#>
+
+$today = $datetime.ToString("yyyyMMdd")
+$csvExportPath = "$today-lbs-$subscriptionSuffix.csv"
+
+$allLBs | Export-Csv -Path $csvExportPath -NoTypeInformation
+
+$csvBlobName = $csvExportPath
+
+$csvProperties = @{"ContentType" = "text/csv"};
+
+Set-AzStorageBlobContent -File $csvExportPath -Container $storageAccountSinkContainer -Properties $csvProperties -Blob $csvBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $csvBlobName to Blob Storage..."
+
+Remove-Item -Path $csvExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $csvExportPath from local disk..."
\ No newline at end of file
diff --git a/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-ARGManagedDisksPropertiesToBlobStorage.ps1 b/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-ARGManagedDisksPropertiesToBlobStorage.ps1
new file mode 100644
index 000000000..d6bd5d086
--- /dev/null
+++ b/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-ARGManagedDisksPropertiesToBlobStorage.ps1
@@ -0,0 +1,232 @@
+param(
+    [Parameter(Mandatory = $false)]
+    [string] $TargetSubscription,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalCloudEnvironment,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalTenantId,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalCredentialName
+)
+
+$ErrorActionPreference = "Stop"
+
+$cloudEnvironment = Get-AutomationVariable -Name "AzureOptimization_CloudEnvironment" -ErrorAction SilentlyContinue # AzureCloud|AzureChinaCloud
+if ([string]::IsNullOrEmpty($cloudEnvironment))
+{
+    $cloudEnvironment = "AzureCloud"
+}
+$authenticationOption = Get-AutomationVariable -Name  "AzureOptimization_AuthenticationOption" -ErrorAction SilentlyContinue # ManagedIdentity|UserAssignedManagedIdentity
+if ([string]::IsNullOrEmpty($authenticationOption))
+{
+    $authenticationOption = "ManagedIdentity"
+}
+if ($authenticationOption -eq "UserAssignedManagedIdentity")
+{
+    $uamiClientID = Get-AutomationVariable -Name "AzureOptimization_UAMIClientID"
+}
+
+$storageAccountSink = Get-AutomationVariable -Name  "AzureOptimization_StorageSink"
+
+
+$storageAccountSinkEnv = Get-AutomationVariable -Name "AzureOptimization_StorageSinkEnvironment" -ErrorAction SilentlyContinue
+if (-not($storageAccountSinkEnv))
+{
+    $storageAccountSinkEnv = $cloudEnvironment
+}
+$storageAccountSinkKeyCred = Get-AutomationPSCredential -Name "AzureOptimization_StorageSinkKey" -ErrorAction SilentlyContinue
+$storageAccountSinkKey = $null
+if ($storageAccountSinkKeyCred)
+{
+    $storageAccountSink = $storageAccountSinkKeyCred.UserName
+    $storageAccountSinkKey = $storageAccountSinkKeyCred.GetNetworkCredential().Password
+}
+
+$storageAccountSinkContainer = Get-AutomationVariable -Name  "AzureOptimization_ARGDiskContainer" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($storageAccountSinkContainer))
+{
+    $storageAccountSinkContainer = "argdiskexports"
+}
+
+if (-not([string]::IsNullOrEmpty($externalCredentialName)))
+{
+    $externalCredential = Get-AutomationPSCredential -Name $externalCredentialName
+}
+
+$ARGPageSize = 1000
+
+"Logging in to Azure with $authenticationOption..."
+
+switch ($authenticationOption) {
+    "UserAssignedManagedIdentity" {
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment -AccountId $uamiClientID
+        break
+    }
+    Default { #ManagedIdentity
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment
+        break
+    }
+}
+
+if (-not($storageAccountSinkKey))
+{
+    Write-Output "Getting Storage Account context with login"
+
+    $saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -UseConnectedAccount -Environment $cloudEnvironment
+}
+else
+{
+    Write-Output "Getting Storage Account context with key"
+    $saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -StorageAccountKey $storageAccountSinkKey -Environment $storageAccountSinkEnv
+}
+
+$cloudSuffix = ""
+
+if (-not([string]::IsNullOrEmpty($externalCredentialName)))
+{
+    "Logging in to Azure with $externalCredentialName external credential..."
+    Connect-AzAccount -ServicePrincipal -EnvironmentName $externalCloudEnvironment -Tenant $externalTenantId -Credential $externalCredential
+    $cloudSuffix = $externalCloudEnvironment.ToLower() + "-"
+    $cloudEnvironment = $externalCloudEnvironment
+}
+
+$tenantId = (Get-AzContext).Tenant.Id
+
+$alldisks = @()
+
+Write-Output "Getting subscriptions target $TargetSubscription"
+if (-not([string]::IsNullOrEmpty($TargetSubscription)))
+{
+    $subscriptions = $TargetSubscription
+    $subscriptionSuffix = $TargetSubscription
+}
+else
+{
+    $subscriptions = Get-AzSubscription | Where-Object { $_.State -eq "Enabled" } | ForEach-Object { "$($_.Id)"}
+    $subscriptionSuffix = $cloudSuffix + "all-" + $tenantId
+}
+
+$mdisksTotal = @()
+$resultsSoFar = 0
+
+<#
+   Getting all Managed Disks properties with Azure Resource Graph query
+#>
+
+Write-Output "Querying for ARM Managed Disks properties"
+
+$argQuery = @"
+    resources
+    | where type =~ 'Microsoft.Compute/disks'
+    | extend DiskId = tolower(id), OwnerVmId = tolower(managedBy)
+    | join kind=leftouter (
+        resources
+        | where type =~ 'Microsoft.Compute/virtualMachines' and array_length(properties.storageProfile.dataDisks) > 0
+        | extend OwnerVmId = tolower(id)
+        | mv-expand DataDisks = properties.storageProfile.dataDisks
+        | extend DiskId = tolower(DataDisks.managedDisk.id), diskCaching = tostring(DataDisks.caching), diskType = 'Data'
+        | project DiskId, OwnerVmId, diskCaching, diskType
+        | union (
+            resources
+            | where type =~ 'Microsoft.Compute/virtualMachines'
+            | extend OwnerVmId = tolower(id)
+            | extend DiskId = tolower(properties.storageProfile.osDisk.managedDisk.id), diskCaching = tostring(properties.storageProfile.osDisk.caching), diskType = 'OS'
+            | project DiskId, OwnerVmId, diskCaching, diskType
+        )
+    ) on OwnerVmId, DiskId
+    | project-away OwnerVmId, DiskId, OwnerVmId1, DiskId1
+    | order by id asc
+"@
+
+do
+{
+    if ($resultsSoFar -eq 0)
+    {
+        $mdisks = Search-AzGraph -Query $argQuery -First $ARGPageSize -Subscription $subscriptions
+    }
+    else
+    {
+        $mdisks = Search-AzGraph -Query $argQuery -First $ARGPageSize -Skip $resultsSoFar -Subscription $subscriptions
+    }
+    if ($mdisks -and $mdisks.GetType().Name -eq "PSResourceGraphResponse")
+    {
+        $mdisks = $mdisks.Data
+    }
+    $resultsCount = $mdisks.Count
+    $resultsSoFar += $resultsCount
+    $mdisksTotal += $mdisks
+
+} while ($resultsCount -eq $ARGPageSize)
+
+Write-Output "Found $($mdisksTotal.Count) Managed Disk entries"
+
+<#
+    Building CSV entries
+#>
+
+$datetime = (get-date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+$statusDate = $datetime.ToString("yyyy-MM-dd")
+
+foreach ($disk in $mdisksTotal)
+{
+    $ownerVmId = $null
+    if ($null -ne $disk.managedBy)
+    {
+        $ownerVmId = $disk.managedBy.ToLower()
+    }
+
+    $logentry = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $cloudEnvironment
+        TenantGuid = $disk.tenantId
+        SubscriptionGuid = $disk.subscriptionId
+        ResourceGroupName = $disk.resourceGroup.ToLower()
+        DiskName = $disk.name.ToLower()
+        InstanceId = $disk.id.ToLower()
+        Location = $disk.location
+        OwnerVMId = $ownerVmId
+        DeploymentModel = "Managed"
+        DiskType = $disk.diskType
+        TimeCreated = $disk.properties.timeCreated
+        DiskIOPS = $disk.properties.diskIOPSReadWrite
+        DiskThroughput = $disk.properties.diskMBpsReadWrite
+        DiskTier = $disk.properties.tier
+        DiskState = $disk.properties.diskState
+        EncryptionType = $disk.properties.encryption.type
+        Zones = $disk.zones
+        Caching = $disk.diskCaching
+        DiskSizeGB = $disk.properties.diskSizeGB
+        SKU = $disk.sku.name
+        StatusDate = $statusDate
+        Tags = $disk.tags
+    }
+
+    $alldisks += $logentry
+}
+
+<#
+    Actually exporting CSV to Azure Storage
+#>
+
+$today = $datetime.ToString("yyyyMMdd")
+$csvExportPath = "$today-disks-$subscriptionSuffix.csv"
+
+$alldisks | Export-Csv -Path $csvExportPath -NoTypeInformation
+
+$csvBlobName = $csvExportPath
+
+$csvProperties = @{"ContentType" = "text/csv"};
+
+Set-AzStorageBlobContent -File $csvExportPath -Container $storageAccountSinkContainer -Properties $csvProperties -Blob $csvBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $csvBlobName to Blob Storage..."
+
+Remove-Item -Path $csvExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $csvExportPath from local disk..."
diff --git a/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-ARGNICPropertiesToBlobStorage.ps1 b/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-ARGNICPropertiesToBlobStorage.ps1
new file mode 100644
index 000000000..547876357
--- /dev/null
+++ b/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-ARGNICPropertiesToBlobStorage.ps1
@@ -0,0 +1,235 @@
+param(
+    [Parameter(Mandatory = $false)]
+    [string] $TargetSubscription,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalCloudEnvironment,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalTenantId,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalCredentialName
+)
+
+$ErrorActionPreference = "Stop"
+
+$cloudEnvironment = Get-AutomationVariable -Name "AzureOptimization_CloudEnvironment" -ErrorAction SilentlyContinue # AzureCloud|AzureChinaCloud
+if ([string]::IsNullOrEmpty($cloudEnvironment))
+{
+    $cloudEnvironment = "AzureCloud"
+}
+$referenceRegion = Get-AutomationVariable -Name "AzureOptimization_ReferenceRegion" -ErrorAction SilentlyContinue # e.g., westeurope
+if ([string]::IsNullOrEmpty($referenceRegion))
+{
+    $referenceRegion = "westeurope"
+}
+$authenticationOption = Get-AutomationVariable -Name  "AzureOptimization_AuthenticationOption" -ErrorAction SilentlyContinue # ManagedIdentity|UserAssignedManagedIdentity
+if ([string]::IsNullOrEmpty($authenticationOption))
+{
+    $authenticationOption = "ManagedIdentity"
+}
+if ($authenticationOption -eq "UserAssignedManagedIdentity")
+{
+    $uamiClientID = Get-AutomationVariable -Name "AzureOptimization_UAMIClientID"
+}
+
+$storageAccountSink = Get-AutomationVariable -Name  "AzureOptimization_StorageSink"
+
+
+$storageAccountSinkEnv = Get-AutomationVariable -Name "AzureOptimization_StorageSinkEnvironment" -ErrorAction SilentlyContinue
+if (-not($storageAccountSinkEnv))
+{
+    $storageAccountSinkEnv = $cloudEnvironment
+}
+$storageAccountSinkKeyCred = Get-AutomationPSCredential -Name "AzureOptimization_StorageSinkKey" -ErrorAction SilentlyContinue
+$storageAccountSinkKey = $null
+if ($storageAccountSinkKeyCred)
+{
+    $storageAccountSink = $storageAccountSinkKeyCred.UserName
+    $storageAccountSinkKey = $storageAccountSinkKeyCred.GetNetworkCredential().Password
+}
+
+$storageAccountSinkContainer = Get-AutomationVariable -Name  "AzureOptimization_ARGNICContainer" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($storageAccountSinkContainer))
+{
+    $storageAccountSinkContainer = "argnicexports"
+}
+
+if (-not([string]::IsNullOrEmpty($externalCredentialName)))
+{
+    $externalCredential = Get-AutomationPSCredential -Name $externalCredentialName
+}
+
+$ARGPageSize = 1000
+
+"Logging in to Azure with $authenticationOption..."
+
+switch ($authenticationOption) {
+    "UserAssignedManagedIdentity" {
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment -AccountId $uamiClientID
+        break
+    }
+    Default { #ManagedIdentity
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment
+        break
+    }
+}
+
+if (-not($storageAccountSinkKey))
+{
+    Write-Output "Getting Storage Account context with login"
+
+    $saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -UseConnectedAccount -Environment $cloudEnvironment
+}
+else
+{
+    Write-Output "Getting Storage Account context with key"
+    $saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -StorageAccountKey $storageAccountSinkKey -Environment $storageAccountSinkEnv
+}
+
+$cloudSuffix = ""
+
+if (-not([string]::IsNullOrEmpty($externalCredentialName)))
+{
+    "Logging in to Azure with $externalCredentialName external credential..."
+    Connect-AzAccount -ServicePrincipal -EnvironmentName $externalCloudEnvironment -Tenant $externalTenantId -Credential $externalCredential
+    $cloudSuffix = $externalCloudEnvironment.ToLower() + "-"
+    $cloudEnvironment = $externalCloudEnvironment
+}
+
+$tenantId = (Get-AzContext).Tenant.Id
+
+$allnics = @()
+
+Write-Output "Getting subscriptions target $TargetSubscription"
+if (-not([string]::IsNullOrEmpty($TargetSubscription)))
+{
+    $subscriptions = $TargetSubscription
+    $subscriptionSuffix = $TargetSubscription
+}
+else
+{
+    $subscriptions = Get-AzSubscription | Where-Object { $_.State -eq "Enabled" } | ForEach-Object { "$($_.Id)"}
+    $subscriptionSuffix = $cloudSuffix + "all-" + $tenantId
+}
+
+$nicsTotal = @()
+
+$resultsSoFar = 0
+
+Write-Output "Querying for NIC properties"
+
+$argQuery = @"
+    resources
+    | where type =~ 'microsoft.network/networkinterfaces'
+    | extend isPrimary = properties.primary
+    | extend enableAcceleratedNetworking = properties.enableAcceleratedNetworking
+    | extend enableIPForwarding = properties.enableIPForwarding
+    | extend tapConfigurationsCount = array_length(properties.tapConfigurations)
+    | extend hostedWorkloadsCount = array_length(properties.hostedWorkloads)
+    | extend internalDomainNameSuffix = properties.dnsSettings.internalDomainNameSuffix
+    | extend appliedDnsServers = properties.dnsSettings.appliedDnsServers
+    | extend dnsServers = properties.dnsSettings.dnsServers
+    | extend ownerVMId = tolower(properties.virtualMachine.id)
+    | extend ownerPEId = tolower(properties.privateEndpoint.id)
+    | extend macAddress = properties.macAddress
+    | extend nicType = properties.nicType
+    | extend nicNsgId = tolower(properties.networkSecurityGroup.id)
+	| mv-expand ipconfigs = properties.ipConfigurations
+    | project-away properties
+    | extend privateIPAddressVersion = tostring(ipconfigs.properties.privateIPAddressVersion)
+    | extend privateIPAllocationMethod = tostring(ipconfigs.properties.privateIPAllocationMethod)
+    | extend isIPConfigPrimary = tostring(ipconfigs.properties.primary)
+    | extend privateIPAddress = tostring(ipconfigs.properties.privateIPAddress)
+    | extend publicIPId = tolower(ipconfigs.properties.publicIPAddress.id)
+    | extend IPConfigName = tostring(ipconfigs.name)
+    | extend subnetId = tolower(ipconfigs.properties.subnet.id)
+    | project-away ipconfigs
+    | order by id asc
+"@
+
+do
+{
+    if ($resultsSoFar -eq 0)
+    {
+        $nics = Search-AzGraph -Query $argQuery -First $ARGPageSize -Subscription $subscriptions
+    }
+    else
+    {
+        $nics = Search-AzGraph -Query $argQuery -First $ARGPageSize -Skip $resultsSoFar -Subscription $subscriptions
+    }
+    if ($nics -and $nics.GetType().Name -eq "PSResourceGraphResponse")
+    {
+        $nics = $nics.Data
+    }
+    $resultsCount = $nics.Count
+    $resultsSoFar += $resultsCount
+    $nicsTotal += $nics
+
+} while ($resultsCount -eq $ARGPageSize)
+
+$datetime = (Get-Date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+$statusDate = $datetime.ToString("yyyy-MM-dd")
+
+Write-Output "Building $($nicsTotal.Count) ARM VNet nic entries"
+
+foreach ($nic in $nicsTotal)
+{
+    $logentry = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $cloudEnvironment
+        TenantGuid = $nic.tenantId
+        SubscriptionGuid = $nic.subscriptionId
+        ResourceGroupName = $nic.resourceGroup.ToLower()
+        Location = $nic.location
+        Name = $nic.name.ToLower()
+        InstanceId = $nic.id.ToLower()
+        IsPrimary = $nic.isPrimary
+        EnableAcceleratedNetworking = $nic.enableAcceleratedNetworking
+        EnableIPForwarding = $nic.enableIPForwarding
+        TapConfigurationsCount = $nic.tapConfigurationsCount
+        HostedWorkloadsCount = $nic.hostedWorkloadsCount
+        InternalDomainNameSuffix = $nic.internalDomainNameSuffix
+        AppliedDnsServers = $nic.appliedDnsServers
+        DnsServers = $nic.dnsServers
+        OwnerVMId = $nic.ownerVMId
+        OwnerPEId = $nic.ownerPEId
+        MacAddress = $nic.macAddress
+        NicType = $nic.nicType
+        NicNSGId = $nic.nicNsgId
+        PrivateIPAddressVersion = $nic.privateIPAddressVersion
+        PrivateIPAllocationMethod = $nic.privateIPAllocationMethod
+        IsIPConfigPrimary = $nic.isIPConfigPrimary
+        PrivateIPAddress = $nic.privateIPAddress
+        PublicIPId = $nic.publicIPId
+        IPConfigName = $nic.IPConfigName
+        SubnetId = $nic.subnetId
+        Tags = $nic.tags
+        StatusDate = $statusDate
+    }
+
+    $allnics += $logentry
+}
+
+Write-Output "Uploading CSV to Storage"
+
+$today = $datetime.ToString("yyyyMMdd")
+$csvExportPath = "$today-nics-$subscriptionSuffix.csv"
+
+$allnics | Export-Csv -Path $csvExportPath -NoTypeInformation
+
+$csvBlobName = $csvExportPath
+
+$csvProperties = @{"ContentType" = "text/csv"};
+
+Set-AzStorageBlobContent -File $csvExportPath -Container $storageAccountSinkContainer -Properties $csvProperties -Blob $csvBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $csvBlobName to Blob Storage..."
+
+Remove-Item -Path $csvExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $csvExportPath from local disk..."
\ No newline at end of file
diff --git a/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-ARGNSGPropertiesToBlobStorage.ps1 b/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-ARGNSGPropertiesToBlobStorage.ps1
new file mode 100644
index 000000000..ea8b4e6c6
--- /dev/null
+++ b/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-ARGNSGPropertiesToBlobStorage.ps1
@@ -0,0 +1,217 @@
+param(
+    [Parameter(Mandatory = $false)]
+    [string] $TargetSubscription,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalCloudEnvironment,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalTenantId,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalCredentialName
+)
+
+$ErrorActionPreference = "Stop"
+
+$cloudEnvironment = Get-AutomationVariable -Name "AzureOptimization_CloudEnvironment" -ErrorAction SilentlyContinue # AzureCloud|AzureChinaCloud
+if ([string]::IsNullOrEmpty($cloudEnvironment))
+{
+    $cloudEnvironment = "AzureCloud"
+}
+$referenceRegion = Get-AutomationVariable -Name "AzureOptimization_ReferenceRegion" -ErrorAction SilentlyContinue # e.g., westeurope
+if ([string]::IsNullOrEmpty($referenceRegion))
+{
+    $referenceRegion = "westeurope"
+}
+$authenticationOption = Get-AutomationVariable -Name  "AzureOptimization_AuthenticationOption" -ErrorAction SilentlyContinue # ManagedIdentity|UserAssignedManagedIdentity
+if ([string]::IsNullOrEmpty($authenticationOption))
+{
+    $authenticationOption = "ManagedIdentity"
+}
+if ($authenticationOption -eq "UserAssignedManagedIdentity")
+{
+    $uamiClientID = Get-AutomationVariable -Name "AzureOptimization_UAMIClientID"
+}
+
+$storageAccountSink = Get-AutomationVariable -Name  "AzureOptimization_StorageSink"
+
+
+$storageAccountSinkEnv = Get-AutomationVariable -Name "AzureOptimization_StorageSinkEnvironment" -ErrorAction SilentlyContinue
+if (-not($storageAccountSinkEnv))
+{
+    $storageAccountSinkEnv = $cloudEnvironment
+}
+$storageAccountSinkKeyCred = Get-AutomationPSCredential -Name "AzureOptimization_StorageSinkKey" -ErrorAction SilentlyContinue
+$storageAccountSinkKey = $null
+if ($storageAccountSinkKeyCred)
+{
+    $storageAccountSink = $storageAccountSinkKeyCred.UserName
+    $storageAccountSinkKey = $storageAccountSinkKeyCred.GetNetworkCredential().Password
+}
+
+$storageAccountSinkContainer = Get-AutomationVariable -Name  "AzureOptimization_ARGNSGContainer" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($storageAccountSinkContainer))
+{
+    $storageAccountSinkContainer = "argnsgexports"
+}
+
+if (-not([string]::IsNullOrEmpty($externalCredentialName)))
+{
+    $externalCredential = Get-AutomationPSCredential -Name $externalCredentialName
+}
+
+$ARGPageSize = 1000
+
+"Logging in to Azure with $authenticationOption..."
+
+switch ($authenticationOption) {
+    "UserAssignedManagedIdentity" {
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment -AccountId $uamiClientID
+        break
+    }
+    Default { #ManagedIdentity
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment
+        break
+    }
+}
+
+if (-not($storageAccountSinkKey))
+{
+    Write-Output "Getting Storage Account context with login"
+
+    $saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -UseConnectedAccount -Environment $cloudEnvironment
+}
+else
+{
+    Write-Output "Getting Storage Account context with key"
+    $saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -StorageAccountKey $storageAccountSinkKey -Environment $storageAccountSinkEnv
+}
+
+$cloudSuffix = ""
+
+if (-not([string]::IsNullOrEmpty($externalCredentialName)))
+{
+    "Logging in to Azure with $externalCredentialName external credential..."
+    Connect-AzAccount -ServicePrincipal -EnvironmentName $externalCloudEnvironment -Tenant $externalTenantId -Credential $externalCredential
+    $cloudSuffix = $externalCloudEnvironment.ToLower() + "-"
+    $cloudEnvironment = $externalCloudEnvironment
+}
+
+$tenantId = (Get-AzContext).Tenant.Id
+
+$allnsgRules = @()
+
+Write-Output "Getting subscriptions target $TargetSubscription"
+if (-not([string]::IsNullOrEmpty($TargetSubscription)))
+{
+    $subscriptions = $TargetSubscription
+    $subscriptionSuffix = $TargetSubscription
+}
+else
+{
+    $subscriptions = Get-AzSubscription | Where-Object { $_.State -eq "Enabled" } | ForEach-Object { "$($_.Id)"}
+    $subscriptionSuffix = $cloudSuffix + "all-" + $tenantId
+}
+
+$nsgRulesTotal = @()
+
+$resultsSoFar = 0
+
+Write-Output "Querying for NSG properties"
+
+$argQuery = @"
+resources
+| where type =~ 'Microsoft.Network/networkSecurityGroups'
+| extend nicCount = iif(isnotempty(properties.networkInterfaces),array_length(properties.networkInterfaces),0)
+| extend subnetCount = iif(isnotempty(properties.subnets),array_length(properties.subnets),0)
+| mvexpand securityRules = properties.securityRules
+| extend ruleName = tolower(securityRules.name)
+| extend ruleProtocol = tolower(securityRules.properties.protocol)
+| extend ruleDirection = tolower(securityRules.properties.direction)
+| extend rulePriority = toint(securityRules.properties.priority)
+| extend ruleAccess = tolower(securityRules.properties.access)
+| extend ruleDestinationAddresses = tolower(iif(array_length(securityRules.properties.destinationAddressPrefixes) > 0,strcat_array(securityRules.properties.destinationAddressPrefixes, ','),securityRules.properties.destinationAddressPrefix))
+| extend ruleSourceAddresses = tolower(iif(array_length(securityRules.properties.sourceAddressPrefixes) > 0,strcat_array(securityRules.properties.sourceAddressPrefixes, ','),securityRules.properties.sourceAddressPrefix))
+| extend ruleDestinationPorts = iif(array_length(securityRules.properties.destinationPortRanges) > 0,strcat_array(securityRules.properties.destinationPortRanges, ','),securityRules.properties.destinationPortRange)
+| extend ruleSourcePorts = iif(array_length(securityRules.properties.sourcePortRanges) > 0,strcat_array(securityRules.properties.sourcePortRanges, ','),securityRules.properties.sourcePortRange)
+| extend ruleId = tolower(securityRules.id)
+| project-away securityRules, properties
+| order by ruleId asc
+"@
+
+do
+{
+    if ($resultsSoFar -eq 0)
+    {
+        $nsgRules = Search-AzGraph -Query $argQuery -First $ARGPageSize -Subscription $subscriptions
+    }
+    else
+    {
+        $nsgRules = Search-AzGraph -Query $argQuery -First $ARGPageSize -Skip $resultsSoFar -Subscription $subscriptions
+    }
+    if ($nsgRules -and $nsgRules.GetType().Name -eq "PSResourceGraphResponse")
+    {
+        $nsgRules = $nsgRules.Data
+    }
+    $resultsCount = $nsgRules.Count
+    $resultsSoFar += $resultsCount
+    $nsgRulesTotal += $nsgRules
+
+} while ($resultsCount -eq $ARGPageSize)
+
+$datetime = (Get-Date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+$statusDate = $datetime.ToString("yyyy-MM-dd")
+
+Write-Output "Building $($nsgRulesTotal.Count) ARM NSG entries"
+
+foreach ($nsgRule in $nsgRulesTotal)
+{
+    $logentry = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $cloudEnvironment
+        TenantGuid = $nsgRule.tenantId
+        SubscriptionGuid = $nsgRule.subscriptionId
+        ResourceGroupName = $nsgRule.resourceGroup.ToLower()
+        Location = $nsgRule.location
+        NSGName = $nsgRule.name.ToLower()
+        InstanceId = $nsgRule.id.ToLower()
+        NicCount = $nsgRule.nicCount
+        SubnetCount = $nsgRule.subnetCount
+        RuleName = $nsgRule.ruleName
+        RuleProtocol = $nsgRule.ruleProtocol
+        RuleDirection = $nsgRule.ruleDirection
+        RulePriority = $nsgRule.rulePriority
+        RuleAccess = $nsgRule.ruleAccess
+        RuleDestinationAddresses = $nsgRule.ruleDestinationAddresses
+        RuleSourceAddresses = $nsgRule.ruleSourceAddresses
+        RuleDestinationPorts = $nsgRule.ruleDestinationPorts
+        RuleSourcePorts = $nsgRule.ruleSourcePorts
+        Tags = $nsgRule.tags
+        StatusDate = $statusDate
+    }
+
+    $allnsgRules += $logentry
+}
+
+Write-Output "Uploading CSV to Storage"
+
+$today = $datetime.ToString("yyyyMMdd")
+$csvExportPath = "$today-nsgrules-$subscriptionSuffix.csv"
+
+$allnsgRules | Export-Csv -Path $csvExportPath -NoTypeInformation
+
+$csvBlobName = $csvExportPath
+
+$csvProperties = @{"ContentType" = "text/csv"};
+
+Set-AzStorageBlobContent -File $csvExportPath -Container $storageAccountSinkContainer -Properties $csvProperties -Blob $csvBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $csvBlobName to Blob Storage..."
+
+Remove-Item -Path $csvExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $csvExportPath from local disk..."
\ No newline at end of file
diff --git a/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-ARGPublicIpPropertiesToBlobStorage.ps1 b/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-ARGPublicIpPropertiesToBlobStorage.ps1
new file mode 100644
index 000000000..ebc543003
--- /dev/null
+++ b/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-ARGPublicIpPropertiesToBlobStorage.ps1
@@ -0,0 +1,275 @@
+param(
+    [Parameter(Mandatory = $false)]
+    [string] $TargetSubscription,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalCloudEnvironment,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalTenantId,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalCredentialName
+)
+
+$ErrorActionPreference = "Stop"
+
+$cloudEnvironment = Get-AutomationVariable -Name "AzureOptimization_CloudEnvironment" -ErrorAction SilentlyContinue # AzureCloud|AzureChinaCloud
+if ([string]::IsNullOrEmpty($cloudEnvironment))
+{
+    $cloudEnvironment = "AzureCloud"
+}
+$referenceRegion = Get-AutomationVariable -Name "AzureOptimization_ReferenceRegion" -ErrorAction SilentlyContinue # e.g., westeurope
+if ([string]::IsNullOrEmpty($referenceRegion))
+{
+    $referenceRegion = "westeurope"
+}
+$authenticationOption = Get-AutomationVariable -Name  "AzureOptimization_AuthenticationOption" -ErrorAction SilentlyContinue # ManagedIdentity|UserAssignedManagedIdentity
+if ([string]::IsNullOrEmpty($authenticationOption))
+{
+    $authenticationOption = "ManagedIdentity"
+}
+if ($authenticationOption -eq "UserAssignedManagedIdentity")
+{
+    $uamiClientID = Get-AutomationVariable -Name "AzureOptimization_UAMIClientID"
+}
+
+$storageAccountSink = Get-AutomationVariable -Name  "AzureOptimization_StorageSink"
+
+
+$storageAccountSinkEnv = Get-AutomationVariable -Name "AzureOptimization_StorageSinkEnvironment" -ErrorAction SilentlyContinue
+if (-not($storageAccountSinkEnv))
+{
+    $storageAccountSinkEnv = $cloudEnvironment
+}
+$storageAccountSinkKeyCred = Get-AutomationPSCredential -Name "AzureOptimization_StorageSinkKey" -ErrorAction SilentlyContinue
+$storageAccountSinkKey = $null
+if ($storageAccountSinkKeyCred)
+{
+    $storageAccountSink = $storageAccountSinkKeyCred.UserName
+    $storageAccountSinkKey = $storageAccountSinkKeyCred.GetNetworkCredential().Password
+}
+
+$storageAccountSinkContainer = Get-AutomationVariable -Name  "AzureOptimization_ARGPublicIpContainer" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($storageAccountSinkContainer))
+{
+    $storageAccountSinkContainer = "argpublicipexports"
+}
+
+if (-not([string]::IsNullOrEmpty($externalCredentialName)))
+{
+    $externalCredential = Get-AutomationPSCredential -Name $externalCredentialName
+}
+
+$ARGPageSize = 1000
+
+"Logging in to Azure with $authenticationOption..."
+
+switch ($authenticationOption) {
+    "UserAssignedManagedIdentity" {
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment -AccountId $uamiClientID
+        break
+    }
+    Default { #ManagedIdentity
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment
+        break
+    }
+}
+
+if (-not($storageAccountSinkKey))
+{
+    Write-Output "Getting Storage Account context with login"
+
+    $saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -UseConnectedAccount -Environment $cloudEnvironment
+}
+else
+{
+    Write-Output "Getting Storage Account context with key"
+    $saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -StorageAccountKey $storageAccountSinkKey -Environment $storageAccountSinkEnv
+}
+
+$cloudSuffix = ""
+
+if (-not([string]::IsNullOrEmpty($externalCredentialName)))
+{
+    "Logging in to Azure with $externalCredentialName external credential..."
+    Connect-AzAccount -ServicePrincipal -EnvironmentName $externalCloudEnvironment -Tenant $externalTenantId -Credential $externalCredential
+    $cloudSuffix = $externalCloudEnvironment.ToLower() + "-"
+    $cloudEnvironment = $externalCloudEnvironment
+}
+
+$tenantId = (Get-AzContext).Tenant.Id
+
+$allpips = @()
+
+Write-Output "Getting subscriptions target $TargetSubscription"
+if (-not([string]::IsNullOrEmpty($TargetSubscription)))
+{
+    $subscriptions = $TargetSubscription
+    $subscriptionSuffix = $TargetSubscription
+}
+else
+{
+    $subscriptions = Get-AzSubscription | Where-Object { $_.State -eq "Enabled" } | ForEach-Object { "$($_.Id)"}
+    $subscriptionSuffix = $cloudSuffix + "all-" + $tenantId
+}
+
+$pipsTotal = @()
+
+$resultsSoFar = 0
+
+Write-Output "Querying for ARM Public IP properties"
+
+$argQuery = @"
+resources
+| where type =~ 'microsoft.network/publicipaddresses'
+| extend skuName = tolower(sku.name)
+| extend skuTier = tolower(sku.tier)
+| extend allocationMethod = tolower(properties.publicIPAllocationMethod)
+| extend addressVersion = tolower(properties.publicIPAddressVersion)
+| extend associatedResourceId = iif(isnotempty(properties.ipConfiguration.id),tolower(properties.ipConfiguration.id),tolower(properties.natGateway.id))
+| extend ipAddress = tostring(properties.ipAddress)
+| extend fqdn = tolower(properties.dnsSettings.fqdn)
+| extend publicIpPrefixId = tostring(properties.publicIPPrefix.id)
+| order by id asc
+"@
+
+do
+{
+    if ($resultsSoFar -eq 0)
+    {
+        $pips = Search-AzGraph -Query $argQuery -First $ARGPageSize -Subscription $subscriptions
+    }
+    else
+    {
+        $pips = Search-AzGraph -Query $argQuery -First $ARGPageSize -Skip $resultsSoFar -Subscription $subscriptions
+    }
+    if ($pips -and $pips.GetType().Name -eq "PSResourceGraphResponse")
+    {
+        $pips = $pips.Data
+    }
+    $resultsCount = $pips.Count
+    $resultsSoFar += $resultsCount
+    $pipsTotal += $pips
+
+} while ($resultsCount -eq $ARGPageSize)
+
+$datetime = (Get-Date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+$statusDate = $datetime.ToString("yyyy-MM-dd")
+
+Write-Output "Building $($pipsTotal.Count) ARM Public IP entries"
+
+foreach ($pip in $pipsTotal)
+{
+    $logentry = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $cloudEnvironment
+        TenantGuid = $pip.tenantId
+        SubscriptionGuid = $pip.subscriptionId
+        ResourceGroupName = $pip.resourceGroup.ToLower()
+        Location = $pip.location
+        Name = $pip.name.ToLower()
+        InstanceId = $pip.id.ToLower()
+        Model = "ARM"
+        SkuName = $pip.skuName
+        SkuTier = $pip.skuTier
+        AllocationMethod = $pip.allocationMethod
+        AddressVersion = $pip.addressVersion
+        AssociatedResourceId = $pip.associatedResourceId
+        PublicIpPrefixId = $pip.publicIpPrefixId
+        IPAddress = $pip.ipAddress
+        FQDN = $pip.fqdn
+        Zones = $pip.zones
+        Tags = $pip.tags
+        StatusDate = $statusDate
+    }
+
+    $allpips += $logentry
+}
+
+$pipsTotal = @()
+
+$resultsSoFar = 0
+
+Write-Output "Querying for Classic Reserved IP properties"
+
+$argQuery = @"
+resources
+| where type =~ 'microsoft.classicnetwork/reservedips'
+| extend ipAddress = tostring(properties.ipAddress)
+| extend allocationMethod = 'static'
+| extend addressVersion = 'ipv4'
+| extend associatedResourceId = tolower(properties.attachedTo.id)
+| extend ipAddress = tostring(properties.ipAddress)
+| order by id asc
+"@
+
+do
+{
+    if ($resultsSoFar -eq 0)
+    {
+        $pips = Search-AzGraph -Query $argQuery -First $ARGPageSize -Subscription $subscriptions
+    }
+    else
+    {
+        $pips = Search-AzGraph -Query $argQuery -First $ARGPageSize -Skip $resultsSoFar -Subscription $subscriptions
+    }
+    if ($pips -and $pips.GetType().Name -eq "PSResourceGraphResponse")
+    {
+        $pips = $pips.Data
+    }
+    $resultsCount = $pips.Count
+    $resultsSoFar += $resultsCount
+    $pipsTotal += $pips
+
+} while ($resultsCount -eq $ARGPageSize)
+
+$datetime = (Get-Date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+$statusDate = $datetime.ToString("yyyy-MM-dd")
+
+Write-Output "Building $($pipsTotal.Count) Classic Reserved IP entries"
+
+foreach ($pip in $pipsTotal)
+{
+    $logentry = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $cloudEnvironment
+        TenantGuid = $pip.tenantId
+        SubscriptionGuid = $pip.subscriptionId
+        ResourceGroupName = $pip.resourceGroup.ToLower()
+        Location = $pip.location
+        Name = $pip.name.ToLower()
+        InstanceId = $pip.id.ToLower()
+        Model = "Classic"
+        AllocationMethod = $pip.allocationMethod
+        AddressVersion = $pip.addressVersion
+        AssociatedResourceId = $pip.associatedResourceId
+        IPAddress = $pip.ipAddress
+        StatusDate = $statusDate
+    }
+
+    $allpips += $logentry
+}
+
+Write-Output "Uploading CSV to Storage"
+
+$today = $datetime.ToString("yyyyMMdd")
+$csvExportPath = "$today-publicips-$subscriptionSuffix.csv"
+
+$allpips | Export-Csv -Path $csvExportPath -NoTypeInformation
+
+$csvBlobName = $csvExportPath
+
+$csvProperties = @{"ContentType" = "text/csv"};
+
+Set-AzStorageBlobContent -File $csvExportPath -Container $storageAccountSinkContainer -Properties $csvProperties -Blob $csvBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $csvBlobName to Blob Storage..."
+
+Remove-Item -Path $csvExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $csvExportPath from local disk..."
\ No newline at end of file
diff --git a/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-ARGResourceContainersPropertiesToBlobStorage.ps1 b/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-ARGResourceContainersPropertiesToBlobStorage.ps1
new file mode 100644
index 000000000..70be047cb
--- /dev/null
+++ b/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-ARGResourceContainersPropertiesToBlobStorage.ps1
@@ -0,0 +1,272 @@
+param(
+    [Parameter(Mandatory = $false)]
+    [string] $TargetSubscription,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalCloudEnvironment,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalTenantId,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalCredentialName
+)
+
+$ErrorActionPreference = "Stop"
+
+$cloudEnvironment = Get-AutomationVariable -Name "AzureOptimization_CloudEnvironment" -ErrorAction SilentlyContinue # AzureCloud|AzureChinaCloud
+if ([string]::IsNullOrEmpty($cloudEnvironment))
+{
+    $cloudEnvironment = "AzureCloud"
+}
+$referenceRegion = Get-AutomationVariable -Name "AzureOptimization_ReferenceRegion" -ErrorAction SilentlyContinue # e.g., westeurope
+if ([string]::IsNullOrEmpty($referenceRegion))
+{
+    $referenceRegion = "westeurope"
+}
+$authenticationOption = Get-AutomationVariable -Name  "AzureOptimization_AuthenticationOption" -ErrorAction SilentlyContinue # ManagedIdentity|UserAssignedManagedIdentity
+if ([string]::IsNullOrEmpty($authenticationOption))
+{
+    $authenticationOption = "ManagedIdentity"
+}
+if ($authenticationOption -eq "UserAssignedManagedIdentity")
+{
+    $uamiClientID = Get-AutomationVariable -Name "AzureOptimization_UAMIClientID"
+}
+
+$storageAccountSink = Get-AutomationVariable -Name  "AzureOptimization_StorageSink"
+
+
+$storageAccountSinkEnv = Get-AutomationVariable -Name "AzureOptimization_StorageSinkEnvironment" -ErrorAction SilentlyContinue
+if (-not($storageAccountSinkEnv))
+{
+    $storageAccountSinkEnv = $cloudEnvironment
+}
+$storageAccountSinkKeyCred = Get-AutomationPSCredential -Name "AzureOptimization_StorageSinkKey" -ErrorAction SilentlyContinue
+$storageAccountSinkKey = $null
+if ($storageAccountSinkKeyCred)
+{
+    $storageAccountSink = $storageAccountSinkKeyCred.UserName
+    $storageAccountSinkKey = $storageAccountSinkKeyCred.GetNetworkCredential().Password
+}
+
+$storageAccountSinkContainer = Get-AutomationVariable -Name  "AzureOptimization_ARGResourceContainersContainer" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($storageAccountSinkContainer))
+{
+    $storageAccountSinkContainer = "argrescontainersexports"
+}
+
+if (-not([string]::IsNullOrEmpty($externalCredentialName)))
+{
+    $externalCredential = Get-AutomationPSCredential -Name $externalCredentialName
+}
+
+$ARGPageSize = 1000
+
+"Logging in to Azure with $authenticationOption..."
+
+switch ($authenticationOption) {
+    "UserAssignedManagedIdentity" {
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment -AccountId $uamiClientID
+        break
+    }
+    Default { #ManagedIdentity
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment
+        break
+    }
+}
+
+if (-not($storageAccountSinkKey))
+{
+    Write-Output "Getting Storage Account context with login"
+
+    $saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -UseConnectedAccount -Environment $cloudEnvironment
+}
+else
+{
+    Write-Output "Getting Storage Account context with key"
+    $saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -StorageAccountKey $storageAccountSinkKey -Environment $storageAccountSinkEnv
+}
+
+$cloudSuffix = ""
+
+if (-not([string]::IsNullOrEmpty($externalCredentialName)))
+{
+    "Logging in to Azure with $externalCredentialName external credential..."
+    Connect-AzAccount -ServicePrincipal -EnvironmentName $externalCloudEnvironment -Tenant $externalTenantId -Credential $externalCredential
+    $cloudSuffix = $externalCloudEnvironment.ToLower() + "-"
+    $cloudEnvironment = $externalCloudEnvironment
+}
+
+$tenantId = (Get-AzContext).Tenant.Id
+
+$allResourceContainers = @()
+
+Write-Output "Getting subscriptions target $TargetSubscription"
+if (-not([string]::IsNullOrEmpty($TargetSubscription)))
+{
+    $subscriptions = $TargetSubscription
+    $subscriptionSuffix = $TargetSubscription
+}
+else
+{
+    $subscriptions = Get-AzSubscription | Where-Object { $_.State -eq "Enabled" } | ForEach-Object { "$($_.Id)"}
+    $subscriptionSuffix = $cloudSuffix + "all-" + $tenantId
+}
+
+$rgsTotal = @()
+$subsTotal = @()
+
+$resultsSoFar = 0
+
+Write-Output "Querying for resource groups..."
+
+$argQuery = @"
+    resourcecontainers
+    | where type == "microsoft.resources/subscriptions/resourcegroups"
+    | join kind=leftouter (
+        resources
+        | summarize ResourceCount= count() by subscriptionId, resourceGroup	
+    ) on subscriptionId, resourceGroup
+    | extend ResourceCount = iif(isempty(ResourceCount), 0, ResourceCount)
+    | project id, name, type, tenantId, location, subscriptionId, managedBy, tags, properties, ResourceCount
+    | order by id asc
+"@
+
+do
+{
+    if ($resultsSoFar -eq 0)
+    {
+        $rgs = Search-AzGraph -Query $argQuery -First $ARGPageSize -Subscription $subscriptions
+    }
+    else
+    {
+        $rgs = Search-AzGraph -Query $argQuery -First $ARGPageSize -Skip $resultsSoFar -Subscription $subscriptions
+    }
+    if ($rgs -and $rgs.GetType().Name -eq "PSResourceGraphResponse")
+    {
+        $rgs = $rgs.Data
+    }
+    $resultsCount = $rgs.Count
+    $resultsSoFar += $resultsCount
+    $rgsTotal += $rgs
+
+} while ($resultsCount -eq $ARGPageSize)
+
+$resultsSoFar = 0
+
+Write-Output "Querying for subscriptions"
+
+$argQuery = @"
+    resourcecontainers
+    | where type == "microsoft.resources/subscriptions"
+    | join kind=leftouter (
+        resources
+        | summarize ResourceCount= count() by subscriptionId
+    ) on subscriptionId
+    | extend ResourceCount = iif(isempty(ResourceCount), 0, ResourceCount)
+    | project id, name, type, tenantId, subscriptionId, managedBy, tags, properties, ResourceCount
+    | order by id asc
+"@
+
+do
+{
+    if ($resultsSoFar -eq 0)
+    {
+        $subs = Search-AzGraph -Query $argQuery -First $ARGPageSize -Subscription $subscriptions
+    }
+    else
+    {
+        $subs = Search-AzGraph -Query $argQuery -First $ARGPageSize -Skip $resultsSoFar -Subscription $subscriptions
+    }
+    if ($subs -and $subs.GetType().Name -eq "PSResourceGraphResponse")
+    {
+        $subs = $subs.Data
+    }
+    $resultsCount = $subs.Count
+    $resultsSoFar += $resultsCount
+    $subsTotal += $subs
+
+} while ($resultsCount -eq $ARGPageSize)
+
+$datetime = (Get-Date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+$statusDate = $datetime.ToString("yyyy-MM-dd")
+
+Write-Output "Building $($rgsTotal.Count) RG entries"
+
+foreach ($rg in $rgsTotal)
+{
+    $logentry = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $cloudEnvironment
+        TenantGuid = $rg.tenantId
+        SubscriptionGuid = $rg.subscriptionId
+        Location = $rg.location
+        ContainerType = $rg.type
+        ContainerName = $rg.name.ToLower()
+        InstanceId = $rg.id.ToLower()
+        ResourceCount = $rg.ResourceCount
+        ManagedBy = $rg.managedBy
+        ContainerProperties = $rg.properties | ConvertTo-Json -Compress
+        Tags = $rg.tags
+        StatusDate = $statusDate
+    }
+
+    $allResourceContainers += $logentry
+}
+
+Write-Output "Building $($subsTotal.Count) subscription entries"
+
+foreach ($sub in $subsTotal)
+{
+    $logentry = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $cloudEnvironment
+        TenantGuid = $sub.tenantId
+        SubscriptionGuid = $sub.subscriptionId
+        Location = $sub.location
+        ContainerType = $sub.type
+        ContainerName = $sub.name.ToLower()
+        InstanceId = $sub.id.ToLower()
+        ResourceCount = $sub.ResourceCount
+        ManagedBy = $sub.managedBy
+        ContainerProperties = $sub.properties | ConvertTo-Json -Compress
+        Tags = $sub.tags
+        StatusDate = $statusDate
+    }
+
+    $allResourceContainers += $logentry
+}
+
+Write-Output "Uploading CSV to Storage"
+
+$today = $datetime.ToString("yyyyMMdd")
+$jsonExportPath = "$today-rescontainers-$subscriptionSuffix.json"
+$csvExportPath = "$today-rescontainers-$subscriptionSuffix.csv"
+
+$allResourceContainers | ConvertTo-Json -Depth 3 -Compress | Out-File $jsonExportPath
+Write-Output "Exported to JSON: $($allResourceContainers.Count) lines"
+$allResourceContainersJson = Get-Content -Path $jsonExportPath | ConvertFrom-Json
+Write-Output "JSON Import: $($allResourceContainersJson.Count) lines"
+$allResourceContainersJson | Export-Csv -NoTypeInformation -Path $csvExportPath
+Write-Output "Export to $csvExportPath"
+
+$csvBlobName = $csvExportPath
+
+$csvProperties = @{"ContentType" = "text/csv"};
+
+Set-AzStorageBlobContent -File $csvExportPath -Container $storageAccountSinkContainer -Properties $csvProperties -Blob $csvBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $csvBlobName to Blob Storage..."
+
+Remove-Item -Path $csvExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $csvExportPath from local disk..."
+
+Remove-Item -Path $jsonExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $jsonExportPath from local disk..."
\ No newline at end of file
diff --git a/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-ARGSqlDatabasePropertiesToBlobStorage.ps1 b/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-ARGSqlDatabasePropertiesToBlobStorage.ps1
new file mode 100644
index 000000000..62b041de4
--- /dev/null
+++ b/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-ARGSqlDatabasePropertiesToBlobStorage.ps1
@@ -0,0 +1,204 @@
+param(
+    [Parameter(Mandatory = $false)]
+    [string] $TargetSubscription,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalCloudEnvironment,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalTenantId,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalCredentialName
+)
+
+$ErrorActionPreference = "Stop"
+
+$cloudEnvironment = Get-AutomationVariable -Name "AzureOptimization_CloudEnvironment" -ErrorAction SilentlyContinue # AzureCloud|AzureChinaCloud
+if ([string]::IsNullOrEmpty($cloudEnvironment))
+{
+    $cloudEnvironment = "AzureCloud"
+}
+$referenceRegion = Get-AutomationVariable -Name "AzureOptimization_ReferenceRegion" -ErrorAction SilentlyContinue # e.g., westeurope
+if ([string]::IsNullOrEmpty($referenceRegion))
+{
+    $referenceRegion = "westeurope"
+}
+$authenticationOption = Get-AutomationVariable -Name  "AzureOptimization_AuthenticationOption" -ErrorAction SilentlyContinue # ManagedIdentity|UserAssignedManagedIdentity
+if ([string]::IsNullOrEmpty($authenticationOption))
+{
+    $authenticationOption = "ManagedIdentity"
+}
+if ($authenticationOption -eq "UserAssignedManagedIdentity")
+{
+    $uamiClientID = Get-AutomationVariable -Name "AzureOptimization_UAMIClientID"
+}
+
+$storageAccountSink = Get-AutomationVariable -Name  "AzureOptimization_StorageSink"
+
+
+$storageAccountSinkEnv = Get-AutomationVariable -Name "AzureOptimization_StorageSinkEnvironment" -ErrorAction SilentlyContinue
+if (-not($storageAccountSinkEnv))
+{
+    $storageAccountSinkEnv = $cloudEnvironment
+}
+$storageAccountSinkKeyCred = Get-AutomationPSCredential -Name "AzureOptimization_StorageSinkKey" -ErrorAction SilentlyContinue
+$storageAccountSinkKey = $null
+if ($storageAccountSinkKeyCred)
+{
+    $storageAccountSink = $storageAccountSinkKeyCred.UserName
+    $storageAccountSinkKey = $storageAccountSinkKeyCred.GetNetworkCredential().Password
+}
+
+$storageAccountSinkContainer = Get-AutomationVariable -Name  "AzureOptimization_ARGSqlDatabaseContainer" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($storageAccountSinkContainer))
+{
+    $storageAccountSinkContainer = "argsqldbexports"
+}
+
+if (-not([string]::IsNullOrEmpty($externalCredentialName)))
+{
+    $externalCredential = Get-AutomationPSCredential -Name $externalCredentialName
+}
+
+$ARGPageSize = 1000
+
+"Logging in to Azure with $authenticationOption..."
+
+switch ($authenticationOption) {
+    "UserAssignedManagedIdentity" {
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment -AccountId $uamiClientID
+        break
+    }
+    Default { #ManagedIdentity
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment
+        break
+    }
+}
+
+if (-not($storageAccountSinkKey))
+{
+    Write-Output "Getting Storage Account context with login"
+
+    $saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -UseConnectedAccount -Environment $cloudEnvironment
+}
+else
+{
+    Write-Output "Getting Storage Account context with key"
+    $saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -StorageAccountKey $storageAccountSinkKey -Environment $storageAccountSinkEnv
+}
+
+$cloudSuffix = ""
+
+if (-not([string]::IsNullOrEmpty($externalCredentialName)))
+{
+    "Logging in to Azure with $externalCredentialName external credential..."
+    Connect-AzAccount -ServicePrincipal -EnvironmentName $externalCloudEnvironment -Tenant $externalTenantId -Credential $externalCredential
+    $cloudSuffix = $externalCloudEnvironment.ToLower() + "-"
+    $cloudEnvironment = $externalCloudEnvironment
+}
+
+$tenantId = (Get-AzContext).Tenant.Id
+
+$alldbs = @()
+
+Write-Output "Getting subscriptions target $TargetSubscription"
+if (-not([string]::IsNullOrEmpty($TargetSubscription)))
+{
+    $subscriptions = $TargetSubscription
+    $subscriptionSuffix = $TargetSubscription
+}
+else
+{
+    $subscriptions = Get-AzSubscription | Where-Object { $_.State -eq "Enabled" } | ForEach-Object { "$($_.Id)"}
+    $subscriptionSuffix = $cloudSuffix + "all-" + $tenantId
+}
+
+$dbsTotal = @()
+
+$resultsSoFar = 0
+
+Write-Output "Querying for SQL Databases properties"
+
+$argQuery = @"
+    resources
+    | where type =~ 'microsoft.sql/servers/databases' and name != 'master'
+    | extend skuName = sku.name, skuTier = sku.tier, skuCapacity = sku.capacity
+    | extend storageAccountType = properties.storageAccountType, licenseType = properties.licenseType, serviceObjectiveName = properties.currentServiceObjectiveName
+    | extend zoneRedundant = properties.zoneRedundant, maxSizeBytes = properties.maxSizeBytes, maxLogSizeBytes = properties.maxLogSizeBytes
+    | order by id asc
+"@
+
+do
+{
+    if ($resultsSoFar -eq 0)
+    {
+        $dbs = Search-AzGraph -Query $argQuery -First $ARGPageSize -Subscription $subscriptions
+    }
+    else
+    {
+        $dbs = Search-AzGraph -Query $argQuery -First $ARGPageSize -Skip $resultsSoFar -Subscription $subscriptions
+    }
+    if ($dbs -and $dbs.GetType().Name -eq "PSResourceGraphResponse")
+    {
+        $dbs = $dbs.Data
+    }
+    $resultsCount = $dbs.Count
+    $resultsSoFar += $resultsCount
+    $dbsTotal += $dbs
+
+} while ($resultsCount -eq $ARGPageSize)
+
+$datetime = (Get-Date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+$statusDate = $datetime.ToString("yyyy-MM-dd")
+
+Write-Output "Building $($dbsTotal.Count) SQL Database entries"
+
+foreach ($db in $dbsTotal)
+{
+    $logentry = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $cloudEnvironment
+        TenantGuid = $db.tenantId
+        SubscriptionGuid = $db.subscriptionId
+        ResourceGroupName = $db.resourceGroup.ToLower()
+        ZoneRedundant = $db.zoneRedundant
+        Location = $db.location
+        DBName = $db.name.ToLower()
+        InstanceId = $db.id.ToLower()
+        SkuName = $db.skuName
+        SkuTier = $db.skuTier
+        SkuCapacity = $db.skuCapacity
+        ServiceObjectiveName = $db.serviceObjectiveName
+        StorageAccountType = $db.storageAccountType
+        LicenseType = $db.licenseType
+        MaxSizeBytes = $db.maxSizeBytes
+        MaxLogSizeBytes = $db.maxLogSizeBytes
+        Tags = $db.tags
+        StatusDate = $statusDate
+    }
+
+    $alldbs += $logentry
+}
+
+Write-Output "Uploading CSV to Storage"
+
+$today = $datetime.ToString("yyyyMMdd")
+$csvExportPath = "$today-sqldbs-$subscriptionSuffix.csv"
+
+$alldbs | Export-Csv -Path $csvExportPath -NoTypeInformation
+
+$csvBlobName = $csvExportPath
+
+$csvProperties = @{"ContentType" = "text/csv"};
+
+Set-AzStorageBlobContent -File $csvExportPath -Container $storageAccountSinkContainer -Properties $csvProperties -Blob $csvBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $csvBlobName to Blob Storage..."
+
+Remove-Item -Path $csvExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $csvExportPath from local disk..."
\ No newline at end of file
diff --git a/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-ARGUnmanagedDisksPropertiesToBlobStorage.ps1 b/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-ARGUnmanagedDisksPropertiesToBlobStorage.ps1
new file mode 100644
index 000000000..92bf715bf
--- /dev/null
+++ b/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-ARGUnmanagedDisksPropertiesToBlobStorage.ps1
@@ -0,0 +1,236 @@
+param(
+    [Parameter(Mandatory = $false)]
+    [string] $TargetSubscription,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalCloudEnvironment,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalTenantId,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalCredentialName
+)
+
+$ErrorActionPreference = "Stop"
+
+$cloudEnvironment = Get-AutomationVariable -Name "AzureOptimization_CloudEnvironment" -ErrorAction SilentlyContinue # AzureCloud|AzureChinaCloud
+if ([string]::IsNullOrEmpty($cloudEnvironment))
+{
+    $cloudEnvironment = "AzureCloud"
+}
+$authenticationOption = Get-AutomationVariable -Name  "AzureOptimization_AuthenticationOption" -ErrorAction SilentlyContinue # ManagedIdentity|UserAssignedManagedIdentity
+if ([string]::IsNullOrEmpty($authenticationOption))
+{
+    $authenticationOption = "ManagedIdentity"
+}
+if ($authenticationOption -eq "UserAssignedManagedIdentity")
+{
+    $uamiClientID = Get-AutomationVariable -Name "AzureOptimization_UAMIClientID"
+}
+
+$storageAccountSink = Get-AutomationVariable -Name  "AzureOptimization_StorageSink"
+
+
+$storageAccountSinkEnv = Get-AutomationVariable -Name "AzureOptimization_StorageSinkEnvironment" -ErrorAction SilentlyContinue
+if (-not($storageAccountSinkEnv))
+{
+    $storageAccountSinkEnv = $cloudEnvironment
+}
+$storageAccountSinkKeyCred = Get-AutomationPSCredential -Name "AzureOptimization_StorageSinkKey" -ErrorAction SilentlyContinue
+$storageAccountSinkKey = $null
+if ($storageAccountSinkKeyCred)
+{
+    $storageAccountSink = $storageAccountSinkKeyCred.UserName
+    $storageAccountSinkKey = $storageAccountSinkKeyCred.GetNetworkCredential().Password
+}
+
+$storageAccountSinkContainer = Get-AutomationVariable -Name  "AzureOptimization_ARGVhdContainer" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($storageAccountSinkContainer))
+{
+    $storageAccountSinkContainer = "argvhdexports"
+}
+
+if (-not([string]::IsNullOrEmpty($externalCredentialName)))
+{
+    $externalCredential = Get-AutomationPSCredential -Name $externalCredentialName
+}
+
+$ARGPageSize = 1000
+
+"Logging in to Azure with $authenticationOption..."
+
+switch ($authenticationOption) {
+    "UserAssignedManagedIdentity" {
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment -AccountId $uamiClientID
+        break
+    }
+    Default { #ManagedIdentity
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment
+        break
+    }
+}
+
+if (-not($storageAccountSinkKey))
+{
+    Write-Output "Getting Storage Account context with login"
+
+    $saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -UseConnectedAccount -Environment $cloudEnvironment
+}
+else
+{
+    Write-Output "Getting Storage Account context with key"
+    $saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -StorageAccountKey $storageAccountSinkKey -Environment $storageAccountSinkEnv
+}
+
+$cloudSuffix = ""
+
+if (-not([string]::IsNullOrEmpty($externalCredentialName)))
+{
+    "Logging in to Azure with $externalCredentialName external credential..."
+    Connect-AzAccount -ServicePrincipal -EnvironmentName $externalCloudEnvironment -Tenant $externalTenantId -Credential $externalCredential
+    $cloudSuffix = $externalCloudEnvironment.ToLower() + "-"
+    $cloudEnvironment = $externalCloudEnvironment
+}
+
+$tenantId = (Get-AzContext).Tenant.Id
+
+$alldisks = @()
+
+Write-Output "Getting subscriptions target $TargetSubscription"
+if (-not([string]::IsNullOrEmpty($TargetSubscription)))
+{
+    $subscriptions = $TargetSubscription
+    $subscriptionSuffix = $TargetSubscription
+}
+else
+{
+    $subscriptions = Get-AzSubscription | Where-Object { $_.State -eq "Enabled" } | ForEach-Object { "$($_.Id)"}
+    $subscriptionSuffix = $cloudSuffix + "all-" + $tenantId
+}
+
+$mdisksTotal = @()
+$resultsSoFar = 0
+
+Write-Output "Querying for ARM Unmanaged OS Disks properties"
+
+$argQuery = @"
+resources
+| where type =~ 'Microsoft.Compute/virtualMachines' and isnull(properties.storageProfile.osDisk.managedDisk)
+| extend diskType = 'OS', diskCaching = tostring(properties.storageProfile.osDisk.caching), diskSize = tostring(properties.storageProfile.osDisk.diskSizeGB)
+| extend vhdUriParts = split(tostring(properties.storageProfile.osDisk.vhd.uri),'/')
+| extend diskStorageAccountName = tostring(split(vhdUriParts[2],'.')[0]), diskContainerName = tostring(vhdUriParts[3]), diskVhdName = tostring(vhdUriParts[4])
+| order by id, diskStorageAccountName, diskContainerName, diskVhdName
+"@
+
+do
+{
+    if ($resultsSoFar -eq 0)
+    {
+        $mdisks = Search-AzGraph -Query $argQuery -First $ARGPageSize -Subscription $subscriptions
+    }
+    else
+    {
+        $mdisks = Search-AzGraph -Query $argQuery -First $ARGPageSize -Skip $resultsSoFar -Subscription $subscriptions
+    }
+    if ($mdisks -and $mdisks.GetType().Name -eq "PSResourceGraphResponse")
+    {
+        $mdisks = $mdisks.Data
+    }
+    $resultsCount = $mdisks.Count
+    $resultsSoFar += $resultsCount
+    $mdisksTotal += $mdisks
+
+} while ($resultsCount -eq $ARGPageSize)
+
+$resultsSoFar = 0
+
+Write-Output "Found $($mdisksTotal.Count) Unmanaged OS Disk entries"
+
+Write-Output "Querying for ARM Unmanaged Data Disks properties"
+
+$argQuery = @"
+resources
+| where type =~ 'Microsoft.Compute/virtualMachines' and isnull(properties.storageProfile.osDisk.managedDisk)
+| mvexpand dataDisks = properties.storageProfile.dataDisks
+| extend diskType = 'Data', diskCaching = tostring(dataDisks.caching), diskSize = tostring(dataDisks.diskSizeGB)
+| extend vhdUriParts = split(tostring(dataDisks.vhd.uri),'/')
+| extend diskStorageAccountName = tostring(split(vhdUriParts[2],'.')[0]), diskContainerName = tostring(vhdUriParts[3]), diskVhdName = tostring(vhdUriParts[4])
+| order by id, diskStorageAccountName, diskContainerName, diskVhdName
+"@
+
+do
+{
+    if ($resultsSoFar -eq 0)
+    {
+        $mdisks = Search-AzGraph -Query $argQuery -First $ARGPageSize -Subscription $subscriptions
+    }
+    else
+    {
+        $mdisks = Search-AzGraph -Query $argQuery -First $ARGPageSize -Skip $resultsSoFar -Subscription $subscriptions
+    }
+    if ($mdisks -and $mdisks.GetType().Name -eq "PSResourceGraphResponse")
+    {
+        $mdisks = $mdisks.Data
+    }
+    $resultsCount = $mdisks.Count
+    $resultsSoFar += $resultsCount
+    $mdisksTotal += $mdisks
+
+} while ($resultsCount -eq $ARGPageSize)
+
+Write-Output "Found overall $($mdisksTotal.Count) Unmanaged Disk entries"
+
+<#
+    Building CSV entries
+#>
+
+$datetime = (get-date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+$statusDate = $datetime.ToString("yyyy-MM-dd")
+
+foreach ($disk in $mdisksTotal)
+{
+    $logentry = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $cloudEnvironment
+        TenantGuid = $disk.tenantId
+        SubscriptionGuid = $disk.subscriptionId
+        ResourceGroupName = $disk.resourceGroup.ToLower()
+        DiskName = $disk.diskVhdName.ToLower()
+        InstanceId = ($disk.diskStorageAccountName + "/" + $disk.diskContainerName + "/" + $disk.diskVhdName).ToLower()
+        OwnerVMId = $disk.id.ToLower()
+        Location = $disk.location
+        DeploymentModel = "Unmanaged"
+        DiskType = $disk.diskType
+        Caching = $disk.diskCaching
+        DiskSizeGB = $disk.diskSize
+        StatusDate = $statusDate
+        Tags = $disk.tags
+    }
+
+    $alldisks += $logentry
+}
+
+<#
+    Actually exporting CSV to Azure Storage
+#>
+
+$today = $datetime.ToString("yyyyMMdd")
+$csvExportPath = "$today-vhds-$subscriptionSuffix.csv"
+
+$alldisks | Export-Csv -Path $csvExportPath -NoTypeInformation
+
+$csvBlobName = $csvExportPath
+
+$csvProperties = @{"ContentType" = "text/csv"};
+
+Set-AzStorageBlobContent -File $csvExportPath -Container $storageAccountSinkContainer -Properties $csvProperties -Blob $csvBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $csvBlobName to Blob Storage..."
+
+Remove-Item -Path $csvExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $csvExportPath from local disk..."
\ No newline at end of file
diff --git a/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-ARGVMSSPropertiesToBlobStorage.ps1 b/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-ARGVMSSPropertiesToBlobStorage.ps1
new file mode 100644
index 000000000..0fc85a46d
--- /dev/null
+++ b/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-ARGVMSSPropertiesToBlobStorage.ps1
@@ -0,0 +1,239 @@
+param(
+    [Parameter(Mandatory = $false)]
+    [string] $TargetSubscription,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalCloudEnvironment,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalTenantId,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalCredentialName
+)
+
+$ErrorActionPreference = "Stop"
+
+$cloudEnvironment = Get-AutomationVariable -Name "AzureOptimization_CloudEnvironment" -ErrorAction SilentlyContinue # AzureCloud|AzureChinaCloud
+if ([string]::IsNullOrEmpty($cloudEnvironment))
+{
+    $cloudEnvironment = "AzureCloud"
+}
+$referenceRegion = Get-AutomationVariable -Name "AzureOptimization_ReferenceRegion" -ErrorAction SilentlyContinue # e.g., westeurope
+if ([string]::IsNullOrEmpty($referenceRegion))
+{
+    $referenceRegion = "westeurope"
+}
+$authenticationOption = Get-AutomationVariable -Name  "AzureOptimization_AuthenticationOption" -ErrorAction SilentlyContinue # ManagedIdentity|UserAssignedManagedIdentity
+if ([string]::IsNullOrEmpty($authenticationOption))
+{
+    $authenticationOption = "ManagedIdentity"
+}
+if ($authenticationOption -eq "UserAssignedManagedIdentity")
+{
+    $uamiClientID = Get-AutomationVariable -Name "AzureOptimization_UAMIClientID"
+}
+
+$storageAccountSink = Get-AutomationVariable -Name  "AzureOptimization_StorageSink"
+
+
+$storageAccountSinkEnv = Get-AutomationVariable -Name "AzureOptimization_StorageSinkEnvironment" -ErrorAction SilentlyContinue
+if (-not($storageAccountSinkEnv))
+{
+    $storageAccountSinkEnv = $cloudEnvironment
+}
+$storageAccountSinkKeyCred = Get-AutomationPSCredential -Name "AzureOptimization_StorageSinkKey" -ErrorAction SilentlyContinue
+$storageAccountSinkKey = $null
+if ($storageAccountSinkKeyCred)
+{
+    $storageAccountSink = $storageAccountSinkKeyCred.UserName
+    $storageAccountSinkKey = $storageAccountSinkKeyCred.GetNetworkCredential().Password
+}
+
+$storageAccountSinkContainer = Get-AutomationVariable -Name  "AzureOptimization_ARGVMSSContainer" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($storageAccountSinkContainer))
+{
+    $storageAccountSinkContainer = "argvmssexports"
+}
+
+if (-not([string]::IsNullOrEmpty($externalCredentialName)))
+{
+    $externalCredential = Get-AutomationPSCredential -Name $externalCredentialName
+}
+
+$ARGPageSize = 1000
+
+"Logging in to Azure with $authenticationOption..."
+
+switch ($authenticationOption) {
+    "UserAssignedManagedIdentity" {
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment -AccountId $uamiClientID
+        break
+    }
+    Default { #ManagedIdentity
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment
+        break
+    }
+}
+
+if (-not($storageAccountSinkKey))
+{
+    Write-Output "Getting Storage Account context with login"
+
+    $saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -UseConnectedAccount -Environment $cloudEnvironment
+}
+else
+{
+    Write-Output "Getting Storage Account context with key"
+    $saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -StorageAccountKey $storageAccountSinkKey -Environment $storageAccountSinkEnv
+}
+
+Write-Output "Getting VM sizes details for $referenceRegion"
+$sizes = Get-AzVMSize -Location $referenceRegion
+
+$cloudSuffix = ""
+
+if (-not([string]::IsNullOrEmpty($externalCredentialName)))
+{
+    "Logging in to Azure with $externalCredentialName external credential..."
+    Connect-AzAccount -ServicePrincipal -EnvironmentName $externalCloudEnvironment -Tenant $externalTenantId -Credential $externalCredential
+    $cloudSuffix = $externalCloudEnvironment.ToLower() + "-"
+    $cloudEnvironment = $externalCloudEnvironment
+}
+
+$tenantId = (Get-AzContext).Tenant.Id
+
+$allvmss = @()
+
+if ($TargetSubscription)
+{
+    $subscriptions = $TargetSubscription
+    $subscriptionSuffix = "-" + $TargetSubscription
+}
+else
+{
+    $subscriptions = Get-AzSubscription | Where-Object { $_.State -eq "Enabled" } | ForEach-Object { "$($_.Id)"}
+    $subscriptionSuffix = $cloudSuffix + "all-" + $tenantId
+}
+
+$armVmssTotal = @()
+
+$resultsSoFar = 0
+
+$argQuery = @"
+resources
+| where type =~ 'microsoft.compute/virtualmachinescalesets'
+| project id, tenantId, name, location, resourceGroup, subscriptionId, skUName = tostring(sku.name),
+    computerNamePrefix = tostring(properties.virtualMachineProfile.osProfile.computerNamePrefix),
+    usesManagedDisks = iif(isnull(properties.virtualMachineProfile.storageProfile.osDisk.managedDisk), 'false', 'true'),
+	capacity = tostring(sku.capacity), priority = tostring(properties.virtualMachineProfile.priority), tags, zones,
+	osType = iif(isnotnull(properties.virtualMachineProfile.osProfile.linuxConfiguration), "Linux", "Windows"),
+	osDiskSize = tostring(properties.virtualMachineProfile.storageProfile.osDisk.diskSizeGB),
+	osDiskCaching = tostring(properties.virtualMachineProfile.storageProfile.osDisk.caching),
+	osDiskSKU = tostring(properties.virtualMachineProfile.storageProfile.osDisk.managedDisk.storageAccountType),
+	dataDiskCount = iif(isnotnull(properties.virtualMachineProfile.storageProfile.dataDisks), array_length(properties.virtualMachineProfile.storageProfile.dataDisks), 0),
+	nicCount = array_length(properties.virtualMachineProfile.networkProfile.networkInterfaceConfigurations),
+    imagePublisher = iif(isnotempty(properties.virtualMachineProfile.storageProfile.imageReference.publisher),tostring(properties.virtualMachineProfile.storageProfile.imageReference.publisher),'Custom'),
+    imageOffer = iif(isnotempty(properties.virtualMachineProfile.storageProfile.imageReference.offer),tostring(properties.virtualMachineProfile.storageProfile.imageReference.offer),tostring(properties.virtualMachineProfile.storageProfile.imageReference.id)),
+    imageSku = tostring(properties.virtualMachineProfile.storageProfile.imageReference.sku),
+    imageVersion = tostring(properties.virtualMachineProfile.storageProfile.imageReference.version),
+    imageExactVersion = tostring(properties.virtualMachineProfile.storageProfile.imageReference.exactVersion),
+	singlePlacementGroup = tostring(properties.singlePlacementGroup),
+	upgradePolicy = tostring(properties.upgradePolicy.mode),
+	overProvision = tostring(properties.overprovision),
+	platformFaultDomainCount = tostring(properties.platformFaultDomainCount),
+    zoneBalance = tostring(properties.zoneBalance)		
+| order by id asc
+"@
+
+do
+{
+    if ($resultsSoFar -eq 0)
+    {
+        $armVmss = Search-AzGraph -Query $argQuery -First $ARGPageSize -Subscription $subscriptions
+    }
+    else
+    {
+        $armVmss = Search-AzGraph -Query $argQuery -First $ARGPageSize -Skip $resultsSoFar -Subscription $subscriptions
+    }
+
+    if ($armVmss -and $armVmss.GetType().Name -eq "PSResourceGraphResponse")
+    {
+        $armVmss = $armVmss.Data
+    }
+    $resultsCount = $armVmss.Count
+    $resultsSoFar += $resultsCount
+    $armVmssTotal += $armVmss
+
+} while ($resultsCount -eq $ARGPageSize)
+
+$datetime = (get-date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+$statusDate = $datetime.ToString("yyyy-MM-dd")
+
+Write-Output "Building $($armVmssTotal.Count) VMSS entries"
+
+foreach ($vmss in $armVmssTotal)
+{
+    $vmSize = $sizes | Where-Object {$_.name -eq $vmss.skUName}
+
+    $logentry = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $cloudEnvironment
+        TenantGuid = $vmss.tenantId
+        SubscriptionGuid = $vmss.subscriptionId
+        ResourceGroupName = $vmss.resourceGroup.ToLower()
+        Zones = $vmss.zones
+        Location = $vmss.location
+        VMSSName = $vmss.name.ToLower()
+        ComputerNamePrefix = $vmss.computerNamePrefix.ToLower()
+        InstanceId = $vmss.id.ToLower()
+        VMSSSize = $vmSize.name.ToLower()
+        CoresCount = $vmSize.NumberOfCores
+        MemoryMB = $vmSize.MemoryInMB
+        OSType = $vmss.osType
+        DataDiskCount = $vmss.dataDiskCount
+        NicCount = $vmss.nicCount
+        StatusDate = $statusDate
+        Tags = $vmss.tags
+        Capacity = $vmss.capacity
+        Priority = $vmss.priority
+        OSDiskSize = $vmss.osDiskSize
+        OSDiskCaching = $vmss.osDiskCaching
+        OSDiskSKU = $vmss.osDiskSKU
+        SinglePlacementGroup = $vmss.singlePlacementGroup
+        UpgradePolicy = $vmss.upgradePolicy
+        OverProvision = $vmss.overProvision
+        PlatformFaultDomainCount = $vmss.platformFaultDomainCount
+        ZoneBalance = $vmss.zoneBalance
+        UsesManagedDisks = $vmss.usesManagedDisks
+        ImagePublisher = $vmss.imagePublisher
+        ImageOffer = $vmss.imageOffer
+        ImageSku = $vmss.imageSku
+        ImageVersion = $vmss.imageVersion
+        ImageExactVersion = $vmss.imageExactVersion
+    }
+
+    $allvmss += $logentry
+}
+
+Write-Output "Uploading CSV to Storage"
+
+$today = $datetime.ToString("yyyyMMdd")
+$csvExportPath = "$today-vmss-$subscriptionSuffix.csv"
+
+$allvmss | Export-Csv -Path $csvExportPath -NoTypeInformation
+
+$csvBlobName = $csvExportPath
+
+$csvProperties = @{"ContentType" = "text/csv"};
+
+Set-AzStorageBlobContent -File $csvExportPath -Container $storageAccountSinkContainer -Properties $csvProperties -Blob $csvBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $csvBlobName to Blob Storage..."
+
+Remove-Item -Path $csvExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $csvExportPath from local disk..."
\ No newline at end of file
diff --git a/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-ARGVNetPropertiesToBlobStorage.ps1 b/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-ARGVNetPropertiesToBlobStorage.ps1
new file mode 100644
index 000000000..2d905ce03
--- /dev/null
+++ b/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-ARGVNetPropertiesToBlobStorage.ps1
@@ -0,0 +1,308 @@
+param(
+    [Parameter(Mandatory = $false)]
+    [string] $TargetSubscription,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalCloudEnvironment,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalTenantId,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalCredentialName
+)
+
+$ErrorActionPreference = "Stop"
+
+$cloudEnvironment = Get-AutomationVariable -Name "AzureOptimization_CloudEnvironment" -ErrorAction SilentlyContinue # AzureCloud|AzureChinaCloud
+if ([string]::IsNullOrEmpty($cloudEnvironment))
+{
+    $cloudEnvironment = "AzureCloud"
+}
+$referenceRegion = Get-AutomationVariable -Name "AzureOptimization_ReferenceRegion" -ErrorAction SilentlyContinue # e.g., westeurope
+if ([string]::IsNullOrEmpty($referenceRegion))
+{
+    $referenceRegion = "westeurope"
+}
+$authenticationOption = Get-AutomationVariable -Name  "AzureOptimization_AuthenticationOption" -ErrorAction SilentlyContinue # ManagedIdentity|UserAssignedManagedIdentity
+if ([string]::IsNullOrEmpty($authenticationOption))
+{
+    $authenticationOption = "ManagedIdentity"
+}
+if ($authenticationOption -eq "UserAssignedManagedIdentity")
+{
+    $uamiClientID = Get-AutomationVariable -Name "AzureOptimization_UAMIClientID"
+}
+
+$storageAccountSink = Get-AutomationVariable -Name  "AzureOptimization_StorageSink"
+
+
+$storageAccountSinkEnv = Get-AutomationVariable -Name "AzureOptimization_StorageSinkEnvironment" -ErrorAction SilentlyContinue
+if (-not($storageAccountSinkEnv))
+{
+    $storageAccountSinkEnv = $cloudEnvironment
+}
+$storageAccountSinkKeyCred = Get-AutomationPSCredential -Name "AzureOptimization_StorageSinkKey" -ErrorAction SilentlyContinue
+$storageAccountSinkKey = $null
+if ($storageAccountSinkKeyCred)
+{
+    $storageAccountSink = $storageAccountSinkKeyCred.UserName
+    $storageAccountSinkKey = $storageAccountSinkKeyCred.GetNetworkCredential().Password
+}
+
+$storageAccountSinkContainer = Get-AutomationVariable -Name  "AzureOptimization_ARGVNetContainer" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($storageAccountSinkContainer))
+{
+    $storageAccountSinkContainer = "argvnetexports"
+}
+
+if (-not([string]::IsNullOrEmpty($externalCredentialName)))
+{
+    $externalCredential = Get-AutomationPSCredential -Name $externalCredentialName
+}
+
+$ARGPageSize = 1000
+
+"Logging in to Azure with $authenticationOption..."
+
+switch ($authenticationOption) {
+    "UserAssignedManagedIdentity" {
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment -AccountId $uamiClientID
+        break
+    }
+    Default { #ManagedIdentity
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment
+        break
+    }
+}
+
+if (-not($storageAccountSinkKey))
+{
+    Write-Output "Getting Storage Account context with login"
+
+    $saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -UseConnectedAccount -Environment $cloudEnvironment
+}
+else
+{
+    Write-Output "Getting Storage Account context with key"
+    $saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -StorageAccountKey $storageAccountSinkKey -Environment $storageAccountSinkEnv
+}
+
+$cloudSuffix = ""
+
+if (-not([string]::IsNullOrEmpty($externalCredentialName)))
+{
+    "Logging in to Azure with $externalCredentialName external credential..."
+    Connect-AzAccount -ServicePrincipal -EnvironmentName $externalCloudEnvironment -Tenant $externalTenantId -Credential $externalCredential
+    $cloudSuffix = $externalCloudEnvironment.ToLower() + "-"
+    $cloudEnvironment = $externalCloudEnvironment
+}
+
+$tenantId = (Get-AzContext).Tenant.Id
+
+$allsubnets = @()
+
+Write-Output "Getting subscriptions target $TargetSubscription"
+if (-not([string]::IsNullOrEmpty($TargetSubscription)))
+{
+    $subscriptions = $TargetSubscription
+    $subscriptionSuffix = $TargetSubscription
+}
+else
+{
+    $subscriptions = Get-AzSubscription | Where-Object { $_.State -eq "Enabled" } | ForEach-Object { "$($_.Id)"}
+    $subscriptionSuffix = $cloudSuffix + "all-" + $tenantId
+}
+
+$subnetsTotal = @()
+
+$resultsSoFar = 0
+
+Write-Output "Querying for ARM VNet properties"
+
+$argQuery = @"
+    resources
+    | where type =~ 'microsoft.network/virtualnetworks'
+    | mv-expand subnets = properties.subnets limit 400
+    | extend peeringsCount = array_length(properties.virtualNetworkPeerings)
+    | extend vnetPrefixes = properties.addressSpace.addressPrefixes
+    | extend dnsServers = properties.dhcpOptions.dnsServers
+    | extend enableDdosProtection = properties.enableDdosProtection
+    | project-away properties
+    | extend subnetPrefix = tostring(subnets.properties.addressPrefix)
+    | extend subnetDelegationsCount = array_length(subnets.properties.delegations)
+    | extend subnetUsedIPs = iif(isnotempty(subnets.properties.ipConfigurations), array_length(subnets.properties.ipConfigurations), 0)
+    | extend subnetTotalPrefixIPs = pow(2, 32 - toint(split(subnetPrefix,'/')[1])) - 5
+    | extend subnetNsgId = tolower(subnets.properties.networkSecurityGroup.id)
+    | project id, vnetName = name, resourceGroup, subscriptionId, tenantId, location, vnetPrefixes, dnsServers, subnetName = tolower(tostring(subnets.name)), subnetPrefix, subnetDelegationsCount, subnetTotalPrefixIPs, subnetUsedIPs, subnetNsgId, peeringsCount, enableDdosProtection, tags
+    | order by id asc
+"@
+
+do
+{
+    if ($resultsSoFar -eq 0)
+    {
+        $subnets = Search-AzGraph -Query $argQuery -First $ARGPageSize -Subscription $subscriptions
+    }
+    else
+    {
+        $subnets = Search-AzGraph -Query $argQuery -First $ARGPageSize -Skip $resultsSoFar -Subscription $subscriptions
+    }
+    if ($subnets -and $subnets.GetType().Name -eq "PSResourceGraphResponse")
+    {
+        $subnets = $subnets.Data
+    }
+    $resultsCount = $subnets.Count
+    $resultsSoFar += $resultsCount
+    $subnetsTotal += $subnets
+
+} while ($resultsCount -eq $ARGPageSize)
+
+$datetime = (Get-Date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+$statusDate = $datetime.ToString("yyyy-MM-dd")
+
+Write-Output "Building $($subnetsTotal.Count) ARM VNet subnet entries"
+
+foreach ($subnet in $subnetsTotal)
+{
+    $logentry = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $cloudEnvironment
+        TenantGuid = $subnet.tenantId
+        SubscriptionGuid = $subnet.subscriptionId
+        ResourceGroupName = $subnet.resourceGroup.ToLower()
+        Location = $subnet.location
+        VNetName = $subnet.vnetName.ToLower()
+        InstanceId = $subnet.id.ToLower()
+        Model = "ARM"
+        VNetPrefixes = $subnet.vnetPrefixes
+        DNSServers = $subnet.dnsServers
+        PeeringsCount = $subnet.peeringsCount
+        EnableDdosProtection = $subnet.enableDdosProtection
+        SubnetName = $subnet.subnetName
+        SubnetPrefix = $subnet.subnetPrefix
+        SubnetDelegationsCount = $subnet.subnetDelegationsCount
+        SubnetTotalPrefixIPs = $subnet.subnetTotalPrefixIPs
+        SubnetUsedIPs = $subnet.subnetUsedIPs
+        SubnetNSGId = $subnet.subnetNsgId
+        Tags = $subnet.tags
+        StatusDate = $statusDate
+    }
+
+    $allsubnets += $logentry
+}
+
+$subnetsTotal = @()
+
+$resultsSoFar = 0
+
+Write-Output "Querying for Classic VNet properties"
+
+$argQuery = @"
+    resources
+    | where type =~ 'microsoft.classicnetwork/virtualnetworks'
+    | extend vNetId = tolower(id)
+    | mv-expand subnets = properties.subnets limit 400
+    | extend subnetName = tolower(tostring(subnets.name))
+    | join kind=leftouter (
+        resources
+        | where type =~ 'microsoft.network/virtualnetworks'
+        | mvexpand peerings = properties.virtualNetworkPeerings limit 400
+        | extend vNetId = tolower(tostring(peerings.properties.remoteVirtualNetwork.id))
+        | where vNetId has "microsoft.classicnetwork"
+        | summarize vNetPeerings=count() by vNetId
+    ) on vNetId
+    | extend peeringsCount = iif(isnotempty(vNetPeerings), vNetPeerings, 0)
+    | extend vnetPrefixes = properties.addressSpace.addressPrefixes
+    | extend dnsServers = properties.dhcpOptions.dnsServers
+    | project-away properties
+    | extend subnetPrefix = tostring(subnets.addressPrefix)
+    | join kind=leftouter (
+        resources
+        | where type =~ 'microsoft.classiccompute/virtualmachines'
+        | extend networkProfile = properties.networkProfile
+        | mvexpand subnets = networkProfile.virtualNetwork.subnetNames limit 400
+        | extend subnetName = tolower(tostring(subnets))
+        | project id, vNetId = tolower(tostring(networkProfile.virtualNetwork.id)), subnetName
+        | summarize subnetUsedIPs = count() by vNetId, subnetName
+    ) on vNetId and subnetName
+    | extend subnetUsedIPs = iif(isnotempty(subnetUsedIPs), subnetUsedIPs, 0)
+    | extend subnetTotalPrefixIPs = pow(2, 32 - toint(split(subnetPrefix,'/')[1])) - 5
+    | extend enableDdosProtection = 'false'
+    | project vNetId, vnetName = name, resourceGroup, subscriptionId, tenantId, location, vnetPrefixes, dnsServers, subnetName, subnetPrefix, subnetTotalPrefixIPs, subnetUsedIPs, peeringsCount, enableDdosProtection
+    | order by vNetId asc
+"@
+
+do
+{
+    if ($resultsSoFar -eq 0)
+    {
+        $subnets = Search-AzGraph -Query $argQuery -First $ARGPageSize -Subscription $subscriptions
+    }
+    else
+    {
+        $subnets = Search-AzGraph -Query $argQuery -First $ARGPageSize -Skip $resultsSoFar -Subscription $subscriptions
+    }
+    if ($subnets -and $subnets.GetType().Name -eq "PSResourceGraphResponse")
+    {
+        $subnets = $subnets.Data
+    }
+    $resultsCount = $subnets.Count
+    $resultsSoFar += $resultsCount
+    $subnetsTotal += $subnets
+
+} while ($resultsCount -eq $ARGPageSize)
+
+$datetime = (Get-Date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+$statusDate = $datetime.ToString("yyyy-MM-dd")
+
+Write-Output "Building $($subnetsTotal.Count) Classic VNet subnet entries"
+
+foreach ($subnet in $subnetsTotal)
+{
+    $logentry = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $cloudEnvironment
+        TenantGuid = $subnet.tenantId
+        SubscriptionGuid = $subnet.subscriptionId
+        ResourceGroupName = $subnet.resourceGroup.ToLower()
+        Location = $subnet.location
+        VNetName = $subnet.vnetName.ToLower()
+        InstanceId = $subnet.vNetId.ToLower()
+        Model = "Classic"
+        VNetPrefixes = $subnet.vnetPrefixes
+        DNSServers = $subnet.dnsServers
+        PeeringsCount = $subnet.peeringsCount
+        EnableDdosProtection = $subnet.enableDdosProtection
+        SubnetName = $subnet.subnetName
+        SubnetPrefix = $subnet.subnetPrefix
+        SubnetTotalPrefixIPs = $subnet.subnetTotalPrefixIPs
+        SubnetUsedIPs = $subnet.subnetUsedIPs
+        StatusDate = $statusDate
+    }
+
+    $allsubnets += $logentry
+}
+
+Write-Output "Uploading CSV to Storage"
+
+$today = $datetime.ToString("yyyyMMdd")
+$csvExportPath = "$today-vnetsubnets-$subscriptionSuffix.csv"
+
+$allsubnets | Export-Csv -Path $csvExportPath -NoTypeInformation
+
+$csvBlobName = $csvExportPath
+
+$csvProperties = @{"ContentType" = "text/csv"};
+
+Set-AzStorageBlobContent -File $csvExportPath -Container $storageAccountSinkContainer -Properties $csvProperties -Blob $csvBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $csvBlobName to Blob Storage..."
+
+Remove-Item -Path $csvExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $csvExportPath from local disk..."
\ No newline at end of file
diff --git a/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-ARGVirtualMachinesPropertiesToBlobStorage.ps1 b/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-ARGVirtualMachinesPropertiesToBlobStorage.ps1
new file mode 100644
index 000000000..5ba0ddbfa
--- /dev/null
+++ b/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-ARGVirtualMachinesPropertiesToBlobStorage.ps1
@@ -0,0 +1,340 @@
+param(
+    [Parameter(Mandatory = $false)]
+    [string] $TargetSubscription,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalCloudEnvironment,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalTenantId,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalCredentialName
+)
+
+$ErrorActionPreference = "Stop"
+
+$cloudEnvironment = Get-AutomationVariable -Name "AzureOptimization_CloudEnvironment" -ErrorAction SilentlyContinue # AzureCloud|AzureChinaCloud
+if ([string]::IsNullOrEmpty($cloudEnvironment))
+{
+    $cloudEnvironment = "AzureCloud"
+}
+$referenceRegion = Get-AutomationVariable -Name "AzureOptimization_ReferenceRegion" -ErrorAction SilentlyContinue # e.g., westeurope
+if ([string]::IsNullOrEmpty($referenceRegion))
+{
+    $referenceRegion = "westeurope"
+}
+$authenticationOption = Get-AutomationVariable -Name  "AzureOptimization_AuthenticationOption" -ErrorAction SilentlyContinue # ManagedIdentity|UserAssignedManagedIdentity
+if ([string]::IsNullOrEmpty($authenticationOption))
+{
+    $authenticationOption = "ManagedIdentity"
+}
+if ($authenticationOption -eq "UserAssignedManagedIdentity")
+{
+    $uamiClientID = Get-AutomationVariable -Name "AzureOptimization_UAMIClientID"
+}
+
+$storageAccountSink = Get-AutomationVariable -Name  "AzureOptimization_StorageSink"
+
+
+$storageAccountSinkEnv = Get-AutomationVariable -Name "AzureOptimization_StorageSinkEnvironment" -ErrorAction SilentlyContinue
+if (-not($storageAccountSinkEnv))
+{
+    $storageAccountSinkEnv = $cloudEnvironment
+}
+$storageAccountSinkKeyCred = Get-AutomationPSCredential -Name "AzureOptimization_StorageSinkKey" -ErrorAction SilentlyContinue
+$storageAccountSinkKey = $null
+if ($storageAccountSinkKeyCred)
+{
+    $storageAccountSink = $storageAccountSinkKeyCred.UserName
+    $storageAccountSinkKey = $storageAccountSinkKeyCred.GetNetworkCredential().Password
+}
+
+$storageAccountSinkContainer = Get-AutomationVariable -Name  "AzureOptimization_ARGVMContainer" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($storageAccountSinkContainer))
+{
+    $storageAccountSinkContainer = "argvmexports"
+}
+
+if (-not([string]::IsNullOrEmpty($externalCredentialName)))
+{
+    $externalCredential = Get-AutomationPSCredential -Name $externalCredentialName
+}
+
+$ARGPageSize = 1000
+
+"Logging in to Azure with $authenticationOption..."
+
+switch ($authenticationOption) {
+    "UserAssignedManagedIdentity" {
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment -AccountId $uamiClientID
+        break
+    }
+    Default { #ManagedIdentity
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment
+        break
+    }
+}
+
+if (-not($storageAccountSinkKey))
+{
+    Write-Output "Getting Storage Account context with login"
+
+    $saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -UseConnectedAccount -Environment $cloudEnvironment
+}
+else
+{
+    Write-Output "Getting Storage Account context with key"
+    $saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -StorageAccountKey $storageAccountSinkKey -Environment $storageAccountSinkEnv
+}
+
+# get list of all VM sizes
+Write-Output "Getting VM sizes details for $referenceRegion"
+$sizes = Get-AzVMSize -Location $referenceRegion
+
+$cloudSuffix = ""
+
+if (-not([string]::IsNullOrEmpty($externalCredentialName)))
+{
+    "Logging in to Azure with $externalCredentialName external credential..."
+    Connect-AzAccount -ServicePrincipal -EnvironmentName $externalCloudEnvironment -Tenant $externalTenantId -Credential $externalCredential
+    $cloudSuffix = $externalCloudEnvironment.ToLower() + "-"
+    $cloudEnvironment = $externalCloudEnvironment
+}
+
+$tenantId = (Get-AzContext).Tenant.Id
+
+$allvms = @()
+
+Write-Output "Getting subscriptions target $TargetSubscription"
+if (-not([string]::IsNullOrEmpty($TargetSubscription)))
+{
+    $subscriptions = $TargetSubscription
+    $subscriptionSuffix = $TargetSubscription
+}
+else
+{
+    $subscriptions = Get-AzSubscription | Where-Object { $_.State -eq "Enabled" } | ForEach-Object { "$($_.Id)"}
+    $subscriptionSuffix = $cloudSuffix + "all-" + $tenantId
+}
+
+$armVmsTotal = @()
+$classicVmsTotal = @()
+
+$resultsSoFar = 0
+
+<#
+   Getting all ARM VMs properties with Azure Resource Graph query
+#>
+
+Write-Output "Querying for ARM VM properties"
+
+$argQuery = @"
+    resources
+    | where type =~ 'Microsoft.Compute/virtualMachines'
+    | extend dataDiskCount = array_length(properties.storageProfile.dataDisks), nicCount = array_length(properties.networkProfile.networkInterfaces)
+    | extend usesManagedDisks = iif(isnull(properties.storageProfile.osDisk.managedDisk), 'false', 'true')
+    | extend availabilitySetId = tostring(properties.availabilitySet.id)
+    | extend bootDiagnosticsEnabled = tostring(properties.diagnosticsProfile.bootDiagnostics.enabled)
+    | extend bootDiagnosticsStorageAccount = split(split(properties.diagnosticsProfile.bootDiagnostics.storageUri, '/')[2],'.')[0]
+    | extend powerState = tostring(properties.extended.instanceView.powerState.code)
+    | extend imagePublisher = iif(isnotempty(properties.storageProfile.imageReference.publisher),tostring(properties.storageProfile.imageReference.publisher),'Custom')
+    | extend imageOffer = iif(isnotempty(properties.storageProfile.imageReference.offer),tostring(properties.storageProfile.imageReference.offer),tostring(properties.storageProfile.imageReference.id))
+    | extend imageSku = tostring(properties.storageProfile.imageReference.sku)
+    | extend imageVersion = tostring(properties.storageProfile.imageReference.version)
+    | extend imageExactVersion = tostring(properties.storageProfile.imageReference.exactVersion)
+    | extend osName = tostring(properties.extended.instanceView.osName)
+    | extend osVersion = tostring(properties.extended.instanceView.osVersion)
+    | order by id asc
+"@
+
+do
+{
+    if ($resultsSoFar -eq 0)
+    {
+        $armVms = Search-AzGraph -Query $argQuery -First $ARGPageSize -Subscription $subscriptions
+    }
+    else
+    {
+        $armVms = Search-AzGraph -Query $argQuery -First $ARGPageSize -Skip $resultsSoFar -Subscription $subscriptions
+    }
+    if ($armVms -and $armVms.GetType().Name -eq "PSResourceGraphResponse")
+    {
+        $armVms = $armVms.Data
+    }
+    $resultsCount = $armVms.Count
+    $resultsSoFar += $resultsCount
+    $armVmsTotal += $armVms
+
+} while ($resultsCount -eq $ARGPageSize)
+
+$resultsSoFar = 0
+
+<#
+   Getting all Classic VMs properties with Azure Resource Graph query
+#>
+
+Write-Output "Querying for Classic VM properties"
+
+$argQuery = @"
+    resources
+    | where type =~ 'Microsoft.ClassicCompute/virtualMachines'
+    | extend dataDiskCount = iif(isnotnull(properties.storageProfile.dataDisks), array_length(properties.storageProfile.dataDisks), 0), nicCount = iif(isnotnull(properties.networkProfile.virtualNetwork.networkInterfaces), array_length(properties.networkProfile.virtualNetwork.networkInterfaces) + 1, 1)
+	| extend usesManagedDisks = 'false'
+	| extend availabilitySetId = tostring(properties.hardwareProfile.availabilitySet)
+	| extend bootDiagnosticsEnabled = tostring(properties.debugProfile.bootDiagnosticsEnabled)
+    | extend bootDiagnosticsStorageAccount = split(split(properties.debugProfile.serialOutputBlobUri, '/')[2],'.')[0]
+    | extend powerState = tostring(properties.instanceView.status)
+    | extend imageOffer = tostring(properties.storageProfile.operatingSystemDisk.sourceImageName)
+    | order by id asc
+"@
+
+do
+{
+    if ($resultsSoFar -eq 0)
+    {
+        $classicVms = Search-AzGraph -Query $argQuery -First $ARGPageSize -Subscription $subscriptions
+    }
+    else
+    {
+        $classicVms = Search-AzGraph -Query $argQuery -First $ARGPageSize -Skip $resultsSoFar -Subscription $subscriptions
+    }
+    if ($classicVms -and $classicVms.GetType().Name -eq "PSResourceGraphResponse")
+    {
+        $classicVms = $classicVms.Data
+    }
+    $resultsCount = $classicVms.Count
+    $resultsSoFar += $resultsCount
+    $classicVmsTotal += $classicVms
+
+} while ($resultsCount -eq $ARGPageSize)
+
+<#
+    Merging ARM + Classic VMs, enriching VM size details and building CSV entries
+#>
+
+$datetime = (Get-Date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+$statusDate = $datetime.ToString("yyyy-MM-dd")
+
+Write-Output "Building $($armVmsTotal.Count) ARM VM entries"
+
+foreach ($vm in $armVmsTotal)
+{
+    $vmSize = $sizes | Where-Object {$_.name -eq $vm.properties.hardwareProfile.vmSize}
+
+    $avSetId = $null
+    if ($vm.availabilitySetId)
+    {
+        $avSetId = $vm.availabilitySetId.ToLower()
+    }
+
+    $logentry = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $cloudEnvironment
+        TenantGuid = $vm.tenantId
+        SubscriptionGuid = $vm.subscriptionId
+        ResourceGroupName = $vm.resourceGroup.ToLower()
+        Zones = $vm.zones
+        Location = $vm.location
+        VMName = $vm.name.ToLower()
+        DeploymentModel = 'ARM'
+        InstanceId = $vm.id.ToLower()
+        VMSize = $vm.properties.hardwareProfile.vmSize
+        CoresCount = $vmSize.NumberOfCores
+        MemoryMB = $vmSize.MemoryInMB
+        OSType = $vm.properties.storageProfile.osDisk.osType
+        LicenseType = $vm.properties.licenseType
+        DataDiskCount = $vm.dataDiskCount
+        NicCount = $vm.nicCount
+        UsesManagedDisks = $vm.usesManagedDisks
+        AvailabilitySetId = $avSetId
+        BootDiagnosticsEnabled = $vm.bootDiagnosticsEnabled
+        BootDiagnosticsStorageAccount = $vm.bootDiagnosticsStorageAccount
+        StatusDate = $statusDate
+        PowerState = $vm.powerState
+        ImagePublisher = $vm.imagePublisher
+        ImageOffer = $vm.imageOffer
+        ImageSku = $vm.imageSku
+        ImageVersion = $vm.imageVersion
+        ImageExactVersion = $vm.imageExactVersion
+        OSName = $vm.osName
+        OSVersion = $vm.osVersion
+        Tags = $vm.tags
+    }
+
+    $allvms += $logentry
+}
+
+Write-Output "Building $($classicVmsTotal.Count) Classic VM entries"
+
+foreach ($vm in $classicVmsTotal)
+{
+    $vmSize = $sizes | Where-Object {$_.name -eq $vm.properties.hardwareProfile.size}
+
+    $avSetId = $null
+    if ($vm.availabilitySetId)
+    {
+        $avSetId = $vm.availabilitySetId.ToLower()
+    }
+
+    $logentry = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $cloudEnvironment
+        TenantGuid = $vm.tenantId
+        SubscriptionGuid = $vm.subscriptionId
+        ResourceGroupName = $vm.resourceGroup.ToLower()
+        VMName = $vm.name.ToLower()
+        DeploymentModel = 'Classic'
+        Location = $vm.location
+        InstanceId = $vm.id.ToLower()
+        VMSize = $vm.properties.hardwareProfile.size
+        CoresCount = $vmSize.NumberOfCores
+        MemoryMB = $vmSize.MemoryInMB
+        OSType = $vm.properties.storageProfile.operatingSystemDisk.operatingSystem
+        LicenseType = "N/A"
+        DataDiskCount = $vm.dataDiskCount
+        NicCount = $vm.nicCount
+        UsesManagedDisks = $vm.usesManagedDisks
+        AvailabilitySetId = $avSetId
+        BootDiagnosticsEnabled = $vm.bootDiagnosticsEnabled
+        BootDiagnosticsStorageAccount = $vm.bootDiagnosticsStorageAccount
+        PowerState = $vm.powerState
+        StatusDate = $statusDate
+        ImagePublisher = $vm.imagePublisher
+        ImageOffer = $vm.imageOffer
+        ImageSku = $vm.imageSku
+        ImageVersion = $vm.imageVersion
+        ImageExactVersion = $vm.imageExactVersion
+        OSName = $vm.osName
+        OSVersion = $vm.osVersion
+        Tags = $null
+    }
+
+    $allvms += $logentry
+}
+
+<#
+    Actually exporting CSV to Azure Storage
+#>
+
+Write-Output "Uploading CSV to Storage"
+
+$today = $datetime.ToString("yyyyMMdd")
+$csvExportPath = "$today-vms-$subscriptionSuffix.csv"
+
+$allvms | Export-Csv -Path $csvExportPath -NoTypeInformation
+
+$csvBlobName = $csvExportPath
+
+$csvProperties = @{"ContentType" = "text/csv"};
+
+Set-AzStorageBlobContent -File $csvExportPath -Container $storageAccountSinkContainer -Properties $csvProperties -Blob $csvBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $csvBlobName to Blob Storage..."
+
+Remove-Item -Path $csvExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $csvExportPath from local disk..."
\ No newline at end of file
diff --git a/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-AdvisorRecommendationsToBlobStorage.ps1 b/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-AdvisorRecommendationsToBlobStorage.ps1
new file mode 100644
index 000000000..68acb0c85
--- /dev/null
+++ b/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-AdvisorRecommendationsToBlobStorage.ps1
@@ -0,0 +1,247 @@
+param(
+    [Parameter(Mandatory = $false)]
+    [string] $targetSubscription,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalCloudEnvironment,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalTenantId,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalCredentialName
+)
+
+$ErrorActionPreference = "Stop"
+
+$cloudEnvironment = Get-AutomationVariable -Name "AzureOptimization_CloudEnvironment" -ErrorAction SilentlyContinue # AzureCloud|AzureChinaCloud
+if ([string]::IsNullOrEmpty($cloudEnvironment))
+{
+    $cloudEnvironment = "AzureCloud"
+}
+$authenticationOption = Get-AutomationVariable -Name  "AzureOptimization_AuthenticationOption" -ErrorAction SilentlyContinue # ManagedIdentity|UserAssignedManagedIdentity
+if ([string]::IsNullOrEmpty($authenticationOption))
+{
+    $authenticationOption = "ManagedIdentity"
+}
+if ($authenticationOption -eq "UserAssignedManagedIdentity")
+{
+    $uamiClientID = Get-AutomationVariable -Name "AzureOptimization_UAMIClientID"
+}
+
+$storageAccountSink = Get-AutomationVariable -Name  "AzureOptimization_StorageSink"
+
+
+$storageAccountSinkEnv = Get-AutomationVariable -Name "AzureOptimization_StorageSinkEnvironment" -ErrorAction SilentlyContinue
+if (-not($storageAccountSinkEnv))
+{
+    $storageAccountSinkEnv = $cloudEnvironment
+}
+$storageAccountSinkKeyCred = Get-AutomationPSCredential -Name "AzureOptimization_StorageSinkKey" -ErrorAction SilentlyContinue
+$storageAccountSinkKey = $null
+if ($storageAccountSinkKeyCred)
+{
+    $storageAccountSink = $storageAccountSinkKeyCred.UserName
+    $storageAccountSinkKey = $storageAccountSinkKeyCred.GetNetworkCredential().Password
+}
+
+$storageAccountSinkContainer = Get-AutomationVariable -Name  "AzureOptimization_AdvisorContainer" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($storageAccountSinkContainer))
+{
+    $storageAccountSinkContainer = "advisorexports"
+}
+
+$CategoryFilter = Get-AutomationVariable -Name  "AzureOptimization_AdvisorFilter" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($CategoryFilter))
+{
+    $CategoryFilter = "HighAvailability,Security,Performance,OperationalExcellence" # comma-separated list of categories
+}
+$CategoryFilter += ",Cost"
+
+if (-not([string]::IsNullOrEmpty($externalCredentialName)))
+{
+    $externalCredential = Get-AutomationPSCredential -Name $externalCredentialName
+}
+
+"Logging in to Azure with $authenticationOption..."
+
+switch ($authenticationOption) {
+    "UserAssignedManagedIdentity" {
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment -AccountId $uamiClientID
+        break
+    }
+    Default { #ManagedIdentity
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment
+        break
+    }
+}
+
+if (-not($storageAccountSinkKey))
+{
+    Write-Output "Getting Storage Account context with login"
+
+    $saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -UseConnectedAccount -Environment $cloudEnvironment
+}
+else
+{
+    Write-Output "Getting Storage Account context with key"
+    $saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -StorageAccountKey $storageAccountSinkKey -Environment $storageAccountSinkEnv
+}
+
+if (-not([string]::IsNullOrEmpty($externalCredentialName)))
+{
+    "Logging in to Azure with $externalCredentialName external credential..."
+    Connect-AzAccount -ServicePrincipal -EnvironmentName $externalCloudEnvironment -Tenant $externalTenantId -Credential $externalCredential
+    $cloudEnvironment = $externalCloudEnvironment
+}
+
+Write-Output "Getting subscriptions target $TargetSubscription"
+
+$tenantId = (Get-AzContext).Tenant.Id
+
+$ARGPageSize = 1000
+
+if (-not([string]::IsNullOrEmpty($TargetSubscription)))
+{
+    $subscriptions = $TargetSubscription
+    $scope = $TargetSubscription
+}
+else
+{
+    $subscriptions = Get-AzSubscription | Where-Object { $_.State -eq "Enabled" -and $_.SubscriptionPolicies.QuotaId -notlike "AAD*" } | ForEach-Object { "$($_.Id)"}
+    $scope = $tenantId
+}
+
+
+<#
+   Getting Advisor recommendations for each subscription and building CSV entries
+#>
+
+$datetime = (get-date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+
+$recommendationsARG = @()
+
+$resultsSoFar = 0
+
+$FinalCategoryFilter = ""
+
+if (-not([string]::IsNullOrEmpty($CategoryFilter)))
+{
+    $categories = $CategoryFilter.Split(',')
+    for ($i = 0; $i -lt $categories.Count; $i++)
+    {
+        $categories[$i] = "'" + $categories[$i] + "'"
+    }
+    $FinalCategoryFilter = " and properties.category in (" + ($categories -join ",") + ")"
+}
+
+$argQuery = @"
+advisorresources
+| where type == 'microsoft.advisor/recommendations'
+| where isnull(properties.suppressionIds)$FinalCategoryFilter
+| extend resourceId = tostring(split(tolower(id),'/providers/microsoft.advisor')[0])
+| join kind=leftouter (resources | project resourceId=tolower(id), resourceTags=tags) on resourceId
+| project id, category = properties.category, impact = properties.impact, impactedArea = properties.impactedField,
+    description = properties.shortDescription.problem, recommendationText = properties.shortDescription.solution,
+    recommendationTypeId = properties.recommendationTypeId, instanceName = properties.impactedValue,
+    additionalInfo = properties.extendedProperties, tags=resourceTags
+| order by id asc
+"@
+
+do
+{
+    if ($resultsSoFar -eq 0)
+    {
+        $recs = Search-AzGraph -Query $argQuery -First $ARGPageSize -Subscription $subscriptions
+    }
+    else
+    {
+        $recs = Search-AzGraph -Query $argQuery -First $ARGPageSize -Skip $resultsSoFar -Subscription $subscriptions
+    }
+    if ($recs -and $recs.GetType().Name -eq "PSResourceGraphResponse")
+    {
+        $recs = $recs.Data
+    }
+    $resultsCount = $recs.Count
+    $resultsSoFar += $resultsCount
+    $recommendationsARG += $recs
+
+} while ($resultsCount -eq $ARGPageSize)
+
+Write-Output "Building $($recommendationsARG.Count) recommendations entries"
+
+$recommendations = @()
+
+foreach ($advisorRecommendation in $recommendationsARG)
+{
+    $resourceIdParts = $advisorRecommendation.id.Split('/')
+    if ($resourceIdParts.Count -ge 9)
+    {
+        # if the Resource ID is made of 9 parts, then the recommendation is relative to a specific Azure resource
+        $realResourceIdParts = $resourceIdParts[0..8]
+        $instanceId = ($realResourceIdParts -join "/").ToLower()
+        $resourceGroup = $realResourceIdParts[4].ToLower()
+        $subscriptionId = $realResourceIdParts[2]
+    }
+    else
+    {
+        # otherwise it is not a resource-specific recommendation (for example, reservations)
+        $resourceGroup = "notavailable"
+        $instanceId = $advisorRecommendation.id.ToLower()
+        $subscriptionId = $resourceIdParts[2]
+    }
+
+    if (-not([string]::IsNullOrEmpty($advisorRecommendation.additionalInfo)))
+    {
+        $additionalInfo = $advisorRecommendation.additionalInfo | ConvertTo-Json -Compress
+    }
+    else
+    {
+        $additionalInfo = $null
+    }
+
+    $recommendation = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $cloudEnvironment
+        Category = $advisorRecommendation.category
+        Impact = $advisorRecommendation.impact
+        ImpactedArea = $advisorRecommendation.impactedArea
+        Description = $advisorRecommendation.description
+        RecommendationText = $advisorRecommendation.recommendationText
+        RecommendationTypeId = $advisorRecommendation.recommendationTypeId
+        InstanceId = $instanceId
+        InstanceName = $advisorRecommendation.instanceName
+        Tags = $advisorRecommendation.tags
+        AdditionalInfo = $additionalInfo
+        ResourceGroup = $resourceGroup
+        SubscriptionGuid = $subscriptionId
+        TenantGuid = $tenantId
+    }
+
+    $recommendations += $recommendation
+}
+
+Write-Output "Found $($recommendations.Count) ($CategoryFilter) recommendations..."
+
+$fileDate = $datetime.ToString("yyyyMMdd")
+$advisorFilter = $CategoryFilter.Replace(',','').ToLower()
+$csvExportPath = "$fileDate-$advisorFilter-$scope.csv"
+
+$recommendations | Export-Csv -NoTypeInformation -Path $csvExportPath
+Write-Output "Export to $csvExportPath"
+
+$csvBlobName = $csvExportPath
+$csvProperties = @{"ContentType" = "text/csv"};
+
+Set-AzStorageBlobContent -File $csvExportPath -Container $storageAccountSinkContainer -Properties $csvProperties -Blob $csvBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $csvBlobName to Blob Storage..."
+
+Remove-Item -Path $csvExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $csvExportPath from local disk..."
+
+Write-Output "DONE!"
\ No newline at end of file
diff --git a/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-AzMonitorMetricsToBlobStorage.ps1 b/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-AzMonitorMetricsToBlobStorage.ps1
new file mode 100644
index 000000000..0297b5842
--- /dev/null
+++ b/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-AzMonitorMetricsToBlobStorage.ps1
@@ -0,0 +1,296 @@
+Param (
+    [Parameter(Mandatory = $false)]
+    [string] $TargetSubscription,
+
+    [Parameter(Mandatory = $true)]
+    [string] $ResourceType, # ARM resource type
+
+    [Parameter(Mandatory = $false)]
+    [string] $ARGFilter, # e.g., name != 'master' and sku.tier in ('Basic','Standard','Premium')
+
+    [Parameter(Mandatory = $true)]
+    [string] $MetricNames, # comma-separated metrics names (use Get-AzMetricDefinition for a list of supported metric names for a given resource)
+
+    [Parameter(Mandatory = $true)]
+    [ValidateSet("Maximum", "Minimum", "Average", "Total")]
+    [string] $AggregationType,
+
+    [Parameter(Mandatory = $false)]
+    [ValidateSet("Default", "Maximum", "Minimum", "Average", "Total")]
+    [string] $AggregationOfType = "Default",
+
+    [Parameter(Mandatory = $true)]
+    [string] $TimeSpan, # [d.]hh:mm:ss
+
+    [Parameter(Mandatory = $true)]
+    [string] $TimeGrain, # [d.]hh:mm:ss (00:01:00, 00:05:00, 00:15:00, 00:30:00, 01:00:00, 06:00:00, 12:00:00, 1.00:00:00, 7.00:00:00, 30.00:00:00)
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalCloudEnvironment,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalTenantId,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalCredentialName
+)
+
+$ErrorActionPreference = "Stop"
+
+$cloudEnvironment = Get-AutomationVariable -Name "AzureOptimization_CloudEnvironment" -ErrorAction SilentlyContinue # AzureCloud|AzureChinaCloud
+if ([string]::IsNullOrEmpty($cloudEnvironment))
+{
+    $cloudEnvironment = "AzureCloud"
+}
+$authenticationOption = Get-AutomationVariable -Name  "AzureOptimization_AuthenticationOption" -ErrorAction SilentlyContinue # ManagedIdentity|UserAssignedManagedIdentity
+if ([string]::IsNullOrEmpty($authenticationOption))
+{
+    $authenticationOption = "ManagedIdentity"
+}
+if ($authenticationOption -eq "UserAssignedManagedIdentity")
+{
+    $uamiClientID = Get-AutomationVariable -Name "AzureOptimization_UAMIClientID"
+}
+
+$storageAccountSink = Get-AutomationVariable -Name  "AzureOptimization_StorageSink"
+
+
+$storageAccountSinkEnv = Get-AutomationVariable -Name "AzureOptimization_StorageSinkEnvironment" -ErrorAction SilentlyContinue
+if (-not($storageAccountSinkEnv))
+{
+    $storageAccountSinkEnv = $cloudEnvironment
+}
+$storageAccountSinkKeyCred = Get-AutomationPSCredential -Name "AzureOptimization_StorageSinkKey" -ErrorAction SilentlyContinue
+$storageAccountSinkKey = $null
+if ($storageAccountSinkKeyCred)
+{
+    $storageAccountSink = $storageAccountSinkKeyCred.UserName
+    $storageAccountSinkKey = $storageAccountSinkKeyCred.GetNetworkCredential().Password
+}
+
+$storageAccountSinkContainer = Get-AutomationVariable -Name  "AzureOptimization_AzMonitorContainer" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($storageAccountSinkContainer))
+{
+    $storageAccountSinkContainer = "azmonitorexports"
+}
+
+if (-not([string]::IsNullOrEmpty($externalCredentialName)))
+{
+    $externalCredential = Get-AutomationPSCredential -Name $externalCredentialName
+}
+
+$ARGPageSize = 1000
+
+"Logging in to Azure with $authenticationOption..."
+
+switch ($authenticationOption) {
+    "UserAssignedManagedIdentity" {
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment -AccountId $uamiClientID
+        break
+    }
+    Default { #ManagedIdentity
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment
+        break
+    }
+}
+
+if (-not($storageAccountSinkKey))
+{
+    Write-Output "Getting Storage Account context with login"
+
+    $saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -UseConnectedAccount -Environment $cloudEnvironment
+}
+else
+{
+    Write-Output "Getting Storage Account context with key"
+    $saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -StorageAccountKey $storageAccountSinkKey -Environment $storageAccountSinkEnv
+}
+
+$cloudSuffix = ""
+
+if (-not([string]::IsNullOrEmpty($externalCredentialName)))
+{
+    "Logging in to Azure with $externalCredentialName external credential..."
+    Connect-AzAccount -ServicePrincipal -EnvironmentName $externalCloudEnvironment -Tenant $externalTenantId -Credential $externalCredential
+    $cloudSuffix = $externalCloudEnvironment.ToLower() + "-"
+    $cloudEnvironment = $externalCloudEnvironment
+}
+
+$tenantId = (Get-AzContext).Tenant.Id
+
+if (-not([string]::IsNullOrEmpty($TargetSubscription))) {
+    $subscriptions = $TargetSubscription
+    $subscriptionSuffix = "-" + $TargetSubscription
+}
+else {
+    $subscriptions = Get-AzSubscription | Where-Object { $_.State -eq "Enabled" } | ForEach-Object { "$($_.Id)"}
+    $subscriptionSuffix = "all-" + $tenantId
+}
+
+[TimeSpan]::Parse($TimeGrain) | Out-Null
+$TimeSpanObj = [TimeSpan]::Parse("-$TimeSpan")
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Querying for $ResourceType with page size $ARGPageSize and target subscription $TargetSubscription..."
+
+$allResources = @()
+
+$resultsSoFar = 0
+
+$argWhere = ""
+if (-not([string]::IsNullOrEmpty($ARGFilter)))
+{
+    $argWhere = " and $ARGFilter"
+}
+
+$argQuery = @"
+resources
+| where type =~ '$ResourceType'$argWhere
+| project id, name, subscriptionId, resourceGroup, tenantId
+| order by id asc
+"@
+
+do {
+    if ($resultsSoFar -eq 0) {
+        $resources = Search-AzGraph -Query $argQuery -First $ARGPageSize -Subscription $subscriptions
+    }
+    else {
+        $resources = Search-AzGraph -Query $argQuery -First $ARGPageSize -Skip $resultsSoFar -Subscription $subscriptions
+    }
+    if ($resources -and $resources.GetType().Name -eq "PSResourceGraphResponse")
+    {
+        $resources = $resources.Data
+    }
+    $resultsCount = $resources.Count
+    $resultsSoFar += $resultsCount
+    $allResources += $resources
+
+} while ($resultsCount -eq $ARGPageSize)
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Found $($allResources.Count) resources."
+
+$metrics = $MetricNames.Split(',')
+
+$queryDate = Get-Date
+$utcNow = $queryDate.ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+$utcAgo = $queryDate.Add($TimeSpanObj).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+
+$customMetrics = @()
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Analyzing resources for $MetricNames metrics ($AggregationType with $TimeGrain time grain) since $utcAgo..."
+
+foreach ($resource in $allResources) {
+    $valuesAggregation = @()
+    $foundResource = $true
+    foreach ($metric in $metrics) {
+        $metricValues = Get-AzMetric -ResourceId $resource.id -MetricName $metric -TimeGrain $TimeGrain -AggregationType $AggregationType `
+            -StartTime $utcAgo -EndTime $utcNow -WarningAction SilentlyContinue -ErrorAction Continue
+        if ($metricValues.Data) {
+            if ($valuesAggregation.Count -eq 0) {
+                $valuesAggregation = $metricValues.Data."$AggregationType"
+            }
+            else {
+                for ($i = 0; $i -lt $valuesAggregation.Count; $i++) {
+                    if ($metricValues.Data.Count -gt 1)
+                    {
+                        $valuesAggregation[$i] += $metricValues.Data[$i]."$AggregationType"
+                    }
+                    else
+                    {
+                        $valuesAggregation += $metricValues.Data."$AggregationType"
+                    }
+                }
+            }
+        }
+
+        if (-not($metricValues.Id))
+        {
+            $foundResource = $false
+        }
+    }
+
+    if ($foundResource)
+    {
+        $aggregatedValue = $null
+        $finalAggregationType = $AggregationType
+        if ($AggregationOfType -ne "Default")
+        {
+            $finalAggregationType = $AggregationOfType
+        }
+        if ($valuesAggregation.Count -gt 0) {
+            switch ($finalAggregationType) {
+                "Maximum" {
+                    $aggregatedValue = ($valuesAggregation | Measure-Object -Maximum).Maximum
+                }
+                "Minimum" {
+                    $aggregatedValue = ($valuesAggregation | Measure-Object -Minimum).Minimum
+                }
+                "Average" {
+                    $aggregatedValue = ($valuesAggregation | Measure-Object -Average).Average
+                }
+                "Total" {
+                    $aggregatedValue = ($valuesAggregation | Measure-Object -Sum).Sum
+                }
+            }
+        }
+
+        $customMetric = New-Object PSObject -Property @{
+            Timestamp         = $utcNow
+            Cloud             = $cloudEnvironment
+            TenantGuid        = $resource.tenantId
+            SubscriptionGuid  = $resource.subscriptionId
+            ResourceGroupName = $resource.resourceGroup.ToLower()
+            ResourceName      = $resource.name.ToLower()
+            ResourceId        = $resource.id.ToLower()
+            MetricNames       = $MetricNames
+            AggregationType   = $AggregationType
+            AggregationOfType = $AggregationOfType
+            MetricValue       = $aggregatedValue
+            TimeGrain         = $TimeGrain
+            TimeSpan          = $TimeSpan
+        }
+
+        $customMetrics += $customMetric
+    }
+}
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Found $($customMetrics.Count) resources to collect metrics from..."
+
+$metricMoment = $queryDate.Add($TimeSpanObj).ToUniversalTime().ToString("yyyyMMddHHmmss")
+$ResourceTypeName = $ResourceType.Split('/')[1].ToLower()
+$MetricName = $MetricNames.Replace(',','').Replace(' ','').Replace('/','').ToLower()
+$AggregationOfTypeName = ""
+if ($AggregationOfType -ne "Default")
+{
+    $AggregationOfTypeName = ("-$AggregationOfType").ToLower()
+}
+$AggregationTypeName = "$($AggregationType.ToLower())$AggregationOfTypeName"
+$csvExportPath = "$metricMoment-metrics-$ResourceTypeName-$MetricName-$AggregationTypeName-$subscriptionSuffix.csv"
+
+$ci = [CultureInfo]::new([System.Threading.Thread]::CurrentThread.CurrentCulture.Name)
+if ($ci.NumberFormat.NumberDecimalSeparator -ne '.')
+{
+    Write-Output "Current culture ($($ci.Name)) does not use . as decimal separator"
+    $ci.NumberFormat.NumberDecimalSeparator = '.'
+    [System.Threading.Thread]::CurrentThread.CurrentCulture = $ci
+}
+
+$customMetrics | Export-Csv -Path $csvExportPath -NoTypeInformation
+
+$csvBlobName = $csvExportPath
+
+$csvProperties = @{"ContentType" = "text/csv"};
+
+Set-AzStorageBlobContent -File $csvExportPath -Container $storageAccountSinkContainer -Properties $csvProperties -Blob $csvBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $csvBlobName to Blob Storage..."
+
+Remove-Item -Path $csvExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $csvExportPath from local disk..."
+
diff --git a/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-ConsumptionToBlobStorage.ps1 b/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-ConsumptionToBlobStorage.ps1
new file mode 100644
index 000000000..cda9b13ab
--- /dev/null
+++ b/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-ConsumptionToBlobStorage.ps1
@@ -0,0 +1,896 @@
+param(
+    [Parameter(Mandatory = $false)]
+    [string] $TargetSubscription,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalCloudEnvironment,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalTenantId,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalCredentialName,
+
+    [Parameter(Mandatory = $false)]
+    [string] $targetStartDate, # YYYY-MM-DD format
+
+    [Parameter(Mandatory = $false)]
+    [string] $targetEndDate # YYYY-MM-DD format
+)
+
+$ErrorActionPreference = "Stop"
+$global:hadErrors = $false
+$global:scopesWithErrors = @()
+
+function Authenticate-AzureWithOption
+{
+    param (
+        [string] $authOption = "ManagedIdentity",
+        [string] $cloudEnv = "AzureCloud",
+        [string] $clientID
+    )
+
+    switch ($authOption)
+    {
+        "UserAssignedManagedIdentity"
+        {
+            Connect-AzAccount -Identity -EnvironmentName $cloudEnv -AccountId $clientID
+            break
+        }
+        Default
+        {
+            #ManagedIdentity
+            Connect-AzAccount -Identity -EnvironmentName $cloudEnv
+            break
+        }
+    }
+}
+
+function Generate-CostDetails
+{
+    param (
+        [string] $ScopeId,
+        [string] $ScopeName
+    )
+
+    $MaxTries = 20 # The typical Retry-After is set to 20 seconds. We'll give ~6 minutes overall to download the cost details report
+    $hadErrors = $false
+
+    $CostDetailsApiPath = "$ScopeId/providers/Microsoft.CostManagement/generateCostDetailsReport?api-version=2022-05-01"
+    $body = "{ `"metric`": `"$consumptionMetric`", `"timePeriod`": { `"start`": `"$targetStartDate`", `"end`": `"$targetEndDate`" } }"
+    $result = Invoke-AzRestMethod -Path $CostDetailsApiPath -Method POST -Payload $body
+    $requestResultPath = $result.Headers.Location.PathAndQuery
+    if ($result.StatusCode -in (200, 202))
+    {
+        $tries = 0
+        $requestSuccess = $false
+
+        Write-Output "Obtained cost detail results endpoint: $requestResultPath..."
+
+        Write-Output "Was told to wait $($result.Headers.RetryAfter.Delta.TotalSeconds) seconds."
+
+        $sleepSeconds = 60
+        if ($result.Headers.RetryAfter.Delta.TotalSeconds -gt 0)
+        {
+            $sleepSeconds = $result.Headers.RetryAfter.Delta.TotalSeconds
+        }
+
+        do
+        {
+            $tries++
+            Write-Output "Checking whether export is ready (try $tries)..."
+
+            Start-Sleep -Seconds $sleepSeconds
+            $downloadResult = Invoke-AzRestMethod -Method GET -Path $requestResultPath
+
+            if ($downloadResult.StatusCode -eq 200)
+            {
+
+                Write-Output "Export is ready. Proceeding with CSV download..."
+
+                $downloadBlobJson = $downloadResult.Content | ConvertFrom-Json
+
+                $blobCounter = 0
+                foreach ($blob in $downloadBlobJson.manifest.blobs)
+                {
+                    $blobCounter++
+
+                    Write-Output "Downloading blob $blobCounter..."
+
+                    $csvExportPath = "$env:TEMP\$targetStartDate-$ScopeName-$consumptionMetric-$blobCounter.csv"
+                    $finalCsvExportPath = "$env:TEMP\$targetStartDate-$ScopeName-$consumptionMetric-$blobCounter-final.csv"
+
+                    Invoke-WebRequest -Uri $blob.blobLink -OutFile $csvExportPath
+
+                    Write-Output "Blob downloaded to $csvExportPath successfully."
+
+                    $r = [IO.File]::OpenText($csvExportPath)
+                    $w = [System.IO.StreamWriter]::new($finalCsvExportPath)
+
+                    # header normalization between MCA and EA
+                    $headerConversion = @{
+                        additionalInfo         = "AdditionalInfo"
+                        billingAccountId       = "BillingAccountId"
+                        billingAccountName     = "BillingAccountName"
+                        billingCurrency        = "BillingCurrencyCode"
+                        billingPeriodEndDate   = "BillingPeriodEndDate"
+                        billingPeriodStartDate = "BillingPeriodStartDate"
+                        billingProfileId       = "BillingProfileId"
+                        billingProfileName     = "BillingProfileName"
+                        chargeType             = "ChargeType"
+                        consumedService        = "ConsumedService"
+                        costAllocationRuleName = "CostAllocationRuleName"
+                        costCenter             = "CostCenter"
+                        costInBillingCurrency  = "CostInBillingCurrency"
+                        date                   = "Date"
+                        effectivePrice         = "EffectivePrice"
+                        frequency              = "Frequency"
+                        invoiceSectionId       = "InvoiceSectionId"
+                        invoiceSectionName     = "InvoiceSectionName"
+                        isAzureCreditEligible  = "IsAzureCreditEligible"
+                        meterCategory          = "MeterCategory"
+                        meterId                = "MeterId"
+                        meterName              = "MeterName"
+                        meterRegion            = "MeterRegion"
+                        meterSubCategory       = "MeterSubCategory"
+                        offerId                = "OfferId"
+                        pricingModel           = "PricingModel"
+                        productOrderId         = "ProductOrderId"
+                        productOrderName       = "ProductOrderName"
+                        publisherName          = "PublisherName"
+                        publisherType          = "PublisherType"
+                        quantity               = "Quantity"
+                        reservationId          = "ReservationId"
+                        reservationName        = "ReservationName"
+                        resourceGroupName      = "ResourceGroup"
+                        resourceLocation       = "ResourceLocation"
+                        serviceFamily          = "ServiceFamily"
+                        serviceInfo1           = "ServiceInfo1"
+                        serviceInfo2           = "ServiceInfo2"
+                        subscriptionName       = "SubscriptionName"
+                        tags                   = "Tags"
+                        term                   = "Term"
+                        unitOfMeasure          = "UnitOfMeasure"
+                        unitPrice              = "UnitPrice"
+                    }
+
+                    $lineCounter = 0
+                    while ($r.Peek() -ge 0)
+                    {
+                        $line = $r.ReadLine()
+                        $lineCounter++
+                        if ($lineCounter -eq 1)
+                        {
+                            $headers = $line.Split(",")
+
+                            for ($i = 0; $i -lt $headers.Length; $i++)
+                            {
+                                $header = $headers[$i]
+                                if ($headerConversion.ContainsKey($header))
+                                {
+                                    $headers[$i] = $headerConversion[$header]
+                                }
+                            }
+
+                            $line = $headers -join ","
+
+                            $w.WriteLine($line)
+                        }
+                        else
+                        {
+                            $w.WriteLine($line)
+                        }
+                    }
+                    $r.Dispose()
+                    $w.Close()
+
+                    $csvBlobName = [System.IO.Path]::GetFileName($finalCsvExportPath)
+                    $csvProperties = @{"ContentType" = "text/csv" }
+                    Set-AzStorageBlobContent -File $finalCsvExportPath -Container $storageAccountSinkContainer -Properties $csvProperties -Blob $csvBlobName -Context $saCtx -Force
+
+                    $now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+                    Write-Output "[$now] Uploaded $csvBlobName to Blob Storage..."
+
+                    Remove-Item -Path $csvExportPath -Force
+
+                    $now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+                    Write-Output "[$now] Removed $csvExportPath from local disk..."
+
+                    Remove-Item -Path $finalCsvExportPath -Force
+
+                    $now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+                    Write-Output "[$now] Removed $finalCsvExportPath from local disk..."
+                }
+
+                $requestSuccess = $true
+            }
+            elseif ($downloadResult.StatusCode -eq 202)
+            {
+                Write-Output "Was told to wait a bit more... $($downloadResult.Headers.RetryAfter.Delta.TotalSeconds) seconds."
+
+                $sleepSeconds = 60
+                if ($downloadResult.Headers.RetryAfter.Delta.TotalSeconds -gt 0)
+                {
+                    $sleepSeconds = $downloadResult.Headers.RetryAfter.Delta.TotalSeconds
+                }
+            }
+            elseif ($downloadResult.StatusCode -eq 401)
+            {
+                Write-Output "Had an authentication issue. Will login again and sleep just a couple of seconds."
+
+                if ($authenticationOption -eq "UserAssignedManagedIdentity")
+                {
+                    Authenticate-AzureWithOption -authOption $authenticationOption -cloudEnv $cloudEnvironment -clientID $uamiClientID
+                }
+                else
+                {
+                    Authenticate-AzureWithOption -authOption $authenticationOption -cloudEnv $cloudEnvironment
+                }
+
+                $sleepSeconds = 2
+            }
+            else
+            {
+                $global:hadErrors = $true
+                $global:scopesWithErrors += $ScopeName
+                Write-Warning "Got an unexpected response code: $($downloadResult.StatusCode)"
+            }
+        }
+        while (-not($requestSuccess) -and $tries -lt $MaxTries)
+
+        if (-not($requestSuccess))
+        {
+            $global:hadErrors = $true
+            $global:scopesWithErrors += $ScopeName
+            if ($tries -eq $MaxTries)
+            {
+                Write-Warning "Reached maximum number of tries. Aborting..."
+            }
+            else
+            {
+                Write-Warning "Error returned by the Download Cost Details API. Status Code: $($downloadResult.StatusCode). Message: $($downloadResult.Content)"
+            }
+        }
+        else
+        {
+            Write-Output "Export download processing complete."
+        }
+    }
+    else
+    {
+        if ($result.StatusCode -ne 204)
+        {
+            $global:hadErrors = $true
+            $global:scopesWithErrors += $ScopeName
+            Write-Warning "Error returned by the Generate Cost Details API. Status Code: $($result.StatusCode). Message: $($result.Content)"
+        }
+        else
+        {
+            Write-Output "Request returned 204 No Content"
+        }
+    }
+}
+
+$cloudEnvironment = Get-AutomationVariable -Name "AzureOptimization_CloudEnvironment" -ErrorAction SilentlyContinue # AzureCloud|AzureChinaCloud
+if ([string]::IsNullOrEmpty($cloudEnvironment))
+{
+    $cloudEnvironment = "AzureCloud"
+}
+$authenticationOption = Get-AutomationVariable -Name  "AzureOptimization_AuthenticationOption" -ErrorAction SilentlyContinue # ManagedIdentity|UserAssignedManagedIdentity
+if ([string]::IsNullOrEmpty($authenticationOption))
+{
+    $authenticationOption = "ManagedIdentity"
+}
+if ($authenticationOption -eq "UserAssignedManagedIdentity")
+{
+    $uamiClientID = Get-AutomationVariable -Name "AzureOptimization_UAMIClientID"
+}
+
+$storageAccountSink = Get-AutomationVariable -Name  "AzureOptimization_StorageSink"
+
+
+$storageAccountSinkEnv = Get-AutomationVariable -Name "AzureOptimization_StorageSinkEnvironment" -ErrorAction SilentlyContinue
+if (-not($storageAccountSinkEnv))
+{
+    $storageAccountSinkEnv = $cloudEnvironment
+}
+$storageAccountSinkKeyCred = Get-AutomationPSCredential -Name "AzureOptimization_StorageSinkKey" -ErrorAction SilentlyContinue
+$storageAccountSinkKey = $null
+if ($storageAccountSinkKeyCred)
+{
+    $storageAccountSink = $storageAccountSinkKeyCred.UserName
+    $storageAccountSinkKey = $storageAccountSinkKeyCred.GetNetworkCredential().Password
+}
+
+$storageAccountSinkContainer = Get-AutomationVariable -Name  "AzureOptimization_ConsumptionContainer" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($storageAccountSinkContainer))
+{
+    $storageAccountSinkContainer = "consumptionexports"
+}
+
+if (-not([string]::IsNullOrEmpty($externalCredentialName)))
+{
+    $externalCredential = Get-AutomationPSCredential -Name $externalCredentialName
+}
+
+$consumptionOffsetDays = [int] (Get-AutomationVariable -Name  "AzureOptimization_ConsumptionOffsetDays")
+
+$consumptionMetric = Get-AutomationVariable -Name  "AzureOptimization_ConsumptionMetric" -ErrorAction SilentlyContinue # AmortizedCost|ActualCost
+if ([string]::IsNullOrEmpty($consumptionMetric))
+{
+    $consumptionMetric = "AmortizedCost"
+}
+
+$consumptionAPIOption = Get-AutomationVariable -Name  "AzureOptimization_ConsumptionAPIOption" -ErrorAction SilentlyContinue # CostDetails|UsageDetails
+if ([string]::IsNullOrEmpty($consumptionAPIOption))
+{
+    $consumptionAPIOption = "CostDetails"
+}
+
+$consumptionScope = Get-AutomationVariable -Name  "AzureOptimization_ConsumptionScope" -ErrorAction SilentlyContinue # Subscription|BillingAccount
+if ([string]::IsNullOrEmpty($consumptionScope))
+{
+    "Consumption Scope not specified, defaulting to Subscription"
+    $consumptionScope = "Subscription"
+}
+else
+{
+    "Consumption Scope is $consumptionScope"
+    if ($consumptionScope -eq "BillingAccount")
+    {
+        $BillingAccountID = Get-AutomationVariable -Name  "AzureOptimization_BillingAccountID"
+    }
+    else
+    {
+        if ($consumptionScope -eq "BillingProfile")
+        {
+            $BillingAccountID = Get-AutomationVariable -Name  "AzureOptimization_BillingAccountID"
+            $BillingProfileID = Get-AutomationVariable -Name  "AzureOptimization_BillingProfileID"
+        }
+        else
+        {
+            if ($consumptionScope -ne "Subscription")
+            {
+                throw "Invalid value for AzureOptimization_ConsumptionScope. Valid values are 'Subscription' or 'BillingAccount'."
+            }
+        }
+    }
+}
+
+if ($cloudEnvironment -eq "AzureChinaCloud")
+{
+    $chinaEAEnrollment = Get-AutomationVariable -Name "AzureOptimization_AzureChinaEAEnrollment" -ErrorAction SilentlyContinue
+    $chinaEAKey = Get-AutomationVariable -Name  "AzureOptimization_AzureChinaEAKey" -ErrorAction SilentlyContinue
+}
+
+"Logging in to Azure with $authenticationOption..."
+
+if ($authenticationOption -eq "UserAssignedManagedIdentity")
+{
+    Authenticate-AzureWithOption -authOption $authenticationOption -cloudEnv $cloudEnvironment -clientID $uamiClientID
+}
+else
+{
+    Authenticate-AzureWithOption -authOption $authenticationOption -cloudEnv $cloudEnvironment
+}
+
+if (-not($storageAccountSinkKey))
+{
+    Write-Output "Getting Storage Account context with login"
+
+    $saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -UseConnectedAccount -Environment $cloudEnvironment
+}
+else
+{
+    Write-Output "Getting Storage Account context with key"
+    $saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -StorageAccountKey $storageAccountSinkKey -Environment $storageAccountSinkEnv
+}
+
+if (-not([string]::IsNullOrEmpty($externalCredentialName)))
+{
+    "Logging in to Azure with $externalCredentialName external credential..."
+    Connect-AzAccount -ServicePrincipal -EnvironmentName $externalCloudEnvironment -Tenant $externalTenantId -Credential $externalCredential
+    $cloudEnvironment = $externalCloudEnvironment
+}
+
+# compute start+end dates
+
+if ([string]::IsNullOrEmpty($targetStartDate) -or [string]::IsNullOrEmpty($targetEndDate))
+{
+    $targetStartDate = (Get-Date).Date.AddDays($consumptionOffsetDays * -1).ToString("yyyy-MM-dd")
+    $targetEndDate = $targetStartDate
+}
+
+if ($consumptionScope -eq "Subscription")
+{
+    if (-not([string]::IsNullOrEmpty($TargetSubscription)))
+    {
+        $subscriptions = Get-AzSubscription -SubscriptionId $TargetSubscription
+    }
+    else
+    {
+        $subscriptions = Get-AzSubscription | Where-Object { $_.State -eq "Enabled" }
+    }
+    "Exporting consumption data from $targetStartDate to $targetEndDate for $($subscriptions.Count) subscriptions..."
+}
+else
+{
+    "Exporting consumption data from $targetStartDate to $targetEndDate for $consumptionScope..."
+}
+
+
+# for each subscription, get billing data
+
+$datetime = (Get-Date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+
+if ($cloudEnvironment -eq "AzureChinaCloud" -and -not([string]::IsNullOrEmpty($chinaEAEnrollment)) -and -not([string]::IsNullOrEmpty($chinaEAKey)))
+{
+    $targetMonth = $targetStartDate.Substring(0, 7)
+    $consumption = $null
+    $billingEntries = @()
+
+    $BillingApiUri = "https://ea.azure.cn/rest/$chinaEAEnrollment/usage-report?month=$targetMonth&type=detail&fmt=Csv"
+    $PricesheetApiUri = "https://ea.azure.cn/rest/$chinaEAEnrollment/usage-report?month=$targetMonth&type=pricesheet&fmt=Csv"
+
+    $Headers = @{}
+    $Headers.Add("Authorization", "Bearer $chinaEAKey")
+
+    Write-Output "Getting pricesheet for month $targetMonth (EA enrollment $chinaEAEnrollment)..."
+
+    Invoke-RestMethod -Method Get -Uri $PricesheetApiUri -Headers $Headers -OutFile "pricesheet-$targetMonth.csv"
+
+    Write-Output "Pricesheet data exported to disk as CSV."
+
+    $csvFile = Get-Content -Path "pricesheet-$targetMonth.csv"
+
+    Write-Output "Pricesheet data imported from disk as string."
+
+    Remove-Item -Path "pricesheet-$targetMonth.csv" -Force
+
+    Write-Output "Removed pricesheet-$targetMonth.csv from local disk..."
+
+    $csvFile2 = $csvFile[2..($csvFile.Count - 1)]
+    $headerLine = $csvFile2[0]
+    $columnHeaders = $headerLine.Split(",")
+    for ($i = 0; $i -lt $columnHeaders.Count; $i++)
+    {
+        if ($columnHeaders[$i] -match '.+\((?<ColumnName>.+)\)')
+        {
+            $columnHeaders[$i] = $Matches.ColumnName
+        }
+    }
+    $csvFile2[0] = $columnHeaders -join ","
+
+    Write-Output "Removed first 2 lines and replaced header."
+
+    $pricesheet = $csvFile2 | ConvertFrom-Csv
+
+    Write-Output "Starting Azure China billing export process from $targetStartDate to $targetEndDate (month $targetMonth) for EA enrollment $chinaEAEnrollment..."
+
+    $tries = 0
+    $requestSuccess = $false
+    do
+    {
+        try
+        {
+            $tries++
+            Invoke-RestMethod -Method Get -Uri $BillingApiUri -Headers $Headers -OutFile "usagedetails-$targetStartDate.csv"
+
+            Write-Output "Consumption data exported to disk as CSV."
+
+            $csvFile = Get-Content -Path "usagedetails-$targetStartDate.csv"
+
+            Write-Output "Consumption data imported from disk as string."
+
+            Remove-Item -Path "usagedetails-$targetStartDate.csv" -Force
+
+            Write-Output "Removed usagedetails-$targetStartDate.csv from local disk..."
+
+            $csvFile2 = $csvFile[2..($csvFile.Count - 1)]
+            $headerLine = $csvFile2[0]
+            $columnHeaders = $headerLine.Split(",")
+            for ($i = 0; $i -lt $columnHeaders.Count; $i++)
+            {
+                if ($columnHeaders[$i] -match '.+\((?<ColumnName>.+)\)')
+                {
+                    $columnHeaders[$i] = $Matches.ColumnName
+                }
+            }
+            $csvFile2[0] = $columnHeaders -join ","
+
+            Write-Output "Removed first 2 lines and replaced header."
+
+            $consumption = $csvFile2 | ConvertFrom-Csv
+            $requestSuccess = $true
+        }
+        catch
+        {
+            $ErrorMessage = $_.Exception.Message
+            Write-Warning "Error getting consumption data: $ErrorMessage. $tries of 3 tries. Waiting 60 seconds..."
+            Start-Sleep -s 60
+        }
+
+    } while ( -not($requestSuccess) -and $tries -lt 3 )
+
+    if (-not($requestSuccess))
+    {
+        throw "Failed consumption export"
+    }
+
+    Write-Output "Consumption data in memory as CSV. Processing lines..."
+
+    foreach ($consumptionLine in $consumption)
+    {
+        $usageDate = [Datetime]::ParseExact($consumptionLine.Date, 'MM/dd/yyyy', $null).ToString("yyyy-MM-dd")
+
+        if ($usageDate -ge $targetStartDate -and $usageDate -le $targetEndDate -and ($subscriptions.Count -gt 1 -or $subscriptions.Id -eq $consumptionLine.SubscriptionGuid))
+        {
+            $instanceId = $null
+            $instanceName = $null
+            if ($null -ne $consumptionLine.'Instance ID')
+            {
+                $instanceId = $consumptionLine.'Instance ID'.ToLower()
+                $idParts = $consumptionLine.'Instance ID'.Split("/")
+                $instanceName = $idParts[$idParts.Count - 1].ToLower()
+            }
+
+            $rgName = $null
+            if ($null -ne $consumptionLine.'Resource Group')
+            {
+                $rgName = $consumptionLine.'Resource Group'.ToLower()
+            }
+
+            $convertedCost = 0.0
+            if ([double]$consumptionLine.ExtendedCost -ne 0)
+            {
+                $convertedCost = [double]$consumptionLine.ExtendedCost
+            }
+            $convertedPrice = 0.0
+            if ([double]$consumptionLine.ResourceRate -ne 0)
+            {
+                $convertedPrice = [double]$consumptionLine.ResourceRate
+            }
+
+            $unitPrice = 0.0
+            $partNumber = "N/A"
+            foreach ($priceItem in $pricesheet)
+            {
+                if ($priceItem.Service -eq $consumptionLine.Product)
+                {
+                    $partNumber = $priceItem.'Part Number'
+                    if ($consumptionLine.'Meter Category' -eq "Virtual Machines")
+                    {
+                        $tempUnitPrice = [double] $priceItem.'Unit Price'
+                        $uom = $priceItem.'Unit of Measure'
+                        $currentUnitHours = [int] (Select-String -InputObject $uom -Pattern "^\d+").Matches[0].Value
+                        if ($currentUnitHours -gt 0)
+                        {
+                            $unitPrice = [double] ($tempUnitPrice / $currentUnitHours)
+                        }
+                    }
+                    else
+                    {
+                        $unitPrice = $convertedPrice
+                    }
+                    break
+                }
+            }
+
+            $billingEntry = New-Object PSObject -Property @{
+                Timestamp             = $timestamp
+                SubscriptionId        = $consumptionLine.SubscriptionGuid
+                ResourceGroup         = $rgName
+                ResourceName          = $instanceName
+                ResourceId            = $instanceId
+                Date                  = $consumptionLine.Date
+                Tags                  = $consumptionLine.Tags
+                AdditionalInfo        = $consumptionLine.AdditionalInfo
+                BillingCurrencyCode   = "CNY"
+                ChargeType            = "Usage"
+                ConsumedService       = $consumptionLine.'Consumed Service'
+                CostInBillingCurrency = $convertedCost
+                EffectivePrice        = $convertedPrice
+                Frequency             = "UsageBased"
+                MeterCategory         = $consumptionLine.'Meter Category'
+                MeterId               = $consumptionLine.'Meter ID'
+                MeterName             = $consumptionLine.'Meter Name'
+                MeterSubCategory      = $consumptionLine.'Meter Sub-Category'
+                PartNumber            = $partNumber
+                ProductName           = $consumptionLine.Product
+                Quantity              = $consumptionLine.'Consumed Quantity'
+                UnitOfMeasure         = $consumptionLine.'Unit of Measure'
+                UnitPrice             = $unitPrice
+                ResourceLocation      = $consumptionLine.'Resource Location'
+                AccountOwnerId        = $consumptionLine.AccountOwnerId
+            }
+
+            $billingEntries += $billingEntry
+        }
+    }
+
+    if ($targetStartDate -ne $targetEndDate)
+    {
+        $targetStartDate = "$targetStartDate-$targetEndDate"
+    }
+
+    $csvExportPath = "$targetStartDate-eachina.csv"
+
+    $billingEntries | Export-Csv -Path $csvExportPath -NoTypeInformation
+
+    Write-Output "Exported $($billingEntries.Count) entries as CSV to $csvExportPath"
+
+    $csvBlobName = $csvExportPath
+    $csvProperties = @{"ContentType" = "text/csv" }
+    Set-AzStorageBlobContent -File $csvExportPath -Container $storageAccountSinkContainer -Properties $csvProperties -Blob $csvBlobName -Context $saCtx -Force
+
+    Write-Output "Uploaded to blob storage!"
+
+    Remove-Item -Path $csvExportPath -Force
+
+    Write-Output "Removed $csvExportPath from local disk..."
+}
+else
+{
+    if ($consumptionScope -eq "Subscription")
+    {
+        $CostDetailsSupportedQuotaIDs = @('PayAsYouGo_2014-09-01', 'EnterpriseAgreement_2014-09-01', 'Internal_2014-09-01', 'CSP_2015-05-01')
+        $ConsumptionSupportedQuotaIDs = @('MSDN_2014-09-01')
+
+        foreach ($subscription in $subscriptions)
+        {
+            $subscriptionQuotaID = $subscription.SubscriptionPolicies.QuotaId
+
+            if ($subscriptionQuotaID -in $ConsumptionSupportedQuotaIDs -or $consumptionAPIOption -eq "UsageDetails")
+            {
+                $consumption = $null
+                $billingEntries = @()
+
+                $ConsumptionApiPath = "/subscriptions/$($subscription.Id)/providers/Microsoft.Consumption/usageDetails?api-version=2021-10-01&metric=$($consumptionMetric.ToLower())&%24expand=properties%2FmeterDetails%2Cproperties%2FadditionalInfo&%24filter=properties%2FusageStart%20ge%20%27$targetStartDate%27%20and%20properties%2FusageEnd%20le%20%27$targetEndDate%27"
+
+                "Starting consumption export process from $targetStartDate to $targetEndDate for subscription $($subscription.Name)..."
+
+                do
+                {
+                    if (-not([string]::IsNullOrEmpty($consumption.nextLink)))
+                    {
+                        $ConsumptionApiPath = $consumption.nextLink.Substring($consumption.nextLink.IndexOf("/subscriptions/"))
+                    }
+                    $tries = 0
+                    $requestSuccess = $false
+                    do
+                    {
+                        try
+                        {
+                            $tries++
+                            $consumption = (Invoke-AzRestMethod -Path $ConsumptionApiPath -Method GET).Content | ConvertFrom-Json
+                            $requestSuccess = $true
+                        }
+                        catch
+                        {
+                            $ErrorMessage = $_.Exception.Message
+                            Write-Warning "Error getting consumption data: $ErrorMessage. $tries of 3 tries. Waiting 60 seconds..."
+                            Start-Sleep -s 60
+                        }
+                    } while ( -not($requestSuccess) -and $tries -lt 3 )
+
+                    foreach ($consumptionLine in $consumption.value)
+                    {
+                        if ((Get-Date $consumptionLine.properties.date).ToString("yyyy-MM-dd") -ge $targetStartDate -and (Get-Date $consumptionLine.properties.date).ToString("yyyy-MM-dd") -le $targetEndDate)
+                        {
+                            if ($consumptionLine.tags)
+                            {
+                                $tags = $consumptionLine.tags | ConvertTo-Json -Compress
+                            }
+                            else
+                            {
+                                $tags = $null
+                            }
+
+                            if ($consumptionLine.kind -eq "legacy")
+                            {
+                                # legacy consumption schema
+
+                                $billingEntry = New-Object PSObject -Property @{
+                                    Timestamp              = $timestamp
+                                    AccountName            = $consumptionLine.properties.accountName
+                                    AccountOwnerId         = $consumptionLine.properties.accountOwnerId
+                                    AdditionalInfo         = $consumptionLine.properties.additionalInfo
+                                    benefitId              = $consumptionLine.properties.benefitId
+                                    benefitName            = $consumptionLine.properties.benefitName
+                                    BillingAccountId       = $consumptionLine.properties.billingAccountId
+                                    BillingAccountName     = $consumptionLine.properties.billingAccountName
+                                    BillingCurrencyCode    = $consumptionLine.properties.billingCurrency
+                                    BillingPeriodEndDate   = $consumptionLine.properties.billingPeriodEndDate
+                                    BillingPeriodStartDate = $consumptionLine.properties.billingPeriodStartDate
+                                    BillingProfileId       = $consumptionLine.properties.billingProfileId
+                                    BillingProfileName     = $consumptionLine.properties.billingProfileName
+                                    ChargeType             = $consumptionLine.properties.chargeType
+                                    ConsumedService        = $consumptionLine.properties.consumedService
+                                    CostAllocationRuleName = $consumptionLine.properties.costAllocationRuleName
+                                    CostCenter             = $consumptionLine.properties.costCenter
+                                    CostInBillingCurrency  = $consumptionLine.properties.cost
+                                    Date                   = (Get-Date $consumptionLine.properties.date).ToString("MM/dd/yyyy")
+                                    EffectivePrice         = $consumptionLine.properties.effectivePrice
+                                    Frequency              = $consumptionLine.properties.frequency
+                                    InvoiceSectionName     = $consumptionLine.properties.invoiceSection
+                                    IsAzureCreditEligible  = $consumptionLine.properties.isAzureCreditEligible
+                                    MeterCategory          = $consumptionLine.properties.meterDetails.meterCategory
+                                    MeterId                = $consumptionLine.properties.meterId
+                                    MeterName              = $consumptionLine.properties.meterDetails.meterName
+                                    MeterRegion            = $consumptionLine.properties.meterDetails.meterRegion
+                                    MeterSubCategory       = $consumptionLine.properties.meterDetails.meterSubCategory
+                                    OfferId                = $consumptionLine.properties.offerId
+                                    PartNumber             = $consumptionLine.properties.partNumber
+                                    PayGPrice              = $consumptionLine.properties.PayGPrice
+                                    PlanName               = $consumptionLine.properties.planName
+                                    PricingModel           = $consumptionLine.properties.pricingModel
+                                    ProductName            = $consumptionLine.properties.product
+                                    PublisherName          = $consumptionLine.properties.publisherName
+                                    PublisherType          = $consumptionLine.properties.publisherType
+                                    Quantity               = $consumptionLine.properties.quantity
+                                    ReservationId          = $consumptionLine.properties.reservationId
+                                    ReservationName        = $consumptionLine.properties.reservationName
+                                    ResourceGroup          = $consumptionLine.properties.resourceGroup
+                                    ResourceId             = $consumptionLine.properties.resourceId
+                                    ResourceLocation       = $consumptionLine.properties.resourceLocation
+                                    ResourceName           = $consumptionLine.properties.resourceName
+                                    ServiceFamily          = $consumptionLine.properties.meterDetails.serviceFamily
+                                    SubscriptionId         = $consumptionLine.properties.subscriptionId
+                                    SubscriptionName       = $consumptionLine.properties.subscriptionName
+                                    Tags                   = $tags
+                                    Term                   = $consumptionLine.properties.term
+                                    UnitOfMeasure          = $consumptionLine.properties.meterDetails.unitOfMeasure
+                                    UnitPrice              = $consumptionLine.properties.unitPrice
+                                }
+                            }
+                            elseif ($consumptionLine.kind -eq "modern")
+                            {
+                                # MCA consumption schema
+                                $billingEntry = New-Object PSObject -Property @{
+                                    Timestamp                    = $timestamp
+                                    AdditionalInfo               = $consumptionLine.properties.additionalInfo
+                                    benefitId                    = $consumptionLine.properties.benefitId
+                                    benefitName                  = $consumptionLine.properties.benefitName
+                                    BillingAccountId             = $consumptionLine.properties.billingAccountId
+                                    BillingAccountName           = $consumptionLine.properties.billingAccountName
+                                    BillingCurrencyCode          = $consumptionLine.properties.billingCurrencyCode
+                                    BillingPeriodEndDate         = $consumptionLine.properties.billingPeriodEndDate
+                                    BillingPeriodStartDate       = $consumptionLine.properties.billingPeriodStartDate
+                                    BillingProfileId             = $consumptionLine.properties.billingProfileId
+                                    BillingProfileName           = $consumptionLine.properties.billingProfileName
+                                    ChargeType                   = $consumptionLine.properties.chargeType
+                                    ConsumedService              = $consumptionLine.properties.consumedService
+                                    CostAllocationRuleName       = $consumptionLine.properties.costAllocationRuleName
+                                    CostCenter                   = $consumptionLine.properties.costCenter
+                                    CostInBillingCurrency        = $consumptionLine.properties.costInBillingCurrency
+                                    costInPricingCurrency        = $consumptionLine.properties.costInPricingCurrency
+                                    costInUSD                    = $consumptionLine.properties.costInUSD
+                                    customerName                 = $consumptionLine.properties.customerName
+                                    Date                         = (Get-Date $consumptionLine.properties.date).ToString("MM/dd/yyyy")
+                                    EffectivePrice               = $consumptionLine.properties.effectivePrice
+                                    exchangeRate                 = $consumptionLine.properties.exchangeRate
+                                    exchangeRateDate             = $consumptionLine.properties.exchangeRateDate
+                                    exchangeRatePricingToBilling = $consumptionLine.properties.exchangeRatePricingToBilling
+                                    Frequency                    = $consumptionLine.properties.frequency
+                                    invoiceSectionId             = $consumptionLine.properties.invoiceSectionId
+                                    InvoiceSectionName           = $consumptionLine.properties.invoiceSectionName
+                                    IsAzureCreditEligible        = $consumptionLine.properties.isAzureCreditEligible
+                                    MeterCategory                = $consumptionLine.properties.meterCategory
+                                    MeterId                      = $consumptionLine.properties.meterId
+                                    MeterName                    = $consumptionLine.properties.meterName
+                                    MeterRegion                  = $consumptionLine.properties.meterRegion
+                                    MeterSubCategory             = $consumptionLine.properties.meterSubCategory
+                                    PartNumber                   = $consumptionLine.properties.partNumber
+                                    paygCostInBillingCurrency    = $consumptionLine.properties.paygCostInBillingCurrency
+                                    paygCostInUSD                = $consumptionLine.properties.paygCostInUSD
+                                    PayGPrice                    = $consumptionLine.properties.payGPrice
+                                    PlanName                     = $consumptionLine.properties.planName
+                                    pricingCurrencyCode          = $consumptionLine.properties.pricingCurrencyCode
+                                    PricingModel                 = $consumptionLine.properties.pricingModel
+                                    ProductName                  = $consumptionLine.properties.product
+                                    productIdentifier            = $consumptionLine.properties.productIdentifier
+                                    PublisherName                = $consumptionLine.properties.publisherName
+                                    PublisherType                = $consumptionLine.properties.publisherType
+                                    Quantity                     = $consumptionLine.properties.quantity
+                                    ReservationId                = $consumptionLine.properties.reservationId
+                                    ReservationName              = $consumptionLine.properties.reservationName
+                                    ResourceGroup                = $consumptionLine.properties.resourceGroup
+                                    ResourceId                   = $consumptionLine.properties.instanceName
+                                    ResourceLocation             = $consumptionLine.properties.resourceLocation
+                                    resourceLocationNormalized   = $consumptionLine.properties.resourceLocationNormalized
+                                    ServiceFamily                = $consumptionLine.properties.serviceFamily
+                                    SubscriptionId               = $consumptionLine.properties.subscriptionGuid
+                                    SubscriptionName             = $consumptionLine.properties.subscriptionName
+                                    Tags                         = $tags
+                                    Term                         = $consumptionLine.properties.term
+                                    UnitOfMeasure                = $consumptionLine.properties.unitOfMeasure
+                                    UnitPrice                    = $consumptionLine.properties.unitPrice
+                                }
+                            }
+                            else
+                            {
+                                $global:hadErrors = $true
+                                $global:scopesWithErrors += $ScopeName
+                                if (-not($global:scopesWithErrors -contains ($ScopeName)))
+                                {
+                                    Write-Warning "Unknown consumption line kind: $($consumptionLine.kind)"
+                                }
+                                continue
+                            }
+                            $billingEntries += $billingEntry
+                        }
+                    }
+                }
+                while ($requestSuccess -and -not([string]::IsNullOrEmpty($consumption.nextLink)))
+
+                if ($requestSuccess)
+                {
+                    "Generated $($billingEntries.Count) entries..."
+
+                    "Uploading CSV to Storage"
+
+                    $ci = [CultureInfo]::new([System.Threading.Thread]::CurrentThread.CurrentCulture.Name)
+                    if ($ci.NumberFormat.NumberDecimalSeparator -ne '.')
+                    {
+                        "Current culture ($($ci.Name)) does not use . as decimal separator"
+                        $ci.NumberFormat.NumberDecimalSeparator = '.'
+                        [System.Threading.Thread]::CurrentThread.CurrentCulture = $ci
+                    }
+
+                    $csvExportPath = "$targetStartDate-$($subscription.Id)-$consumptionMetric.csv"
+
+                    $billingEntries | Export-Csv -Path $csvExportPath -NoTypeInformation
+
+                    $csvBlobName = $csvExportPath
+                    $csvProperties = @{"ContentType" = "text/csv" }
+                    Set-AzStorageBlobContent -File $csvExportPath -Container $storageAccountSinkContainer -Properties $csvProperties -Blob $csvBlobName -Context $saCtx -Force
+
+                    $now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+                    "[$now] Uploaded $csvBlobName to Blob Storage..."
+
+                    Remove-Item -Path $csvExportPath -Force
+
+                    $now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+                    "[$now] Removed $csvExportPath from local disk..."
+                }
+                else
+                {
+                    $global:hadErrors = $true
+                    $global:scopesWithErrors += $ScopeName
+                    Write-Warning "Failed to get consumption data for subscription $($subscription.Name)..."
+                }
+            }
+            elseif ($subscriptionQuotaID -in $CostDetailsSupportedQuotaIDs -or $consumptionAPIOption -eq "CostDetails")
+            {
+                "Starting cost details export process from $targetStartDate to $targetEndDate for subscription $($subscription.Name)..."
+                Generate-CostDetails -ScopeId "/subscriptions/$($subscription.Id)" -ScopeName $subscription.Id
+            }
+            else
+            {
+                $global:hadErrors = $true
+                $global:scopesWithErrors += $ScopeName
+                Write-Warning "Subscription quota $subscriptionQuotaID not supported"
+            }
+        }
+    }
+    else
+    {
+        if ($consumptionScope -eq "BillingAccount")
+        {
+            "Starting cost details export process from $targetStartDate to $targetEndDate for Billing Account ID $BillingAccountID..."
+            Generate-CostDetails -ScopeId "/providers/Microsoft.Billing/billingAccounts/$BillingAccountID" -ScopeName $BillingAccountID.Replace(":", "_")
+        }
+        if ($consumptionScope -eq "BillingProfile")
+        {
+            "Starting cost details export process from $targetStartDate to $targetEndDate for Billing Account ID $BillingAccountID / Billing Profile ID $BillingProfileID ..."
+            Generate-CostDetails -ScopeId "/providers/Microsoft.Billing/billingAccounts/$BillingAccountID/billingProfiles/$BillingProfileID" -ScopeName $BillingProfileID
+        }
+    }
+}
+
+if ($global:hadErrors)
+{
+    $scopesWithErrorsString = $global:scopesWithErrors -join ","
+    throw "There were errors during the export process with the following scopes: $scopesWithErrorsString. Please check the output for details."
+}
\ No newline at end of file
diff --git a/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-PolicyComplianceToBlobStorage.ps1 b/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-PolicyComplianceToBlobStorage.ps1
new file mode 100644
index 000000000..f8493abf5
--- /dev/null
+++ b/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-PolicyComplianceToBlobStorage.ps1
@@ -0,0 +1,644 @@
+param(
+    [Parameter(Mandatory = $false)]
+    [string] $TargetSubscription,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalCloudEnvironment,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalTenantId,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalCredentialName,
+
+    [Parameter(Mandatory = $false)]
+    [ValidateSet("ARG", "ARM")]
+    [string] $PolicyStatesEndpoint = "ARG"
+)
+
+$ErrorActionPreference = "Stop"
+
+$cloudEnvironment = Get-AutomationVariable -Name "AzureOptimization_CloudEnvironment" -ErrorAction SilentlyContinue # AzureCloud|AzureChinaCloud
+if ([string]::IsNullOrEmpty($cloudEnvironment))
+{
+    $cloudEnvironment = "AzureCloud"
+}
+$referenceRegion = Get-AutomationVariable -Name "AzureOptimization_ReferenceRegion" -ErrorAction SilentlyContinue # e.g., westeurope
+if ([string]::IsNullOrEmpty($referenceRegion))
+{
+    $referenceRegion = "westeurope"
+}
+$authenticationOption = Get-AutomationVariable -Name  "AzureOptimization_AuthenticationOption" -ErrorAction SilentlyContinue # ManagedIdentity|UserAssignedManagedIdentity
+if ([string]::IsNullOrEmpty($authenticationOption))
+{
+    $authenticationOption = "ManagedIdentity"
+}
+if ($authenticationOption -eq "UserAssignedManagedIdentity")
+{
+    $uamiClientID = Get-AutomationVariable -Name "AzureOptimization_UAMIClientID"
+}
+
+$storageAccountSink = Get-AutomationVariable -Name  "AzureOptimization_StorageSink"
+
+
+$storageAccountSinkEnv = Get-AutomationVariable -Name "AzureOptimization_StorageSinkEnvironment" -ErrorAction SilentlyContinue
+if (-not($storageAccountSinkEnv))
+{
+    $storageAccountSinkEnv = $cloudEnvironment
+}
+$storageAccountSinkKeyCred = Get-AutomationPSCredential -Name "AzureOptimization_StorageSinkKey" -ErrorAction SilentlyContinue
+$storageAccountSinkKey = $null
+if ($storageAccountSinkKeyCred)
+{
+    $storageAccountSink = $storageAccountSinkKeyCred.UserName
+    $storageAccountSinkKey = $storageAccountSinkKeyCred.GetNetworkCredential().Password
+}
+
+$storageAccountSinkContainer = Get-AutomationVariable -Name  "AzureOptimization_PolicyStatesContainer" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($storageAccountSinkContainer))
+{
+    $storageAccountSinkContainer = "policystateexports"
+}
+
+if (-not([string]::IsNullOrEmpty($externalCredentialName)))
+{
+    $externalCredential = Get-AutomationPSCredential -Name $externalCredentialName
+}
+
+$ARGPageSize = 1000
+
+"Logging in to Azure with $authenticationOption..."
+
+switch ($authenticationOption) {
+    "UserAssignedManagedIdentity" {
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment -AccountId $uamiClientID
+        break
+    }
+    Default { #ManagedIdentity
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment
+        break
+    }
+}
+
+if (-not($storageAccountSinkKey))
+{
+    Write-Output "Getting Storage Account context with login"
+
+    $saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -UseConnectedAccount -Environment $cloudEnvironment
+}
+else
+{
+    Write-Output "Getting Storage Account context with key"
+    $saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -StorageAccountKey $storageAccountSinkKey -Environment $storageAccountSinkEnv
+}
+
+$cloudSuffix = ""
+
+if (-not([string]::IsNullOrEmpty($externalCredentialName)))
+{
+    "Logging in to Azure with $externalCredentialName external credential..."
+    Connect-AzAccount -ServicePrincipal -EnvironmentName $externalCloudEnvironment -Tenant $externalTenantId -Credential $externalCredential
+    $cloudSuffix = $externalCloudEnvironment.ToLower() + "-"
+    $cloudEnvironment = $externalCloudEnvironment
+}
+
+$tenantId = (Get-AzContext).Tenant.Id
+
+$allpolicyStates = @()
+
+Write-Output "Getting subscriptions target $TargetSubscription"
+if (-not([string]::IsNullOrEmpty($TargetSubscription)))
+{
+    $subscriptions = $TargetSubscription
+    $subscriptionSuffix = $TargetSubscription
+}
+else
+{
+    $subscriptions = Get-AzSubscription | Where-Object { $_.State -eq "Enabled" -and $_.SubscriptionPolicies.QuotaId -notlike "AAD*" } | ForEach-Object { "$($_.Id)"}
+    $subscriptionSuffix = $cloudSuffix + "all-" + $tenantId
+}
+
+Write-Output "Building Policy display names..."
+
+$policyAssignments = @{}
+$policyInitiatives = @{}
+$policyDefinitions = @{}
+$excludedAssignmentScopes = @()
+$allInitiatives = @()
+
+if ($PolicyStatesEndpoint -eq "ARG")
+{
+    $resultsSoFar = 0
+
+    $argQuery = @"
+    policyresources
+    | where type =~ 'microsoft.authorization/policyassignments'
+    | extend displayName = iif(isnotempty(properties.displayName), tostring(properties.displayName), 'N/A')
+    | distinct id, displayName
+    | order by id asc
+"@
+
+    $argAssignmentsTotal = @()
+
+    do
+    {
+        if ($resultsSoFar -eq 0)
+        {
+            $argAssignments = Search-AzGraph -Query $argQuery -First $ARGPageSize -UseTenantScope
+        }
+        else
+        {
+            $argAssignments = Search-AzGraph -Query $argQuery -First $ARGPageSize -Skip $resultsSoFar -UseTenantScope
+        }
+        if ($argAssignments -and $argAssignments.GetType().Name -eq "PSResourceGraphResponse")
+        {
+            $argAssignments = $argAssignments.Data
+        }
+        $resultsCount = $argAssignments.Count
+        $resultsSoFar += $resultsCount
+        $argAssignmentsTotal += $argAssignments
+
+    } while ($resultsCount -eq $ARGPageSize)
+
+    Write-Output "Building $($argAssignmentsTotal.Count) assignment entries"
+
+    foreach ($assignment in $argAssignmentsTotal)
+    {
+        $policyAssignments.Add($assignment.id, $assignment.displayName)
+    }
+
+    $resultsSoFar = 0
+
+    $argQuery = @"
+    policyresources
+    | where type =~ 'microsoft.authorization/policysetdefinitions'
+    | extend displayName = iif(isnotempty(properties.displayName), tostring(properties.displayName), 'N/A')
+    | distinct id, displayName
+    | order by id asc
+"@
+
+    $argInitiativesTotal = @()
+
+    do
+    {
+        if ($resultsSoFar -eq 0)
+        {
+            $argInitiatives = Search-AzGraph -Query $argQuery -First $ARGPageSize -UseTenantScope
+        }
+        else
+        {
+            $argInitiatives = Search-AzGraph -Query $argQuery -First $ARGPageSize -Skip $resultsSoFar -UseTenantScope
+        }
+        if ($argInitiatives -and $argInitiatives.GetType().Name -eq "PSResourceGraphResponse")
+        {
+            $argInitiatives = $argInitiatives.Data
+        }
+        $resultsCount = $argInitiatives.Count
+        $resultsSoFar += $resultsCount
+        $argInitiativesTotal += $argInitiatives
+
+    } while ($resultsCount -eq $ARGPageSize)
+
+    Write-Output "Building $($argInitiativesTotal.Count) initiative entries"
+
+    foreach ($initiative in $argInitiativesTotal)
+    {
+        $policyInitiatives.Add($initiative.id, $initiative.displayName)
+    }
+
+    $resultsSoFar = 0
+
+    $argQuery = @"
+    policyresources
+    | where type =~ 'microsoft.authorization/policydefinitions'
+    | extend displayName = iif(isnotempty(properties.displayName), tostring(properties.displayName), 'N/A')
+    | distinct id, displayName
+    | order by id asc
+"@
+
+    $argDefinitionsTotal = @()
+
+    do
+    {
+        if ($resultsSoFar -eq 0)
+        {
+            $argDefinitions = Search-AzGraph -Query $argQuery -First $ARGPageSize -UseTenantScope
+        }
+        else
+        {
+            $argDefinitions = Search-AzGraph -Query $argQuery -First $ARGPageSize -Skip $resultsSoFar -UseTenantScope
+        }
+        if ($argDefinitions -and $argDefinitions.GetType().Name -eq "PSResourceGraphResponse")
+        {
+            $argDefinitions = $argDefinitions.Data
+        }
+        $resultsCount = $argDefinitions.Count
+        $resultsSoFar += $resultsCount
+        $argDefinitionsTotal += $argDefinitions
+
+    } while ($resultsCount -eq $ARGPageSize)
+
+    Write-Output "Building $($argDefinitionsTotal.Count) definition entries"
+
+    foreach ($definition in $argDefinitionsTotal)
+    {
+        $policyDefinitions.Add($definition.id, $definition.displayName)
+    }
+}
+else
+{
+    foreach ($sub in $subscriptions)
+    {
+        Select-AzSubscription -SubscriptionId $sub | Out-Null
+        $assignments = Get-AzPolicyAssignment -IncludeDescendent
+        foreach ($assignment in $assignments)
+        {
+            if (-not($policyAssignments[$assignment.PolicyAssignmentId]))
+            {
+                $assignmentName = $assignment.Properties.DisplayName
+                if([string]::IsNullOrWhiteSpace($assignmentName)) {
+                    $policyAssignments.Add($assignment.PolicyAssignmentId, 'N/A')
+                }
+                else  {
+                    $policyAssignments.Add($assignment.PolicyAssignmentId, $assignmentName)
+                }
+            }
+            if ($assignment.Properties.NotScopes -and -not($excludedAssignmentScopes | Where-Object { $_.PolicyAssignmentId -eq $assignment.PolicyAssignmentId }))
+            {
+                $excludedAssignmentScopes += $assignment
+            }
+        }
+
+        $initiatives = Get-AzPolicySetDefinition
+        foreach ($initiative in $initiatives)
+        {
+            if (-not($policyInitiatives[$initiative.PolicySetDefinitionId]))
+            {
+                $setDefinitionName = $initiative.Properties.DisplayName
+                if([string]::IsNullOrWhiteSpace($setDefinitionName)) {
+                    $policyInitiatives.Add($initiative.PolicySetDefinitionId, 'N/A')
+                }
+                else  {
+                    $policyInitiatives.Add($initiative.PolicySetDefinitionId, $setDefinitionName)
+                }
+            }
+            if (-not($allInitiatives | Where-Object { $_.PolicySetDefinitionId -eq $initiative.PolicySetDefinitionId }))
+            {
+                $allInitiatives += $initiative
+            }
+        }
+
+        $definitions = Get-AzPolicyDefinition
+        foreach ($definition in $definitions)
+        {
+            if (-not($policyDefinitions[$definition.PolicyDefinitionId]))
+            {
+                $definitionName = $initiative.Properties.DisplayName
+                if([string]::IsNullOrWhiteSpace($definitionName)) {
+                    $policyDefinitions.Add($definition.PolicyDefinitionId, 'N/A')
+                }
+                else  {
+                    $policyDefinitions.Add($definition.PolicyDefinitionId, $definitionName)
+                }
+            }
+        }
+    }
+}
+
+$policyStatesTotal = @()
+
+Write-Output "Querying for Policy states using $PolicyStatesEndpoint endpoint..."
+
+if ($PolicyStatesEndpoint -eq "ARG")
+{
+    $resultsSoFar = 0
+
+    $argQuery = @"
+    policyresources
+    | where type =~ 'microsoft.policyinsights/policystates'
+    | extend complianceState = tostring(properties.complianceState)
+    | extend complianceReason = tostring(properties.complianceReasonCode)
+    | where complianceState != 'Compliant' and complianceReason !contains 'ResourceNotFound'
+    | extend effect = tostring(properties.policyDefinitionAction)
+    | extend assignmentId = tolower(properties.policyAssignmentId)
+    | extend definitionId = tolower(properties.policyDefinitionId)
+    | extend definitionReferenceId = tolower(properties.policyDefinitionReferenceId)
+    | extend initiativeId = tolower(properties.policySetDefinitionId)
+    | extend resourceId = tolower(properties.resourceId)
+    | extend resourceType = tostring(properties.resourceType)
+    | extend evaluatedOn = todatetime(properties.timestamp)
+    | summarize StatesCount = count() by id, tenantId, subscriptionId, resourceGroup, resourceId, resourceType, complianceState, complianceReason, effect, assignmentId, definitionReferenceId, definitionId, initiativeId, evaluatedOn
+    | union ( policyresources
+        | where type =~ 'microsoft.policyinsights/policystates'
+        | extend complianceState = tostring(properties.complianceState)
+        | where complianceState == 'Compliant'
+        | extend effect = tostring(properties.policyDefinitionAction)
+        | extend assignmentId = tolower(properties.policyAssignmentId)
+        | extend definitionId = tolower(properties.policyDefinitionId)
+        | extend definitionReferenceId = tolower(properties.policyDefinitionReferenceId)
+        | extend initiativeId = tolower(properties.policySetDefinitionId)
+        | summarize StatesCount = count() by tenantId, subscriptionId, complianceState, effect, assignmentId, definitionReferenceId, definitionId, initiativeId
+    )
+    | join kind=leftouter (
+        resources
+        | project resourceId=tolower(id), tags
+    ) on resourceId
+    | project-away resourceId1
+    | order by id asc
+"@
+
+    do
+    {
+        if ($resultsSoFar -eq 0)
+        {
+            $policyStates = Search-AzGraph -Query $argQuery -First $ARGPageSize -Subscription $subscriptions
+        }
+        else
+        {
+            $policyStates = Search-AzGraph -Query $argQuery -First $ARGPageSize -Skip $resultsSoFar -Subscription $subscriptions
+        }
+        if ($policyStates -and $policyStates.GetType().Name -eq "PSResourceGraphResponse")
+        {
+            $policyStates = $policyStates.Data
+        }
+        $resultsCount = $policyStates.Count
+        $resultsSoFar += $resultsCount
+        $policyStatesTotal += $policyStates
+
+    } while ($resultsCount -eq $ARGPageSize)
+
+    Write-Output "Building $($policyStatesTotal.Count) policyState entries"
+}
+else
+{
+    foreach ($sub in $subscriptions)
+    {
+        Select-AzSubscription -SubscriptionId $sub | Out-Null
+        $policyStates = Get-AzPolicyState -All
+
+        $nonCompliantStates = $policyStates | Where-Object { $_.ComplianceState -ne "Compliant" }
+
+        foreach ($policyState in $nonCompliantStates)
+        {
+            $policyStateObject = New-Object PSObject -Property @{
+                tenantId = $tenantId
+                subscriptionId = $sub
+                resourceGroup = $policyState.ResourceGroup
+                resourceId = $policyState.ResourceId
+                resourceType = $policyState.ResourceType
+                complianceState = $policyState.ComplianceState
+                complianceReason = $policyState.AdditionalProperties.complianceReasonCode
+                effect = $policyState.PolicyDefinitionAction
+                assignmentId = $policyState.PolicyAssignmentId
+                initiativeId = $policyState.PolicySetDefinitionId
+                definitionId = $policyState.PolicyDefinitionId
+                definitionReferenceId = $policyState.PolicyDefinitionReferenceId
+                evaluatedOn = $policyState.Timestamp
+                StatesCount = 1
+            }
+            $policyStatesTotal += $policyStateObject
+        }
+
+        $compliantStates = $policyStates | Where-Object { $_.ComplianceState -eq "Compliant" } `
+            | Group-Object PolicyDefinitionAction, PolicyAssignmentId, PolicyDefinitionId, PolicyDefinitionReferenceId, PolicySetDefinitionId
+
+        foreach ($policyState in $compliantStates)
+        {
+            $compliantStateProps = $policyState.Name.Split(',')
+            $definitionReferenceId = $null
+            if ($compliantStateProps[3])
+            {
+                $definitionReferenceId = $compliantStateProps[3].Trim().ToLower()
+            }
+            $initiativeId = $null
+            if ($compliantStateProps[4])
+            {
+                $initiativeId = $compliantStateProps[4].Trim().ToLower()
+            }
+
+            $policyStateObject = New-Object PSObject -Property @{
+                tenantId = $tenantId
+                subscriptionId = $sub
+                complianceState = "Compliant"
+                effect = $compliantStateProps[0]
+                assignmentId = $compliantStateProps[1].Trim().ToLower()
+                definitionId = $compliantStateProps[2].Trim().ToLower()
+                definitionReferenceId = $definitionReferenceId
+                initiativeId = $initiativeId
+                StatesCount = $policyState.Count
+            }
+            $policyStatesTotal += $policyStateObject
+        }
+    }
+
+    Write-Output "Building $($policyStatesTotal.Count) policyState entries"
+}
+
+$datetime = (Get-Date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+$statusDate = $datetime.ToString("yyyy-MM-dd")
+
+foreach ($policyState in $policyStatesTotal)
+{
+    $resourceGroup = $null
+    if ($policyState.resourceGroup)
+    {
+        $resourceGroup = $policyState.resourceGroup.ToLower()
+    }
+
+    if (-not([string]::IsNullOrEmpty($policyState.tags)))
+    {
+        $tags = $policyState.tags | ConvertTo-Json -Compress
+    }
+    else
+    {
+        $tags = $null
+    }
+
+    $logentry = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $cloudEnvironment
+        TenantGuid = $policyState.tenantId
+        SubscriptionGuid = $policyState.subscriptionId
+        ResourceGroupName = $resourceGroup
+        ResourceId = $policyState.resourceId
+        ResourceType = $policyState.resourceType
+        ComplianceState = $policyState.complianceState
+        ComplianceReason = $policyState.complianceReason
+        Effect = $policyState.effect
+        AssignmentId = $policyState.assignmentId
+        AssignmentName = $policyAssignments[$policyState.assignmentId]
+        InitiativeId = $policyState.initiativeId
+        InitiativeName = $policyInitiatives[$policyState.initiativeId]
+        DefinitionId = $policyState.definitionId
+        DefinitionName = $policyDefinitions[$policyState.definitionId]
+        DefinitionReferenceId = $policyState.definitionReferenceId
+        EvaluatedOn = $policyState.evaluatedOn
+        StatesCount = $policyState.StatesCount
+        Tags = $tags
+        StatusDate = $statusDate
+    }
+
+    $allpolicyStates += $logentry
+}
+
+if ($PolicyStatesEndpoint -eq "ARG")
+{
+    $resultsSoFar = 0
+
+    $argQuery = @"
+    policyresources
+    | where type =~ 'microsoft.authorization/policyassignments'
+    | where array_length(properties.notScopes) > 0
+    | mv-expand notScope = properties.notScopes
+    | extend policyAssignmentId = tolower(id)
+    | extend assignmentPolicyDefinitionId = tolower(properties.policyDefinitionId)
+    | join kind=leftouter (
+        policyresources
+        | where type =~ 'microsoft.authorization/policysetdefinitions'
+        | mv-expand policyDefinition = properties.policyDefinitions
+        | project policySetDefinitionId = tolower(id), policyDefinitionId = tolower(policyDefinition.policyDefinitionId), policyDefinitionReferenceId = tolower(policyDefinition.policyDefinitionReferenceId)
+    ) on `$left.assignmentPolicyDefinitionId == `$right.policySetDefinitionId
+    | project policyAssignmentId, notScope, assignmentPolicyDefinitionId, policySetDefinitionId, policyDefinitionId, policyDefinitionReferenceId
+    | order by policyDefinitionReferenceId, tostring(notScope)
+"@
+
+    do
+    {
+        if ($resultsSoFar -eq 0)
+        {
+            $argExcludedAssignments = Search-AzGraph -Query $argQuery -First $ARGPageSize -UseTenantScope
+        }
+        else
+        {
+            $argExcludedAssignments = Search-AzGraph -Query $argQuery -First $ARGPageSize -Skip $resultsSoFar -UseTenantScope
+        }
+        if ($argExcludedAssignments -and $argExcludedAssignments.GetType().Name -eq "PSResourceGraphResponse")
+        {
+            $argExcludedAssignments = $argExcludedAssignments.Data
+        }
+        $resultsCount = $argExcludedAssignments.Count
+        $resultsSoFar += $resultsCount
+        $excludedAssignmentScopes += $argExcludedAssignments
+
+    } while ($resultsCount -eq $ARGPageSize)
+
+    Write-Output "Adding excluded scopes from $($excludedAssignmentScopes.Count) assignments"
+
+    foreach ($excludedAssignmentScope in $excludedAssignmentScopes)
+    {
+        if (-not([String]::IsNullOrEmpty($excludedAssignmentScope.policySetDefinitionId)))
+        {
+            $initiativeId = $excludedAssignmentScope.policySetDefinitionId
+            $initiativeName = $policyInitiatives[$initiativeId]
+            $definitionReferenceId = $excludedAssignmentScope.policyDefinitionReferenceId
+            $definitionId = $excludedAssignmentScope.policyDefinitionId
+        }
+        else
+        {
+            $initiativeId = $null
+            $initiativeName = $null
+            $definitionReferenceId = $null
+            $definitionId = $excludedAssignmentScope.assignmentPolicyDefinitionId
+        }
+
+        $logentry = New-Object PSObject -Property @{
+            Timestamp = $timestamp
+            Cloud = $cloudEnvironment
+            TenantGuid = $tenantId
+            ResourceId = $excludedAssignmentScope.notScope
+            ComplianceState = 'Excluded'
+            AssignmentId = $excludedAssignmentScope.policyAssignmentId
+            AssignmentName = $policyAssignments[$excludedAssignmentScope.policyAssignmentId]
+            InitiativeId = $initiativeId
+            InitiativeName = $initiativeName
+            DefinitionId = $definitionId
+            DefinitionName = $policyDefinitions[$definitionId]
+            DefinitionReferenceId = $definitionReferenceId
+            StatusDate = $statusDate
+        }
+
+        $allpolicyStates += $logentry
+    }
+}
+else
+{
+    Write-Output "Adding excluded scopes from $($excludedAssignmentScopes.Count) assignments"
+
+    foreach ($excludedAssignment in $excludedAssignmentScopes)
+    {
+        $excludedIDs = @()
+        $excludedInitiative = $allInitiatives | Where-Object { $_.PolicySetDefinitionId -eq $excludedAssignment.Properties.PolicyDefinitionId }
+        if ($excludedInitiative)
+        {
+            $excludedDefinitions = $excludedInitiative.Properties.PolicyDefinitions
+            foreach ($excludedDefinition in $excludedDefinitions)
+            {
+                $excludedIDs += "$($excludedDefinition.policyDefinitionId)|$($excludedDefinition.policyDefinitionReferenceId)"
+            }
+        }
+        else
+        {
+            $excludedIDs += $excludedAssignment.Properties.PolicyDefinitionId
+        }
+
+        foreach ($excludedID in $excludedIDs)
+        {
+            $excludedIDParts = $excludedID.Split('|')
+            $definitionId = $excludedIDParts[0].ToLower()
+            $definitionReferenceId = $null
+            if (-not([string]::IsNullOrEmpty($excludedIDParts[1])))
+            {
+                $definitionReferenceId = $excludedIDParts[1].ToLower()
+            }
+
+            $initiativeId = $null
+            $initiativeName = $null
+            if ($excludedInitiative)
+            {
+                $initiativeId = $excludedInitiative.PolicySetDefinitionId.ToLower()
+                $initiativeName = $policyInitiatives[$initiativeId]
+            }
+
+            foreach ($notScope in $excludedAssignment.Properties.NotScopes)
+            {
+                $logentry = New-Object PSObject -Property @{
+                    Timestamp = $timestamp
+                    Cloud = $cloudEnvironment
+                    TenantGuid = $tenantId
+                    ResourceId = $notScope.ToLower()
+                    ComplianceState = 'Excluded'
+                    AssignmentId = $excludedAssignment.PolicyAssignmentId.ToLower()
+                    AssignmentName = $policyAssignments[$excludedAssignment.PolicyAssignmentId]
+                    InitiativeId = $initiativeId
+                    InitiativeName = $initiativeName
+                    DefinitionId = $definitionId
+                    DefinitionName = $policyDefinitions[$definitionId]
+                    DefinitionReferenceId = $definitionReferenceId
+                    StatusDate = $statusDate
+                }
+
+                $allpolicyStates += $logentry
+            }
+        }
+    }
+}
+
+Write-Output "Uploading CSV to Storage"
+
+$today = $datetime.ToString("yyyyMMdd")
+$csvExportPath = "$today-policyStates-$subscriptionSuffix.csv"
+
+$allpolicyStates | Export-Csv -Path $csvExportPath -NoTypeInformation
+
+$csvBlobName = $csvExportPath
+
+$csvProperties = @{"ContentType" = "text/csv"};
+
+Set-AzStorageBlobContent -File $csvExportPath -Container $storageAccountSinkContainer -Properties $csvProperties -Blob $csvBlobName -Context $saCtx -Force
+
+Write-Output "Uploaded $csvBlobName to Blob Storage..."
+
+Remove-Item -Path $csvExportPath -Force
+
+Write-Output "Removed $csvExportPath from local disk..."
\ No newline at end of file
diff --git a/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-PriceSheetToBlobStorage.ps1 b/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-PriceSheetToBlobStorage.ps1
new file mode 100644
index 000000000..627477450
--- /dev/null
+++ b/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-PriceSheetToBlobStorage.ps1
@@ -0,0 +1,460 @@
+param(
+    [Parameter(Mandatory = $false)]
+    [string] $BillingAccountID,
+
+    [Parameter(Mandatory = $false)]
+    [string] $BillingProfileID,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalCloudEnvironment,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalTenantId,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalCredentialName,
+
+    [Parameter(Mandatory = $false)]
+    [string] $billingPeriod, # YYYYMM format
+
+    [Parameter(Mandatory = $false)]
+    [string] $meterCategories, # comma-separated meter categories (for example, "Virtual Machines,Storage")
+
+    [Parameter(Mandatory = $false)]
+    [string] $meterRegions # comma-separated billing meter regions (for example, "EU North,EU West")
+)
+
+$ErrorActionPreference = "Stop"
+
+function Authenticate-AzureWithOption
+{
+    param (
+        [string] $authOption = "ManagedIdentity",
+        [string] $cloudEnv = "AzureCloud",
+        [string] $clientID
+    )
+
+    switch ($authOption)
+    {
+        "UserAssignedManagedIdentity"
+        {
+            Connect-AzAccount -Identity -EnvironmentName $cloudEnv -AccountId $clientID
+            break
+        }
+        Default
+        {
+            #ManagedIdentity
+            Connect-AzAccount -Identity -EnvironmentName $cloudEnv
+            break
+        }
+    }
+}
+
+$cloudEnvironment = Get-AutomationVariable -Name "AzureOptimization_CloudEnvironment" -ErrorAction SilentlyContinue # AzureCloud|AzureChinaCloud
+if ([string]::IsNullOrEmpty($cloudEnvironment))
+{
+    $cloudEnvironment = "AzureCloud"
+}
+$authenticationOption = Get-AutomationVariable -Name  "AzureOptimization_AuthenticationOption" -ErrorAction SilentlyContinue # ManagedIdentity|UserAssignedManagedIdentity
+if ([string]::IsNullOrEmpty($authenticationOption))
+{
+    $authenticationOption = "ManagedIdentity"
+}
+if ($authenticationOption -eq "UserAssignedManagedIdentity")
+{
+    $uamiClientID = Get-AutomationVariable -Name "AzureOptimization_UAMIClientID"
+}
+
+$storageAccountSink = Get-AutomationVariable -Name  "AzureOptimization_StorageSink"
+
+
+$storageAccountSinkEnv = Get-AutomationVariable -Name "AzureOptimization_StorageSinkEnvironment" -ErrorAction SilentlyContinue
+if (-not($storageAccountSinkEnv))
+{
+    $storageAccountSinkEnv = $cloudEnvironment
+}
+$storageAccountSinkKeyCred = Get-AutomationPSCredential -Name "AzureOptimization_StorageSinkKey" -ErrorAction SilentlyContinue
+$storageAccountSinkKey = $null
+if ($storageAccountSinkKeyCred)
+{
+    $storageAccountSink = $storageAccountSinkKeyCred.UserName
+    $storageAccountSinkKey = $storageAccountSinkKeyCred.GetNetworkCredential().Password
+}
+
+$storageAccountSinkContainer = Get-AutomationVariable -Name  "AzureOptimization_PriceSheetContainer" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($storageAccountSinkContainer))
+{
+    $storageAccountSinkContainer = "pricesheetexports"
+}
+
+if (-not([string]::IsNullOrEmpty($externalCredentialName)))
+{
+    $externalCredential = Get-AutomationPSCredential -Name $externalCredentialName
+}
+
+$consumptionOffsetDays = [int] (Get-AutomationVariable -Name  "AzureOptimization_ConsumptionOffsetDays")
+$meterCategoriesVar = Get-AutomationVariable -Name "AzureOptimization_PriceSheetMeterCategories" -ErrorAction SilentlyContinue
+$meterRegionsVar = Get-AutomationVariable -Name "AzureOptimization_PriceSheetMeterRegions" -ErrorAction SilentlyContinue
+$BillingAccountIDVar = Get-AutomationVariable -Name  "AzureOptimization_BillingAccountID" -ErrorAction SilentlyContinue
+$BillingProfileIDVar = Get-AutomationVariable -Name  "AzureOptimization_BillingProfileID" -ErrorAction SilentlyContinue
+
+"Logging in to Azure with $authenticationOption..."
+
+if ($authenticationOption -eq "UserAssignedManagedIdentity")
+{
+    Authenticate-AzureWithOption -authOption $authenticationOption -cloudEnv $cloudEnvironment -clientID $uamiClientID
+}
+else
+{
+    Authenticate-AzureWithOption -authOption $authenticationOption -cloudEnv $cloudEnvironment
+}
+
+if (-not($storageAccountSinkKey))
+{
+    Write-Output "Getting Storage Account context with login"
+
+    $saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -UseConnectedAccount -Environment $cloudEnvironment
+}
+else
+{
+    Write-Output "Getting Storage Account context with key"
+    $saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -StorageAccountKey $storageAccountSinkKey -Environment $storageAccountSinkEnv
+}
+
+if (-not([string]::IsNullOrEmpty($externalCredentialName)))
+{
+    "Logging in to Azure with $externalCredentialName external credential..."
+    Connect-AzAccount -ServicePrincipal -EnvironmentName $externalCloudEnvironment -Tenant $externalTenantId -Credential $externalCredential
+    $cloudEnvironment = $externalCloudEnvironment
+}
+
+# compute billing period
+
+if ([string]::IsNullOrEmpty($billingPeriod))
+{
+    $billingPeriod = (Get-Date).Date.AddDays($consumptionOffsetDays * -1).ToString("yyyyMM")
+}
+
+$exportDate = (Get-Date).ToUniversalTime().ToString("yyyyMMdd")
+
+if ([string]::IsNullOrEmpty($BillingAccountID) -and -not([string]::IsNullOrEmpty($BillingAccountIDVar)))
+{
+    $BillingAccountID = $BillingAccountIDVar
+}
+
+if ([string]::IsNullOrEmpty($BillingProfileID) -and -not([string]::IsNullOrEmpty($BillingProfileIDVar)))
+{
+    $BillingProfileID = $BillingProfileIDVar
+}
+
+$mcaBillingAccountIdRegex = "([A-Za-z0-9]+(-[A-Za-z0-9]+)+):([A-Za-z0-9]+(-[A-Za-z0-9]+)+)_[0-9]{4}-[0-9]{2}-[0-9]{2}"
+$mcaBillingProfileIdRegex = "([A-Za-z0-9]+(-[A-Za-z0-9]+)+)"
+
+if ([string]::IsNullOrEmpty($BillingAccountID))
+{
+    throw "Billing Account ID undefined. Use either the AzureOptimization_BillingAccountID variable or the BillingAccountID parameter"
+}
+else
+{
+    if ($BillingAccountID -match $mcaBillingAccountIdRegex)
+    {
+        if ([string]::IsNullOrEmpty($BillingProfileID))
+        {
+            throw "Billing Profile ID undefined for MCA. Use either the AzureOptimization_BillingProfileID variable or the BillingProfileID parameter"
+        }
+        if (-not($BillingProfileID -match $mcaBillingProfileIdRegex))
+        {
+            throw "Billing Profile ID does not follow pattern for MCA: ([A-Za-z0-9]+(-[A-Za-z0-9]+)+)"
+        }
+    }
+}
+
+if (-not([string]::IsNullOrEmpty($meterCategoriesVar)))
+{
+    $meterCategories = $meterCategoriesVar
+}
+
+if (-not([string]::IsNullOrEmpty($meterRegionsVar)))
+{
+    $meterRegions = $meterRegionsVar
+}
+
+$meterCategoryFilters = $null
+$meterRegionFilters = $null
+
+if (-not([string]::IsNullOrEmpty($meterCategories)))
+{
+    $meterCategoryFilters = $meterCategories.Split(',')
+}
+
+if (-not([string]::IsNullOrEmpty($meterRegions)))
+{
+    $meterRegionFilters = $meterRegions.Split(',')
+}
+
+function Generate-Pricesheet
+{
+    param (
+        [string] $InputCSVPath,
+        [string] $OutputCSVPath,
+        [string] $HeaderLine
+    )
+
+    # header normalization between MCA and EA
+    $headerConversion = @{
+        'Meter ID'           = "MeterID"
+        meterId              = "MeterID"
+        'Meter name'         = "MeterName"
+        meterName            = "MeterName"
+        'Meter category'     = "MeterCategory"
+        meterCategory        = "MeterCategory"
+        'Meter sub-category' = "MeterSubCategory"
+        meterSubCategory     = "MeterSubCategory"
+        'Meter region'       = "MeterRegion"
+        meterRegion          = "MeterRegion"
+        'Unit of measure'    = "UnitOfMeasure"
+        unitOfMeasure        = "UnitOfMeasure"
+        'Part number'        = "PartNumber"
+        'Unit price'         = "UnitPrice"
+        unitPrice            = "UnitPrice"
+        'Currency code'      = "CurrencyCode"
+        currency             = "CurrencyCode"
+        'Included quantity'  = "IncludedQuantity"
+        includedQuantity     = "IncludedQuantity"
+        'Offer Id'           = "OfferId"
+        Term                 = "Term"
+        'Price type'         = "PriceType"
+        priceType            = "PriceType"
+    }
+
+    $r = [IO.File]::OpenText($InputCSVPath)
+    $w = [System.IO.StreamWriter]::new($OutputCSVPath)
+    $lineCounter = 0
+    while ($r.Peek() -ge 0)
+    {
+        $line = $r.ReadLine()
+        $lineCounter++
+        if ($lineCounter -eq $HeaderLine)
+        {
+            $headers = $line.Split(",")
+
+            for ($i = 0; $i -lt $headers.Length; $i++)
+            {
+                $header = $headers[$i]
+                if ($headerConversion.ContainsKey($header))
+                {
+                    $headers[$i] = $headerConversion[$header]
+                }
+            }
+
+            $line = $headers -join ","
+
+            if (-not($line -match "SubCategory"))
+            {
+                throw "Pricesheet format has changed at line $HeaderLine - $line"
+            }
+
+            Write-Output "New headers: $line"
+
+            $w.WriteLine($line)
+        }
+        else
+        {
+            if ($lineCounter -gt $HeaderLine)
+            {
+                $categoryWriteLine = $categoryWriteLineDefault
+                $regionWriteLine = $regionWriteLineDefault
+
+                foreach ($meterCategory in $meterCategoryFilters)
+                {
+                    if ($line -match ",$meterCategory,")
+                    {
+                        $categoryWriteLine = $true
+                        break
+                    }
+                }
+
+                foreach ($meterRegion in $meterRegionFilters)
+                {
+                    if ($line -match ",$meterRegion,")
+                    {
+                        $regionWriteLine = $true
+                        break
+                    }
+                }
+
+                if ($categoryWriteLine -eq $true -and $regionWriteLine -eq $true)
+                {
+                    $w.WriteLine($line)
+                }
+            }
+        }
+    }
+    $r.Dispose()
+    $w.Close()
+
+    $csvBlobName = [System.IO.Path]::GetFileName($OutputCSVPath)
+    $csvProperties = @{"ContentType" = "text/csv" }
+    Set-AzStorageBlobContent -File $OutputCSVPath -Container $storageAccountSinkContainer -Properties $csvProperties -Blob $csvBlobName -Context $saCtx -Force
+
+    $now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+    Write-Output "[$now] Uploaded $csvBlobName to Blob Storage..."
+
+    Remove-Item -Path $InputCSVPath -Force
+
+    $now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+    Write-Output "[$now] Removed $InputCSVPath from local disk..."
+
+    Remove-Item -Path $OutputCSVPath -Force
+
+    $now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+    Write-Output "[$now] Removed $OutputCSVPath from local disk..."
+}
+
+Write-Output "Starting pricesheet export process for $billingPeriod billing period for Billing Account $BillingAccountID..."
+
+$MaxTries = 50 # The typical Retry-After is set to 20 seconds. We'll give ~15 minutes overall to download the pricesheet report
+
+if ($BillingAccountID -match $mcaBillingAccountIdRegex)
+{
+    $PriceSheetApiPath = "/providers/Microsoft.Billing/billingAccounts/$BillingAccountID/billingProfiles/$BillingProfileID/providers/Microsoft.CostManagement/pricesheets/default/download?api-version=2023-11-01&format=csv"
+    $result = Invoke-AzRestMethod -Path $PriceSheetApiPath -Method POST
+}
+else
+{
+    $PriceSheetApiPath = "/providers/Microsoft.Billing/billingAccounts/$BillingAccountID/billingPeriods/$billingPeriod/providers/Microsoft.Consumption/pricesheets/download?api-version=2023-11-01&ln=en"
+    $result = Invoke-AzRestMethod -Path $PriceSheetApiPath -Method GET
+}
+
+$requestResultPath = $result.Headers.Location.PathAndQuery
+if ($result.StatusCode -in (200, 202))
+{
+    $tries = 0
+    $requestSuccess = $false
+
+    Write-Output "Obtained pricesheet results endpoint: $requestResultPath..."
+
+    Write-Output "Was told to wait $($result.Headers.RetryAfter.Delta.TotalSeconds) seconds."
+
+    $sleepSeconds = 60
+    if ($result.Headers.RetryAfter.Delta.TotalSeconds -gt 0)
+    {
+        $sleepSeconds = $result.Headers.RetryAfter.Delta.TotalSeconds
+    }
+
+    do
+    {
+        $tries++
+        Write-Output "Checking whether export is ready (try $tries)..."
+
+        Start-Sleep -Seconds $sleepSeconds
+        $downloadResult = Invoke-AzRestMethod -Method GET -Path $requestResultPath
+
+        if ($downloadResult.StatusCode -eq 200)
+        {
+            Write-Output "Filtering data with meter categories $meterCategories and meter regions $meterRegions to $finalCsvExportPath..."
+
+            $categoryWriteLineDefault = $true
+            if ($meterCategoryFilters.Count -gt 0)
+            {
+                $categoryWriteLineDefault = $false
+            }
+            $regionWriteLineDefault = $true
+            if ($meterRegionFilters.Count -gt 0)
+            {
+                $regionWriteLineDefault = $false
+            }
+
+            Write-Output "Defaulting to meter categories writes $($categoryWriteLineDefault) and meter regions writes $($regionWriteLineDefault)..."
+
+            if ($BillingAccountID -match $mcaBillingAccountIdRegex)
+            {
+                Write-Output "Export is ready. Proceeding with ZIP download..."
+                $downloadUrl = ($downloadResult.Content | ConvertFrom-Json).publishedEntity.properties.downloadUrl
+                $zipExportPath = "$env:TEMP\pricesheet-$BillingProfileID-$exportDate.zip"
+                $zipExpandPath = "$env:TEMP\pricesheet"
+                Invoke-WebRequest -Uri $downloadUrl -OutFile $zipExportPath
+                Write-Output "Blob downloaded to $zipExportPath successfully."
+                Expand-Archive -LiteralPath $zipExportPath -DestinationPath $zipExpandPath -Force
+                Write-Output "Zip expanded to $zipExpandPath successfully."
+                $csvFiles = Get-ChildItem -Path $zipExpandPath -Filter *.csv -Recurse
+                foreach ($csvFile in $csvFiles)
+                {
+                    $csvExportPath = $csvFile.FullName
+                    $finalCsvExportPath = "$env:TEMP\$($csvFile.Name)-final.csv"
+                    Generate-Pricesheet -InputCSVPath $csvExportPath -OutputCSVPath $finalCsvExportPath -HeaderLine 1
+                }
+                Remove-Item -Path $zipExportPath -Force
+                $now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+                Write-Output "[$now] Removed $zipExportPath from local disk..."
+            }
+            else
+            {
+                Write-Output "Export is ready. Proceeding with CSV download..."
+                $downloadUrl = ($downloadResult.Content | ConvertFrom-Json).properties.downloadUrl
+                $csvExportPath = "$env:TEMP\pricesheet-$billingPeriod-$BillingAccountID.csv"
+                $finalCsvExportPath = "$env:TEMP\pricesheet-$billingPeriod-$BillingAccountID$($meterCategories.Replace(',',''))$($meterRegions.Replace(',',''))-$exportDate-final.csv"
+                Invoke-WebRequest -Uri $downloadUrl -OutFile $csvExportPath
+                Write-Output "Blob downloaded to $csvExportPath successfully."
+                Generate-Pricesheet -InputCSVPath $csvExportPath -OutputCSVPath $finalCsvExportPath -HeaderLine 3
+            }
+
+            $requestSuccess = $true
+        }
+        elseif ($downloadResult.StatusCode -eq 202)
+        {
+            Write-Output "Was told to wait a bit more... $($downloadResult.Headers.RetryAfter.Delta.TotalSeconds) seconds."
+
+            $sleepSeconds = 60
+            if ($downloadResult.Headers.RetryAfter.Delta.TotalSeconds -gt 0)
+            {
+                $sleepSeconds = $downloadResult.Headers.RetryAfter.Delta.TotalSeconds
+            }
+        }
+        elseif ($downloadResult.StatusCode -eq 401)
+        {
+            Write-Output "Had an authentication issue. Will login again and sleep just a couple of seconds."
+
+            if ($authenticationOption -eq "UserAssignedManagedIdentity")
+            {
+                Authenticate-AzureWithOption -authOption $authenticationOption -cloudEnv $cloudEnvironment -clientID $uamiClientID
+            }
+            else
+            {
+                Authenticate-AzureWithOption -authOption $authenticationOption -cloudEnv $cloudEnvironment
+            }
+
+            $sleepSeconds = 2
+        }
+        else
+        {
+            Write-Output "Got an unexpected response code: $($downloadResult.StatusCode)"
+        }
+    }
+    while (-not($requestSuccess) -and $tries -lt $MaxTries)
+
+    if ($tries -ge $MaxTries)
+    {
+        throw "Couldn't complete request before the alloted number of $MaxTries retries"
+    }
+
+    if (-not($requestSuccess))
+    {
+        throw "Error returned by the Download PriceSheet API. Status Code: $($downloadResult.StatusCode). Message: $($downloadResult.Content)"
+    }
+    else
+    {
+        Write-Output "Export download processing complete."
+    }
+}
+else
+{
+    if ($result.StatusCode -ne 204)
+    {
+        throw "Error returned by the Download PriceSheet API. Status Code: $($result.StatusCode). Message: $($result.Content)"
+    }
+    else
+    {
+        Write-Output "Request returned 204 No Content"
+    }
+}
\ No newline at end of file
diff --git a/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-RBACAssignmentsToBlobStorage.ps1 b/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-RBACAssignmentsToBlobStorage.ps1
new file mode 100644
index 000000000..84edbcc18
--- /dev/null
+++ b/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-RBACAssignmentsToBlobStorage.ps1
@@ -0,0 +1,267 @@
+param(
+    [Parameter(Mandatory = $false)]
+    [string] $externalCloudEnvironment,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalTenantId,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalCredentialName
+)
+
+$ErrorActionPreference = "Stop"
+
+$cloudEnvironment = Get-AutomationVariable -Name "AzureOptimization_CloudEnvironment" -ErrorAction SilentlyContinue # AzureCloud|AzureChinaCloud
+if ([string]::IsNullOrEmpty($cloudEnvironment))
+{
+    $cloudEnvironment = "AzureCloud"
+}
+$authenticationOption = Get-AutomationVariable -Name  "AzureOptimization_AuthenticationOption" -ErrorAction SilentlyContinue # ManagedIdentity|UserAssignedManagedIdentity
+if ([string]::IsNullOrEmpty($authenticationOption))
+{
+    $authenticationOption = "ManagedIdentity"
+}
+if ($authenticationOption -eq "UserAssignedManagedIdentity")
+{
+    $uamiClientID = Get-AutomationVariable -Name "AzureOptimization_UAMIClientID"
+}
+
+$storageAccountSink = Get-AutomationVariable -Name  "AzureOptimization_StorageSink"
+
+
+$storageAccountSinkEnv = Get-AutomationVariable -Name "AzureOptimization_StorageSinkEnvironment" -ErrorAction SilentlyContinue
+if (-not($storageAccountSinkEnv))
+{
+    $storageAccountSinkEnv = $cloudEnvironment
+}
+$storageAccountSinkKeyCred = Get-AutomationPSCredential -Name "AzureOptimization_StorageSinkKey" -ErrorAction SilentlyContinue
+$storageAccountSinkKey = $null
+if ($storageAccountSinkKeyCred)
+{
+    $storageAccountSink = $storageAccountSinkKeyCred.UserName
+    $storageAccountSinkKey = $storageAccountSinkKeyCred.GetNetworkCredential().Password
+}
+
+$storageAccountSinkContainer = Get-AutomationVariable -Name  "AzureOptimization_RBACAssignmentsContainer" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($storageAccountSinkContainer))
+{
+    $storageAccountSinkContainer = "rbacexports"
+}
+
+if (-not([string]::IsNullOrEmpty($externalCredentialName)))
+{
+    $externalCredential = Get-AutomationPSCredential -Name $externalCredentialName
+}
+
+"Logging in to Azure with $authenticationOption..."
+
+switch ($authenticationOption)
+{
+    "UserAssignedManagedIdentity"
+    {
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment -AccountId $uamiClientID
+        break
+    }
+    Default
+    {
+        #ManagedIdentity
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment
+        break
+    }
+}
+
+if (-not($storageAccountSinkKey))
+{
+    Write-Output "Getting Storage Account context with login"
+
+    $saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -UseConnectedAccount -Environment $cloudEnvironment
+}
+else
+{
+    Write-Output "Getting Storage Account context with key"
+    $saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -StorageAccountKey $storageAccountSinkKey -Environment $storageAccountSinkEnv
+}
+
+if (-not([string]::IsNullOrEmpty($externalCredentialName)))
+{
+    "Logging in to Azure with $externalCredentialName external credential..."
+    Connect-AzAccount -ServicePrincipal -EnvironmentName $externalCloudEnvironment -Tenant $externalTenantId -Credential $externalCredential
+    $cloudEnvironment = $externalCloudEnvironment
+}
+
+$tenantId = (Get-AzContext).Tenant.Id
+$datetime = (Get-Date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+
+$subscriptions = Get-AzSubscription | Where-Object { $_.State -eq "Enabled" }
+
+$roleAssignments = @()
+
+"Iterating through all reachable subscriptions..."
+
+foreach ($subscription in $subscriptions)
+{
+
+    Select-AzSubscription -SubscriptionId $subscription.Id -TenantId $tenantId | Out-Null
+
+    $assignments = Get-AzRoleAssignment -ErrorAction Continue
+    "Found $($assignments.Count) assignments for $($subscription.Name) subscription..."
+
+    foreach ($assignment in $assignments)
+    {
+        $duplicateRoleAssignment = $roleAssignments | Where-Object { $_.PrincipalId -eq $assignment.ObjectId -and $_.Scope -eq $assignment.Scope -and $_.RoleDefinition -eq $assignment.RoleDefinitionName }
+        if (-not($duplicateRoleAssignment))
+        {
+            $assignmentEntry = New-Object PSObject -Property @{
+                Timestamp      = $timestamp
+                TenantGuid     = $tenantId
+                Cloud          = $cloudEnvironment
+                Model          = "AzureRM"
+                PrincipalId    = $assignment.ObjectId
+                Scope          = $assignment.Scope
+                RoleDefinition = $assignment.RoleDefinitionName
+            }
+            $roleAssignments += $assignmentEntry
+        }
+    }
+}
+
+$fileDate = $datetime.ToString("yyyyMMdd")
+$jsonExportPath = "$fileDate-$tenantId-rbacassignments.json"
+$csvExportPath = "$fileDate-$tenantId-rbacassignments.csv"
+
+$roleAssignments | ConvertTo-Json -Depth 3 -Compress | Out-File $jsonExportPath
+"Exported to JSON: $($roleAssignments.Count) lines"
+$rbacObjectsJson = Get-Content -Path $jsonExportPath | ConvertFrom-Json
+"JSON Import: $($rbacObjectsJson.Count) lines"
+$rbacObjectsJson | Export-Csv -NoTypeInformation -Path $csvExportPath
+"Export to $csvExportPath"
+
+$csvBlobName = $csvExportPath
+$csvProperties = @{"ContentType" = "text/csv" }
+
+Set-AzStorageBlobContent -File $csvExportPath -Container $storageAccountSinkContainer -Properties $csvProperties -Blob $csvBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+"[$now] Uploaded $csvBlobName to Blob Storage..."
+
+Remove-Item -Path $csvExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+"[$now] Removed $csvExportPath from local disk..."
+
+Remove-Item -Path $jsonExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+"[$now] Removed $jsonExportPath from local disk..."
+
+$roleAssignments = @()
+
+"Getting Microsoft Entra ID roles..."
+
+#workaround for https://github.com/microsoftgraph/msgraph-sdk-powershell/issues/888
+$localPath = [System.Environment]::GetFolderPath([System.Environment+SpecialFolder]::UserProfile)
+if (-not(Get-Item "$localPath\.graph\" -ErrorAction SilentlyContinue))
+{
+    New-Item -Type Directory "$localPath\.graph"
+}
+
+Import-Module Microsoft.Graph.Identity.DirectoryManagement
+
+switch ($cloudEnvironment)
+{
+    "AzureUSGovernment"
+    {
+        $graphEnvironment = "USGov"
+        break
+    }
+    "AzureChinaCloud"
+    {
+        $graphEnvironment = "China"
+        break
+    }
+    "AzureGermanCloud"
+    {
+        $graphEnvironment = "Germany"
+        break
+    }
+    Default
+    {
+        $graphEnvironment = "Global"
+    }
+}
+
+if (-not([string]::IsNullOrEmpty($externalCredentialName)))
+{
+    "Logging in to Microsoft Graph with $externalCredentialName external credential..."
+    Connect-MgGraph -TenantId $externalTenantId -ClientSecretCredential $externalCredential -Environment $graphEnvironment -NoWelcome
+}
+else
+{
+    "Logging in to Microsoft Graph with $authenticationOption..."
+
+    switch ($authenticationOption)
+    {
+        "UserAssignedManagedIdentity"
+        {
+            Connect-MgGraph -Identity -ClientId $uamiClientID -Environment $graphEnvironment -NoWelcome
+            break
+        }
+        Default
+        {
+            #ManagedIdentity
+            Connect-MgGraph -Identity -Environment $graphEnvironment -NoWelcome
+            break
+        }
+    }
+}
+
+$domainName = (Get-MgDomain | Where-Object { $_.IsVerified -and $_.IsDefault } | Select-Object -First 1).Id
+
+$roles = Get-MgDirectoryRole -ExpandProperty Members -Property DisplayName, Members
+foreach ($role in $roles)
+{
+    $roleMembers = $role.Members | Where-Object { -not($_.DeletedDateTime) }
+    foreach ($roleMember in $roleMembers)
+    {
+        $assignmentEntry = New-Object PSObject -Property @{
+            Timestamp      = $timestamp
+            TenantGuid     = $tenantId
+            Cloud          = $cloudEnvironment
+            Model          = "AzureAD"
+            PrincipalId    = $roleMember.Id
+            Scope          = $domainName
+            RoleDefinition = $role.DisplayName
+        }
+        $roleAssignments += $assignmentEntry
+    }
+}
+
+$fileDate = $datetime.ToString("yyyyMMdd")
+$jsonExportPath = "$fileDate-$tenantId-aadrbacassignments.json"
+$csvExportPath = "$fileDate-$tenantId-aadrbacassignments.csv"
+
+$roleAssignments | ConvertTo-Json -Depth 3 -Compress | Out-File $jsonExportPath
+"Exported to JSON: $($roleAssignments.Count) lines"
+$rbacObjectsJson = Get-Content -Path $jsonExportPath | ConvertFrom-Json
+"JSON Import: $($rbacObjectsJson.Count) lines"
+$rbacObjectsJson | Export-Csv -NoTypeInformation -Path $csvExportPath
+"Export to $csvExportPath"
+
+$csvBlobName = $csvExportPath
+$csvProperties = @{"ContentType" = "text/csv" }
+
+Set-AzStorageBlobContent -File $csvExportPath -Container $storageAccountSinkContainer -Properties $csvProperties -Blob $csvBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+"[$now] Uploaded $csvBlobName to Blob Storage..."
+
+Remove-Item -Path $csvExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+"[$now] Removed $csvExportPath from local disk..."
+
+Remove-Item -Path $jsonExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+"[$now] Removed $jsonExportPath from local disk..."
diff --git a/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-ReservationsPriceToBlobStorage.ps1 b/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-ReservationsPriceToBlobStorage.ps1
new file mode 100644
index 000000000..4afccc17c
--- /dev/null
+++ b/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-ReservationsPriceToBlobStorage.ps1
@@ -0,0 +1,206 @@
+param(
+    [Parameter(Mandatory = $false)]
+    [string] $Filter = "serviceName eq 'Virtual Machines' and priceType eq 'Reservation'" # e.g., serviceName eq 'Virtual Machines' and priceType eq 'Reservation' and armRegionName eq 'northeurope'
+)
+
+$ErrorActionPreference = "Stop"
+
+function Authenticate-AzureWithOption {
+    param (
+        [string] $authOption = "ManagedIdentity",
+        [string] $cloudEnv = "AzureCloud",
+        [string] $clientID
+    )
+
+    switch ($authOption) {
+        "UserAssignedManagedIdentity" {
+            Connect-AzAccount -Identity -EnvironmentName $cloudEnv -AccountId $clientID
+            break
+        }
+        Default { #ManagedIdentity
+            Connect-AzAccount -Identity -EnvironmentName $cloudEnv
+            break
+        }
+    }
+}
+
+function Invoke-RetailPricesRequest
+{
+    param (
+        [Parameter(Mandatory = $true)]
+        [string] $Uri,
+
+        [int] $MaxAttempts = 3
+    )
+
+    $lastError = $null
+    for ($attempt = 1; $attempt -le $MaxAttempts; $attempt++)
+    {
+        try
+        {
+            return Invoke-RestMethod -Method Get -Uri $Uri -TimeoutSec 120
+        }
+        catch
+        {
+            $lastError = $_
+            Write-Warning "Retail prices API call failed (attempt $attempt/$MaxAttempts): $($_.Exception.Message)"
+        }
+    }
+
+    throw "Retail prices API call failed after $MaxAttempts attempts. Last error: $($lastError.Exception.Message)"
+}
+
+$cloudEnvironment = Get-AutomationVariable -Name "AzureOptimization_CloudEnvironment" -ErrorAction SilentlyContinue # AzureCloud|AzureChinaCloud
+if ([string]::IsNullOrEmpty($cloudEnvironment))
+{
+    $cloudEnvironment = "AzureCloud"
+}
+$authenticationOption = Get-AutomationVariable -Name  "AzureOptimization_AuthenticationOption" -ErrorAction SilentlyContinue # ManagedIdentity|UserAssignedManagedIdentity
+if ([string]::IsNullOrEmpty($authenticationOption))
+{
+    $authenticationOption = "ManagedIdentity"
+}
+if ($authenticationOption -eq "UserAssignedManagedIdentity")
+{
+    $uamiClientID = Get-AutomationVariable -Name "AzureOptimization_UAMIClientID"
+}
+
+$storageAccountSink = Get-AutomationVariable -Name  "AzureOptimization_StorageSink"
+
+
+$storageAccountSinkEnv = Get-AutomationVariable -Name "AzureOptimization_StorageSinkEnvironment" -ErrorAction SilentlyContinue
+if (-not($storageAccountSinkEnv))
+{
+    $storageAccountSinkEnv = $cloudEnvironment
+}
+$storageAccountSinkKeyCred = Get-AutomationPSCredential -Name "AzureOptimization_StorageSinkKey" -ErrorAction SilentlyContinue
+$storageAccountSinkKey = $null
+if ($storageAccountSinkKeyCred)
+{
+    $storageAccountSink = $storageAccountSinkKeyCred.UserName
+    $storageAccountSinkKey = $storageAccountSinkKeyCred.GetNetworkCredential().Password
+}
+
+$storageAccountSinkContainer = Get-AutomationVariable -Name  "AzureOptimization_ReservationsPriceContainer" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($storageAccountSinkContainer))
+{
+    $storageAccountSinkContainer = "reservationspriceexports"
+}
+
+$filterVar = Get-AutomationVariable -Name "AzureOptimization_RetailPricesFilter" -ErrorAction SilentlyContinue
+$currencyCode = Get-AutomationVariable -Name "AzureOptimization_RetailPricesCurrencyCode"
+
+"Logging in to Azure with $authenticationOption..."
+
+if ($authenticationOption -eq "UserAssignedManagedIdentity")
+{
+    Authenticate-AzureWithOption -authOption $authenticationOption -cloudEnv $cloudEnvironment -clientID $uamiClientID
+}
+else
+{
+    Authenticate-AzureWithOption -authOption $authenticationOption -cloudEnv $cloudEnvironment
+}
+
+if (-not($storageAccountSinkKey))
+{
+    Write-Output "Getting Storage Account context with login"
+
+    $saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -UseConnectedAccount -Environment $cloudEnvironment
+}
+else
+{
+    Write-Output "Getting Storage Account context with key"
+    $saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -StorageAccountKey $storageAccountSinkKey -Environment $storageAccountSinkEnv
+}
+
+if (-not([string]::IsNullOrEmpty($externalCredentialName)))
+{
+    "Logging in to Azure with $externalCredentialName external credential..."
+    Connect-AzAccount -ServicePrincipal -EnvironmentName $externalCloudEnvironment -Tenant $externalTenantId -Credential $externalCredential
+    $cloudEnvironment = $externalCloudEnvironment
+}
+
+if (-not([string]::IsNullOrEmpty($filterVar)))
+{
+    $Filter = $filterVar
+}
+
+Write-Output "Starting retails prices export process with $currencyCode currency code and filter: $Filter ..."
+
+$RetailPricesApiPath = "https://prices.azure.com/api/retail/prices?currencyCode='$currencyCode'&`$filter=$Filter"
+
+$datetime = (get-date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyyMMdd")
+
+$fileFriendlyFilter = $Filter.Replace(" ","").Replace("'","")
+$csvExportPath = "reservationsprice-$timestamp-$fileFriendlyFilter.csv"
+
+$ci = [CultureInfo]::new([System.Threading.Thread]::CurrentThread.CurrentCulture.Name)
+if ($ci.NumberFormat.NumberDecimalSeparator -ne '.')
+{
+    Write-Output "Current culture ($($ci.Name)) does not use . as decimal separator"
+    $ci.NumberFormat.NumberDecimalSeparator = '.'
+    [System.Threading.Thread]::CurrentThread.CurrentCulture = $ci
+}
+
+$page = 0
+$totalRecords = 0
+$csvWritten = $false
+$progressLogEveryPages = [int](Get-AutomationVariable -Name "AzureOptimization_RetailPricesProgressEveryPages" -ErrorAction SilentlyContinue)
+if ($progressLogEveryPages -lt 1)
+{
+    $progressLogEveryPages = 25
+}
+
+Write-Output "Retail prices progress logging set to every $progressLogEveryPages pages"
+
+do
+{
+    $page++
+
+    $response = Invoke-RetailPricesRequest -Uri $RetailPricesApiPath
+    $items = @($response.Items)
+    $isLastPage = [string]::IsNullOrEmpty($response.NextPageLink)
+
+    if ($items.Count -gt 0)
+    {
+        if (-not($csvWritten))
+        {
+            $items | Export-Csv -NoTypeInformation -Path $csvExportPath
+            $csvWritten = $true
+        }
+        else
+        {
+            $items | Export-Csv -NoTypeInformation -Path $csvExportPath -Append
+        }
+
+        $totalRecords += $items.Count
+
+        if ($page -eq 1 -or ($page % $progressLogEveryPages) -eq 0 -or $isLastPage)
+        {
+            $now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+            Write-Output "[$now] Processed page $page with $($items.Count) records ($totalRecords total)"
+        }
+    }
+
+    $RetailPricesApiPath = $response.NextPageLink
+} while (-not([string]::IsNullOrEmpty($RetailPricesApiPath)))
+
+if (-not($csvWritten))
+{
+    throw "Retail prices API returned no records for filter: $Filter"
+}
+
+Write-Output "Reservations price CSV exported to $csvExportPath successfully."
+
+$csvBlobName = $csvExportPath
+$csvProperties = @{"ContentType" = "text/csv"};
+Set-AzStorageBlobContent -File $csvExportPath -Container $storageAccountSinkContainer -Properties $csvProperties -Blob $csvBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $csvBlobName to Blob Storage..."
+
+Remove-Item -Path $csvExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $csvExportPath from local disk..."
diff --git a/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-ReservationsUsageToBlobStorage.ps1 b/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-ReservationsUsageToBlobStorage.ps1
new file mode 100644
index 000000000..c51d78fc3
--- /dev/null
+++ b/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-ReservationsUsageToBlobStorage.ps1
@@ -0,0 +1,304 @@
+param(
+    [Parameter(Mandatory = $false)]
+    [string] $TargetScope,
+
+    [Parameter(Mandatory = $false)]
+    [string] $BillingAccountID,
+
+    [Parameter(Mandatory = $false)]
+    [string] $BillingProfileID,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalCloudEnvironment,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalTenantId,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalCredentialName,
+
+    [Parameter(Mandatory = $false)]
+    [string] $targetStartDate, # YYYY-MM-DD format
+
+    [Parameter(Mandatory = $false)]
+    [string] $targetEndDate # YYYY-MM-DD format
+)
+
+$ErrorActionPreference = "Stop"
+
+$cloudEnvironment = Get-AutomationVariable -Name "AzureOptimization_CloudEnvironment" -ErrorAction SilentlyContinue # AzureCloud|AzureChinaCloud
+if ([string]::IsNullOrEmpty($cloudEnvironment))
+{
+    $cloudEnvironment = "AzureCloud"
+}
+$authenticationOption = Get-AutomationVariable -Name  "AzureOptimization_AuthenticationOption" -ErrorAction SilentlyContinue # ManagedIdentity|UserAssignedManagedIdentity
+if ([string]::IsNullOrEmpty($authenticationOption))
+{
+    $authenticationOption = "ManagedIdentity"
+}
+if ($authenticationOption -eq "UserAssignedManagedIdentity")
+{
+    $uamiClientID = Get-AutomationVariable -Name "AzureOptimization_UAMIClientID"
+}
+
+$storageAccountSink = Get-AutomationVariable -Name  "AzureOptimization_StorageSink"
+
+
+$storageAccountSinkEnv = Get-AutomationVariable -Name "AzureOptimization_StorageSinkEnvironment" -ErrorAction SilentlyContinue
+if (-not($storageAccountSinkEnv))
+{
+    $storageAccountSinkEnv = $cloudEnvironment
+}
+$storageAccountSinkKeyCred = Get-AutomationPSCredential -Name "AzureOptimization_StorageSinkKey" -ErrorAction SilentlyContinue
+$storageAccountSinkKey = $null
+if ($storageAccountSinkKeyCred)
+{
+    $storageAccountSink = $storageAccountSinkKeyCred.UserName
+    $storageAccountSinkKey = $storageAccountSinkKeyCred.GetNetworkCredential().Password
+}
+
+$storageAccountSinkContainer = Get-AutomationVariable -Name  "AzureOptimization_ReservationsContainer" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($storageAccountSinkContainer))
+{
+    $storageAccountSinkContainer = "reservationsexports"
+}
+
+$BillingAccountIDVar = Get-AutomationVariable -Name  "AzureOptimization_BillingAccountID" -ErrorAction SilentlyContinue
+$BillingProfileIDVar = Get-AutomationVariable -Name  "AzureOptimization_BillingProfileID" -ErrorAction SilentlyContinue
+
+if (-not([string]::IsNullOrEmpty($externalCredentialName)))
+{
+    $externalCredential = Get-AutomationPSCredential -Name $externalCredentialName
+}
+
+$consumptionOffsetDays = [int] (Get-AutomationVariable -Name  "AzureOptimization_ConsumptionOffsetDays")
+
+if ([string]::IsNullOrEmpty($BillingAccountID) -and -not([string]::IsNullOrEmpty($BillingAccountIDVar)))
+{
+    $BillingAccountID = $BillingAccountIDVar
+}
+
+if ([string]::IsNullOrEmpty($BillingProfileID) -and -not([string]::IsNullOrEmpty($BillingProfileIDVar)))
+{
+    $BillingProfileID = $BillingProfileIDVar
+}
+
+$mcaBillingAccountIdRegex = "([A-Za-z0-9]+(-[A-Za-z0-9]+)+):([A-Za-z0-9]+(-[A-Za-z0-9]+)+)_[0-9]{4}-[0-9]{2}-[0-9]{2}"
+$mcaBillingProfileIdRegex = "([A-Za-z0-9]+(-[A-Za-z0-9]+)+)"
+
+"Logging in to Azure with $authenticationOption..."
+
+switch ($authenticationOption) {
+    "UserAssignedManagedIdentity" {
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment -AccountId $uamiClientID
+        break
+    }
+    Default { #ManagedIdentity
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment
+        break
+    }
+}
+
+if (-not($storageAccountSinkKey))
+{
+    Write-Output "Getting Storage Account context with login"
+
+    $saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -UseConnectedAccount -Environment $cloudEnvironment
+}
+else
+{
+    Write-Output "Getting Storage Account context with key"
+    $saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -StorageAccountKey $storageAccountSinkKey -Environment $storageAccountSinkEnv
+}
+
+if (-not([string]::IsNullOrEmpty($externalCredentialName)))
+{
+    "Logging in to Azure with $externalCredentialName external credential..."
+    Connect-AzAccount -ServicePrincipal -EnvironmentName $externalCloudEnvironment -Tenant $externalTenantId -Credential $externalCredential
+    $cloudEnvironment = $externalCloudEnvironment
+}
+
+$tenantId = (Get-AzContext).Tenant.Id
+
+# compute start+end dates
+
+if ([string]::IsNullOrEmpty($targetStartDate) -or [string]::IsNullOrEmpty($targetEndDate))
+{
+    $targetStartDate = (Get-Date).Date.AddDays($consumptionOffsetDays * -1).ToString("yyyy-MM-dd")
+    $targetEndDate = $targetStartDate
+}
+
+if (-not([string]::IsNullOrEmpty($TargetScope)))
+{
+    $scope = $TargetScope
+}
+else
+{
+    if ([string]::IsNullOrEmpty($BillingAccountID))
+    {
+        throw "Billing Account ID undefined. Use either the AzureOptimization_BillingAccountID variable or the BillingAccountID parameter"
+    }
+    if ($BillingAccountID -match $mcaBillingAccountIdRegex)
+    {
+        if ([string]::IsNullOrEmpty($BillingProfileID))
+        {
+            throw "Billing Profile ID undefined for MCA. Use either the AzureOptimization_BillingProfileID variable or the BillingProfileID parameter"
+        }
+        if (-not($BillingProfileID -match $mcaBillingProfileIdRegex))
+        {
+            throw "Billing Profile ID does not follow pattern for MCA: ([A-Za-z0-9]+(-[A-Za-z0-9]+)+)"
+        }
+        $scope = "/providers/Microsoft.Billing/billingaccounts/$BillingAccountID/billingProfiles/$BillingProfileID"
+    }
+    else
+    {
+        $scope = "/providers/Microsoft.Billing/billingaccounts/$BillingAccountID"
+    }
+}
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Starting reservations export process from $targetStartDate to $targetEndDate for scope $scope..."
+
+# get reservations details
+
+$reservationsDetailsResponse = $null
+$reservationsDetails = @()
+$reservationsDetailsPath = "$scope/reservations?api-version=2020-05-01&&refreshSummary=true"
+
+do
+{
+    if (-not([string]::IsNullOrEmpty($reservationsDetailsResponse.nextLink)))
+    {
+        $reservationsDetailsPath = $reservationsDetailsResponse.nextLink.Substring($reservationsDetailsResponse.nextLink.IndexOf("/providers/"))
+    }
+
+    $result = Invoke-AzRestMethod -Path $reservationsDetailsPath -Method GET
+
+    if (-not($result.StatusCode -in (200, 201, 202)))
+    {
+        throw "Error while getting reservations details: $($result.Content)"
+    }
+
+    $reservationsDetailsResponse = $result.Content | ConvertFrom-Json
+    if ($reservationsDetailsResponse.value)
+    {
+        $reservationsDetails += $reservationsDetailsResponse.value
+    }
+}
+while (-not([string]::IsNullOrEmpty($reservationsDetailsResponse.nextLink)))
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Found $($reservationsDetails.Count) reservation details."
+
+# get reservations usage
+
+$reservationsUsage = @()
+if ($BillingAccountID -match $mcaBillingAccountIdRegex)
+{
+    $reservationsUsagePath = "$scope/providers/Microsoft.Consumption/reservationSummaries?api-version=2023-05-01&startDate=$targetStartDate&endDate=$targetEndDate&grain=daily"
+}
+else
+{
+    $reservationsUsagePath = "$scope/providers/Microsoft.Consumption/reservationSummaries?api-version=2023-05-01&`$filter=properties/UsageDate ge $targetStartDate and properties/UsageDate le $targetEndDate&grain=daily"
+}
+
+$result = Invoke-AzRestMethod -Path $reservationsUsagePath -Method GET
+
+if (-not($result.StatusCode -in (200, 201, 202)))
+{
+    throw "Error while getting reservations usage: $($result.Content)"
+}
+
+$reservationsUsageResponse = $result.Content | ConvertFrom-Json
+if ($reservationsUsageResponse.value)
+{
+    $reservationsUsage += $reservationsUsageResponse.value
+}
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Found $($reservationsUsage.Count) reservation usages."
+
+$datetime = (get-date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+
+$reservations = @()
+
+foreach ($usage in $reservationsUsage)
+{
+    $reservationResourceId = "/providers/microsoft.capacity/reservationorders/$($usage.properties.reservationOrderId)/reservations/$($usage.properties.reservationId)"
+    $reservationDetail = $reservationsDetails | Where-Object { $_.id -eq $reservationResourceId }
+    $reservationEntry = New-Object PSObject -Property @{
+        ReservationResourceId = $reservationResourceId
+        ReservationOrderId = $usage.properties.reservationOrderId
+        ReservationId = $usage.properties.reservationId
+        DisplayName = $reservationDetail.properties.displayName
+        SKUName = $usage.properties.skuName
+        Location = $reservationDetail.location
+        ResourceType = $reservationDetail.properties.reservedResourceType
+        AppliedScopeType = $reservationDetail.properties.userFriendlyAppliedScopeType
+        Term = $reservationDetail.properties.term
+        ProvisioningState = $reservationDetail.properties.displayProvisioningState
+        RenewState = $reservationDetail.properties.userFriendlyRenewState
+        PurchaseDate = $reservationDetail.properties.purchaseDate
+        ExpiryDate = $reservationDetail.properties.expiryDate
+        Archived = $reservationDetail.properties.archived
+        ReservedHours = $usage.properties.reservedHours
+        UsedHours = $usage.properties.usedHours
+        UsageDate = $usage.properties.usageDate
+        MinUtilPercentage = $usage.properties.minUtilizationPercentage
+        AvgUtilPercentage = $usage.properties.avgUtilizationPercentage
+        MaxUtilPercentage = $usage.properties.maxUtilizationPercentage
+        PurchasedQuantity = $usage.properties.purchasedQuantity
+        RemainingQuantity = $usage.properties.remainingQuantity
+        TotalReservedQuantity = $usage.properties.totalReservedQuantity
+        UsedQuantity = $usage.properties.usedQuantity
+        UtilizedPercentage = $usage.properties.utilizedPercentage
+        UtilTrend = $reservationDetail.properties.utilization.trend
+        Util1Days = ($reservationDetail.properties.utilization.aggregates | Where-Object { $_.grain -eq 1 }).value
+        Util7Days = ($reservationDetail.properties.utilization.aggregates | Where-Object { $_.grain -eq 7 }).value
+        Util30Days = ($reservationDetail.properties.utilization.aggregates | Where-Object { $_.grain -eq 30 }).value
+        Scope = $scope
+        TenantGuid = $tenantId
+        Cloud = $cloudEnvironment
+        CollectedDate = $timestamp
+        Timestamp = $timestamp
+    }
+    $reservations += $reservationEntry
+}
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Generated $($reservations.Count) entries..."
+
+if ($BillingAccountID -match $mcaBillingAccountIdRegex)
+{
+    $csvExportPath = "$targetStartDate-$BillingProfileID.csv"
+}
+else
+{
+    $csvExportPath = "$targetStartDate-$BillingAccountID-$($scope.Split('/')[-1]).csv"
+}
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploading CSV to Storage"
+
+$ci = [CultureInfo]::new([System.Threading.Thread]::CurrentThread.CurrentCulture.Name)
+if ($ci.NumberFormat.NumberDecimalSeparator -ne '.')
+{
+    Write-Output "Current culture ($($ci.Name)) does not use . as decimal separator"
+    $ci.NumberFormat.NumberDecimalSeparator = '.'
+    [System.Threading.Thread]::CurrentThread.CurrentCulture = $ci
+}
+
+$reservations | Export-Csv -Path $csvExportPath -NoTypeInformation
+
+$csvBlobName = $csvExportPath
+$csvProperties = @{"ContentType" = "text/csv"};
+Set-AzStorageBlobContent -File $csvExportPath -Container $storageAccountSinkContainer -Properties $csvProperties -Blob $csvBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $csvBlobName to Blob Storage..."
+
+Remove-Item -Path $csvExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $csvExportPath from local disk..."
\ No newline at end of file
diff --git a/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-SavingsPlansUsageToBlobStorage.ps1 b/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-SavingsPlansUsageToBlobStorage.ps1
new file mode 100644
index 000000000..b48856f2c
--- /dev/null
+++ b/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Export-SavingsPlansUsageToBlobStorage.ps1
@@ -0,0 +1,263 @@
+param(
+    [Parameter(Mandatory = $false)]
+    [string] $TargetScope,
+
+    [Parameter(Mandatory = $false)]
+    [string] $BillingAccountID,
+
+    [Parameter(Mandatory = $false)]
+    [string] $BillingProfileID,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalCloudEnvironment,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalTenantId,
+
+    [Parameter(Mandatory = $false)]
+    [string] $externalCredentialName
+)
+
+$ErrorActionPreference = "Stop"
+
+$cloudEnvironment = Get-AutomationVariable -Name "AzureOptimization_CloudEnvironment" -ErrorAction SilentlyContinue # AzureCloud|AzureChinaCloud
+if ([string]::IsNullOrEmpty($cloudEnvironment))
+{
+    $cloudEnvironment = "AzureCloud"
+}
+$authenticationOption = Get-AutomationVariable -Name  "AzureOptimization_AuthenticationOption" -ErrorAction SilentlyContinue # ManagedIdentity|UserAssignedManagedIdentity
+if ([string]::IsNullOrEmpty($authenticationOption))
+{
+    $authenticationOption = "ManagedIdentity"
+}
+if ($authenticationOption -eq "UserAssignedManagedIdentity")
+{
+    $uamiClientID = Get-AutomationVariable -Name "AzureOptimization_UAMIClientID"
+}
+
+$storageAccountSink = Get-AutomationVariable -Name  "AzureOptimization_StorageSink"
+
+
+$storageAccountSinkEnv = Get-AutomationVariable -Name "AzureOptimization_StorageSinkEnvironment" -ErrorAction SilentlyContinue
+if (-not($storageAccountSinkEnv))
+{
+    $storageAccountSinkEnv = $cloudEnvironment
+}
+$storageAccountSinkKeyCred = Get-AutomationPSCredential -Name "AzureOptimization_StorageSinkKey" -ErrorAction SilentlyContinue
+$storageAccountSinkKey = $null
+if ($storageAccountSinkKeyCred)
+{
+    $storageAccountSink = $storageAccountSinkKeyCred.UserName
+    $storageAccountSinkKey = $storageAccountSinkKeyCred.GetNetworkCredential().Password
+}
+
+$storageAccountSinkContainer = Get-AutomationVariable -Name  "AzureOptimization_SavingsPlansContainer" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($storageAccountSinkContainer))
+{
+    $storageAccountSinkContainer = "savingsplansexports"
+}
+
+$BillingAccountIDVar = Get-AutomationVariable -Name  "AzureOptimization_BillingAccountID" -ErrorAction SilentlyContinue
+$BillingProfileIDVar = Get-AutomationVariable -Name  "AzureOptimization_BillingProfileID" -ErrorAction SilentlyContinue
+
+if (-not([string]::IsNullOrEmpty($externalCredentialName)))
+{
+    $externalCredential = Get-AutomationPSCredential -Name $externalCredentialName
+}
+
+if ([string]::IsNullOrEmpty($BillingAccountID) -and -not([string]::IsNullOrEmpty($BillingAccountIDVar)))
+{
+    $BillingAccountID = $BillingAccountIDVar
+}
+
+if ([string]::IsNullOrEmpty($BillingProfileID) -and -not([string]::IsNullOrEmpty($BillingProfileIDVar)))
+{
+    $BillingProfileID = $BillingProfileIDVar
+}
+
+$mcaBillingAccountIdRegex = "([A-Za-z0-9]+(-[A-Za-z0-9]+)+):([A-Za-z0-9]+(-[A-Za-z0-9]+)+)_[0-9]{4}-[0-9]{2}-[0-9]{2}"
+$mcaBillingProfileIdRegex = "([A-Za-z0-9]+(-[A-Za-z0-9]+)+)"
+
+"Logging in to Azure with $authenticationOption..."
+
+switch ($authenticationOption) {
+    "UserAssignedManagedIdentity" {
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment -AccountId $uamiClientID
+        break
+    }
+    Default { #ManagedIdentity
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment
+        break
+    }
+}
+
+if (-not($storageAccountSinkKey))
+{
+    Write-Output "Getting Storage Account context with login"
+
+    $saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -UseConnectedAccount -Environment $cloudEnvironment
+}
+else
+{
+    Write-Output "Getting Storage Account context with key"
+    $saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -StorageAccountKey $storageAccountSinkKey -Environment $storageAccountSinkEnv
+}
+
+if (-not([string]::IsNullOrEmpty($externalCredentialName)))
+{
+    "Logging in to Azure with $externalCredentialName external credential..."
+    Connect-AzAccount -ServicePrincipal -EnvironmentName $externalCloudEnvironment -Tenant $externalTenantId -Credential $externalCredential
+    $cloudEnvironment = $externalCloudEnvironment
+}
+
+$tenantId = (Get-AzContext).Tenant.Id
+
+if (-not([string]::IsNullOrEmpty($TargetScope)))
+{
+    $scope = $TargetScope
+}
+else
+{
+    if ([string]::IsNullOrEmpty($BillingAccountID))
+    {
+        throw "Billing Account ID undefined. Use either the AzureOptimization_BillingAccountID variable or the BillingAccountID parameter"
+    }
+    if ($BillingAccountID -match $mcaBillingAccountIdRegex)
+    {
+        if ([string]::IsNullOrEmpty($BillingProfileID))
+        {
+            throw "Billing Profile ID undefined for MCA. Use either the AzureOptimization_BillingProfileID variable or the BillingProfileID parameter"
+        }
+        if (-not($BillingProfileID -match $mcaBillingProfileIdRegex))
+        {
+            throw "Billing Profile ID does not follow pattern for MCA: ([A-Za-z0-9]+(-[A-Za-z0-9]+)+)"
+        }
+        #$scope = "/providers/Microsoft.BillingBenefits"
+        $scope = "/providers/Microsoft.Billing/billingaccounts/$BillingAccountID"
+    }
+    else
+    {
+        $scope = "/providers/Microsoft.Billing/billingaccounts/$BillingAccountID"
+    }
+}
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Starting savings plans export process for scope $scope..."
+
+$savingsPlansUsage = @()
+if ($BillingAccountID -match $mcaBillingAccountIdRegex)
+{
+    #$savingsPlansUsagePath = "$scope/savingsPlans?api-version=2022-11-01&refreshsummary=true&take=100"
+    $savingsPlansUsagePath = "$scope/savingsPlans?api-version=2022-10-01-privatepreview&refreshsummary=true&take=100&`$filter=(properties/billingProfileId eq '/providers/Microsoft.Billing/billingAccounts/$BillingAccountID/billingProfiles/$BillingProfileID')"
+}
+else
+{
+    $savingsPlansUsagePath = "$scope/savingsPlans?api-version=2020-12-15-privatepreview&refreshsummary=true&take=100"
+}
+
+$result = Invoke-AzRestMethod -Path $savingsPlansUsagePath -Method GET
+
+if (-not($result.StatusCode -in (200, 201, 202)))
+{
+    throw "Error while getting savings plans usage: $($result.Content)"
+}
+
+$savingsPlansUsageResponse = $result.Content | ConvertFrom-Json
+if ($savingsPlansUsageResponse.value)
+{
+    $savingsPlansUsage += $savingsPlansUsageResponse.value
+}
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Found $($savingsPlansUsage.Count) savings plans usages."
+
+$datetime = (get-date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+
+$savingsPlans = @()
+
+foreach ($usage in $savingsPlansUsage)
+{
+    $purchaseDate = $usage.properties.purchaseDateTime
+    if ([string]::IsNullOrEmpty($purchaseDate) -and -not([string]::IsNullOrEmpty($usage.properties.purchaseDate)))
+    {
+        $purchaseDate = (Get-Date -Date $usage.properties.purchaseDate).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+    }
+    $expiryDate = $usage.properties.expiryDateTime
+    if ([string]::IsNullOrEmpty($expiryDate) -and -not([string]::IsNullOrEmpty($usage.properties.expiryDate)))
+    {
+        $expiryDate = (Get-Date -Date $usage.properties.expiryDate).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+    }
+
+    $savingsPlanEntry = New-Object PSObject -Property @{
+        SavingsPlanResourceId = $usage.id
+        SavingsPlanOrderId = $usage.id.Substring(0,$usage.id.IndexOf("/savingsPlans/"))
+        SavingsPlanId = $usage.id.Split("/")[-1]
+        DisplayName = $usage.properties.displayName
+        SKUName = $usage.sku.name
+        Term = $usage.properties.term
+        ProvisioningState = $usage.properties.displayProvisioningState
+        AppliedScopeType = $usage.properties.userFriendlyAppliedScopeType
+        RenewState = $usage.properties.renew
+        PurchaseDate = $purchaseDate
+        BenefitStart = $usage.properties.benefitStartTime
+        ExpiryDate = $expiryDate
+        EffectiveDate = $usage.properties.effectiveDateTime
+        BillingScopeId = $usage.properties.billingScopeId
+        BillingAccountId = $usage.properties.billingAccountId
+        BillingProfileId = $usage.properties.billingProfileId
+        BillingPlan = $usage.properties.billingPlan
+        CommitmentGrain = $usage.properties.commitment.grain
+        CommitmentCurrencyCode = $usage.properties.commitment.currencyCode
+        CommitmentAmount = $usage.properties.commitment.amount
+        UtilTrend = $usage.properties.utilization.trend
+        Util1Days = ($usage.properties.utilization.aggregates | Where-Object { $_.grain -eq 1 }).value
+        Util7Days = ($usage.properties.utilization.aggregates | Where-Object { $_.grain -eq 7 }).value
+        Util30Days = ($usage.properties.utilization.aggregates | Where-Object { $_.grain -eq 30 }).value
+        Scope = $scope
+        TenantGuid = $tenantId
+        Cloud = $cloudEnvironment
+        CollectedDate = $timestamp
+        Timestamp = $timestamp
+    }
+    $savingsPlans += $savingsPlanEntry
+}
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Generated $($savingsPlans.Count) entries..."
+
+$targetDate = $datetime.ToString("yyyy-MM-dd")
+
+if ($BillingAccountID -match $mcaBillingAccountIdRegex)
+{
+    $csvExportPath = "$targetDate-$BillingProfileID.csv"
+}
+else
+{
+    $csvExportPath = "$targetDate-$BillingAccountID.csv"
+}
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploading CSV to Storage"
+
+$ci = [CultureInfo]::new([System.Threading.Thread]::CurrentThread.CurrentCulture.Name)
+if ($ci.NumberFormat.NumberDecimalSeparator -ne '.')
+{
+    Write-Output "Current culture ($($ci.Name)) does not use . as decimal separator"
+    $ci.NumberFormat.NumberDecimalSeparator = '.'
+    [System.Threading.Thread]::CurrentThread.CurrentCulture = $ci
+}
+
+$savingsPlans | Export-Csv -Path $csvExportPath -NoTypeInformation
+
+$csvBlobName = $csvExportPath
+$csvProperties = @{"ContentType" = "text/csv"};
+Set-AzStorageBlobContent -File $csvExportPath -Container $storageAccountSinkContainer -Properties $csvProperties -Blob $csvBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $csvBlobName to Blob Storage..."
+
+Remove-Item -Path $csvExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $csvExportPath from local disk..."
\ No newline at end of file
diff --git a/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Ingest-OptimizationCSVExportsToLogAnalytics.ps1 b/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Ingest-OptimizationCSVExportsToLogAnalytics.ps1
new file mode 100644
index 000000000..91dabfefb
--- /dev/null
+++ b/docs/deploy/optimization-engine/15.0/runbooks/data-collection/Ingest-OptimizationCSVExportsToLogAnalytics.ps1
@@ -0,0 +1,403 @@
+param(
+    [Parameter(Mandatory = $true)]
+    [string] $StorageSinkContainer
+)
+
+$ErrorActionPreference = "Stop"
+
+$cloudEnvironment = Get-AutomationVariable -Name "AzureOptimization_CloudEnvironment" -ErrorAction SilentlyContinue # AzureCloud|AzureChinaCloud
+if ([string]::IsNullOrEmpty($cloudEnvironment))
+{
+    $cloudEnvironment = "AzureCloud"
+}
+$authenticationOption = Get-AutomationVariable -Name  "AzureOptimization_AuthenticationOption" -ErrorAction SilentlyContinue # ManagedIdentity|UserAssignedManagedIdentity
+if ([string]::IsNullOrEmpty($authenticationOption))
+{
+    $authenticationOption = "ManagedIdentity"
+}
+if ($authenticationOption -eq "UserAssignedManagedIdentity")
+{
+    $uamiClientID = Get-AutomationVariable -Name "AzureOptimization_UAMIClientID"
+}
+
+$sqlserver = Get-AutomationVariable -Name  "AzureOptimization_SQLServerHostname"
+$sqldatabase = Get-AutomationVariable -Name  "AzureOptimization_SQLServerDatabase" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($sqldatabase))
+{
+    $sqldatabase = "azureoptimization"
+}
+$dceEndpoint = Get-AutomationVariable -Name  "AzureOptimization_DCEIngestionEndpoint"
+$LogAnalyticsChunkSize = [int] (Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsChunkSize" -ErrorAction SilentlyContinue)
+if (-not($LogAnalyticsChunkSize -gt 0))
+{
+    $LogAnalyticsChunkSize = 6000
+}
+$lognamePrefix = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsLogPrefix" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($lognamePrefix))
+{
+    $lognamePrefix = "AzureOptimization"
+}
+$storageAccountSink = Get-AutomationVariable -Name  "AzureOptimization_StorageSink"
+
+
+$storageAccountSinkContainer = $StorageSinkContainer
+$StorageBlobsPageSize = [int] (Get-AutomationVariable -Name  "AzureOptimization_StorageBlobsPageSize" -ErrorAction SilentlyContinue)
+if (-not($StorageBlobsPageSize -gt 0))
+{
+    $StorageBlobsPageSize = 1000
+}
+
+$SqlTimeout = 120
+$LogAnalyticsIngestControlTable = "LogAnalyticsIngestControl"
+
+"Logging in to Azure with $authenticationOption..."
+
+switch ($authenticationOption)
+{
+    "UserAssignedManagedIdentity"
+    {
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment -AccountId $uamiClientID
+        break
+    }
+    default
+    {
+        #ManagedIdentity
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment
+        break
+    }
+}
+
+#region Functions
+
+# Sends data to a Log Analytics custom table via the DCR-based Logs Ingestion API.
+# Uses the Automation account managed identity bearer token for authentication.
+function Send-LogIngestionData($accessToken, $dceEndpoint, $dcrImmutableId, $streamName, $body)
+{
+    $uri = "$dceEndpoint/dataCollectionRules/$dcrImmutableId/streams/$streamName`?api-version=2023-01-01"
+    $headers = @{
+        "Authorization" = "Bearer $accessToken"
+        "Content-Type"  = "application/json"
+    }
+    try
+    {
+        $response = Invoke-WebRequest -Uri $uri -Method POST -Headers $headers -Body $body -UseBasicParsing -TimeoutSec 1000 -ErrorAction Stop
+        return $response.StatusCode
+    }
+    catch
+    {
+        if ($_.Exception.Response -and $_.Exception.Response.StatusCode)
+        {
+            return [int]$_.Exception.Response.StatusCode
+        }
+        throw
+    }
+}
+
+# Converts CSV string values in a PSObject to the correct types expected by DCR typed columns.
+# Columns ending in _d are cast to [double]; all others remain as strings.
+function ConvertTo-TypedObject($obj)
+{
+    $typed = [ordered]@{}
+    foreach ($prop in $obj.PSObject.Properties)
+    {
+        $name = $prop.Name
+        $value = $prop.Value
+        if ($name -eq 'Timestamp')
+        {
+            # Rename to TimeGenerated as required by Log Analytics custom tables
+            $typed['TimeGenerated'] = $value
+        }
+        elseif ($name.EndsWith('_d'))
+        {
+            $d = 0.0
+            if ([double]::TryParse($value, [System.Globalization.NumberStyles]::Any, [System.Globalization.CultureInfo]::InvariantCulture, [ref]$d))
+            {
+                $typed[$name] = $d
+            }
+            else
+            {
+                $typed[$name] = $null
+            }
+        }
+        else
+        {
+            $typed[$name] = $value
+        }
+    }
+    return [PSCustomObject]$typed
+}
+
+function Close-SqlConnection()
+{
+    if ($null -ne $script:SqlConnection)
+    {
+        if ($script:SqlConnection.State -ne [System.Data.ConnectionState]::Closed)
+        {
+            $script:SqlConnection.Close()
+        }
+        $script:SqlConnection.Dispose()
+        $script:SqlConnection = $null
+        $script:SqlTokenExpiresOn = $null
+    }
+}
+
+function Get-SqlConnection()
+{
+    $refreshWindow = (Get-Date).ToUniversalTime().AddMinutes(5)
+    if ($null -ne $script:SqlConnection -and
+        $script:SqlConnection.State -eq [System.Data.ConnectionState]::Open -and
+        $script:SqlTokenExpiresOn -gt $refreshWindow)
+    {
+        return $script:SqlConnection
+    }
+
+    Close-SqlConnection
+
+    $dbToken = Get-AzAccessToken -ResourceUrl "https://$azureSqlDomain/"
+    $script:SqlTokenExpiresOn = $dbToken.ExpiresOn.UtcDateTime
+    $script:SqlConnection = New-Object System.Data.SqlClient.SqlConnection("Server=tcp:$sqlserver,1433;Database=$sqldatabase;Encrypt=True;Connection Timeout=$SqlTimeout;Pooling=False")
+    $script:SqlConnection.AccessToken = $dbToken.Token
+    $script:SqlConnection.Open()
+
+    return $script:SqlConnection
+}
+
+#endregion Functions
+
+$cloudDetails = Get-AzEnvironment -Name $CloudEnvironment
+$azureSqlDomain = $cloudDetails.SqlDatabaseDnsSuffix.Substring(1)
+
+# get reference to storage sink
+Write-Output "Getting blobs list from $storageAccountSink storage account ($storageAccountSinkContainer container)..."
+
+$saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -UseConnectedAccount -Environment $cloudEnvironment
+
+$allblobs = @()
+
+$continuationToken = $null
+do
+{
+    $blobs = Get-AzStorageBlob -Container $storageAccountSinkContainer -MaxCount $StorageBlobsPageSize -ContinuationToken $continuationToken -Context $saCtx | Sort-Object -Property LastModified
+    if ($blobs.Count -le 0) { break }
+    $allblobs += $blobs
+    $continuationToken = $blobs[$blobs.Count - 1].ContinuationToken
+}
+while ($null -ne $continuationToken)
+
+$tries = 0
+$connectionSuccess = $false
+do
+{
+    $tries++
+    try
+    {
+        $Conn = Get-SqlConnection
+        $Cmd = New-Object system.Data.SqlClient.SqlCommand
+        $Cmd.Connection = $Conn
+        $Cmd.CommandTimeout = $SqlTimeout
+        $Cmd.CommandText = "SELECT * FROM [dbo].[$LogAnalyticsIngestControlTable] WHERE StorageContainerName = '$storageAccountSinkContainer'"
+
+        $sqlAdapter = New-Object System.Data.SqlClient.SqlDataAdapter
+        $sqlAdapter.SelectCommand = $Cmd
+        $controlRows = New-Object System.Data.DataTable
+        $sqlAdapter.Fill($controlRows) | Out-Null
+        $connectionSuccess = $true
+    }
+    catch
+    {
+        Close-SqlConnection
+        Write-Output "Failed to contact SQL at try $tries."
+        Write-Output $Error[0]
+        Start-Sleep -Seconds ($tries * 20)
+    }
+    finally
+    {
+        if ($null -ne $sqlAdapter)
+        {
+            $sqlAdapter.Dispose()
+        }
+        if ($null -ne $Cmd)
+        {
+            $Cmd.Dispose()
+        }
+    }
+} while (-not($connectionSuccess) -and $tries -lt 3)
+
+Close-SqlConnection
+
+if (-not($connectionSuccess))
+{
+    throw "Could not establish connection to SQL."
+}
+
+if ($controlRows.Count -eq 0 -or -not($controlRows[0].LastProcessedDateTime))
+{
+    throw "Could not find a valid ingestion control row for $storageAccountSinkContainer"
+}
+
+$controlRow = $controlRows[0]
+$lastProcessedLine = $controlRow.LastProcessedLine
+$lastProcessedDateTime = $controlRow.LastProcessedDateTime.ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+$LogAnalyticsSuffix = $controlRow.LogAnalyticsSuffix
+$dcrImmutableId = $controlRow.DCRImmutableId
+$logname = $lognamePrefix + $LogAnalyticsSuffix
+$streamName = "Custom-$lognamePrefix$LogAnalyticsSuffix"
+
+if ([string]::IsNullOrEmpty($dcrImmutableId))
+{
+    throw "DCRImmutableId is not set for container $storageAccountSinkContainer. Run Setup-LogAnalyticsTablesAndDCRs.ps1 first."
+}
+
+# Obtain a bearer token for the Logs Ingestion API using the Automation managed identity
+switch ($cloudEnvironment)
+{
+    "AzureChinaCloud" { $monitorAudience = "https://monitor.azure.cn/" }
+    "AzureUSGovernment" { $monitorAudience = "https://monitor.azure.us/" }
+    default { $monitorAudience = "https://monitor.azure.com/" }
+}
+$monitorToken = (Get-AzAccessToken -ResourceUrl $monitorAudience).Token
+
+Write-Output "Processing blobs modified after $lastProcessedDateTime (line $lastProcessedLine) and ingesting them into the $($logname)_CL table (stream $streamName)..."
+
+$newProcessedTime = $null
+
+$unprocessedBlobs = @()
+
+foreach ($blob in $allblobs)
+{
+    $blobLastModified = $blob.LastModified.UtcDateTime.ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+    if ($lastProcessedDateTime -lt $blobLastModified -or `
+        ($lastProcessedDateTime -eq $blobLastModified -and $lastProcessedLine -gt 0))
+    {
+        Write-Output "$($blob.Name) found (modified on $blobLastModified)"
+        $unprocessedBlobs += $blob
+    }
+}
+
+$unprocessedBlobs = $unprocessedBlobs | Sort-Object -Property LastModified
+
+Write-Output "Found $($unprocessedBlobs.Count) new blobs to process..."
+
+foreach ($blob in $unprocessedBlobs)
+{
+    $newProcessedTime = $blob.LastModified.UtcDateTime.ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+    Write-Output "About to process $($blob.Name) ($($blob.Length) bytes)..."
+    $blobFilePath = "$env:TEMP\$($blob.Name)"
+    Get-AzStorageBlobContent -CloudBlob $blob.ICloudBlob -Context $saCtx -Force -Destination $blobFilePath | Out-Null
+
+    $r = [IO.File]::OpenText($blobFilePath)
+
+    $linesProcessed = 0
+    $lineCounter = 0
+    $chunkLines = @()
+
+    while ($r.Peek() -ge 0)
+    {
+        $line = $r.ReadLine()
+        if ($lineCounter -eq 0)
+        {
+            $header = $line
+            $chunkLines += $line
+        }
+        else
+        {
+            $linesProcessed++
+        }
+        if ($lastProcessedLine -lt $linesProcessed -and $lineCounter -gt 0)
+        {
+            $chunkLines += $line
+        }
+        if (($lineCounter -eq $LogAnalyticsChunkSize -or $r.Peek() -lt 0) -and $linesProcessed -gt 0)
+        {
+            $csvObject = $chunkLines | ConvertFrom-Csv
+            $typedObjects = $csvObject | ForEach-Object { ConvertTo-TypedObject $_ }
+            $jsonObject = ConvertTo-Json -InputObject @($typedObjects) -Depth 3
+
+            if ($null -ne $jsonObject)
+            {
+                # Refresh token for long-running ingestion jobs
+                $monitorToken = (Get-AzAccessToken -ResourceUrl $monitorAudience).Token
+                $res = Send-LogIngestionData -accessToken $monitorToken -dceEndpoint $dceEndpoint `
+                    -dcrImmutableId $dcrImmutableId -streamName $streamName `
+                    -body ([System.Text.Encoding]::UTF8.GetBytes($jsonObject))
+
+                if ($res -ge 200 -and $res -lt 300)
+                {
+                    Write-Output "Successfully uploaded $lineCounter $LogAnalyticsSuffix rows to Log Analytics"
+                }
+                else
+                {
+                    Write-Warning "Failed to upload $lineCounter $LogAnalyticsSuffix rows. Error code: $res"
+                    $r.Dispose()
+                    Remove-Item -Path $blobFilePath -Force
+                    throw
+                }
+            }
+            else
+            {
+                Write-Warning "Skipped uploading $lineCounter $LogAnalyticsSuffix rows. Null JSON object."
+            }
+
+            if ($r.Peek() -lt 0)
+            {
+                $lastProcessedLine = -1
+            }
+            else
+            {
+                $lastProcessedLine = $linesProcessed - 1
+            }
+
+            $updatedLastProcessedLine = $lastProcessedLine
+            $updatedLastProcessedDateTime = $lastProcessedDateTime
+            if ($r.Peek() -lt 0)
+            {
+                $updatedLastProcessedDateTime = $newProcessedTime
+            }
+            $lastProcessedDateTime = $updatedLastProcessedDateTime
+            Write-Output "Updating last processed time / line to $($updatedLastProcessedDateTime) / $updatedLastProcessedLine"
+            $sqlStatement = "UPDATE [$LogAnalyticsIngestControlTable] SET LastProcessedLine = $updatedLastProcessedLine, LastProcessedDateTime = '$updatedLastProcessedDateTime' WHERE StorageContainerName = '$storageAccountSinkContainer'"
+            $Conn = Get-SqlConnection
+            $Cmd = New-Object system.Data.SqlClient.SqlCommand
+            $Cmd.Connection = $Conn
+            $Cmd.CommandText = $sqlStatement
+            $Cmd.CommandTimeout = $SqlTimeout
+            $Cmd.ExecuteNonQuery() | Out-Null
+            $Cmd.Dispose()
+
+            $chunkLines = @()
+            $chunkLines += $header
+            $lineCounter = 1
+        }
+        else
+        {
+            $lineCounter++
+        }
+    }
+    $r.Dispose()
+
+    if ($linesProcessed -eq 0)
+    {
+        Write-Output "No rows found"
+        $updatedLastProcessedLine = -1
+        $updatedLastProcessedDateTime = $newProcessedTime
+        Write-Output "Updating last processed time / line to $($updatedLastProcessedDateTime) / $updatedLastProcessedLine"
+        $sqlStatement = "UPDATE [$LogAnalyticsIngestControlTable] SET LastProcessedLine = $updatedLastProcessedLine, LastProcessedDateTime = '$updatedLastProcessedDateTime' WHERE StorageContainerName = '$storageAccountSinkContainer'"
+        $Conn = Get-SqlConnection
+        $Cmd = New-Object system.Data.SqlClient.SqlCommand
+        $Cmd.Connection = $Conn
+        $Cmd.CommandText = $sqlStatement
+        $Cmd.CommandTimeout = $SqlTimeout
+        $Cmd.ExecuteNonQuery() | Out-Null
+        $Cmd.Dispose()
+    }
+    else
+    {
+        Write-Output "Processed $linesProcessed row(s) in total."
+    }
+
+    Remove-Item -Path $blobFilePath -Force
+}
+
+Close-SqlConnection
+
+Write-Output "DONE"
\ No newline at end of file
diff --git a/docs/deploy/optimization-engine/15.0/runbooks/maintenance/CleanUp-OlderRecommendationsFromSqlServer.ps1 b/docs/deploy/optimization-engine/15.0/runbooks/maintenance/CleanUp-OlderRecommendationsFromSqlServer.ps1
new file mode 100644
index 000000000..e86f49753
--- /dev/null
+++ b/docs/deploy/optimization-engine/15.0/runbooks/maintenance/CleanUp-OlderRecommendationsFromSqlServer.ps1
@@ -0,0 +1,84 @@
+$ErrorActionPreference = "Stop"
+
+$cloudEnvironment = Get-AutomationVariable -Name "AzureOptimization_CloudEnvironment" -ErrorAction SilentlyContinue # AzureCloud|AzureChinaCloud
+if ([string]::IsNullOrEmpty($cloudEnvironment))
+{
+    $cloudEnvironment = "AzureCloud"
+}
+$authenticationOption = Get-AutomationVariable -Name  "AzureOptimization_AuthenticationOption" -ErrorAction SilentlyContinue # ManagedIdentity|UserAssignedManagedIdentity
+if ([string]::IsNullOrEmpty($authenticationOption))
+{
+    $authenticationOption = "ManagedIdentity"
+}
+if ($authenticationOption -eq "UserAssignedManagedIdentity")
+{
+    $uamiClientID = Get-AutomationVariable -Name "AzureOptimization_UAMIClientID"
+}
+
+$sqlserver = Get-AutomationVariable -Name  "AzureOptimization_SQLServerHostname"
+$sqldatabase = Get-AutomationVariable -Name  "AzureOptimization_SQLServerDatabase" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($sqldatabase))
+{
+    $sqldatabase = "azureoptimization"
+}
+$RecommendationsMaxAge = [int] (Get-AutomationVariable -Name  "AzureOptimization_RecommendationsMaxAgeInDays" -ErrorAction SilentlyContinue)
+if (-not($RecommendationsMaxAge -gt 0))
+{
+    $RecommendationsMaxAge = 365
+}
+
+$recommendationsTable = "Recommendations"
+$SqlTimeout = 120
+
+"Logging in to Azure with $authenticationOption..."
+
+switch ($authenticationOption) {
+    "UserAssignedManagedIdentity" {
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment -AccountId $uamiClientID
+        break
+    }
+    Default { #ManagedIdentity
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment
+        break
+    }
+}
+
+$cloudDetails = Get-AzEnvironment -Name $CloudEnvironment
+$azureSqlDomain = $cloudDetails.SqlDatabaseDnsSuffix.Substring(1)
+
+$tries = 0
+$connectionSuccess = $false
+
+Write-Output "Cleaning up recommendations older than $RecommendationsMaxAge days..."
+
+do {
+    $tries++
+    try {
+        $dbToken = Get-AzAccessToken -ResourceUrl "https://$azureSqlDomain/"
+        $Conn = New-Object System.Data.SqlClient.SqlConnection("Server=tcp:$sqlserver,1433;Database=$sqldatabase;Encrypt=True;Connection Timeout=$SqlTimeout;")
+        $Conn.AccessToken = $dbToken.Token
+        $Conn.Open()
+        $Cmd=new-object system.Data.SqlClient.SqlCommand
+        $Cmd.Connection = $Conn
+        $Cmd.CommandTimeout = 0
+        $Cmd.CommandText = "DELETE FROM [dbo].[$recommendationsTable] WHERE GeneratedDate < GETDATE()-$RecommendationsMaxAge"
+        $DeletedRows = $Cmd.ExecuteNonQuery()
+        $connectionSuccess = $true
+    }
+    catch {
+        Write-Output "Failed to contact SQL at try $tries."
+        Write-Output $Error[0]
+        Start-Sleep -Seconds ($tries * 20)
+    }
+    finally {
+        $Conn.Close()
+        $Conn.Dispose()
+    }
+} while (-not($connectionSuccess) -and $tries -lt 3)
+
+if (-not($connectionSuccess))
+{
+    throw "Could not establish connection to SQL."
+}
+
+Write-Output "Cleaned up $DeletedRows recommendations."
\ No newline at end of file
diff --git a/docs/deploy/optimization-engine/15.0/runbooks/recommendations/Ingest-RecommendationsToLogAnalytics.ps1 b/docs/deploy/optimization-engine/15.0/runbooks/recommendations/Ingest-RecommendationsToLogAnalytics.ps1
new file mode 100644
index 000000000..b6237515e
--- /dev/null
+++ b/docs/deploy/optimization-engine/15.0/runbooks/recommendations/Ingest-RecommendationsToLogAnalytics.ps1
@@ -0,0 +1,358 @@
+$ErrorActionPreference = "Stop"
+
+$cloudEnvironment = Get-AutomationVariable -Name "AzureOptimization_CloudEnvironment" -ErrorAction SilentlyContinue # AzureCloud|AzureChinaCloud
+if ([string]::IsNullOrEmpty($cloudEnvironment))
+{
+    $cloudEnvironment = "AzureCloud"
+}
+$authenticationOption = Get-AutomationVariable -Name  "AzureOptimization_AuthenticationOption" -ErrorAction SilentlyContinue # ManagedIdentity|UserAssignedManagedIdentity
+if ([string]::IsNullOrEmpty($authenticationOption))
+{
+    $authenticationOption = "ManagedIdentity"
+}
+if ($authenticationOption -eq "UserAssignedManagedIdentity")
+{
+    $uamiClientID = Get-AutomationVariable -Name "AzureOptimization_UAMIClientID"
+}
+
+$sqlserver = Get-AutomationVariable -Name  "AzureOptimization_SQLServerHostname"
+$sqldatabase = Get-AutomationVariable -Name  "AzureOptimization_SQLServerDatabase" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($sqldatabase))
+{
+    $sqldatabase = "azureoptimization"
+}
+$dceEndpoint = Get-AutomationVariable -Name  "AzureOptimization_DCEIngestionEndpoint"
+$LogAnalyticsChunkSize = [int] (Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsChunkSize" -ErrorAction SilentlyContinue)
+if (-not($LogAnalyticsChunkSize -gt 0))
+{
+    $LogAnalyticsChunkSize = 150
+}
+$lognamePrefix = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsLogPrefix" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($lognamePrefix))
+{
+    $lognamePrefix = "AzureOptimization"
+}
+
+$SqlTimeout = 120
+$LogAnalyticsIngestControlTable = "LogAnalyticsIngestControl"
+
+$storageAccountSink = Get-AutomationVariable -Name  "AzureOptimization_StorageSink"
+
+
+$storageAccountSinkContainer = Get-AutomationVariable -Name  "AzureOptimization_RecommendationsContainer" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($storageAccountSinkContainer))
+{
+    $storageAccountSinkContainer = "recommendationsexports"
+}
+$StorageBlobsPageSize = [int] (Get-AutomationVariable -Name  "AzureOptimization_StorageBlobsPageSize" -ErrorAction SilentlyContinue)
+if (-not($StorageBlobsPageSize -gt 0))
+{
+    $StorageBlobsPageSize = 1000
+}
+
+#region Functions
+
+# Sends data to a Log Analytics custom table via the DCR-based Logs Ingestion API.
+function Send-LogIngestionData($accessToken, $dceEndpoint, $dcrImmutableId, $streamName, $body)
+{
+    $uri = "$dceEndpoint/dataCollectionRules/$dcrImmutableId/streams/$streamName`?api-version=2023-01-01"
+    $headers = @{
+        "Authorization" = "Bearer $accessToken"
+        "Content-Type"  = "application/json"
+    }
+    try
+    {
+        $response = Invoke-WebRequest -Uri $uri -Method POST -Headers $headers -Body $body -UseBasicParsing -TimeoutSec 1000 -ErrorAction Stop
+        return $response.StatusCode
+    }
+    catch
+    {
+        if ($_.Exception.Response -and $_.Exception.Response.StatusCode)
+        {
+            return [int]$_.Exception.Response.StatusCode
+        }
+        throw
+    }
+}
+
+function Close-SqlConnection()
+{
+    if ($null -ne $script:SqlConnection)
+    {
+        if ($script:SqlConnection.State -ne [System.Data.ConnectionState]::Closed)
+        {
+            $script:SqlConnection.Close()
+        }
+        $script:SqlConnection.Dispose()
+        $script:SqlConnection = $null
+        $script:SqlTokenExpiresOn = $null
+    }
+}
+
+function Get-SqlConnection()
+{
+    $refreshWindow = (Get-Date).ToUniversalTime().AddMinutes(5)
+    if ($null -ne $script:SqlConnection -and
+        $script:SqlConnection.State -eq [System.Data.ConnectionState]::Open -and
+        $script:SqlTokenExpiresOn -gt $refreshWindow)
+    {
+        return $script:SqlConnection
+    }
+
+    Close-SqlConnection
+
+    $dbToken = Get-AzAccessToken -ResourceUrl "https://$azureSqlDomain/"
+    $script:SqlTokenExpiresOn = $dbToken.ExpiresOn.UtcDateTime
+    $script:SqlConnection = New-Object System.Data.SqlClient.SqlConnection("Server=tcp:$sqlserver,1433;Database=$sqldatabase;Encrypt=True;Connection Timeout=$SqlTimeout;Pooling=False")
+    $script:SqlConnection.AccessToken = $dbToken.Token
+    $script:SqlConnection.Open()
+
+    return $script:SqlConnection
+}
+
+#endregion Functions
+
+
+"Logging in to Azure with $authenticationOption..."
+
+switch ($authenticationOption)
+{
+    "UserAssignedManagedIdentity"
+    {
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment -AccountId $uamiClientID
+        break
+    }
+    default
+    {
+        #ManagedIdentity
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment
+        break
+    }
+}
+
+$cloudDetails = Get-AzEnvironment -Name $CloudEnvironment
+$azureSqlDomain = $cloudDetails.SqlDatabaseDnsSuffix.Substring(1)
+
+# get reference to storage sink
+Write-Output "Getting reference to $storageAccountSink storage account (recommendations exports sink)"
+
+$saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -UseConnectedAccount -Environment $cloudEnvironment
+
+$allblobs = @()
+
+Write-Output "Getting blobs list..."
+$continuationToken = $null
+do
+{
+    $blobs = Get-AzStorageBlob -Container $storageAccountSinkContainer -MaxCount $StorageBlobsPageSize -ContinuationToken $continuationToken -Context $saCtx | Sort-Object -Property LastModified
+    if ($blobs.Count -le 0) { break }
+    $allblobs += $blobs
+    $continuationToken = $blobs[$blobs.Count - 1].ContinuationToken
+}
+while ($null -ne $continuationToken)
+
+$tries = 0
+$connectionSuccess = $false
+do
+{
+    $tries++
+    try
+    {
+        $Conn = Get-SqlConnection
+        $Cmd = New-Object system.Data.SqlClient.SqlCommand
+        $Cmd.Connection = $Conn
+        $Cmd.CommandTimeout = $SqlTimeout
+        $Cmd.CommandText = "SELECT * FROM [dbo].[$LogAnalyticsIngestControlTable] WHERE StorageContainerName = '$storageAccountSinkContainer'"
+
+        $sqlAdapter = New-Object System.Data.SqlClient.SqlDataAdapter
+        $sqlAdapter.SelectCommand = $Cmd
+        $controlRows = New-Object System.Data.DataTable
+        $sqlAdapter.Fill($controlRows) | Out-Null
+        $connectionSuccess = $true
+    }
+    catch
+    {
+        Close-SqlConnection
+        Write-Output "Failed to contact SQL at try $tries."
+        Write-Output $Error[0]
+        Start-Sleep -Seconds ($tries * 20)
+    }
+    finally
+    {
+        if ($null -ne $sqlAdapter)
+        {
+            $sqlAdapter.Dispose()
+        }
+        if ($null -ne $Cmd)
+        {
+            $Cmd.Dispose()
+        }
+    }
+} while (-not($connectionSuccess) -and $tries -lt 3)
+
+Close-SqlConnection
+
+if (-not($connectionSuccess))
+{
+    throw "Could not establish connection to SQL."
+}
+
+if ($controlRows.Count -eq 0 -or -not($controlRows[0].LastProcessedDateTime))
+{
+    throw "Could not find a valid ingestion control row for $storageAccountSinkContainer"
+}
+
+$controlRow = $controlRows[0]
+$lastProcessedLine = $controlRow.LastProcessedLine
+$lastProcessedDateTime = $controlRow.LastProcessedDateTime.ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+$LogAnalyticsSuffix = $controlRow.LogAnalyticsSuffix
+$dcrImmutableId = $controlRow.DCRImmutableId
+$logname = $lognamePrefix + $LogAnalyticsSuffix
+$streamName = "Custom-$lognamePrefix$LogAnalyticsSuffix"
+
+if ([string]::IsNullOrEmpty($dcrImmutableId))
+{
+    throw "DCRImmutableId is not set for container $storageAccountSinkContainer. Run Setup-LogAnalyticsTablesAndDCRs.ps1 first."
+}
+
+# Obtain a bearer token for the Logs Ingestion API
+switch ($cloudEnvironment)
+{
+    "AzureChinaCloud" { $monitorAudience = "https://monitor.azure.cn/" }
+    "AzureUSGovernment" { $monitorAudience = "https://monitor.azure.us/" }
+    default { $monitorAudience = "https://monitor.azure.com/" }
+}
+$monitorToken = (Get-AzAccessToken -ResourceUrl $monitorAudience).Token
+
+Write-Output "Processing blobs modified after $lastProcessedDateTime (line $lastProcessedLine) and ingesting them into the $($logname)_CL table (stream $streamName)..."
+
+$newProcessedTime = $null
+
+$unprocessedBlobs = @()
+
+foreach ($blob in $allblobs)
+{
+    $blobLastModified = $blob.LastModified.UtcDateTime.ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+    if ($lastProcessedDateTime -lt $blobLastModified -or `
+        ($lastProcessedDateTime -eq $blobLastModified -and $lastProcessedLine -gt 0))
+    {
+        Write-Output "$($blob.Name) found (modified on $blobLastModified)"
+        $unprocessedBlobs += $blob
+    }
+}
+
+$unprocessedBlobs = $unprocessedBlobs | Sort-Object -Property LastModified
+
+Write-Output "Found $($unprocessedBlobs.Count) new blobs to process..."
+
+foreach ($blob in $unprocessedBlobs)
+{
+    $newProcessedTime = $blob.LastModified.UtcDateTime.ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+    Write-Output "About to process $($blob.Name)..."
+    Get-AzStorageBlobContent -CloudBlob $blob.ICloudBlob -Context $saCtx -Force
+    $jsonObject = Get-Content -Path $blob.Name | ConvertFrom-Json
+    Write-Output "Blob contains $($jsonObject.Count) results..."
+
+    if ($null -eq $jsonObject)
+    {
+        $recCount = 0
+    }
+    elseif ($null -eq $jsonObject.Count)
+    {
+        $recCount = 1
+    }
+    else
+    {
+        $recCount = $jsonObject.Count
+    }
+
+    $linesProcessed = 0
+    $jsonObjectSplitted = @()
+
+    if ($recCount -gt 1)
+    {
+        for ($i = 0; $i -lt $recCount; $i += $LogAnalyticsChunkSize)
+        {
+            $jsonObjectSplitted += , @($jsonObject[$i..($i + ($LogAnalyticsChunkSize - 1))])
+        }
+    }
+    else
+    {
+        $jsonObjectArray = @()
+        $jsonObjectArray += $jsonObject
+        $jsonObjectSplitted += , $jsonObjectArray
+    }
+
+    for ($j = 0; $j -lt $jsonObjectSplitted.Count; $j++)
+    {
+        if ($jsonObjectSplitted[$j])
+        {
+            $currentObjectLines = $jsonObjectSplitted[$j].Count
+            if ($lastProcessedLine -lt $linesProcessed)
+            {
+                for ($i = 0; $i -lt $jsonObjectSplitted[$j].Count; $i++)
+                {
+                    $jsonObjectSplitted[$j][$i].RecommendationDescription = $jsonObjectSplitted[$j][$i].RecommendationDescription.Replace("'", "")
+                    $jsonObjectSplitted[$j][$i].RecommendationAction = $jsonObjectSplitted[$j][$i].RecommendationAction.Replace("'", "")
+                    $jsonObjectSplitted[$j][$i].AdditionalInfo = $jsonObjectSplitted[$j][$i].AdditionalInfo | ConvertTo-Json -Compress
+                    $jsonObjectSplitted[$j][$i].Tags = $jsonObjectSplitted[$j][$i].Tags | ConvertTo-Json -Compress
+                    # Rename Timestamp to TimeGenerated as required by Log Analytics custom tables
+                    $jsonObjectSplitted[$j][$i] | Add-Member -MemberType NoteProperty -Name 'TimeGenerated' -Value $jsonObjectSplitted[$j][$i].Timestamp -Force
+                }
+
+                $jsonObject = ConvertTo-Json -InputObject $jsonObjectSplitted[$j]
+                # Refresh token before each chunk upload
+                $monitorToken = (Get-AzAccessToken -ResourceUrl $monitorAudience).Token
+                $res = Send-LogIngestionData -accessToken $monitorToken -dceEndpoint $dceEndpoint `
+                    -dcrImmutableId $dcrImmutableId -streamName $streamName `
+                    -body ([System.Text.Encoding]::UTF8.GetBytes($jsonObject))
+                if ($res -ge 200 -and $res -lt 300)
+                {
+                    Write-Output "Successfully uploaded $currentObjectLines $LogAnalyticsSuffix rows to Log Analytics"
+                    $linesProcessed += $currentObjectLines
+                    if ($j -eq ($jsonObjectSplitted.Count - 1))
+                    {
+                        $lastProcessedLine = -1
+                    }
+                    else
+                    {
+                        $lastProcessedLine = $linesProcessed - 1
+                    }
+
+                    $updatedLastProcessedLine = $lastProcessedLine
+                    $updatedLastProcessedDateTime = $lastProcessedDateTime
+                    if ($j -eq ($jsonObjectSplitted.Count - 1))
+                    {
+                        $updatedLastProcessedDateTime = $newProcessedTime
+                    }
+                    $lastProcessedDateTime = $updatedLastProcessedDateTime
+                    Write-Output "Updating last processed time / line to $($updatedLastProcessedDateTime) / $updatedLastProcessedLine"
+                    $sqlStatement = "UPDATE [$LogAnalyticsIngestControlTable] SET LastProcessedLine = $updatedLastProcessedLine, LastProcessedDateTime = '$updatedLastProcessedDateTime' WHERE StorageContainerName = '$storageAccountSinkContainer'"
+                    $Conn = Get-SqlConnection
+                    $Cmd = New-Object system.Data.SqlClient.SqlCommand
+                    $Cmd.Connection = $Conn
+                    $Cmd.CommandText = $sqlStatement
+                    $Cmd.CommandTimeout = $SqlTimeout
+                    $Cmd.ExecuteNonQuery() | Out-Null
+                    $Cmd.Dispose()
+                }
+                else
+                {
+                    $linesProcessed += $currentObjectLines
+                    Write-Warning "Failed to upload $currentObjectLines $LogAnalyticsSuffix rows. Error code: $res"
+                    throw
+                }
+            }
+            else
+            {
+                $linesProcessed += $currentObjectLines
+            }
+        }
+    }
+
+    Remove-Item -Path $blob.Name -Force
+}
+
+Close-SqlConnection
+
+Write-Output "DONE"
\ No newline at end of file
diff --git a/docs/deploy/optimization-engine/15.0/runbooks/recommendations/Ingest-RecommendationsToSQLServer.ps1 b/docs/deploy/optimization-engine/15.0/runbooks/recommendations/Ingest-RecommendationsToSQLServer.ps1
new file mode 100644
index 000000000..3736f3d14
--- /dev/null
+++ b/docs/deploy/optimization-engine/15.0/runbooks/recommendations/Ingest-RecommendationsToSQLServer.ps1
@@ -0,0 +1,337 @@
+$ErrorActionPreference = "Stop"
+
+$cloudEnvironment = Get-AutomationVariable -Name "AzureOptimization_CloudEnvironment" -ErrorAction SilentlyContinue # AzureCloud|AzureChinaCloud
+if ([string]::IsNullOrEmpty($cloudEnvironment))
+{
+    $cloudEnvironment = "AzureCloud"
+}
+$authenticationOption = Get-AutomationVariable -Name  "AzureOptimization_AuthenticationOption" -ErrorAction SilentlyContinue # ManagedIdentity|UserAssignedManagedIdentity
+if ([string]::IsNullOrEmpty($authenticationOption))
+{
+    $authenticationOption = "ManagedIdentity"
+}
+if ($authenticationOption -eq "UserAssignedManagedIdentity")
+{
+    $uamiClientID = Get-AutomationVariable -Name "AzureOptimization_UAMIClientID"
+}
+
+$sqlserver = Get-AutomationVariable -Name  "AzureOptimization_SQLServerHostname"
+$sqldatabase = Get-AutomationVariable -Name  "AzureOptimization_SQLServerDatabase" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($sqldatabase))
+{
+    $sqldatabase = "azureoptimization"
+}
+$ChunkSize = [int] (Get-AutomationVariable -Name  "AzureOptimization_SQLServerInsertSize" -ErrorAction SilentlyContinue)
+if (-not($ChunkSize -gt 0))
+{
+    $ChunkSize = 900
+}
+$SqlTimeout = 120
+
+$storageAccountSink = Get-AutomationVariable -Name  "AzureOptimization_StorageSink"
+
+
+$storageAccountSinkContainer = Get-AutomationVariable -Name  "AzureOptimization_RecommendationsContainer" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($storageAccountSinkContainer))
+{
+    $storageAccountSinkContainer = "recommendationsexports"
+}
+$StorageBlobsPageSize = [int] (Get-AutomationVariable -Name  "AzureOptimization_StorageBlobsPageSize" -ErrorAction SilentlyContinue)
+if (-not($StorageBlobsPageSize -gt 0))
+{
+    $StorageBlobsPageSize = 1000
+}
+
+function Close-SqlConnection()
+{
+    if ($null -ne $script:SqlConnection)
+    {
+        if ($script:SqlConnection.State -ne [System.Data.ConnectionState]::Closed)
+        {
+            $script:SqlConnection.Close()
+        }
+        $script:SqlConnection.Dispose()
+        $script:SqlConnection = $null
+        $script:SqlTokenExpiresOn = $null
+    }
+}
+
+function Get-SqlConnection()
+{
+    $refreshWindow = (Get-Date).ToUniversalTime().AddMinutes(5)
+    if ($null -ne $script:SqlConnection -and
+        $script:SqlConnection.State -eq [System.Data.ConnectionState]::Open -and
+        $script:SqlTokenExpiresOn -gt $refreshWindow)
+    {
+        return $script:SqlConnection
+    }
+
+    Close-SqlConnection
+
+    $dbToken = Get-AzAccessToken -ResourceUrl "https://$azureSqlDomain/"
+    $script:SqlTokenExpiresOn = $dbToken.ExpiresOn.UtcDateTime
+    $script:SqlConnection = New-Object System.Data.SqlClient.SqlConnection("Server=tcp:$sqlserver,1433;Database=$sqldatabase;Encrypt=True;Connection Timeout=$SqlTimeout;Pooling=False")
+    $script:SqlConnection.AccessToken = $dbToken.Token
+    $script:SqlConnection.Open()
+
+    return $script:SqlConnection
+}
+
+
+"Logging in to Azure with $authenticationOption..."
+
+switch ($authenticationOption)
+{
+    "UserAssignedManagedIdentity"
+    {
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment -AccountId $uamiClientID
+        break
+    }
+    Default
+    {
+        #ManagedIdentity
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment
+        break
+    }
+}
+
+$cloudDetails = Get-AzEnvironment -Name $CloudEnvironment
+$azureSqlDomain = $cloudDetails.SqlDatabaseDnsSuffix.Substring(1)
+
+# get reference to storage sink
+Write-Output "Getting reference to $storageAccountSink storage account (recommendations exports sink)"
+
+$saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -UseConnectedAccount -Environment $cloudEnvironment
+
+$allblobs = @()
+
+Write-Output "Getting blobs list..."
+$continuationToken = $null
+do
+{
+    $blobs = Get-AzStorageBlob -Container $storageAccountSinkContainer -MaxCount $StorageBlobsPageSize -ContinuationToken $continuationToken -Context $saCtx | Sort-Object -Property LastModified
+    if ($blobs.Count -le 0) { break }
+    $allblobs += $blobs
+    $continuationToken = $blobs[$blobs.Count - 1].ContinuationToken
+}
+While ($null -ne $continuationToken)
+
+$SqlServerIngestControlTable = "SqlServerIngestControl"
+$recommendationsTable = "Recommendations"
+
+$tries = 0
+$connectionSuccess = $false
+
+do
+{
+    $tries++
+    try
+    {
+        $Conn = Get-SqlConnection
+        $Cmd = New-Object system.Data.SqlClient.SqlCommand
+        $Cmd.Connection = $Conn
+        $Cmd.CommandTimeout = $SqlTimeout
+        $Cmd.CommandText = "SELECT * FROM [dbo].[$SqlServerIngestControlTable] WHERE StorageContainerName = '$storageAccountSinkContainer' and SqlTableName = '$recommendationsTable'"
+
+        $sqlAdapter = New-Object System.Data.SqlClient.SqlDataAdapter
+        $sqlAdapter.SelectCommand = $Cmd
+        $controlRows = New-Object System.Data.DataTable
+        $sqlAdapter.Fill($controlRows) | Out-Null
+        $connectionSuccess = $true
+    }
+    catch
+    {
+        Close-SqlConnection
+        Write-Output "Failed to contact SQL at try $tries."
+        Write-Output $Error[0]
+        Start-Sleep -Seconds ($tries * 20)
+    }
+} while (-not($connectionSuccess) -and $tries -lt 3)
+
+Close-SqlConnection
+
+if (-not($connectionSuccess))
+{
+    throw "Could not establish connection to SQL."
+}
+
+if ($controlRows.Count -eq 0)
+{
+    throw "Could not find a control row for $storageAccountSinkContainer container and $recommendationsTable table."
+}
+
+$controlRow = $controlRows[0]
+$lastProcessedLine = $controlRow.LastProcessedLine
+$lastProcessedDateTime = $controlRow.LastProcessedDateTime.ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+
+
+Write-Output "Processing blobs modified after $lastProcessedDateTime (line $lastProcessedLine) and ingesting them into the Recommendations SQL table..."
+
+$newProcessedTime = $null
+
+$unprocessedBlobs = @()
+
+foreach ($blob in $allblobs)
+{
+    $blobLastModified = $blob.LastModified.UtcDateTime.ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+    if ($lastProcessedDateTime -lt $blobLastModified -or `
+        ($lastProcessedDateTime -eq $blobLastModified -and $lastProcessedLine -gt 0))
+    {
+        Write-Output "$($blob.Name) found (modified on $blobLastModified)"
+        $unprocessedBlobs += $blob
+    }
+}
+
+$unprocessedBlobs = $unprocessedBlobs | Sort-Object -Property LastModified
+
+Write-Output "Found $($unprocessedBlobs.Count) new blobs to process..."
+
+foreach ($blob in $unprocessedBlobs)
+{
+    $newProcessedTime = $blob.LastModified.UtcDateTime.ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+    Write-Output "About to process $($blob.Name)..."
+    Get-AzStorageBlobContent -CloudBlob $blob.ICloudBlob -Context $saCtx -Force
+    $jsonObject = Get-Content -Path $blob.Name | ConvertFrom-Json
+    Write-Output "Blob contains $($jsonObject.Count) results..."
+
+    if ($null -eq $jsonObject)
+    {
+        $recCount = 0
+    }
+    elseif ($null -eq $jsonObject.Count)
+    {
+        $recCount = 1
+    }
+    else
+    {
+        $recCount = $jsonObject.Count
+    }
+
+    $linesProcessed = 0
+    $jsonObjectSplitted = @()
+
+    if ($recCount -gt 1)
+    {
+        for ($i = 0; $i -lt $recCount; $i += $ChunkSize)
+        {
+            $jsonObjectSplitted += , @($jsonObject[$i..($i + ($ChunkSize - 1))])
+        }
+    }
+    else
+    {
+        $jsonObjectArray = @()
+        $jsonObjectArray += $jsonObject
+        $jsonObjectSplitted += , $jsonObjectArray
+    }
+
+    for ($j = 0; $j -lt $jsonObjectSplitted.Count; $j++)
+    {
+        if ($jsonObjectSplitted[$j])
+        {
+            $currentObjectLines = $jsonObjectSplitted[$j].Count
+            if ($lastProcessedLine -lt $linesProcessed)
+            {
+                $sqlStatement = "INSERT INTO [$recommendationsTable]"
+                $sqlStatement += " (RecommendationId, GeneratedDate, Cloud, Category, ImpactedArea, Impact, RecommendationType, RecommendationSubType,"
+                $sqlStatement += " RecommendationSubTypeId, RecommendationDescription, RecommendationAction, InstanceId, InstanceName, AdditionalInfo,"
+                $sqlStatement += " ResourceGroup, SubscriptionGuid, SubscriptionName, TenantGuid, FitScore, Tags, DetailsUrl) VALUES"
+                for ($i = 0; $i -lt $jsonObjectSplitted[$j].Count; $i++)
+                {
+                    $jsonObjectSplitted[$j][$i].RecommendationDescription = $jsonObjectSplitted[$j][$i].RecommendationDescription.Replace("'", "")
+                    $jsonObjectSplitted[$j][$i].RecommendationAction = $jsonObjectSplitted[$j][$i].RecommendationAction.Replace("'", "")
+                    if ($null -ne $jsonObjectSplitted[$j][$i].InstanceName)
+                    {
+                        $jsonObjectSplitted[$j][$i].InstanceName = $jsonObjectSplitted[$j][$i].InstanceName.Replace("'", "")
+                    }
+                    $additionalInfoString = $jsonObjectSplitted[$j][$i].AdditionalInfo | ConvertTo-Json -Compress
+                    $tagsString = $jsonObjectSplitted[$j][$i].Tags | ConvertTo-Json -Compress
+                    $subscriptionGuid = "NULL"
+                    if ($jsonObjectSplitted[$j][$i].SubscriptionGuid)
+                    {
+                        $subscriptionGuid = "'$($jsonObjectSplitted[$j][$i].SubscriptionGuid)'"
+                    }
+                    $subscriptionName = "NULL"
+                    if ($jsonObjectSplitted[$j][$i].SubscriptionName)
+                    {
+                        $subscriptionName = $jsonObjectSplitted[$j][$i].SubscriptionName.Replace("'", "")
+                        $subscriptionName = "'$subscriptionName'"
+                    }
+                    $resourceGroup = "NULL"
+                    if ($jsonObjectSplitted[$j][$i].ResourceGroup)
+                    {
+                        $resourceGroup = "'$($jsonObjectSplitted[$j][$i].ResourceGroup)'"
+                    }
+                    $sqlStatement += " (NEWID(), CONVERT(DATETIME, '$($jsonObjectSplitted[$j][$i].Timestamp)'), '$($jsonObjectSplitted[$j][$i].Cloud)'"
+                    $sqlStatement += ", '$($jsonObjectSplitted[$j][$i].Category)', '$($jsonObjectSplitted[$j][$i].ImpactedArea)'"
+                    $sqlStatement += ", '$($jsonObjectSplitted[$j][$i].Impact)', '$($jsonObjectSplitted[$j][$i].RecommendationType)'"
+                    $sqlStatement += ", '$($jsonObjectSplitted[$j][$i].RecommendationSubType)', '$($jsonObjectSplitted[$j][$i].RecommendationSubTypeId)'"
+                    $sqlStatement += ", '$($jsonObjectSplitted[$j][$i].RecommendationDescription)', '$($jsonObjectSplitted[$j][$i].RecommendationAction)'"
+                    $sqlStatement += ", '$($jsonObjectSplitted[$j][$i].InstanceId)', '$($jsonObjectSplitted[$j][$i].InstanceName)', '$additionalInfoString'"
+                    $sqlStatement += ", $resourceGroup, $subscriptionGuid, $subscriptionName, '$($jsonObjectSplitted[$j][$i].TenantGuid)'"
+                    $sqlStatement += ", $($jsonObjectSplitted[$j][$i].FitScore), '$tagsString', '$($jsonObjectSplitted[$j][$i].DetailsURL)')"
+                    if ($i -ne ($jsonObjectSplitted[$j].Count - 1))
+                    {
+                        $sqlStatement += ","
+                    }
+                }
+
+                $Conn = Get-SqlConnection
+                $Cmd = New-Object system.Data.SqlClient.SqlCommand
+                $Cmd.Connection = $Conn
+                $Cmd.CommandText = $sqlStatement
+                $Cmd.CommandTimeout = $SqlTimeout
+                try
+                {
+                    $Cmd.ExecuteNonQuery() | Out-Null
+                }
+                catch
+                {
+                    Write-Output "Failed statement: $sqlStatement"
+                    throw
+                }
+                finally
+                {
+                    $Cmd.Dispose()
+                }
+
+                $linesProcessed += $currentObjectLines
+                Write-Output "Processed $linesProcessed lines..."
+                if ($j -eq ($jsonObjectSplitted.Count - 1))
+                {
+                    $lastProcessedLine = -1
+                }
+                else
+                {
+                    $lastProcessedLine = $linesProcessed - 1
+                }
+
+                $updatedLastProcessedLine = $lastProcessedLine
+                $updatedLastProcessedDateTime = $lastProcessedDateTime
+                if ($j -eq ($jsonObjectSplitted.Count - 1))
+                {
+                    $updatedLastProcessedDateTime = $newProcessedTime
+                }
+                $lastProcessedDateTime = $updatedLastProcessedDateTime
+                Write-Output "Updating last processed time / line to $($updatedLastProcessedDateTime) / $updatedLastProcessedLine"
+                $sqlStatement = "UPDATE [$SqlServerIngestControlTable] SET LastProcessedLine = $updatedLastProcessedLine, LastProcessedDateTime = '$updatedLastProcessedDateTime' WHERE StorageContainerName = '$storageAccountSinkContainer'"
+                $Conn = Get-SqlConnection
+                $Cmd = New-Object system.Data.SqlClient.SqlCommand
+                $Cmd.Connection = $Conn
+                $Cmd.CommandText = $sqlStatement
+                $Cmd.CommandTimeout = $SqlTimeout
+                $Cmd.ExecuteNonQuery() | Out-Null
+                $Cmd.Dispose()
+            }
+            else
+            {
+                $linesProcessed += $currentObjectLines
+            }
+        }
+    }
+
+    Remove-Item -Path $blob.Name -Force
+}
+
+Close-SqlConnection
+
+Write-Output "DONE"
\ No newline at end of file
diff --git a/docs/deploy/optimization-engine/15.0/runbooks/recommendations/Ingest-SuppressionsToLogAnalytics.ps1 b/docs/deploy/optimization-engine/15.0/runbooks/recommendations/Ingest-SuppressionsToLogAnalytics.ps1
new file mode 100644
index 000000000..0d779d8d1
--- /dev/null
+++ b/docs/deploy/optimization-engine/15.0/runbooks/recommendations/Ingest-SuppressionsToLogAnalytics.ps1
@@ -0,0 +1,260 @@
+$ErrorActionPreference = "Stop"
+
+$cloudEnvironment = Get-AutomationVariable -Name "AzureOptimization_CloudEnvironment" -ErrorAction SilentlyContinue # AzureCloud|AzureChinaCloud
+if ([string]::IsNullOrEmpty($cloudEnvironment))
+{
+    $cloudEnvironment = "AzureCloud"
+}
+
+$dceEndpoint = Get-AutomationVariable -Name  "AzureOptimization_DCEIngestionEndpoint"
+$LogAnalyticsChunkSize = [int] (Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsChunkSize" -ErrorAction SilentlyContinue)
+if (-not($LogAnalyticsChunkSize -gt 0))
+{
+    $LogAnalyticsChunkSize = 150
+}
+$lognamePrefix = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsLogPrefix" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($lognamePrefix))
+{
+    $lognamePrefix = "AzureOptimization"
+}
+
+$sqlserver = Get-AutomationVariable -Name  "AzureOptimization_SQLServerHostname"
+$sqldatabase = Get-AutomationVariable -Name  "AzureOptimization_SQLServerDatabase" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($sqldatabase))
+{
+    $sqldatabase = "azureoptimization"
+}
+
+$authenticationOption = Get-AutomationVariable -Name  "AzureOptimization_AuthenticationOption" -ErrorAction SilentlyContinue # ManagedIdentity|UserAssignedManagedIdentity
+if ([string]::IsNullOrEmpty($authenticationOption))
+{
+    $authenticationOption = "ManagedIdentity"
+}
+if ($authenticationOption -eq "UserAssignedManagedIdentity")
+{
+    $uamiClientID = Get-AutomationVariable -Name "AzureOptimization_UAMIClientID"
+}
+
+$SqlTimeout = 300
+$FiltersTable = "Filters"
+
+#region Functions
+
+# Sends data to a Log Analytics custom table via the DCR-based Logs Ingestion API.
+function Send-LogIngestionData($accessToken, $dceEndpoint, $dcrImmutableId, $streamName, $body)
+{
+    $uri = "$dceEndpoint/dataCollectionRules/$dcrImmutableId/streams/$streamName`?api-version=2023-01-01"
+    $headers = @{
+        "Authorization" = "Bearer $accessToken"
+        "Content-Type"  = "application/json"
+    }
+    try
+    {
+        $response = Invoke-WebRequest -Uri $uri -Method POST -Headers $headers -Body $body -UseBasicParsing -TimeoutSec 1000 -ErrorAction Stop
+        return $response.StatusCode
+    }
+    catch
+    {
+        if ($_.Exception.Response -and $_.Exception.Response.StatusCode)
+        {
+            return [int]$_.Exception.Response.StatusCode
+        }
+        throw
+    }
+}
+
+#endregion Functions
+
+"Logging in to Azure with $authenticationOption..."
+
+switch ($authenticationOption)
+{
+    "UserAssignedManagedIdentity"
+    {
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment -AccountId $uamiClientID
+        break
+    }
+    default
+    {
+        #ManagedIdentity
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment
+        break
+    }
+}
+
+$cloudDetails = Get-AzEnvironment -Name $CloudEnvironment
+$azureSqlDomain = $cloudDetails.SqlDatabaseDnsSuffix.Substring(1)
+
+# Determine the Logs Ingestion API audience URL for this cloud
+switch ($cloudEnvironment)
+{
+    "AzureChinaCloud" { $monitorAudience = "https://monitor.azure.cn/" }
+    "AzureUSGovernment" { $monitorAudience = "https://monitor.azure.us/" }
+    default { $monitorAudience = "https://monitor.azure.com/" }
+}
+
+Write-Output "Getting excluded recommendation sub-type IDs..."
+
+$tries = 0
+$connectionSuccess = $false
+do
+{
+    $tries++
+    try
+    {
+        $dbToken = Get-AzAccessToken -ResourceUrl "https://$azureSqlDomain/"
+        $Conn = New-Object System.Data.SqlClient.SqlConnection("Server=tcp:$sqlserver,1433;Database=$sqldatabase;Encrypt=True;Connection Timeout=$SqlTimeout;")
+        $Conn.AccessToken = $dbToken.Token
+        $Conn.Open()
+        $Cmd = New-Object system.Data.SqlClient.SqlCommand
+        $Cmd.Connection = $Conn
+        $Cmd.CommandTimeout = $SqlTimeout
+        $Cmd.CommandText = "SELECT * FROM [dbo].[$FiltersTable] WHERE IsEnabled = 1 AND (FilterEndDate IS NULL OR FilterEndDate > GETDATE())"
+
+        $sqlAdapter = New-Object System.Data.SqlClient.SqlDataAdapter
+        $sqlAdapter.SelectCommand = $Cmd
+        $filters = New-Object System.Data.DataTable
+        $sqlAdapter.Fill($filters) | Out-Null
+        $connectionSuccess = $true
+    }
+    catch
+    {
+        Write-Output "Failed to contact SQL at try $tries."
+        Write-Output $Error[0]
+        Start-Sleep -Seconds ($tries * 20)
+    }
+} while (-not($connectionSuccess) -and $tries -lt 3)
+
+if (-not($connectionSuccess))
+{
+    throw "Could not establish connection to SQL."
+}
+
+$Conn.Close()
+$Conn.Dispose()
+
+$datetime = (Get-Date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+
+$filterObjects = @()
+
+$filterObject = New-Object PSObject -Property @{
+    Timestamp               = $timestamp
+    FilterId                = (New-Guid).Guid
+    RecommendationSubTypeId = [System.Guid]::empty.Guid
+    FilterType              = "Dummy"
+    InstanceId              = [System.Guid]::empty.Guid
+    InstanceName            = "Dummy"
+    FilterStartDate         = "2019-01-01T00:00:00.000Z"
+    FilterEndDate           = "2199-12-31T23:59:59.000Z"
+    Author                  = "AOE"
+    Notes                   = "This is a dummy suppression required to build the full suppressions schema in Log Analytics"
+}
+$filterObjects += $filterObject
+
+foreach ($filter in $filters)
+{
+    $filterEndDate = $null
+    if (-not([string]::IsNullOrEmpty($filter.FilterEndDate)))
+    {
+        Write-Output $filter.FilterEndDate
+        $filterEndDate = $filter.FilterEndDate.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+    }
+    else
+    {
+        $filterEndDate = "2199-12-31T23:59:59.000Z"
+    }
+
+    $filterStartDate = $null
+    if (-not([string]::IsNullOrEmpty($filter.FilterStartDate)))
+    {
+        $filterStartDate = $filter.FilterStartDate.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+    }
+    else
+    {
+        $filterStartDate = "2019-01-01T00:00:00.000Z"
+    }
+
+    $instanceId = $null
+    $instanceName = $null
+    $ObjectGuid = [System.Guid]::empty
+    if ([System.Guid]::TryParse($filter.InstanceId, [System.Management.Automation.PSReference]$ObjectGuid))
+    {
+        $instanceId = $filter.InstanceId
+    }
+    else
+    {
+        $instanceName = $filter.InstanceId
+    }
+
+    $filterObject = New-Object PSObject -Property @{
+        Timestamp               = $timestamp
+        FilterId                = $filter.FilterId
+        RecommendationSubTypeId = $filter.RecommendationSubTypeId
+        FilterType              = $filter.FilterType
+        InstanceId              = $instanceId
+        InstanceName            = $instanceName
+        FilterStartDate         = $filterStartDate
+        FilterEndDate           = $filterEndDate
+        Author                  = $filter.Author
+        Notes                   = $filter.Notes
+    }
+    $filterObjects += $filterObject
+}
+
+$filtersJson = $filterObjects | ForEach-Object {
+    $_ | Add-Member -MemberType NoteProperty -Name 'TimeGenerated' -Value $_.Timestamp -Force -PassThru
+} | ConvertTo-Json
+
+$LogAnalyticsSuffix = "SuppressionsV1"
+$logname = $lognamePrefix + $LogAnalyticsSuffix
+$streamName = "Custom-$logname"
+
+# Retrieve DCR immutable ID from SQL control table
+$dcrImmutableId = $null
+$tries = 0
+$dcrQuerySuccess = $false
+do
+{
+    $tries++
+    try
+    {
+        $dbToken = Get-AzAccessToken -ResourceUrl "https://$azureSqlDomain/"
+        $dcrConn = New-Object System.Data.SqlClient.SqlConnection("Server=tcp:$sqlserver,1433;Database=$sqldatabase;Encrypt=True;Connection Timeout=$SqlTimeout;")
+        $dcrConn.AccessToken = $dbToken.Token
+        $dcrConn.Open()
+        $dcrCmd = New-Object system.Data.SqlClient.SqlCommand
+        $dcrCmd.Connection = $dcrConn
+        $dcrCmd.CommandTimeout = $SqlTimeout
+        $dcrCmd.CommandText = "SELECT DCRImmutableId FROM [dbo].[LogAnalyticsIngestControl] WHERE StorageContainerName = 'suppressions'"
+        $dcrImmutableId = $dcrCmd.ExecuteScalar()
+        $dcrConn.Close()
+        $dcrConn.Dispose()
+        $dcrQuerySuccess = $true
+    }
+    catch
+    {
+        Write-Output "Failed to retrieve DCR immutable ID from SQL at try $tries."
+        Write-Output $Error[0]
+        Start-Sleep -Seconds ($tries * 20)
+    }
+} while (-not($dcrQuerySuccess) -and $tries -lt 3)
+
+if ([string]::IsNullOrEmpty($dcrImmutableId))
+{
+    throw "DCRImmutableId is not set for suppressions. Run Setup-LogAnalyticsTablesAndDCRs.ps1 first."
+}
+
+$monitorToken = (Get-AzAccessToken -ResourceUrl $monitorAudience).Token
+$res = Send-LogIngestionData -accessToken $monitorToken -dceEndpoint $dceEndpoint `
+    -dcrImmutableId $dcrImmutableId -streamName $streamName `
+    -body ([System.Text.Encoding]::UTF8.GetBytes($filtersJson))
+if ($res -ge 200 -and $res -lt 300)
+{
+    Write-Output "Successfully uploaded $($filterObjects.Count) $LogAnalyticsSuffix rows to Log Analytics"
+}
+else
+{
+    Write-Warning "Failed to upload $($filterObjects.Count) $LogAnalyticsSuffix rows. Error code: $res"
+    throw
+}
diff --git a/docs/deploy/optimization-engine/15.0/runbooks/recommendations/Recommend-AADExpiringCredentialsToBlobStorage.ps1 b/docs/deploy/optimization-engine/15.0/runbooks/recommendations/Recommend-AADExpiringCredentialsToBlobStorage.ps1
new file mode 100644
index 000000000..8873f6f81
--- /dev/null
+++ b/docs/deploy/optimization-engine/15.0/runbooks/recommendations/Recommend-AADExpiringCredentialsToBlobStorage.ps1
@@ -0,0 +1,371 @@
+$ErrorActionPreference = "Stop"
+
+# Collect generic and recommendation-specific variables
+
+$cloudEnvironment = Get-AutomationVariable -Name "AzureOptimization_CloudEnvironment" -ErrorAction SilentlyContinue # AzureCloud|AzureChinaCloud
+if ([string]::IsNullOrEmpty($cloudEnvironment))
+{
+    $cloudEnvironment = "AzureCloud"
+}
+$authenticationOption = Get-AutomationVariable -Name  "AzureOptimization_AuthenticationOption" -ErrorAction SilentlyContinue # ManagedIdentity|UserAssignedManagedIdentity
+if ([string]::IsNullOrEmpty($authenticationOption))
+{
+    $authenticationOption = "ManagedIdentity"
+}
+if ($authenticationOption -eq "UserAssignedManagedIdentity")
+{
+    $uamiClientID = Get-AutomationVariable -Name "AzureOptimization_UAMIClientID"
+}
+
+$workspaceId = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceId"
+$workspaceSubscriptionId = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceSubId"
+
+$storageAccountSink = Get-AutomationVariable -Name  "AzureOptimization_StorageSink"
+
+
+$storageAccountSinkContainer = Get-AutomationVariable -Name  "AzureOptimization_RecommendationsContainer" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($storageAccountSinkContainer)) {
+    $storageAccountSinkContainer = "recommendationsexports"
+}
+
+$lognamePrefix = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsLogPrefix" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($lognamePrefix))
+{
+    $lognamePrefix = "AzureOptimization"
+}
+
+$sqlserver = Get-AutomationVariable -Name  "AzureOptimization_SQLServerHostname"
+$sqldatabase = Get-AutomationVariable -Name  "AzureOptimization_SQLServerDatabase" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($sqldatabase))
+{
+    $sqldatabase = "azureoptimization"
+}
+
+$expiringCredsDays = [int] (Get-AutomationVariable -Name  "AzureOptimization_RecommendationAADMinCredValidityDays")
+$notExpiringCredsDays = ([int] (Get-AutomationVariable -Name  "AzureOptimization_RecommendationAADMaxCredValidityYears")) * 365
+
+$SqlTimeout = 120
+$LogAnalyticsIngestControlTable = "LogAnalyticsIngestControl"
+
+# Authenticate against Azure
+
+"Logging in to Azure with $authenticationOption..."
+
+switch ($authenticationOption) {
+    "UserAssignedManagedIdentity" {
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment -AccountId $uamiClientID
+        break
+    }
+    Default { #ManagedIdentity
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment
+        break
+    }
+}
+
+$cloudDetails = Get-AzEnvironment -Name $CloudEnvironment
+$azureSqlDomain = $cloudDetails.SqlDatabaseDnsSuffix.Substring(1)
+
+Write-Output "Finding tables where recommendations will be generated from..."
+
+$tries = 0
+$connectionSuccess = $false
+do {
+    $tries++
+    try {
+        $dbToken = Get-AzAccessToken -ResourceUrl "https://$azureSqlDomain/"
+        $Conn = New-Object System.Data.SqlClient.SqlConnection("Server=tcp:$sqlserver,1433;Database=$sqldatabase;Encrypt=True;Connection Timeout=$SqlTimeout;")
+        $Conn.AccessToken = $dbToken.Token
+        $Conn.Open()
+        $Cmd=new-object system.Data.SqlClient.SqlCommand
+        $Cmd.Connection = $Conn
+        $Cmd.CommandTimeout = $SqlTimeout
+        $Cmd.CommandText = "SELECT * FROM [dbo].[$LogAnalyticsIngestControlTable] WHERE CollectedType IN ('AADObjects')"
+
+        $sqlAdapter = New-Object System.Data.SqlClient.SqlDataAdapter
+        $sqlAdapter.SelectCommand = $Cmd
+        $controlRows = New-Object System.Data.DataTable
+        $sqlAdapter.Fill($controlRows) | Out-Null
+        $connectionSuccess = $true
+    }
+    catch {
+        Write-Output "Failed to contact SQL at try $tries."
+        Write-Output $Error[0]
+        Start-Sleep -Seconds ($tries * 20)
+    }
+} while (-not($connectionSuccess) -and $tries -lt 3)
+
+if (-not($connectionSuccess))
+{
+    throw "Could not establish connection to SQL."
+}
+
+$aadObjectsTableName = $lognamePrefix + ($controlRows | Where-Object { $_.CollectedType -eq 'AADObjects' }).LogAnalyticsSuffix + "_CL"
+
+Write-Output "Will run query against tables $aadObjectsTableName"
+
+$Conn.Close()
+$Conn.Dispose()
+
+$recommendationSearchTimeSpan = 1
+
+# Grab a context reference to the Storage Account where the recommendations file will be stored
+
+
+$saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -UseConnectedAccount -Environment $cloudEnvironment
+
+if ($workspaceSubscriptionId -ne $storageAccountSinkSubscriptionId)
+{
+    Select-AzSubscription -SubscriptionId $workspaceSubscriptionId
+}
+
+$recommendationsErrors = 0
+
+# Execute the expiring creds recommendation query against Log Analytics
+
+$baseQuery = @"
+    let expiryInterval = $($expiringCredsDays)d;
+    let AppsAndKeys = materialize ($aadObjectsTableName
+    | where TimeGenerated > ago(1d)
+    | where ObjectType_s in ('Application','ServicePrincipal')
+    | where ObjectSubType_s != 'ManagedIdentity'
+    | where Keys_s startswith '['
+    | extend Keys = parse_json(Keys_s)
+    | project-away Keys_s
+    | mv-expand Keys
+    | evaluate bag_unpack(Keys)
+    | union (
+        $aadObjectsTableName
+        | where TimeGenerated > ago(1d)
+        | where ObjectType_s in ('Application','ServicePrincipal')
+        | where ObjectSubType_s != 'ManagedIdentity'
+        | where isnotempty(Keys_s) and Keys_s !startswith '['
+        | extend Keys = parse_json(Keys_s)
+        | project-away Keys_s
+        | evaluate bag_unpack(Keys)
+    )
+    );
+    let ExpirationInRisk = AppsAndKeys
+    | where EndDate < now()+expiryInterval
+    | project ApplicationId_g, KeyId, RiskDate = EndDate;
+    let NotInRisk = AppsAndKeys
+    | where EndDate > now()+expiryInterval
+    | project ApplicationId_g, KeyId, ComfortDate = EndDate;
+    let ApplicationsInRisk = ExpirationInRisk
+    | join kind=leftouter ( NotInRisk ) on ApplicationId_g
+    | where isempty(ComfortDate)
+    | summarize ExpiresOn = max(RiskDate) by ApplicationId_g;
+    AppsAndKeys
+    | join kind=inner (ApplicationsInRisk) on ApplicationId_g
+    | summarize ExpiresOn = max(EndDate) by ApplicationId_g, ObjectType_s, DisplayName_s, Cloud_s, KeyType, TenantGuid_g
+    | order by ExpiresOn desc
+"@
+
+try
+{
+    $queryResults = Invoke-AzOperationalInsightsQuery -WorkspaceId $workspaceId -Query $baseQuery -Timespan (New-TimeSpan -Days $recommendationSearchTimeSpan) -Wait 600 -IncludeStatistics
+    if ($queryResults)
+    {
+        $results = [System.Linq.Enumerable]::ToArray($queryResults.Results)
+    }
+}
+catch
+{
+    Write-Warning -Message "Query failed. Debug the following query in the AOE Log Analytics workspace: $baseQuery"
+    Write-Warning -Message $error[0]
+    $recommendationsErrors++
+}
+
+Write-Output "Query finished with $($results.Count) results."
+
+Write-Output "Query statistics: $($queryResults.Statistics.query)"
+
+# Build the recommendations objects
+
+$recommendations = @()
+$datetime = (get-date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+
+foreach ($result in $results)
+{
+    switch ($result.Cloud_s)
+    {
+        "AzureCloud" { $azureTld = "com" }
+        "AzureChinaCloud" { $azureTld = "cn" }
+        "AzureUSGovernment" { $azureTld = "us" }
+        default { $azureTld = "com" }
+    }
+
+    $queryInstanceId = $result.ApplicationId_g
+    $detailsURL = "https://portal.azure.$azureTld/#blade/Microsoft_AAD_RegisteredApps/ApplicationMenuBlade/Credentials/appId/$queryInstanceId"
+
+    $additionalInfoDictionary = @{}
+
+    $additionalInfoDictionary["ObjectType"] = $result.ObjectType_s
+    $additionalInfoDictionary["KeyType"] = $result.KeyType
+    $additionalInfoDictionary["ExpiresOn"] = $result.ExpiresOn
+
+    $fitScore = 5
+
+    $tags = @{}
+
+    $recommendation = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $result.Cloud_s
+        Category = "OperationalExcellence"
+        ImpactedArea = "Microsoft.AzureActiveDirectory/objects"
+        Impact = "Medium"
+        RecommendationType = "BestPractices"
+        RecommendationSubType = "AADExpiringCredentials"
+        RecommendationSubTypeId = "3292c489-2782-498b-aad0-a4cef50f6ca2"
+        RecommendationDescription = "Microsoft Entra application with credentials expired or about to expire"
+        RecommendationAction = "Update the Microsoft Entra application credential before the expiration date"
+        InstanceId = $result.ApplicationId_g
+        InstanceName = $result.DisplayName_s
+        AdditionalInfo = $additionalInfoDictionary
+        TenantGuid = $result.TenantGuid_g
+        FitScore = $fitScore
+        Tags = $tags
+        DetailsURL = $detailsURL
+    }
+
+    $recommendations += $recommendation
+}
+
+# Export the recommendations as JSON to blob storage
+
+$fileDate = $datetime.ToString("yyyy-MM-dd")
+$jsonExportPath = "aadexpiringcerts-$fileDate.json"
+$recommendations | ConvertTo-Json | Out-File $jsonExportPath
+
+$jsonBlobName = $jsonExportPath
+$jsonProperties = @{"ContentType" = "application/json"};
+Set-AzStorageBlobContent -File $jsonExportPath -Container $storageAccountSinkContainer -Properties $jsonProperties -Blob $jsonBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $jsonBlobName to Blob Storage..."
+
+Remove-Item -Path $jsonExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $jsonExportPath from local disk..."
+
+# Execute the not expiring in less than X years creds recommendation query against Log Analytics
+
+$baseQuery = @"
+    let expiryInterval = $($notExpiringCredsDays)d;
+    let AppsAndKeys = materialize ($aadObjectsTableName
+    | where TimeGenerated > ago(1d)
+    | where ObjectSubType_s != 'ManagedIdentity'
+    | where Keys_s startswith '['
+    | extend Keys = parse_json(Keys_s)
+    | project-away Keys_s
+    | mv-expand Keys
+    | evaluate bag_unpack(Keys)
+    | union (
+        $aadObjectsTableName
+        | where TimeGenerated > ago(1d)
+        | where ObjectSubType_s != 'ManagedIdentity'
+        | where isnotempty(Keys_s) and Keys_s !startswith '['
+        | extend Keys = parse_json(Keys_s)
+        | project-away Keys_s
+        | evaluate bag_unpack(Keys)
+    )
+    );
+    AppsAndKeys
+    | where EndDate > now()+expiryInterval
+    | project ApplicationId_g, ObjectType_s, DisplayName_s, Cloud_s, KeyType, TenantGuid_g, EndDate
+"@
+
+try
+{
+    $queryResults = Invoke-AzOperationalInsightsQuery -WorkspaceId $workspaceId -Query $baseQuery -Timespan (New-TimeSpan -Days $recommendationSearchTimeSpan) -Wait 600 -IncludeStatistics
+    if ($queryResults)
+    {
+        $results = [System.Linq.Enumerable]::ToArray($queryResults.Results)
+    }
+}
+catch
+{
+    Write-Warning -Message "Query failed. Debug the following query in the AOE Log Analytics workspace: $baseQuery"
+    Write-Warning -Message $error[0]
+    $recommendationsErrors++
+}
+
+Write-Output "Query finished with $($results.Count) results."
+
+Write-Output "Query statistics: $($queryResults.Statistics.query)"
+
+# Build the recommendations objects
+
+$recommendations = @()
+$datetime = (get-date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+
+foreach ($result in $results)
+{
+    switch ($result.Cloud_s)
+    {
+        "AzureCloud" { $azureTld = "com" }
+        "AzureChinaCloud" { $azureTld = "cn" }
+        "AzureUSGovernment" { $azureTld = "us" }
+        default { $azureTld = "com" }
+    }
+
+    $queryInstanceId = $result.ApplicationId_g
+    $detailsURL = "https://portal.azure.$azureTld/#blade/Microsoft_AAD_RegisteredApps/ApplicationMenuBlade/Credentials/appId/$queryInstanceId"
+
+    $additionalInfoDictionary = @{}
+
+    $additionalInfoDictionary["ObjectType"] = $result.ObjectType_s
+    $additionalInfoDictionary["KeyType"] = $result.KeyType
+    $additionalInfoDictionary["ExpiresOn"] = $result.EndDate
+
+    $fitScore = 5
+
+    $tags = @{}
+
+    $recommendation = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $result.Cloud_s
+        Category = "Security"
+        ImpactedArea = "Microsoft.AzureActiveDirectory/objects"
+        Impact = "Medium"
+        RecommendationType = "BestPractices"
+        RecommendationSubType = "AADNotExpiringCredentials"
+        RecommendationSubTypeId = "ecd969c8-3f16-481a-9577-5ed32e5e1a1d"
+        RecommendationDescription = "Microsoft Entra application with credentials expiration not set or too far in time"
+        RecommendationAction = "Update the Microsoft Entra application credential with a shorter expiration date"
+        InstanceId = $result.ApplicationId_g
+        InstanceName = $result.DisplayName_s
+        AdditionalInfo = $additionalInfoDictionary
+        TenantGuid = $result.TenantGuid_g
+        FitScore = $fitScore
+        Tags = $tags
+        DetailsURL = $detailsURL
+    }
+
+    $recommendations += $recommendation
+}
+
+# Export the recommendations as JSON to blob storage
+
+$fileDate = $datetime.ToString("yyyy-MM-dd")
+$jsonExportPath = "aadnotexpiringcerts-$fileDate.json"
+$recommendations | ConvertTo-Json | Out-File $jsonExportPath
+
+$jsonBlobName = $jsonExportPath
+$jsonProperties = @{"ContentType" = "application/json"};
+Set-AzStorageBlobContent -File $jsonExportPath -Container $storageAccountSinkContainer -Properties $jsonProperties -Blob $jsonBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $jsonBlobName to Blob Storage..."
+
+Remove-Item -Path $jsonExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $jsonExportPath from local disk..."
+
+if ($recommendationsErrors -gt 0)
+{
+    throw "Some of the recommendations queries failed. Please, review the job logs for additional information."
+}
\ No newline at end of file
diff --git a/docs/deploy/optimization-engine/15.0/runbooks/recommendations/Recommend-ARMOptimizationsToBlobStorage.ps1 b/docs/deploy/optimization-engine/15.0/runbooks/recommendations/Recommend-ARMOptimizationsToBlobStorage.ps1
new file mode 100644
index 000000000..31d803150
--- /dev/null
+++ b/docs/deploy/optimization-engine/15.0/runbooks/recommendations/Recommend-ARMOptimizationsToBlobStorage.ps1
@@ -0,0 +1,517 @@
+$ErrorActionPreference = "Stop"
+
+# Collect generic and recommendation-specific variables
+
+$cloudEnvironment = Get-AutomationVariable -Name "AzureOptimization_CloudEnvironment" -ErrorAction SilentlyContinue # AzureCloud|AzureChinaCloud
+if ([string]::IsNullOrEmpty($cloudEnvironment))
+{
+    $cloudEnvironment = "AzureCloud"
+}
+$authenticationOption = Get-AutomationVariable -Name  "AzureOptimization_AuthenticationOption" -ErrorAction SilentlyContinue # ManagedIdentity|UserAssignedManagedIdentity
+if ([string]::IsNullOrEmpty($authenticationOption))
+{
+    $authenticationOption = "ManagedIdentity"
+}
+if ($authenticationOption -eq "UserAssignedManagedIdentity")
+{
+    $uamiClientID = Get-AutomationVariable -Name "AzureOptimization_UAMIClientID"
+}
+
+$workspaceId = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceId"
+$workspaceSubscriptionId = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceSubId"
+
+$storageAccountSink = Get-AutomationVariable -Name  "AzureOptimization_StorageSink"
+
+
+$storageAccountSinkContainer = Get-AutomationVariable -Name  "AzureOptimization_RecommendationsContainer" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($storageAccountSinkContainer)) {
+    $storageAccountSinkContainer = "recommendationsexports"
+}
+
+$deploymentDate = Get-AutomationVariable -Name  "AzureOptimization_DeploymentDate" # yyyy-MM-dd format
+$deploymentDate = $deploymentDate.Replace('"', "")
+
+$lognamePrefix = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsLogPrefix" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($lognamePrefix))
+{
+    $lognamePrefix = "AzureOptimization"
+}
+
+$sqlserver = Get-AutomationVariable -Name  "AzureOptimization_SQLServerHostname"
+$sqldatabase = Get-AutomationVariable -Name  "AzureOptimization_SQLServerDatabase" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($sqldatabase))
+{
+    $sqldatabase = "azureoptimization"
+}
+
+$assignmentsPercentageThresholdVar = Get-AutomationVariable -Name  "AzureOptimization_RecommendationRBACAssignmentsPercentageThreshold" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($assignmentsPercentageThresholdVar) -or $assignmentsPercentageThresholdVar -eq 0)
+{
+    $assignmentsPercentageThreshold = 80
+}
+else
+{
+    $assignmentsPercentageThreshold = [int] $assignmentsPercentageThresholdVar
+}
+
+$assignmentsSubscriptionsLimitVar = Get-AutomationVariable -Name  "AzureOptimization_RecommendationRBACSubscriptionsAssignmentsLimit" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($assignmentsSubscriptionsLimitVar) -or $assignmentsSubscriptionsLimitVar -eq 0)
+{
+    $assignmentsSubscriptionsLimit = 4000
+}
+else
+{
+    $assignmentsSubscriptionsLimit = [int] $assignmentsSubscriptionsLimitVar
+}
+
+$assignmentsMgmtGroupsLimitVar = Get-AutomationVariable -Name  "AzureOptimization_RecommendationRBACMgmtGroupsAssignmentsLimit" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($assignmentsMgmtGroupsLimitVar) -or $assignmentsMgmtGroupsLimitVar -eq 0)
+{
+    $assignmentsMgmtGroupsLimit = 500
+}
+else
+{
+    $assignmentsMgmtGroupsLimit = [int] $assignmentsMgmtGroupsLimitVar
+}
+
+$rgPercentageThresholdVar = Get-AutomationVariable -Name  "AzureOptimization_RecommendationResourceGroupsPerSubPercentageThreshold" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($rgPercentageThresholdVar) -or $rgPercentageThresholdVar -eq 0)
+{
+    $rgPercentageThreshold = 80
+}
+else
+{
+    $rgPercentageThreshold = [int] $rgPercentageThresholdVar
+}
+
+$rgLimitVar = Get-AutomationVariable -Name  "AzureOptimization_RecommendationResourceGroupsPerSubLimit" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($rgLimitVar) -or $rgLimitVar -eq 0)
+{
+    $rgLimit = 980
+}
+else
+{
+    $rgLimit = [int] $rgLimitVar
+}
+
+$SqlTimeout = 120
+$LogAnalyticsIngestControlTable = "LogAnalyticsIngestControl"
+
+# Authenticate against Azure
+
+"Logging in to Azure with $authenticationOption..."
+
+switch ($authenticationOption) {
+    "UserAssignedManagedIdentity" {
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment -AccountId $uamiClientID
+        break
+    }
+    Default { #ManagedIdentity
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment
+        break
+    }
+}
+
+$cloudDetails = Get-AzEnvironment -Name $CloudEnvironment
+$azureSqlDomain = $cloudDetails.SqlDatabaseDnsSuffix.Substring(1)
+
+Write-Output "Finding tables where recommendations will be generated from..."
+
+$tries = 0
+$connectionSuccess = $false
+do {
+    $tries++
+    try {
+        $dbToken = Get-AzAccessToken -ResourceUrl "https://$azureSqlDomain/"
+        $Conn = New-Object System.Data.SqlClient.SqlConnection("Server=tcp:$sqlserver,1433;Database=$sqldatabase;Encrypt=True;Connection Timeout=$SqlTimeout;")
+        $Conn.AccessToken = $dbToken.Token
+        $Conn.Open()
+        $Cmd=new-object system.Data.SqlClient.SqlCommand
+        $Cmd.Connection = $Conn
+        $Cmd.CommandTimeout = $SqlTimeout
+        $Cmd.CommandText = "SELECT * FROM [dbo].[$LogAnalyticsIngestControlTable] WHERE CollectedType IN ('RBACAssignments','ARGResourceContainers')"
+
+        $sqlAdapter = New-Object System.Data.SqlClient.SqlDataAdapter
+        $sqlAdapter.SelectCommand = $Cmd
+        $controlRows = New-Object System.Data.DataTable
+        $sqlAdapter.Fill($controlRows) | Out-Null
+        $connectionSuccess = $true
+    }
+    catch {
+        Write-Output "Failed to contact SQL at try $tries."
+        Write-Output $Error[0]
+        Start-Sleep -Seconds ($tries * 20)
+    }
+} while (-not($connectionSuccess) -and $tries -lt 3)
+
+if (-not($connectionSuccess))
+{
+    throw "Could not establish connection to SQL."
+}
+
+$rbacTableName = $lognamePrefix + ($controlRows | Where-Object { $_.CollectedType -eq 'RBACAssignments' }).LogAnalyticsSuffix + "_CL"
+$subscriptionsTableName = $lognamePrefix + ($controlRows | Where-Object { $_.CollectedType -eq 'ARGResourceContainers' }).LogAnalyticsSuffix + "_CL"
+
+Write-Output "Will run query against tables $rbacTableName and $subscriptionsTableName"
+
+$Conn.Close()
+$Conn.Dispose()
+
+$recommendationSearchTimeSpan = 30 + $consumptionOffsetDaysStart
+
+# Grab a context reference to the Storage Account where the recommendations file will be stored
+
+
+$saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -UseConnectedAccount -Environment $cloudEnvironment
+
+if ($workspaceSubscriptionId -ne $storageAccountSinkSubscriptionId)
+{
+    Select-AzSubscription -SubscriptionId $workspaceSubscriptionId
+}
+
+$recommendationsErrors = 0
+
+$assignmentsThreshold = $assignmentsSubscriptionsLimit * ($assignmentsPercentageThreshold / 100)
+
+Write-Output "Looking for subscriptions with more than $assignmentsPercentageThreshold% of the $assignmentsSubscriptionsLimit RBAC assignments limit..."
+
+$baseQuery = @"
+    $rbacTableName
+    | where TimeGenerated > ago(1d) and Model_s == 'AzureRM' and Scope_s startswith '/subscriptions/'
+    | extend SubscriptionGuid_g = tostring(split(Scope_s, '/')[2])
+    | summarize AssignmentsCount=count() by SubscriptionGuid_g, TenantGuid_g, Cloud_s
+    | join kind=leftouter (
+       $subscriptionsTableName
+        | where TimeGenerated > ago(1d)
+        | where ContainerType_s =~ 'microsoft.resources/subscriptions'
+        | project SubscriptionGuid_g, SubscriptionName = ContainerName_s, Tags_s, InstanceId_s
+    ) on SubscriptionGuid_g
+    | where AssignmentsCount >= $assignmentsThreshold
+"@
+
+try
+{
+    $queryResults = Invoke-AzOperationalInsightsQuery -WorkspaceId $workspaceId -Query $baseQuery -Timespan (New-TimeSpan -Days $recommendationSearchTimeSpan) -Wait 600 -IncludeStatistics
+    if ($queryResults)
+    {
+        $results = [System.Linq.Enumerable]::ToArray($queryResults.Results)
+    }
+}
+catch
+{
+    Write-Warning -Message "Query failed. Debug the following query in the AOE Log Analytics workspace: $baseQuery"
+    Write-Warning -Message $error[0]
+    $recommendationsErrors++
+}
+
+Write-Output "Query finished with $($results.Count) results."
+
+Write-Output "Query statistics: $($queryResults.Statistics.query)"
+
+# Build the recommendations objects
+
+$recommendations = @()
+$datetime = (get-date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+
+foreach ($result in $results)
+{
+    switch ($result.Cloud_s)
+    {
+        "AzureCloud" { $azureTld = "com" }
+        "AzureChinaCloud" { $azureTld = "cn" }
+        "AzureUSGovernment" { $azureTld = "us" }
+        default { $azureTld = "com" }
+    }
+
+    $queryInstanceId = $result.InstanceId_s
+    $detailsURL = "https://portal.azure.$azureTld/#@$($result.TenantGuid_g)/resource/$queryInstanceId/users"
+
+    $additionalInfoDictionary = @{}
+
+    $additionalInfoDictionary["assignmentsCount"] = $result.AssignmentsCount
+
+    $fitScore = 5
+
+    $tags = @{}
+
+    if (-not([string]::IsNullOrEmpty($result.Tags_s)))
+    {
+        $tagPairs = $result.Tags_s.Substring(2, $result.Tags_s.Length - 3).Split(';')
+        foreach ($tagPairString in $tagPairs)
+        {
+            $tagPair = $tagPairString.Split('=')
+            if (-not([string]::IsNullOrEmpty($tagPair[0])) -and -not([string]::IsNullOrEmpty($tagPair[1])))
+            {
+                $tagName = $tagPair[0].Trim()
+                $tagValue = $tagPair[1].Trim()
+                $tags[$tagName] = $tagValue
+            }
+        }
+    }
+
+    $recommendation = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $result.Cloud_s
+        Category = "OperationalExcellence"
+        ImpactedArea = "Microsoft.Resources/subscriptions"
+        Impact = "High"
+        RecommendationType = "BestPractices"
+        RecommendationSubType = "HighRBACAssignmentsSubscriptions"
+        RecommendationSubTypeId = "c6a88d8c-3242-44b0-9793-c91897ef68bc"
+        RecommendationDescription = "Subscriptions close to the maximum limit of RBAC assignments"
+        RecommendationAction = "Remove unneeded RBAC assignments or use group-based (or nested group-based) assignments"
+        InstanceId = $result.InstanceId_s
+        InstanceName = $result.SubscriptionName
+        AdditionalInfo = $additionalInfoDictionary
+        SubscriptionGuid = $result.SubscriptionGuid_g
+        SubscriptionName = $result.SubscriptionName
+        TenantGuid = $result.TenantGuid_g
+        FitScore = $fitScore
+        Tags = $tags
+        DetailsURL = $detailsURL
+    }
+
+    $recommendations += $recommendation
+}
+
+# Export the recommendations as JSON to blob storage
+
+$fileDate = $datetime.ToString("yyyy-MM-dd")
+$jsonExportPath = "subscriptionsrbaclimits-$fileDate.json"
+$recommendations | ConvertTo-Json | Out-File $jsonExportPath
+
+$jsonBlobName = $jsonExportPath
+$jsonProperties = @{"ContentType" = "application/json"};
+Set-AzStorageBlobContent -File $jsonExportPath -Container $storageAccountSinkContainer -Properties $jsonProperties -Blob $jsonBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $jsonBlobName to Blob Storage..."
+
+Remove-Item -Path $jsonExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $jsonExportPath from local disk..."
+
+$assignmentsThreshold = $assignmentsMgmtGroupsLimit * ($assignmentsPercentageThreshold / 100)
+
+Write-Output "Looking for management groups with more than $assignmentsPercentageThreshold% of the $assignmentsMgmtGroupsLimit RBAC assignments limit..."
+
+$baseQuery = @"
+    $rbacTableName
+    | where TimeGenerated > ago(1d) and Model_s == 'AzureRM' and Scope_s has 'managementGroups'
+    | extend ManagementGroupId = tostring(split(Scope_s, '/')[4])
+    | summarize AssignmentsCount=count() by ManagementGroupId, TenantGuid_g, Scope_s, Cloud_s
+    | where AssignmentsCount >= $assignmentsThreshold
+"@
+
+try
+{
+    $queryResults = Invoke-AzOperationalInsightsQuery -WorkspaceId $workspaceId -Query $baseQuery -Timespan (New-TimeSpan -Days $recommendationSearchTimeSpan) -Wait 600 -IncludeStatistics
+    if ($queryResults)
+    {
+        $results = [System.Linq.Enumerable]::ToArray($queryResults.Results)
+    }
+}
+catch
+{
+    Write-Warning -Message "Query failed. Debug the following query in the AOE Log Analytics workspace: $baseQuery"
+    Write-Warning -Message $error[0]
+    $recommendationsErrors++
+}
+
+Write-Output "Query finished with $($results.Count) results."
+
+Write-Output "Query statistics: $($queryResults.Statistics.query)"
+
+# Build the recommendations objects
+
+$recommendations = @()
+$datetime = (get-date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+
+foreach ($result in $results)
+{
+    switch ($result.Cloud_s)
+    {
+        "AzureCloud" { $azureTld = "com" }
+        "AzureChinaCloud" { $azureTld = "cn" }
+        "AzureUSGovernment" { $azureTld = "us" }
+        default { $azureTld = "com" }
+    }
+
+    $detailsURL = "https://portal.azure.$azureTld/#@$($result.TenantGuid_g)/blade/Microsoft_Azure_ManagementGroups/ManagementGroupBrowseBlade/MGBrowse_overview"
+
+    $additionalInfoDictionary = @{}
+
+    $additionalInfoDictionary["assignmentsCount"] = $result.AssignmentsCount
+
+    $fitScore = 5
+
+    $recommendation = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $result.Cloud_s
+        Category = "OperationalExcellence"
+        ImpactedArea = "Microsoft.Management/managementGroups"
+        Impact = "High"
+        RecommendationType = "BestPractices"
+        RecommendationSubType = "HighRBACAssignmentsManagementGroups"
+        RecommendationSubTypeId = "b36dea3e-ef21-45a9-a704-6f629fab236d"
+        RecommendationDescription = "Management Groups close to the maximum limit of RBAC assignments"
+        RecommendationAction = "Remove unneeded RBAC assignments or use group-based (or nested group-based) assignments"
+        InstanceId = $result.Scope_s
+        InstanceName = $result.ManagementGroupId
+        AdditionalInfo = $additionalInfoDictionary
+        TenantGuid = $result.TenantGuid_g
+        FitScore = $fitScore
+        Tags = $tags
+        DetailsURL = $detailsURL
+    }
+
+    $recommendations += $recommendation
+}
+
+# Export the recommendations as JSON to blob storage
+
+$fileDate = $datetime.ToString("yyyy-MM-dd")
+$jsonExportPath = "mgmtgroupsrbaclimits-$fileDate.json"
+$recommendations | ConvertTo-Json | Out-File $jsonExportPath
+
+$jsonBlobName = $jsonExportPath
+$jsonProperties = @{"ContentType" = "application/json"};
+Set-AzStorageBlobContent -File $jsonExportPath -Container $storageAccountSinkContainer -Properties $jsonProperties -Blob $jsonBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $jsonBlobName to Blob Storage..."
+
+Remove-Item -Path $jsonExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $jsonExportPath from local disk..."
+
+$rgThreshold = $rgLimit * ($rgPercentageThreshold / 100)
+
+Write-Output "Looking for subscriptions with more than $rgPercentageThreshold% of the $rgLimit Resource Groups limit..."
+
+$baseQuery = @"
+    $subscriptionsTableName
+    | where TimeGenerated > ago(1d)
+    | where ContainerType_s =~ 'microsoft.resources/subscriptions/resourceGroups'
+    | summarize RGCount=count() by SubscriptionGuid_g, TenantGuid_g, Cloud_s
+    | join kind=leftouter (
+        $subscriptionsTableName
+        | where TimeGenerated > ago(1d)
+        | where ContainerType_s =~ 'microsoft.resources/subscriptions'
+        | project SubscriptionGuid_g, SubscriptionName = ContainerName_s, Tags_s, InstanceId_s
+    ) on SubscriptionGuid_g
+    | where RGCount >= $rgThreshold
+"@
+
+try
+{
+    $queryResults = Invoke-AzOperationalInsightsQuery -WorkspaceId $workspaceId -Query $baseQuery -Timespan (New-TimeSpan -Days $recommendationSearchTimeSpan) -Wait 600 -IncludeStatistics
+    if ($queryResults)
+    {
+        $results = [System.Linq.Enumerable]::ToArray($queryResults.Results)
+    }
+}
+catch
+{
+    Write-Warning -Message "Query failed. Debug the following query in the AOE Log Analytics workspace: $baseQuery"
+    Write-Warning -Message $error[0]
+    $recommendationsErrors++
+}
+
+Write-Output "Query finished with $($results.Count) results."
+
+Write-Output "Query statistics: $($queryResults.Statistics.query)"
+
+# Build the recommendations objects
+
+$recommendations = @()
+$datetime = (get-date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+
+foreach ($result in $results)
+{
+    switch ($result.Cloud_s)
+    {
+        "AzureCloud" { $azureTld = "com" }
+        "AzureChinaCloud" { $azureTld = "cn" }
+        "AzureUSGovernment" { $azureTld = "us" }
+        default { $azureTld = "com" }
+    }
+
+    $queryInstanceId = $result.InstanceId_s
+    $detailsURL = "https://portal.azure.$azureTld/#@$($result.TenantGuid_g)/resource/$queryInstanceId/resourceGroups"
+
+    $additionalInfoDictionary = @{}
+
+    $additionalInfoDictionary["resourceGroupsCount"] = $result.RGCount
+
+    $fitScore = 5
+
+    $tags = @{}
+
+    if (-not([string]::IsNullOrEmpty($result.Tags_s)))
+    {
+        $tagPairs = $result.Tags_s.Substring(2, $result.Tags_s.Length - 3).Split(';')
+        foreach ($tagPairString in $tagPairs)
+        {
+            $tagPair = $tagPairString.Split('=')
+            if (-not([string]::IsNullOrEmpty($tagPair[0])) -and -not([string]::IsNullOrEmpty($tagPair[1])))
+            {
+                $tagName = $tagPair[0].Trim()
+                $tagValue = $tagPair[1].Trim()
+                $tags[$tagName] = $tagValue
+            }
+        }
+    }
+
+    $recommendation = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $result.Cloud_s
+        Category = "OperationalExcellence"
+        ImpactedArea = "Microsoft.Resources/subscriptions"
+        Impact = "High"
+        RecommendationType = "BestPractices"
+        RecommendationSubType = "HighResourceGroupCountSubscriptions"
+        RecommendationSubTypeId = "4468da8d-1e72-4998-b6d2-3bc38ddd9330"
+        RecommendationDescription = "Subscriptions close to the maximum limit of resource groups"
+        RecommendationAction = "Remove unneeded resource groups or split your resource groups across multiple subscriptions"
+        InstanceId = $result.InstanceId_s
+        InstanceName = $result.SubscriptionName
+        AdditionalInfo = $additionalInfoDictionary
+        SubscriptionGuid = $result.SubscriptionGuid_g
+        SubscriptionName = $result.SubscriptionName
+        TenantGuid = $result.TenantGuid_g
+        FitScore = $fitScore
+        Tags = $tags
+        DetailsURL = $detailsURL
+    }
+
+    $recommendations += $recommendation
+}
+
+# Export the recommendations as JSON to blob storage
+
+$fileDate = $datetime.ToString("yyyy-MM-dd")
+$jsonExportPath = "subscriptionsrglimits-$fileDate.json"
+$recommendations | ConvertTo-Json | Out-File $jsonExportPath
+
+$jsonBlobName = $jsonExportPath
+$jsonProperties = @{"ContentType" = "application/json"};
+Set-AzStorageBlobContent -File $jsonExportPath -Container $storageAccountSinkContainer -Properties $jsonProperties -Blob $jsonBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $jsonBlobName to Blob Storage..."
+
+Remove-Item -Path $jsonExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $jsonExportPath from local disk..."
+
+if ($recommendationsErrors -gt 0)
+{
+    throw "Some of the recommendations queries failed. Please, review the job logs for additional information."
+}
\ No newline at end of file
diff --git a/docs/deploy/optimization-engine/15.0/runbooks/recommendations/Recommend-AdvisorAsIsToBlobStorage.ps1 b/docs/deploy/optimization-engine/15.0/runbooks/recommendations/Recommend-AdvisorAsIsToBlobStorage.ps1
new file mode 100644
index 000000000..c47bb3b39
--- /dev/null
+++ b/docs/deploy/optimization-engine/15.0/runbooks/recommendations/Recommend-AdvisorAsIsToBlobStorage.ps1
@@ -0,0 +1,315 @@
+$ErrorActionPreference = "Stop"
+
+$cloudEnvironment = Get-AutomationVariable -Name "AzureOptimization_CloudEnvironment" -ErrorAction SilentlyContinue # AzureCloud|AzureChinaCloud
+if ([string]::IsNullOrEmpty($cloudEnvironment))
+{
+    $cloudEnvironment = "AzureCloud"
+}
+$authenticationOption = Get-AutomationVariable -Name  "AzureOptimization_AuthenticationOption" -ErrorAction SilentlyContinue # ManagedIdentity|UserAssignedManagedIdentity
+if ([string]::IsNullOrEmpty($authenticationOption))
+{
+    $authenticationOption = "ManagedIdentity"
+}
+if ($authenticationOption -eq "UserAssignedManagedIdentity")
+{
+    $uamiClientID = Get-AutomationVariable -Name "AzureOptimization_UAMIClientID"
+}
+
+$workspaceId = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceId"
+$workspaceSubscriptionId = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceSubId"
+
+$storageAccountSink = Get-AutomationVariable -Name  "AzureOptimization_StorageSink"
+
+
+$storageAccountSinkContainer = Get-AutomationVariable -Name  "AzureOptimization_RecommendationsContainer" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($storageAccountSinkContainer)) {
+    $storageAccountSinkContainer = "recommendationsexports"
+}
+
+$lognamePrefix = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsLogPrefix" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($lognamePrefix))
+{
+    $lognamePrefix = "AzureOptimization"
+}
+
+# must be less than or equal to the advisor exports frequency
+$daysBackwards = [int] (Get-AutomationVariable -Name  "AzureOptimization_RecommendAdvisorPeriodInDays" -ErrorAction SilentlyContinue)
+if (-not($daysBackwards -gt 0)) {
+    $daysBackwards = 7
+}
+
+$sqlserver = Get-AutomationVariable -Name  "AzureOptimization_SQLServerHostname"
+$sqldatabase = Get-AutomationVariable -Name  "AzureOptimization_SQLServerDatabase" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($sqldatabase))
+{
+    $sqldatabase = "azureoptimization"
+}
+
+$CategoryFilter = Get-AutomationVariable -Name  "AzureOptimization_AdvisorFilter" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($CategoryFilter))
+{
+    $CategoryFilter = "HighAvailability,Security,Performance,OperationalExcellence" # comma-separated list of categories
+}
+
+$SqlTimeout = 120
+$LogAnalyticsIngestControlTable = "LogAnalyticsIngestControl"
+$FiltersTable = "Filters"
+
+# Authenticate against Azure
+
+"Logging in to Azure with $authenticationOption..."
+
+switch ($authenticationOption) {
+    "UserAssignedManagedIdentity" {
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment -AccountId $uamiClientID
+        break
+    }
+    Default { #ManagedIdentity
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment
+        break
+    }
+}
+
+$cloudDetails = Get-AzEnvironment -Name $CloudEnvironment
+$azureSqlDomain = $cloudDetails.SqlDatabaseDnsSuffix.Substring(1)
+
+Write-Output "Finding tables where recommendations will be generated from..."
+
+$tries = 0
+$connectionSuccess = $false
+do {
+    $tries++
+    try {
+        $dbToken = Get-AzAccessToken -ResourceUrl "https://$azureSqlDomain/"
+        $Conn = New-Object System.Data.SqlClient.SqlConnection("Server=tcp:$sqlserver,1433;Database=$sqldatabase;Encrypt=True;Connection Timeout=$SqlTimeout;")
+        $Conn.AccessToken = $dbToken.Token
+        $Conn.Open()
+        $Cmd=new-object system.Data.SqlClient.SqlCommand
+        $Cmd.Connection = $Conn
+        $Cmd.CommandTimeout = $SqlTimeout
+        $Cmd.CommandText = "SELECT * FROM [dbo].[$LogAnalyticsIngestControlTable] WHERE CollectedType IN ('ARGVirtualMachine','AzureAdvisor','ARGResourceContainers')"
+
+        $sqlAdapter = New-Object System.Data.SqlClient.SqlDataAdapter
+        $sqlAdapter.SelectCommand = $Cmd
+        $controlRows = New-Object System.Data.DataTable
+        $sqlAdapter.Fill($controlRows) | Out-Null
+        $connectionSuccess = $true
+    }
+    catch {
+        Write-Output "Failed to contact SQL at try $tries."
+        Write-Output $Error[0]
+        Start-Sleep -Seconds ($tries * 20)
+    }
+} while (-not($connectionSuccess) -and $tries -lt 3)
+
+if (-not($connectionSuccess))
+{
+    throw "Could not establish connection to SQL."
+}
+
+$advisorTableName = $lognamePrefix + ($controlRows | Where-Object { $_.CollectedType -eq 'AzureAdvisor' }).LogAnalyticsSuffix + "_CL"
+$subscriptionsTableName = $lognamePrefix + ($controlRows | Where-Object { $_.CollectedType -eq 'ARGResourceContainers' }).LogAnalyticsSuffix + "_CL"
+
+Write-Output "Will run query against tables $subscriptionsTableName and $advisorTableName"
+
+$Conn.Close()
+$Conn.Dispose()
+
+Write-Output "Getting excluded recommendation sub-type IDs..."
+
+$tries = 0
+$connectionSuccess = $false
+do {
+    $tries++
+    try {
+        $dbToken = Get-AzAccessToken -ResourceUrl "https://$azureSqlDomain/"
+        $Conn = New-Object System.Data.SqlClient.SqlConnection("Server=tcp:$sqlserver,1433;Database=$sqldatabase;Encrypt=True;Connection Timeout=$SqlTimeout;")
+        $Conn.AccessToken = $dbToken.Token
+        $Conn.Open()
+        $Cmd=new-object system.Data.SqlClient.SqlCommand
+        $Cmd.Connection = $Conn
+        $Cmd.CommandTimeout = $SqlTimeout
+        $Cmd.CommandText = "SELECT * FROM [dbo].[$FiltersTable] WHERE FilterType = 'Exclude' AND IsEnabled = 1 AND (FilterEndDate IS NULL OR FilterEndDate > GETDATE())"
+
+        $sqlAdapter = New-Object System.Data.SqlClient.SqlDataAdapter
+        $sqlAdapter.SelectCommand = $Cmd
+        $filters = New-Object System.Data.DataTable
+        $sqlAdapter.Fill($filters) | Out-Null
+        $connectionSuccess = $true
+    }
+    catch {
+        Write-Output "Failed to contact SQL at try $tries."
+        Write-Output $Error[0]
+        Start-Sleep -Seconds ($tries * 20)
+    }
+} while (-not($connectionSuccess) -and $tries -lt 3)
+
+if (-not($connectionSuccess))
+{
+    throw "Could not establish connection to SQL."
+}
+
+$Conn.Close()
+$Conn.Dispose()
+
+# Grab a context reference to the Storage Account where the recommendations file will be stored
+
+
+$saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -UseConnectedAccount -Environment $cloudEnvironment
+
+if ($workspaceSubscriptionId -ne $storageAccountSinkSubscriptionId)
+{
+    Select-AzSubscription -SubscriptionId $workspaceSubscriptionId
+}
+
+# Execute the recommendation query against Log Analytics
+
+$FinalCategoryFilter = ""
+
+if (-not([string]::IsNullOrEmpty($CategoryFilter)))
+{
+    $categories = $CategoryFilter.Split(',')
+    for ($i = 0; $i -lt $categories.Count; $i++)
+    {
+        $categories[$i] = "'" + $categories[$i] + "'"
+    }
+    $FinalCategoryFilter = " and Category in (" + ($categories -join ",") + ")"
+}
+
+$baseQuery = @"
+let advisorInterval = $($daysBackwards)d;
+$advisorTableName
+| where todatetime(TimeGenerated) > ago(advisorInterval)$FinalCategoryFilter
+| extend AdvisorRecIdIndex = indexof(InstanceId_s, '/providers/microsoft.advisor/recommendations')
+| extend InstanceName_s = iif(isnotempty(InstanceName_s),InstanceName_s,iif(AdvisorRecIdIndex > 0, split(substring(InstanceId_s, 0, AdvisorRecIdIndex),'/')[-1], split(InstanceId_s,'/')[-1]))
+| summarize by InstanceId_s, InstanceName_s, Category, Description_s, SubscriptionGuid_g, TenantGuid_g, ResourceGroup, Cloud_s, AdditionalInfo_s, RecommendationText_s, ImpactedArea_s, Impact_s, RecommendationTypeId_g, Tags_s
+| join kind=leftouter (
+    $subscriptionsTableName
+    | where TimeGenerated > ago(1d)
+    | where ContainerType_s =~ 'microsoft.resources/subscriptions'
+    | project SubscriptionGuid_g, SubscriptionName = ContainerName_s
+) on SubscriptionGuid_g
+"@
+
+Write-Output "Getting $CategoryFilter recommendations for $($daysBackwards)d Advisor..."
+
+try
+{
+    $queryResults = Invoke-AzOperationalInsightsQuery -WorkspaceId $workspaceId -Query $baseQuery -Timespan (New-TimeSpan -Days $daysBackwards) -Wait 600 -IncludeStatistics
+    if ($queryResults)
+    {
+        $results = [System.Linq.Enumerable]::ToArray($queryResults.Results)
+    }
+}
+catch
+{
+    Write-Warning -Message "Query failed. Debug the following query in the AOE Log Analytics workspace: $baseQuery"
+    Write-Warning -Message $error[0]
+    throw "Execution aborted"
+}
+
+Write-Output "Query finished with $($results.Count) results."
+
+Write-Output "Query statistics: $($queryResults.Statistics.query)"
+
+# Build the recommendations objects
+
+$recommendations = @()
+$datetime = (get-date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+
+Write-Output "Generating fit score..."
+
+foreach ($result in $results) {
+
+    if ($filters | Where-Object { $_.RecommendationSubTypeId -eq $result.RecommendationTypeId_g})
+    {
+        continue
+    }
+
+    $tags = @{}
+
+    if (-not([string]::IsNullOrEmpty($result.Tags_s)))
+    {
+        $tagPairs = $result.Tags_s.Substring(2, $result.Tags_s.Length - 3).Split(';')
+        foreach ($tagPairString in $tagPairs)
+        {
+            $tagPair = $tagPairString.Split('=')
+            if (-not([string]::IsNullOrEmpty($tagPair[0])) -and -not([string]::IsNullOrEmpty($tagPair[1])))
+            {
+                $tagName = $tagPair[0].Trim()
+                $tagValue = $tagPair[1].Trim()
+                $tags[$tagName] = $tagValue
+            }
+        }
+    }
+
+    $additionalInfoDictionary = @{}
+    if (-not([string]::IsNullOrEmpty($result.AdditionalInfo_s)))
+    {
+        ($result.AdditionalInfo_s | ConvertFrom-Json).PsObject.Properties | ForEach-Object { $additionalInfoDictionary[$_.Name] = $_.Value }
+    }
+
+    $fitScore = 5
+
+    $queryInstanceId = $result.InstanceId_s
+
+    switch ($result.Cloud_s)
+    {
+        "AzureCloud" { $azureTld = "com" }
+        "AzureChinaCloud" { $azureTld = "cn" }
+        "AzureUSGovernment" { $azureTld = "us" }
+        default { $azureTld = "com" }
+    }
+
+    $detailsURL = "https://portal.azure.$azureTld/#@$($result.TenantGuid_g)/resource/$queryInstanceId/overview"
+
+    $recommendationSubType = "Advisor" + $result.Category
+
+    $recommendation = New-Object PSObject -Property @{
+        Timestamp                   = $timestamp
+        Cloud                       = $result.Cloud_s
+        Category                    = $result.Category
+        ImpactedArea                = $result.ImpactedArea_s
+        Impact                      = $result.Impact_s
+        RecommendationType          = "BestPractices"
+        RecommendationSubType       = $recommendationSubType
+        RecommendationSubTypeId     = $result.RecommendationTypeId_g
+        RecommendationDescription   = $result.Description_s.Replace("'","")
+        RecommendationAction        = $result.RecommendationText_s.Replace("'","")
+        InstanceId                  = $result.InstanceId_s
+        InstanceName                = $result.InstanceName_s
+        AdditionalInfo              = $additionalInfoDictionary
+        ResourceGroup               = $result.ResourceGroup
+        SubscriptionGuid            = $result.SubscriptionGuid_g
+        SubscriptionName            = $result.SubscriptionName
+        TenantGuid                  = $result.TenantGuid_g
+        FitScore                    = $fitScore
+        Tags                        = $tags
+        DetailsURL                  = $detailsURL
+    }
+
+    $recommendations += $recommendation
+}
+
+# Export the recommendations as JSON to blob storage
+
+Write-Output "Exporting final $($recommendations.Count) results as a JSON file..."
+
+$fileDate = $datetime.ToString("yyyyMMdd")
+$jsonExportPath = "advisor-asis-$fileDate.json"
+$recommendations | ConvertTo-Json | Out-File $jsonExportPath
+
+Write-Output "Uploading $jsonExportPath to blob storage..."
+
+$jsonBlobName = $jsonExportPath
+$jsonProperties = @{"ContentType" = "application/json" };
+Set-AzStorageBlobContent -File $jsonExportPath -Container $storageAccountSinkContainer -Properties $jsonProperties -Blob $jsonBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $jsonBlobName to Blob Storage..."
+
+Remove-Item -Path $jsonExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $jsonExportPath from local disk..."
diff --git a/docs/deploy/optimization-engine/15.0/runbooks/recommendations/Recommend-AdvisorCostAugmentedToBlobStorage.ps1 b/docs/deploy/optimization-engine/15.0/runbooks/recommendations/Recommend-AdvisorCostAugmentedToBlobStorage.ps1
new file mode 100644
index 000000000..eada80510
--- /dev/null
+++ b/docs/deploy/optimization-engine/15.0/runbooks/recommendations/Recommend-AdvisorCostAugmentedToBlobStorage.ps1
@@ -0,0 +1,903 @@
+$ErrorActionPreference = "Stop"
+
+function Find-SkuHourlyPrice {
+    param (
+        [object[]] $SKUPriceSheet,
+        [string] $SKUName
+    )
+
+    $skuPriceObject = $null
+
+    if ($SKUPriceSheet)
+    {
+        $skuNameParts = $SKUName.Split('_')
+
+        if ($skuNameParts.Count -eq 3) # e.g., Standard_D1_v2
+        {
+            $skuNameFilter = "*" + $skuNameParts[1] + " *"
+            $skuVersionFilter = "*" + $skuNameParts[2]
+            $skuPrices = $SKUPriceSheet | Where-Object { $_.MeterName_s -like $skuNameFilter `
+             -and $_.MeterName_s -notlike '*Low Priority' -and $_.MeterName_s -notlike '*Expired' `
+             -and $_.MeterName_s -like $skuVersionFilter -and $_.MeterSubCategory_s -notlike '*Windows' -and $_.UnitPrice_s -ne 0 }
+
+            if (($skuPrices -or $skuPrices.Count -ge 1) -and $skuPrices.Count -le 2)
+            {
+                $skuPriceObject = $skuPrices[0]
+            }
+            if ($skuPrices.Count -gt 2) # D1-like scenarios
+            {
+                $skuFilter = "*" + $skuNameParts[1] + " " + $skuNameParts[2] + "*"
+                $skuPrices = $skuPrices | Where-Object { $_.MeterName_s -like $skuFilter }
+
+                if (($skuPrices -or $skuPrices.Count -ge 1) -and $skuPrices.Count -le 2)
+                {
+                    $skuPriceObject = $skuPrices[0]
+                }
+            }
+        }
+
+        if ($skuNameParts.Count -eq 2) # e.g., Standard_D1
+        {
+            $skuNameFilter = "*" + $skuNameParts[1] + "*"
+
+            $skuPrices = $SKUPriceSheet | Where-Object { $_.MeterName_s -like $skuNameFilter `
+             -and $_.MeterName_s -notlike '*Low Priority' -and $_.MeterName_s -notlike '*Expired' `
+             -and $_.MeterName_s -notlike '* v*' -and $_.MeterSubCategory_s -notlike '*Windows' -and $_.UnitPrice_s -ne 0 }
+
+            if (($skuPrices -or $skuPrices.Count -ge 1) -and $skuPrices.Count -le 2)
+            {
+                $skuPriceObject = $skuPrices[0]
+            }
+            if ($skuPrices.Count -gt 2) # D1-like scenarios
+            {
+                $skuFilterLeft = "*" + $skuNameParts[1] + "/*"
+                $skuFilterRight = "*/" + $skuNameParts[1] + "*"
+                $skuPrices = $skuPrices | Where-Object { $_.MeterName_s -like $skuFilterLeft -or $_.MeterName_s -like $skuFilterRight }
+
+                if (($skuPrices -or $skuPrices.Count -ge 1) -and $skuPrices.Count -le 2)
+                {
+                    $skuPriceObject = $skuPrices[0]
+                }
+            }
+        }
+    }
+
+    $targetHourlyPrice = [double]::MaxValue
+    if ($null -ne $skuPriceObject)
+    {
+        $targetUnitHours = [int] (Select-String -InputObject $skuPriceObject.UnitOfMeasure_s -Pattern "^\d+").Matches[0].Value
+        if ($targetUnitHours -gt 0)
+        {
+            $targetHourlyPrice = [double] ($skuPriceObject.UnitPrice_s / $targetUnitHours)
+        }
+    }
+
+    return $targetHourlyPrice
+}
+
+# Collect generic and recommendation-specific variables
+
+$cloudEnvironment = Get-AutomationVariable -Name "AzureOptimization_CloudEnvironment" -ErrorAction SilentlyContinue # AzureCloud|AzureChinaCloud
+if ([string]::IsNullOrEmpty($cloudEnvironment))
+{
+    $cloudEnvironment = "AzureCloud"
+}
+$authenticationOption = Get-AutomationVariable -Name  "AzureOptimization_AuthenticationOption" -ErrorAction SilentlyContinue # ManagedIdentity|UserAssignedManagedIdentity
+if ([string]::IsNullOrEmpty($authenticationOption))
+{
+    $authenticationOption = "ManagedIdentity"
+}
+if ($authenticationOption -eq "UserAssignedManagedIdentity")
+{
+    $uamiClientID = Get-AutomationVariable -Name "AzureOptimization_UAMIClientID"
+}
+
+$workspaceId = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceId"
+$workspaceName = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceName"
+$workspaceRG = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceRG"
+$workspaceSubscriptionId = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceSubId"
+$workspaceTenantId = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceTenantId"
+
+$storageAccountSink = Get-AutomationVariable -Name  "AzureOptimization_StorageSink"
+
+
+$storageAccountSinkContainer = Get-AutomationVariable -Name  "AzureOptimization_RecommendationsContainer" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($storageAccountSinkContainer)) {
+    $storageAccountSinkContainer = "recommendationsexports"
+}
+
+$lognamePrefix = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsLogPrefix" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($lognamePrefix))
+{
+    $lognamePrefix = "AzureOptimization"
+}
+
+$referenceRegion = Get-AutomationVariable -Name "AzureOptimization_ReferenceRegion"
+
+# must be less than or equal to the advisor exports frequency
+$daysBackwards = [int] (Get-AutomationVariable -Name  "AzureOptimization_RecommendAdvisorPeriodInDays" -ErrorAction SilentlyContinue)
+if (-not($daysBackwards -gt 0)) {
+    $daysBackwards = 7
+}
+
+$perfDaysBackwards = [int] (Get-AutomationVariable -Name  "AzureOptimization_RecommendPerfPeriodInDays" -ErrorAction SilentlyContinue)
+if (-not($perfDaysBackwards -gt 0)) {
+    $perfDaysBackwards = 7
+}
+
+$perfTimeGrain = Get-AutomationVariable -Name  "AzureOptimization_RecommendPerfTimeGrain" -ErrorAction SilentlyContinue
+if (-not($perfTimeGrain)) {
+    $perfTimeGrain = "1h"
+}
+
+# percentiles variables
+$cpuPercentile = [int] (Get-AutomationVariable -Name  "AzureOptimization_PerfPercentileCpu" -ErrorAction SilentlyContinue)
+if (-not($cpuPercentile -gt 0)) {
+    $cpuPercentile = 99
+}
+$memoryPercentile = [int] (Get-AutomationVariable -Name  "AzureOptimization_PerfPercentileMemory" -ErrorAction SilentlyContinue)
+if (-not($memoryPercentile -gt 0)) {
+    $memoryPercentile = 99
+}
+$networkPercentile = [int] (Get-AutomationVariable -Name  "AzureOptimization_PerfPercentileNetwork" -ErrorAction SilentlyContinue)
+if (-not($networkPercentile -gt 0)) {
+    $networkPercentile = 99
+}
+$diskPercentile = [int] (Get-AutomationVariable -Name  "AzureOptimization_PerfPercentileDisk" -ErrorAction SilentlyContinue)
+if (-not($diskPercentile -gt 0)) {
+    $diskPercentile = 99
+}
+
+# perf thresholds variables
+$cpuPercentageThreshold = [int] (Get-AutomationVariable -Name  "AzureOptimization_PerfThresholdCpuPercentage" -ErrorAction SilentlyContinue)
+if (-not($cpuPercentageThreshold -gt 0)) {
+    $cpuPercentageThreshold = 30
+}
+$memoryPercentageThreshold = [int] (Get-AutomationVariable -Name  "AzureOptimization_PerfThresholdMemoryPercentage" -ErrorAction SilentlyContinue)
+if (-not($memoryPercentageThreshold -gt 0)) {
+    $memoryPercentageThreshold = 50
+}
+$networkMpbsThreshold = [int] (Get-AutomationVariable -Name  "AzureOptimization_PerfThresholdNetworkMbps" -ErrorAction SilentlyContinue)
+if (-not($networkMpbsThreshold -gt 0)) {
+    $networkMpbsThreshold = 750
+}
+
+# perf thresholds variables (shutdown)
+$cpuPercentageShutdownThreshold = [int] (Get-AutomationVariable -Name  "AzureOptimization_PerfThresholdCpuShutdownPercentage" -ErrorAction SilentlyContinue)
+if (-not($cpuPercentageShutdownThreshold -gt 0)) {
+    $cpuPercentageShutdownThreshold = 5
+}
+$memoryPercentageShutdownThreshold = [int] (Get-AutomationVariable -Name  "AzureOptimization_PerfThresholdMemoryShutdownPercentage" -ErrorAction SilentlyContinue)
+if (-not($memoryPercentageShutdownThreshold -gt 0)) {
+    $memoryPercentageShutdownThreshold = 100
+}
+$networkMpbsShutdownThreshold = [int] (Get-AutomationVariable -Name  "AzureOptimization_PerfThresholdNetworkShutdownMbps" -ErrorAction SilentlyContinue )
+if (-not($networkMpbsShutdownThreshold -gt 0)) {
+    $networkMpbsShutdownThreshold = 10
+}
+
+$rightSizeRecommendationId = Get-AutomationVariable -Name  "AzureOptimization_RecommendationAdvisorCostRightSizeId" -ErrorAction SilentlyContinue
+if (-not($rightSizeRecommendationId)) {
+    $rightSizeRecommendationId = 'e10b1381-5f0a-47ff-8c7b-37bd13d7c974'
+}
+
+$additionalPerfWorkspaces = Get-AutomationVariable -Name  "AzureOptimization_RightSizeAdditionalPerfWorkspaces" -ErrorAction SilentlyContinue
+
+$sqlserver = Get-AutomationVariable -Name  "AzureOptimization_SQLServerHostname"
+$sqldatabase = Get-AutomationVariable -Name  "AzureOptimization_SQLServerDatabase" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($sqldatabase))
+{
+    $sqldatabase = "azureoptimization"
+}
+
+$consumptionOffsetDays = [int] (Get-AutomationVariable -Name  "AzureOptimization_ConsumptionOffsetDays")
+$consumptionOffsetDaysStart = $consumptionOffsetDays + 1
+
+$SqlTimeout = 120
+$LogAnalyticsIngestControlTable = "LogAnalyticsIngestControl"
+$FiltersTable = "Filters"
+
+# Authenticate against Azure
+
+"Logging in to Azure with $authenticationOption..."
+
+switch ($authenticationOption) {
+    "UserAssignedManagedIdentity" {
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment -AccountId $uamiClientID
+        break
+    }
+    Default { #ManagedIdentity
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment
+        break
+    }
+}
+
+$cloudDetails = Get-AzEnvironment -Name $CloudEnvironment
+$azureSqlDomain = $cloudDetails.SqlDatabaseDnsSuffix.Substring(1)
+
+Write-Output "Finding tables where recommendations will be generated from..."
+
+$tries = 0
+$connectionSuccess = $false
+do {
+    $tries++
+    try {
+        $dbToken = Get-AzAccessToken -ResourceUrl "https://$azureSqlDomain/"
+        $Conn = New-Object System.Data.SqlClient.SqlConnection("Server=tcp:$sqlserver,1433;Database=$sqldatabase;Encrypt=True;Connection Timeout=$SqlTimeout;")
+        $Conn.AccessToken = $dbToken.Token
+        $Conn.Open()
+        $Cmd=new-object system.Data.SqlClient.SqlCommand
+        $Cmd.Connection = $Conn
+        $Cmd.CommandTimeout = $SqlTimeout
+        $Cmd.CommandText = "SELECT * FROM [dbo].[$LogAnalyticsIngestControlTable] WHERE CollectedType IN ('ARGVirtualMachine','AzureAdvisor','AzureConsumption','ARGResourceContainers','Pricesheet')"
+
+        $sqlAdapter = New-Object System.Data.SqlClient.SqlDataAdapter
+        $sqlAdapter.SelectCommand = $Cmd
+        $controlRows = New-Object System.Data.DataTable
+        $sqlAdapter.Fill($controlRows) | Out-Null
+        $connectionSuccess = $true
+    }
+    catch {
+        Write-Output "Failed to contact SQL at try $tries."
+        Write-Output $Error[0]
+        Start-Sleep -Seconds ($tries * 20)
+    }
+} while (-not($connectionSuccess) -and $tries -lt 3)
+
+if (-not($connectionSuccess))
+{
+    throw "Could not establish connection to SQL."
+}
+
+$vmsTableName = $lognamePrefix + ($controlRows | Where-Object { $_.CollectedType -eq 'ARGVirtualMachine' }).LogAnalyticsSuffix + "_CL"
+$advisorTableName = $lognamePrefix + ($controlRows | Where-Object { $_.CollectedType -eq 'AzureAdvisor' }).LogAnalyticsSuffix + "_CL"
+$consumptionTableName = $lognamePrefix + ($controlRows | Where-Object { $_.CollectedType -eq 'AzureConsumption' }).LogAnalyticsSuffix + "_CL"
+$subscriptionsTableName = $lognamePrefix + ($controlRows | Where-Object { $_.CollectedType -eq 'ARGResourceContainers' }).LogAnalyticsSuffix + "_CL"
+$pricesheetTableName = $lognamePrefix + ($controlRows | Where-Object { $_.CollectedType -eq 'Pricesheet' }).LogAnalyticsSuffix + "_CL"
+
+Write-Output "Will run query against tables $vmsTableName, $subscriptionsTableName, $advisorTableName, $pricesheetTableName and $consumptionTableName"
+
+$Conn.Close()
+$Conn.Dispose()
+
+Write-Output "Getting excluded recommendation sub-type IDs..."
+
+$tries = 0
+$connectionSuccess = $false
+do {
+    $tries++
+    try {
+        $dbToken = Get-AzAccessToken -ResourceUrl "https://$azureSqlDomain/"
+        $Conn = New-Object System.Data.SqlClient.SqlConnection("Server=tcp:$sqlserver,1433;Database=$sqldatabase;Encrypt=True;Connection Timeout=$SqlTimeout;")
+        $Conn.AccessToken = $dbToken.Token
+        $Conn.Open()
+        $Cmd=new-object system.Data.SqlClient.SqlCommand
+        $Cmd.Connection = $Conn
+        $Cmd.CommandTimeout = $SqlTimeout
+        $Cmd.CommandText = "SELECT * FROM [dbo].[$FiltersTable] WHERE FilterType = 'Exclude' AND IsEnabled = 1 AND (FilterEndDate IS NULL OR FilterEndDate > GETDATE())"
+
+        $sqlAdapter = New-Object System.Data.SqlClient.SqlDataAdapter
+        $sqlAdapter.SelectCommand = $Cmd
+        $filters = New-Object System.Data.DataTable
+        $sqlAdapter.Fill($filters) | Out-Null
+        $connectionSuccess = $true
+    }
+    catch {
+        Write-Output "Failed to contact SQL at try $tries."
+        Write-Output $Error[0]
+        Start-Sleep -Seconds ($tries * 20)
+    }
+} while (-not($connectionSuccess) -and $tries -lt 3)
+
+if (-not($connectionSuccess))
+{
+    throw "Could not establish connection to SQL."
+}
+
+$Conn.Close()
+$Conn.Dispose()
+
+$recommendationSearchTimeSpan = 30 + $consumptionOffsetDaysStart
+
+# Grab a context reference to the Storage Account where the recommendations file will be stored
+
+
+$saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -UseConnectedAccount -Environment $cloudEnvironment
+
+if ($workspaceSubscriptionId -ne $storageAccountSinkSubscriptionId)
+{
+    Select-AzSubscription -SubscriptionId $workspaceSubscriptionId
+}
+
+
+Write-Output "Getting Virtual Machine SKUs for the $referenceRegion region..."
+# Get all the VM SKUs information for the reference Azure region
+$skus = Get-AzComputeResourceSku -Location $referenceRegion | Where-Object { $_.ResourceType -eq "virtualMachines" }
+
+Write-Output "Getting the current Pricesheet..."
+
+if ($cloudEnvironment -eq "AzureCloud")
+{
+    $pricesheetRegion = "EU West"
+}
+
+try
+{
+    $pricesheetEntries = @()
+
+    $baseQuery = @"
+    $pricesheetTableName
+    | where TimeGenerated > ago(14d)
+    | where MeterCategory_s == 'Virtual Machines' and MeterRegion_s == '$pricesheetRegion' and PriceType_s == 'Consumption'
+    | distinct MeterName_s, MeterSubCategory_s, MeterCategory_s, MeterRegion_s, UnitPrice_s, UnitOfMeasure_s
+"@
+
+    $queryResults = Invoke-AzOperationalInsightsQuery -WorkspaceId $workspaceId -Query $baseQuery -Timespan (New-TimeSpan -Days 14) -Wait 600 -IncludeStatistics
+    $pricesheetEntries = [System.Linq.Enumerable]::ToArray($queryResults.Results)
+
+    Write-Output "Query finished with $($pricesheetEntries.Count) results."
+    Write-Output "Query statistics: $($queryResults.Statistics.query)"
+}
+catch
+{
+    Write-Warning -Message "Query failed. Debug the following query in the AOE Log Analytics workspace: $baseQuery"
+    Write-Warning -Message $error[0]
+    Write-Output "Consumption pricesheet not available, will estimate savings based in cores count..."
+}
+
+$linuxMemoryPerfAdditionalWorkspaces = ""
+$windowsMemoryPerfAdditionalWorkspaces = ""
+$processorPerfAdditionalWorkspaces = ""
+$windowsNetworkPerfAdditionalWorkspaces = ""
+$diskPerfAdditionalWorkspaces = ""
+if ($additionalPerfWorkspaces)
+{
+    $additionalWorkspaces = $additionalPerfWorkspaces.Split(",")
+    foreach ($additionalWorkspace in $additionalWorkspaces) {
+        $additionalWorkspace = $additionalWorkspace.Trim()
+        $linuxMemoryPerfAdditionalWorkspaces += @"
+        | union ( workspace('$additionalWorkspace').Perf
+        | where TimeGenerated > ago(perfInterval) and _ResourceId in (RightSizeInstanceIds)
+        | where CounterName == '% Used Memory'
+        | extend WorkspaceId = TenantId
+        | summarize hint.strategy=shuffle PMemoryPercentage = percentile(CounterValue, memoryPercentileValue) by _ResourceId, WorkspaceId)
+"@
+        $windowsMemoryPerfAdditionalWorkspaces += @"
+        | union ( workspace('$additionalWorkspace').Perf
+        | where TimeGenerated > ago(perfInterval) and _ResourceId in (RightSizeInstanceIds)
+        | where CounterName == 'Available MBytes'
+        | extend WorkspaceId = TenantId
+        | project TimeGenerated, MemoryAvailableMBs = CounterValue, _ResourceId, WorkspaceId)
+"@
+        $processorPerfAdditionalWorkspaces += @"
+        | union ( workspace('$additionalWorkspace').Perf
+        | where TimeGenerated > ago(perfInterval) and _ResourceId in (RightSizeInstanceIds)
+        | where ObjectName == 'Processor' and CounterName == '% Processor Time' and InstanceName == '_Total'
+        | extend WorkspaceId = TenantId
+        | summarize hint.strategy=shuffle PCPUPercentage = percentile(CounterValue, cpuPercentileValue) by _ResourceId, WorkspaceId)
+"@
+        $windowsNetworkPerfAdditionalWorkspaces += @"
+        | union ( workspace('$additionalWorkspace').Perf
+        | where TimeGenerated > ago(perfInterval) and _ResourceId in (RightSizeInstanceIds)
+        | where CounterName == 'Bytes Total/sec'
+        | extend WorkspaceId = TenantId
+        | summarize hint.strategy=shuffle PCounter = percentile(CounterValue, networkPercentileValue) by InstanceName, _ResourceId, WorkspaceId
+        | summarize PNetwork = sum(PCounter) by _ResourceId, WorkspaceId)
+"@
+        $diskPerfAdditionalWorkspaces += @"
+        | union ( workspace('$additionalWorkspace').Perf
+        | where TimeGenerated > ago(perfInterval) and _ResourceId in (RightSizeInstanceIds)
+        | where CounterName in ('Disk Reads/sec', 'Disk Writes/sec', 'Disk Read Bytes/sec', 'Disk Write Bytes/sec') and InstanceName !in ('_Total', 'D:', '/mnt/resource', '/mnt')
+        | extend WorkspaceId = TenantId
+        | summarize hint.strategy=shuffle PCounter = percentile(CounterValue, diskPercentileValue) by bin(TimeGenerated, perfTimeGrain), CounterName, InstanceName, _ResourceId, WorkspaceId
+        | summarize SumPCounter = sum(PCounter) by CounterName, TimeGenerated, _ResourceId, WorkspaceId
+        | summarize MaxPReadIOPS = maxif(SumPCounter, CounterName == 'Disk Reads/sec'),
+                    MaxPWriteIOPS = maxif(SumPCounter, CounterName == 'Disk Writes/sec'),
+                    MaxPReadMiBps = (maxif(SumPCounter, CounterName == 'Disk Read Bytes/sec') / 1024 / 1024),
+                    MaxPWriteMiBps = (maxif(SumPCounter, CounterName == 'Disk Write Bytes/sec') / 1024 / 1024) by _ResourceId, WorkspaceId)
+"@
+    }
+}
+
+# Execute the recommendation query against Log Analytics
+
+$baseQuery = @"
+let advisorInterval = $($daysBackwards)d;
+let perfInterval = $($perfDaysBackwards)d;
+let perfTimeGrain = $perfTimeGrain;
+let cpuPercentileValue = $cpuPercentile;
+let memoryPercentileValue = $memoryPercentile;
+let networkPercentileValue = $networkPercentile;
+let diskPercentileValue = $diskPercentile;
+let rightSizeRecommendationId = '$rightSizeRecommendationId';
+let billingInterval = 30d;
+let etime = todatetime(toscalar($consumptionTableName | where todatetime(Date_s) < now() and todatetime(Date_s) > ago(30d) | summarize max(todatetime(Date_s))));
+let stime = etime-billingInterval;
+let RightSizeInstanceIds = materialize($advisorTableName
+| where todatetime(TimeGenerated) > ago(advisorInterval) and Category == 'Cost' and RecommendationTypeId_g == rightSizeRecommendationId
+| distinct InstanceId_s);
+let LinuxMemoryPerf = Perf
+| where TimeGenerated > ago(perfInterval) and _ResourceId in (RightSizeInstanceIds)
+| where CounterName == '% Used Memory'
+| extend WorkspaceId = TenantId
+| summarize hint.strategy=shuffle PMemoryPercentage = percentile(CounterValue, memoryPercentileValue) by _ResourceId, WorkspaceId$linuxMemoryPerfAdditionalWorkspaces;
+let WindowsMemoryPerf = Perf
+| where TimeGenerated > ago(perfInterval) and _ResourceId in (RightSizeInstanceIds)
+| where CounterName == 'Available MBytes'
+| extend WorkspaceId = TenantId
+| project TimeGenerated, MemoryAvailableMBs = CounterValue, _ResourceId, WorkspaceId$windowsMemoryPerfAdditionalWorkspaces;
+let MemoryPerf = $vmsTableName
+| where TimeGenerated > ago(1d)
+| distinct InstanceId_s, MemoryMB_s
+| join kind=inner hint.strategy=broadcast (
+	WindowsMemoryPerf
+) on `$left.InstanceId_s == `$right._ResourceId
+| extend MemoryPercentage = todouble(toint(MemoryMB_s) - toint(MemoryAvailableMBs)) / todouble(MemoryMB_s) * 100
+| summarize hint.strategy=shuffle PMemoryPercentage = percentile(MemoryPercentage, memoryPercentileValue) by _ResourceId, WorkspaceId
+| union LinuxMemoryPerf;
+let ProcessorPerf = Perf
+| where TimeGenerated > ago(perfInterval) and _ResourceId in (RightSizeInstanceIds)
+| where ObjectName == 'Processor' and CounterName == '% Processor Time' and InstanceName == '_Total'
+| extend WorkspaceId = TenantId
+| summarize hint.strategy=shuffle PCPUPercentage = percentile(CounterValue, cpuPercentileValue) by _ResourceId, WorkspaceId$processorPerfAdditionalWorkspaces;
+let WindowsNetworkPerf = Perf
+| where TimeGenerated > ago(perfInterval) and _ResourceId in (RightSizeInstanceIds)
+| where CounterName == 'Bytes Total/sec'
+| extend WorkspaceId = TenantId
+| summarize hint.strategy=shuffle PCounter = percentile(CounterValue, networkPercentileValue) by InstanceName, _ResourceId, WorkspaceId
+| summarize PNetwork = sum(PCounter) by _ResourceId, WorkspaceId$windowsNetworkPerfAdditionalWorkspaces;
+let DiskPerf = Perf
+| where TimeGenerated > ago(perfInterval) and _ResourceId in (RightSizeInstanceIds)
+| where CounterName in ('Disk Reads/sec', 'Disk Writes/sec', 'Disk Read Bytes/sec', 'Disk Write Bytes/sec') and InstanceName !in ('_Total', 'D:', '/mnt/resource', '/mnt')
+| extend WorkspaceId = TenantId
+| summarize hint.strategy=shuffle PCounter = percentile(CounterValue, diskPercentileValue) by bin(TimeGenerated, perfTimeGrain), CounterName, InstanceName, _ResourceId, WorkspaceId
+| summarize SumPCounter = sum(PCounter) by CounterName, TimeGenerated, _ResourceId, WorkspaceId
+| summarize MaxPReadIOPS = maxif(SumPCounter, CounterName == 'Disk Reads/sec'),
+            MaxPWriteIOPS = maxif(SumPCounter, CounterName == 'Disk Writes/sec'),
+            MaxPReadMiBps = (maxif(SumPCounter, CounterName == 'Disk Read Bytes/sec') / 1024 / 1024),
+            MaxPWriteMiBps = (maxif(SumPCounter, CounterName == 'Disk Write Bytes/sec') / 1024 / 1024) by _ResourceId, WorkspaceId$diskPerfAdditionalWorkspaces;
+$advisorTableName
+| where todatetime(TimeGenerated) > ago(advisorInterval) and Category == 'Cost'
+| extend AdvisorRecIdIndex = indexof(InstanceId_s, '/providers/microsoft.advisor/recommendations')
+| extend InstanceName_s = iif(isnotempty(InstanceName_s),InstanceName_s,iif(AdvisorRecIdIndex > 0, split(substring(InstanceId_s, 0, AdvisorRecIdIndex),'/')[-1], split(InstanceId_s,'/')[-1]))
+| distinct InstanceId_s, InstanceName_s, Description_s, SubscriptionGuid_g, TenantGuid_g, ResourceGroup, Cloud_s, AdditionalInfo_s, RecommendationText_s, ImpactedArea_s, Impact_s, RecommendationTypeId_g, Tags_s
+| join kind=leftouter (
+    $consumptionTableName
+    | where todatetime(Date_s) between (stime..etime)
+    | extend VMConsumedQuantity = iif(ResourceId contains 'virtualmachines' and MeterCategory_s == 'Virtual Machines', todouble(Quantity_s), 0.0)
+    | extend VMPrice = iif(ResourceId contains 'virtualmachines' and MeterCategory_s == 'Virtual Machines', todouble(EffectivePrice_s), 0.0)
+    | extend FinalCost = iif(ResourceId contains 'virtualmachines', VMPrice * VMConsumedQuantity, todouble(CostInBillingCurrency_s))
+    | extend InstanceId_s = tolower(ResourceId)
+    | summarize Last30DaysCost = sum(FinalCost), Last30DaysQuantity = sum(VMConsumedQuantity) by InstanceId_s
+) on InstanceId_s
+| join kind=leftouter (
+    $vmsTableName
+    | where TimeGenerated > ago(1d)
+    | distinct InstanceId_s, NicCount_s, DataDiskCount_s
+) on InstanceId_s
+| where RecommendationTypeId_g != rightSizeRecommendationId or (RecommendationTypeId_g == rightSizeRecommendationId and toint(NicCount_s) >= 0 and toint(DataDiskCount_s) >= 0)
+| join kind=leftouter hint.strategy=broadcast ( MemoryPerf ) on `$left.InstanceId_s == `$right._ResourceId
+| join kind=leftouter hint.strategy=broadcast ( ProcessorPerf ) on `$left.InstanceId_s == `$right._ResourceId
+| join kind=leftouter hint.strategy=broadcast ( WindowsNetworkPerf ) on `$left.InstanceId_s == `$right._ResourceId
+| join kind=leftouter hint.strategy=broadcast ( DiskPerf ) on `$left.InstanceId_s == `$right._ResourceId
+| extend MaxPIOPS = MaxPReadIOPS + MaxPWriteIOPS, MaxPMiBps = MaxPReadMiBps + MaxPWriteMiBps
+| extend PNetworkMbps = PNetwork * 8 / 1000 / 1000
+| distinct Last30DaysCost, Last30DaysQuantity, InstanceId_s, InstanceName_s, Description_s, SubscriptionGuid_g, TenantGuid_g, ResourceGroup, Cloud_s, AdditionalInfo_s, RecommendationText_s, ImpactedArea_s, Impact_s, RecommendationTypeId_g, NicCount_s, DataDiskCount_s, PMemoryPercentage, PCPUPercentage, PNetworkMbps, MaxPIOPS, MaxPMiBps, Tags_s, WorkspaceId
+| join kind=leftouter (
+    $subscriptionsTableName
+    | where TimeGenerated > ago(1d)
+    | where ContainerType_s =~ 'microsoft.resources/subscriptions'
+    | project SubscriptionGuid_g, SubscriptionName = ContainerName_s
+) on SubscriptionGuid_g
+"@
+
+Write-Output "Will run the following query (use this query against the LA workspace for troubleshooting): $baseQuery"
+
+Write-Output "Getting cost recommendations for $($daysBackwards)d Advisor and $($perfDaysBackwards)d Perf history and a $perfTimeGrain time grain..."
+
+try
+{
+    $queryResults = Invoke-AzOperationalInsightsQuery -WorkspaceId $workspaceId -Query $baseQuery -Timespan (New-TimeSpan -Days $recommendationSearchTimeSpan) -Wait 600 -IncludeStatistics
+    if ($queryResults)
+    {
+        $results = [System.Linq.Enumerable]::ToArray($queryResults.Results)
+    }
+}
+catch
+{
+    Write-Warning -Message "Query failed. Debug the following query in the AOE Log Analytics workspace: $baseQuery"
+    Write-Warning -Message $error[0]
+    throw "Execution aborted"
+}
+
+Write-Output "Query finished with $($results.Count) results."
+
+Write-Output "Query statistics: $($queryResults.Statistics.query)"
+
+# Build the recommendations objects
+
+$recommendations = @()
+$datetime = (get-date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+
+$skuPricesFound = @{}
+
+Write-Output "Generating fit score..."
+
+foreach ($result in $results) {
+
+    if ($filters | Where-Object { $_.RecommendationSubTypeId -eq $result.RecommendationTypeId_g})
+    {
+        continue
+    }
+
+    $queryInstanceId = $result.InstanceId_s
+
+    $tags = @{}
+
+    if (-not([string]::IsNullOrEmpty($result.Tags_s)))
+    {
+        $tagPairs = $result.Tags_s.Substring(2, $result.Tags_s.Length - 3).Split(';')
+        foreach ($tagPairString in $tagPairs)
+        {
+            $tagPair = $tagPairString.Split('=')
+            if (-not([string]::IsNullOrEmpty($tagPair[0])) -and -not([string]::IsNullOrEmpty($tagPair[1])))
+            {
+                $tagName = $tagPair[0].Trim()
+                $tagValue = $tagPair[1].Trim()
+                $tags[$tagName] = $tagValue
+            }
+        }
+    }
+
+    $additionalInfoDictionary = @{}
+    if (-not([string]::IsNullOrEmpty($result.AdditionalInfo_s)))
+    {
+        ($result.AdditionalInfo_s | ConvertFrom-Json).PsObject.Properties | ForEach-Object { $additionalInfoDictionary[$_.Name] = $_.Value }
+    }
+
+    # Fixing reservation model inconsistencies
+    if (-not([string]::IsNullOrEmpty($additionalInfoDictionary["location"])))
+    {
+        $additionalInfoDictionary["region"] = $additionalInfoDictionary["location"]
+    }
+    if (-not([string]::IsNullOrEmpty($additionalInfoDictionary["targetResourceCount"])))
+    {
+        $additionalInfoDictionary["qty"] = $additionalInfoDictionary["targetResourceCount"]
+    }
+    if (-not([string]::IsNullOrEmpty($additionalInfoDictionary["vmSize"])))
+    {
+        $additionalInfoDictionary["displaySKU"] = $additionalInfoDictionary["vmSize"]
+    }
+
+    $additionalInfoDictionary["CostsAmount"] = [double] $result.Last30DaysCost
+
+    $fitScore = 5
+    $hasCpuRamPerfMetrics = $false
+
+    if ($additionalInfoDictionary.targetSku -and $result.RecommendationTypeId_g -eq $rightSizeRecommendationId) {
+        $additionalInfoDictionary["SupportsDataDisksCount"] = "true"
+        $additionalInfoDictionary["DataDiskCount"] = "$($result.DataDiskCount_s)"
+        $additionalInfoDictionary["SupportsNICCount"] = "true"
+        $additionalInfoDictionary["NicCount"] = "$($result.NicCount_s)"
+        $additionalInfoDictionary["SupportsIOPS"] = "true"
+        $additionalInfoDictionary["MetricIOPS"] = "$($result.MaxPIOPS)"
+        $additionalInfoDictionary["SupportsMiBps"] = "true"
+        $additionalInfoDictionary["MetricMiBps"] = "$($result.MaxPMiBps)"
+        $additionalInfoDictionary["BelowCPUThreshold"] = "true"
+        $additionalInfoDictionary["MetricCPUPercentage"] = "$($result.PCPUPercentage)"
+        $additionalInfoDictionary["BelowMemoryThreshold"] = "true"
+        $additionalInfoDictionary["MetricMemoryPercentage"] = "$($result.PMemoryPercentage)"
+        $additionalInfoDictionary["BelowNetworkThreshold"] = "true"
+        $additionalInfoDictionary["MetricNetworkMbps"] = "$($result.PNetworkMbps)"
+
+        $targetSku = $null
+        if ($additionalInfoDictionary.targetSku -ne "Shutdown") {
+            $currentSku = $skus | Where-Object { $_.Name -eq $additionalInfoDictionary.currentSku }
+            $currentSkuvCPUs = [int]($currentSku.Capabilities | Where-Object { $_.Name -eq 'vCPUsAvailable' }).Value
+            $targetSku = $skus | Where-Object { $_.Name -eq $additionalInfoDictionary.targetSku }
+            $targetSkuvCPUs = [int]($targetSku.Capabilities | Where-Object { $_.Name -eq 'vCPUsAvailable' }).Value
+            $targetMaxDataDiskCount = [int]($targetSku.Capabilities | Where-Object { $_.Name -eq 'MaxDataDiskCount' }).Value
+            if ($targetMaxDataDiskCount -gt 0) {
+                if (-not([string]::isNullOrEmpty($result.DataDiskCount_s))) {
+                    if ([int]$result.DataDiskCount_s -gt $targetMaxDataDiskCount) {
+                        $fitScore = 1
+                        $additionalInfoDictionary["SupportsDataDisksCount"] = "false:needs$($result.DataDiskCount_s)-max$targetMaxDataDiskCount"
+                    }
+                }
+                else {
+                    $fitScore -= 1
+                    $additionalInfoDictionary["SupportsDataDisksCount"] = "unknown:max$targetMaxDataDiskCount"
+                }
+            }
+            else {
+                $fitScore -= 1
+                $additionalInfoDictionary["SupportsDataDisksCount"] = "unknown:needs$($result.DataDiskCount_s)"
+            }
+            $targetMaxNICCount = [int]($targetSku.Capabilities | Where-Object { $_.Name -eq 'MaxNetworkInterfaces' }).Value
+            if ($targetMaxNICCount -gt 0) {
+                if (-not([string]::isNullOrEmpty($result.NicCount_s))) {
+                    if ([int]$result.NicCount_s -gt $targetMaxNICCount) {
+                        $fitScore = 1
+                        $additionalInfoDictionary["SupportsNICCount"] = "false:needs$($result.NicCount_s)-max$targetMaxNICCount"
+                    }
+                }
+                else {
+                    $fitScore -= 1
+                    $additionalInfoDictionary["SupportsNICCount"] = "unknown:max$targetMaxNICCount"
+                }
+            }
+            else {
+                $fitScore -= 1
+                $additionalInfoDictionary["SupportsNICCount"] = "unknown:needs$($result.NicCount_s)"
+            }
+            $targetUncachedDiskIOPS = [int]($targetSku.Capabilities | Where-Object { $_.Name -eq 'UncachedDiskIOPS' }).Value
+            if ($targetUncachedDiskIOPS -gt 0) {
+                if (-not([string]::isNullOrEmpty($result.MaxPIOPS))) {
+                    if ([double]$result.MaxPIOPS -ge [double]$targetUncachedDiskIOPS) {
+                        $fitScore -= 1
+                        $additionalInfoDictionary["SupportsIOPS"] = "false:needs$($result.MaxPIOPS)-max$targetUncachedDiskIOPS"
+                    }
+                }
+                else {
+                    $fitScore -= 0.5
+                    $additionalInfoDictionary["SupportsIOPS"] = "unknown:max$targetUncachedDiskIOPS"
+                }
+            }
+            else {
+                $fitScore -= 1
+                $additionalInfoDictionary["SupportsIOPS"] = "unknown:needs$($result.MaxPIOPS)"
+            }
+            $targetUncachedDiskMiBps = [double]([long]($targetSku.Capabilities | Where-Object { $_.Name -eq 'UncachedDiskBytesPerSecond' }).Value) / 1024 / 1024
+            if ($targetUncachedDiskMiBps -gt 0) { 
+                if (-not([string]::isNullOrEmpty($result.MaxPMiBps))) {
+                    if ([double]$result.MaxPMiBps -ge $targetUncachedDiskMiBps) {
+                        $fitScore -= 1
+                        $additionalInfoDictionary["SupportsMiBps"] = "false:needs$($result.MaxPMiBps)-max$targetUncachedDiskMiBps"
+                    }
+                }
+                else {
+                    $fitScore -= 0.5
+                    $additionalInfoDictionary["SupportsMiBps"] = "unknown:max$targetUncachedDiskMiBps"
+                }
+            }
+            else {
+                $additionalInfoDictionary["SupportsMiBps"] = "unknown:needs$($result.MaxPMiBps)"
+            }
+
+            $savingCoefficient = [double] $currentSkuvCPUs / $targetSkuvCPUs
+
+            if ($savingCoefficient -gt 1)
+            {
+                $targetSkuSavingsMonthly = [double]$result.Last30DaysCost - ([double]$result.Last30DaysCost / $savingCoefficient)
+            }
+            else
+            {
+                $targetSkuSavingsMonthly = [double]$result.Last30DaysCost / 2
+            }
+
+            if ($targetSku -and $null -eq $skuPricesFound[$targetSku.Name])
+            {
+                $skuPricesFound[$targetSku.Name] = Find-SkuHourlyPrice -SKUName $targetSku.Name -SKUPriceSheet $pricesheetEntries
+            }
+
+            $tentativeTargetSkuSavingsMonthly = -1
+
+            if ($targetSku -and $skuPricesFound[$targetSku.Name] -gt 0 -and $skuPricesFound[$targetSku.Name] -lt [double]::MaxValue)
+            {
+                $targetSkuPrice = $skuPricesFound[$targetSku.Name]
+
+                if ($null -eq $skuPricesFound[$currentSku.Name])
+                {
+                    $skuPricesFound[$currentSku.Name] = Find-SkuHourlyPrice -SKUName $currentSku.Name -SKUPriceSheet $pricesheetEntries
+                }
+
+                if ($skuPricesFound[$currentSku.Name] -gt 0)
+                {
+                    $currentSkuPrice = $skuPricesFound[$currentSku.Name]
+                    $tentativeTargetSkuSavingsMonthly = ($currentSkuPrice * [double] $result.Last30DaysQuantity) - ($targetSkuPrice * [double] $result.Last30DaysQuantity)
+                }
+                else
+                {
+                    $tentativeTargetSkuSavingsMonthly = [double]$result.Last30DaysCost - ($targetSkuPrice * [double] $result.Last30DaysQuantity)
+                }
+            }
+
+            if ($tentativeTargetSkuSavingsMonthly -ge 0)
+            {
+                $targetSkuSavingsMonthly = $tentativeTargetSkuSavingsMonthly
+            }
+
+            if ($targetSkuSavingsMonthly -eq [double]::PositiveInfinity)
+            {
+                $targetSkuSavingsMonthly = [double] $result.Last30DaysCost / 2
+            }
+
+            $savingsMonthly = $targetSkuSavingsMonthly
+
+        }
+        else
+        {
+            $savingsMonthly = [double]$result.Last30DaysCost
+        }
+
+        $cpuThreshold = $cpuPercentageThreshold
+        $memoryThreshold = $memoryPercentageThreshold
+        $networkThreshold = $networkMpbsThreshold
+        if ($additionalInfoDictionary.targetSku -eq "Shutdown") {
+            $cpuThreshold = $cpuPercentageShutdownThreshold
+            $memoryThreshold = $memoryPercentageShutdownThreshold
+            $networkThreshold = $networkMpbsShutdownThreshold
+        }
+
+        if (-not([string]::isNullOrEmpty($result.PCPUPercentage))) {
+            if ([double]$result.PCPUPercentage -ge [double]$cpuThreshold) {
+                $fitScore -= 0.5
+                $additionalInfoDictionary["BelowCPUThreshold"] = "false:needs$($result.PCPUPercentage)-max$cpuThreshold"
+            }
+            $hasCpuRamPerfMetrics = $true
+        }
+        else {
+            $fitScore -= 0.5
+            $additionalInfoDictionary["BelowCPUThreshold"] = "unknown:max$cpuThreshold"
+        }
+        if (-not([string]::isNullOrEmpty($result.PMemoryPercentage))) {
+            if ([double]$result.PMemoryPercentage -ge [double]$memoryThreshold) {
+                $fitScore -= 0.5
+                $additionalInfoDictionary["BelowMemoryThreshold"] = "false:needs$($result.PMemoryPercentage)-max$memoryThreshold"
+            }
+            $hasCpuRamPerfMetrics = $true
+        }
+        else {
+            $fitScore -= 0.5
+            $additionalInfoDictionary["BelowMemoryThreshold"] = "unknown:max$memoryThreshold"
+        }
+        if (-not([string]::isNullOrEmpty($result.PNetworkMbps))) {
+            if ([double]$result.PNetworkMbps -ge [double]$networkThreshold) {
+                $fitScore -= 0.1
+                $additionalInfoDictionary["BelowNetworkThreshold"] = "false:needs$($result.PNetworkMbps)-max$networkThreshold"
+            }
+        }
+        else {
+            $fitScore -= 0.1
+            $additionalInfoDictionary["BelowNetworkThreshold"] = "unknown:max$networkThreshold"
+        }
+
+        $fitScore = [Math]::max(0.0, $fitScore)
+    }
+    else
+    {
+        if (-not([string]::IsNullOrEmpty($additionalInfoDictionary["annualSavingsAmount"])))
+        {
+            $savingsMonthly = [double] $additionalInfoDictionary["annualSavingsAmount"] / 12
+        }
+        else
+        {
+            if ($result.RecommendationTypeId_g -eq $rightSizeRecommendationId)
+            {
+                $savingsMonthly = [double] $result.Last30DaysCost
+            }
+            else
+            {
+                $savingsMonthly = 0.0 # unknown
+            }
+        }
+    }
+
+    $additionalInfoDictionary["savingsAmount"] = [double] $savingsMonthly
+
+    $queryInstanceId = $result.InstanceId_s
+    if (-not($hasCpuRamPerfMetrics))
+    {
+        switch ($result.Cloud_s)
+        {
+            "AzureCloud" { $azureTld = "com" }
+            "AzureChinaCloud" { $azureTld = "cn" }
+            "AzureUSGovernment" { $azureTld = "us" }
+            default { $azureTld = "com" }
+        }
+
+        $detailsURL = "https://portal.azure.$azureTld/#@$($result.TenantGuid_g)/resource/$queryInstanceId/overview"
+    }
+    else
+    {
+        $queryWorkspace = ""
+        if (-not([string]::IsNullOrEmpty($result.WorkspaceId)) -and $result.WorkspaceId -ne $workspaceId)
+        {
+            $queryWorkspace = "workspace('$($result.WorkspaceId)')."
+        }
+
+        $queryText = @"
+        let perfInterval = $($perfDaysBackwards)d;
+        let armId = tolower(`'$queryInstanceId`');
+        let gInt = $perfTimeGrain;
+        let LinuxMemoryPerf = $($queryWorkspace)Perf
+        | where TimeGenerated > ago(perfInterval)
+        | where CounterName == '% Used Memory' and _ResourceId =~ armId
+        | project TimeGenerated, MemoryPercentage = CounterValue;
+        let WindowsMemoryPerf = $($queryWorkspace)Perf
+        | where TimeGenerated > ago(perfInterval)
+        | where CounterName == 'Available MBytes' and _ResourceId =~ armId
+        | extend MemoryAvailableMBs = CounterValue, InstanceId = tolower(_ResourceId)
+        | project TimeGenerated, MemoryAvailableMBs, InstanceId;
+        let MemoryPerf = WindowsMemoryPerf
+        | join kind=inner (
+            $vmsTableName
+            | where TimeGenerated > ago(1d)
+            | extend InstanceId = tolower(InstanceId_s)
+            | distinct InstanceId, MemoryMB_s
+        ) on InstanceId
+        | extend MemoryPercentage = todouble(toint(MemoryMB_s) - toint(MemoryAvailableMBs)) / todouble(MemoryMB_s) * 100
+        | project TimeGenerated, MemoryPercentage
+        | union LinuxMemoryPerf
+        | summarize P$($memoryPercentile)MemoryPercentage = percentile(MemoryPercentage, $memoryPercentile) by bin(TimeGenerated, gInt);
+        let ProcessorPerf = $($queryWorkspace)Perf
+        | where TimeGenerated > ago(perfInterval)
+        | where CounterName == '% Processor Time' and InstanceName == '_Total' and _ResourceId =~ armId
+        | summarize P$($cpuPercentile)CPUPercentage = percentile(CounterValue, $cpuPercentile) by bin(TimeGenerated, gInt);
+        MemoryPerf
+        | join kind=inner (ProcessorPerf) on TimeGenerated
+        | render timechart
+"@
+
+        switch ($cloudEnvironment)
+        {
+            "AzureCloud" { $azureTld = "com" }
+            "AzureChinaCloud" { $azureTld = "cn" }
+            "AzureUSGovernment" { $azureTld = "us" }
+            default { $azureTld = "com" }
+        }
+
+        $encodedQuery = [System.Uri]::EscapeDataString($queryText)
+        $detailsQueryStart = $datetime.AddDays(-30).ToString("yyyy-MM-dd")
+        $detailsQueryEnd = $datetime.AddDays(8).ToString("yyyy-MM-dd")
+        $detailsURL = "https://portal.azure.$azureTld#@$workspaceTenantId/blade/Microsoft_Azure_Monitoring_Logs/LogsBlade/resourceId/%2Fsubscriptions%2F$workspaceSubscriptionId%2Fresourcegroups%2F$workspaceRG%2Fproviders%2Fmicrosoft.operationalinsights%2Fworkspaces%2F$workspaceName/source/LogsBlade.AnalyticsShareLinkToQuery/query/$encodedQuery/timespan/$($detailsQueryStart)T00%3A00%3A00.000Z%2F$($detailsQueryEnd)T00%3A00%3A00.000Z"
+    }
+
+    $recommendation = New-Object PSObject -Property @{
+        Timestamp                   = $timestamp
+        Cloud                       = $result.Cloud_s
+        Category                    = "Cost"
+        ImpactedArea                = $result.ImpactedArea_s
+        Impact                      = $result.Impact_s
+        RecommendationType          = "Saving"
+        RecommendationSubType       = "AdvisorCost"
+        RecommendationSubTypeId     = $result.RecommendationTypeId_g
+        RecommendationDescription   = $result.Description_s
+        RecommendationAction        = $result.RecommendationText_s
+        InstanceId                  = $result.InstanceId_s
+        InstanceName                = $result.InstanceName_s
+        AdditionalInfo              = $additionalInfoDictionary
+        ResourceGroup               = $result.ResourceGroup
+        SubscriptionGuid            = $result.SubscriptionGuid_g
+        SubscriptionName            = $result.SubscriptionName
+        TenantGuid                  = $result.TenantGuid_g
+        FitScore                    = $fitScore
+        Tags                        = $tags
+        DetailsURL                  = $detailsURL
+    }
+
+    $recommendations += $recommendation
+}
+
+# Export the recommendations as JSON to blob storage
+
+Write-Output "Exporting final $($recommendations.Count) results as a JSON file..."
+
+$fileDate = $datetime.ToString("yyyyMMdd")
+$jsonExportPath = "advisor-cost-augmented-$fileDate.json"
+$recommendations | ConvertTo-Json | Out-File $jsonExportPath
+
+Write-Output "Uploading $jsonExportPath to blob storage..."
+
+$jsonBlobName = $jsonExportPath
+$jsonProperties = @{"ContentType" = "application/json" };
+Set-AzStorageBlobContent -File $jsonExportPath -Container $storageAccountSinkContainer -Properties $jsonProperties -Blob $jsonBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $jsonBlobName to Blob Storage..."
+
+Remove-Item -Path $jsonExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $jsonExportPath from local disk..."
diff --git a/docs/deploy/optimization-engine/15.0/runbooks/recommendations/Recommend-AppServiceOptimizationsToBlobStorage.ps1 b/docs/deploy/optimization-engine/15.0/runbooks/recommendations/Recommend-AppServiceOptimizationsToBlobStorage.ps1
new file mode 100644
index 000000000..ed8e1fe5d
--- /dev/null
+++ b/docs/deploy/optimization-engine/15.0/runbooks/recommendations/Recommend-AppServiceOptimizationsToBlobStorage.ps1
@@ -0,0 +1,695 @@
+$ErrorActionPreference = "Stop"
+
+# Collect generic and recommendation-specific variables
+
+$cloudEnvironment = Get-AutomationVariable -Name "AzureOptimization_CloudEnvironment" -ErrorAction SilentlyContinue # AzureCloud|AzureChinaCloud
+if ([string]::IsNullOrEmpty($cloudEnvironment))
+{
+    $cloudEnvironment = "AzureCloud"
+}
+$authenticationOption = Get-AutomationVariable -Name  "AzureOptimization_AuthenticationOption" -ErrorAction SilentlyContinue # ManagedIdentity|UserAssignedManagedIdentity
+if ([string]::IsNullOrEmpty($authenticationOption))
+{
+    $authenticationOption = "ManagedIdentity"
+}
+if ($authenticationOption -eq "UserAssignedManagedIdentity")
+{
+    $uamiClientID = Get-AutomationVariable -Name "AzureOptimization_UAMIClientID"
+}
+
+$workspaceId = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceId"
+$workspaceName = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceName"
+$workspaceRG = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceRG"
+$workspaceSubscriptionId = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceSubId"
+$workspaceTenantId = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceTenantId"
+
+$storageAccountSink = Get-AutomationVariable -Name  "AzureOptimization_StorageSink"
+
+
+$storageAccountSinkContainer = Get-AutomationVariable -Name  "AzureOptimization_RecommendationsContainer" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($storageAccountSinkContainer)) {
+    $storageAccountSinkContainer = "recommendationsexports"
+}
+
+$lognamePrefix = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsLogPrefix" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($lognamePrefix))
+{
+    $lognamePrefix = "AzureOptimization"
+}
+
+$sqlserver = Get-AutomationVariable -Name  "AzureOptimization_SQLServerHostname"
+$sqldatabase = Get-AutomationVariable -Name  "AzureOptimization_SQLServerDatabase" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($sqldatabase))
+{
+    $sqldatabase = "azureoptimization"
+}
+
+$deploymentDate = Get-AutomationVariable -Name  "AzureOptimization_DeploymentDate" # yyyy-MM-dd format
+$deploymentDate = $deploymentDate.Replace('"', "")
+
+$perfDaysBackwards = [int] (Get-AutomationVariable -Name  "AzureOptimization_RecommendPerfPeriodInDays" -ErrorAction SilentlyContinue)
+if (-not($perfDaysBackwards -gt 0)) {
+    $perfDaysBackwards = 7
+}
+
+$perfTimeGrain = Get-AutomationVariable -Name  "AzureOptimization_RecommendPerfTimeGrain" -ErrorAction SilentlyContinue
+if (-not($perfTimeGrain)) {
+    $perfTimeGrain = "1h"
+}
+
+# percentiles variables
+$cpuPercentile = [int] (Get-AutomationVariable -Name  "AzureOptimization_PerfPercentileCpu" -ErrorAction SilentlyContinue)
+if (-not($cpuPercentile -gt 0)) {
+    $cpuPercentile = 99
+}
+$memoryPercentile = [int] (Get-AutomationVariable -Name  "AzureOptimization_PerfPercentileMemory" -ErrorAction SilentlyContinue)
+if (-not($memoryPercentile -gt 0)) {
+    $memoryPercentile = 99
+}
+
+# perf thresholds variables
+$cpuPercentageThreshold = [int] (Get-AutomationVariable -Name  "AzureOptimization_PerfThresholdCpuPercentage" -ErrorAction SilentlyContinue)
+if (-not($cpuPercentageThreshold -gt 0)) {
+    $cpuPercentageThreshold = 30
+}
+$memoryPercentageThreshold = [int] (Get-AutomationVariable -Name  "AzureOptimization_PerfThresholdMemoryPercentage" -ErrorAction SilentlyContinue)
+if (-not($memoryPercentageThreshold -gt 0)) {
+    $memoryPercentageThreshold = 50
+}
+$cpuDegradedMaxPercentageThreshold = [int] (Get-AutomationVariable -Name  "AzureOptimization_PerfThresholdCpuDegradedMaxPercentage" -ErrorAction SilentlyContinue)
+if (-not($cpuDegradedMaxPercentageThreshold -gt 0)) {
+    $cpuDegradedMaxPercentageThreshold = 95
+}
+$cpuDegradedAvgPercentageThreshold = [int] (Get-AutomationVariable -Name  "AzureOptimization_PerfThresholdCpuDegradedAvgPercentage" -ErrorAction SilentlyContinue)
+if (-not($cpuDegradedAvgPercentageThreshold -gt 0)) {
+    $cpuDegradedAvgPercentageThreshold = 75
+}
+$memoryDegradedPercentageThreshold = [int] (Get-AutomationVariable -Name  "AzureOptimization_PerfThresholdMemoryDegradedPercentage" -ErrorAction SilentlyContinue)
+if (-not($memoryDegradedPercentageThreshold -gt 0)) {
+    $memoryDegradedPercentageThreshold = 90
+}
+
+$consumptionOffsetDays = [int] (Get-AutomationVariable -Name  "AzureOptimization_ConsumptionOffsetDays")
+$consumptionOffsetDaysStart = $consumptionOffsetDays + 1
+
+$SqlTimeout = 120
+$LogAnalyticsIngestControlTable = "LogAnalyticsIngestControl"
+
+# Authenticate against Azure
+
+"Logging in to Azure with $authenticationOption..."
+
+switch ($authenticationOption) {
+    "UserAssignedManagedIdentity" {
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment -AccountId $uamiClientID
+        break
+    }
+    Default { #ManagedIdentity
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment
+        break
+    }
+}
+
+$cloudDetails = Get-AzEnvironment -Name $CloudEnvironment
+$azureSqlDomain = $cloudDetails.SqlDatabaseDnsSuffix.Substring(1)
+
+Write-Output "Finding tables where recommendations will be generated from..."
+
+$tries = 0
+$connectionSuccess = $false
+do {
+    $tries++
+    try {
+        $dbToken = Get-AzAccessToken -ResourceUrl "https://$azureSqlDomain/"
+        $Conn = New-Object System.Data.SqlClient.SqlConnection("Server=tcp:$sqlserver,1433;Database=$sqldatabase;Encrypt=True;Connection Timeout=$SqlTimeout;")
+        $Conn.AccessToken = $dbToken.Token
+        $Conn.Open()
+        $Cmd=new-object system.Data.SqlClient.SqlCommand
+        $Cmd.Connection = $Conn
+        $Cmd.CommandTimeout = $SqlTimeout
+        $Cmd.CommandText = "SELECT * FROM [dbo].[$LogAnalyticsIngestControlTable] WHERE CollectedType IN ('AppServicePlans','MonitorMetrics','AzureConsumption','ARGResourceContainers')"
+
+        $sqlAdapter = New-Object System.Data.SqlClient.SqlDataAdapter
+        $sqlAdapter.SelectCommand = $Cmd
+        $controlRows = New-Object System.Data.DataTable
+        $sqlAdapter.Fill($controlRows) | Out-Null
+        $connectionSuccess = $true
+    }
+    catch {
+        Write-Output "Failed to contact SQL at try $tries."
+        Write-Output $Error[0]
+        Start-Sleep -Seconds ($tries * 20)
+    }
+} while (-not($connectionSuccess) -and $tries -lt 3)
+
+if (-not($connectionSuccess))
+{
+    throw "Could not establish connection to SQL."
+}
+
+$appServicePlansTableName = $lognamePrefix + ($controlRows | Where-Object { $_.CollectedType -eq 'AppServicePlans' }).LogAnalyticsSuffix + "_CL"
+$metricsTableName = $lognamePrefix + ($controlRows | Where-Object { $_.CollectedType -eq 'MonitorMetrics' }).LogAnalyticsSuffix + "_CL"
+$consumptionTableName = $lognamePrefix + ($controlRows | Where-Object { $_.CollectedType -eq 'AzureConsumption' }).LogAnalyticsSuffix + "_CL"
+$subscriptionsTableName = $lognamePrefix + ($controlRows | Where-Object { $_.CollectedType -eq 'ARGResourceContainers' }).LogAnalyticsSuffix + "_CL"
+
+Write-Output "Will run query against tables $appServicePlansTableName, $subscriptionsTableName, $metricsTableName and $consumptionTableName"
+
+$Conn.Close()
+$Conn.Dispose()
+
+$recommendationSearchTimeSpan = 30 + $consumptionOffsetDaysStart
+
+# Grab a context reference to the Storage Account where the recommendations file will be stored
+
+
+$saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -UseConnectedAccount -Environment $cloudEnvironment
+
+if ($workspaceSubscriptionId -ne $storageAccountSinkSubscriptionId)
+{
+    Select-AzSubscription -SubscriptionId $workspaceSubscriptionId
+}
+
+$recommendationsErrors = 0
+
+# Execute the recommendation query against Log Analytics
+Write-Output "Looking for underused App Service Plans, with less than $cpuPercentageThreshold% CPU and $memoryPercentageThreshold% RAM usage..."
+
+$baseQuery = @"
+    let billingInterval = 30d;
+    let perfInterval = $($perfDaysBackwards)d;
+    let cpuPercentileValue = $cpuPercentile;
+    let memoryPercentileValue = $memoryPercentile;
+    let etime = todatetime(toscalar($consumptionTableName | where todatetime(Date_s) < now() and todatetime(Date_s) > ago(30d) | summarize max(todatetime(Date_s))));
+    let stime = etime-billingInterval;
+
+    let BilledPlans = $consumptionTableName
+    | where todatetime(Date_s) between (stime..etime) and ResourceId has 'microsoft.web/serverfarms'
+    | extend ConsumedQuantity = todouble(Quantity_s)
+    | extend FinalCost = todouble(EffectivePrice_s) * ConsumedQuantity
+    | extend InstanceId_s = tolower(ResourceId)
+    | summarize Last30DaysCost = sum(FinalCost), Last30DaysQuantity = sum(ConsumedQuantity) by InstanceId_s;
+
+    let ProcessorPerf = $metricsTableName
+    | where TimeGenerated > ago(perfInterval)
+    | where ResourceId has 'microsoft.web/serverfarms'
+    | where MetricNames_s == "CpuPercentage" and AggregationType_s == 'Maximum'
+    | extend InstanceId_s = ResourceId
+    | summarize PCPUPercentage = percentile(todouble(MetricValue_s), cpuPercentileValue) by InstanceId_s;
+
+    let MemoryPerf = $metricsTableName
+    | where TimeGenerated > ago(perfInterval)
+    | where ResourceId has 'microsoft.web/serverfarms'
+    | where MetricNames_s == "MemoryPercentage" and AggregationType_s == 'Maximum'
+    | extend InstanceId_s = ResourceId
+    | summarize PMemoryPercentage = percentile(todouble(MetricValue_s), memoryPercentileValue) by InstanceId_s;
+
+    $appServicePlansTableName
+    | where TimeGenerated > ago(1d) and ComputeMode_s == 'Dedicated' and SkuTier_s != 'Free'
+    | distinct InstanceId_s, AppServicePlanName_s, ResourceGroupName_s, SubscriptionGuid_g, Cloud_s, TenantGuid_g, SkuSize_s, NumberOfWorkers_s, Tags_s
+    | join kind=inner ( BilledPlans ) on InstanceId_s
+    | join kind=leftouter ( MemoryPerf ) on InstanceId_s
+    | join kind=leftouter ( ProcessorPerf ) on InstanceId_s
+    | project InstanceId_s, AppServicePlan = AppServicePlanName_s, ResourceGroup = ResourceGroupName_s, SubscriptionId = SubscriptionGuid_g, Cloud_s, TenantGuid_g, SkuSize_s, NumberOfWorkers_s, PMemoryPercentage, PCPUPercentage, Tags_s, Last30DaysCost, Last30DaysQuantity
+    | join kind=leftouter (
+        $subscriptionsTableName
+        | where TimeGenerated > ago(1d)
+        | where ContainerType_s =~ 'microsoft.resources/subscriptions'
+        | project SubscriptionId = SubscriptionGuid_g, SubscriptionName = ContainerName_s
+    ) on SubscriptionId
+    | where isnotempty(PMemoryPercentage) and isnotempty(PCPUPercentage) and PMemoryPercentage < $memoryPercentageThreshold and PCPUPercentage < $cpuPercentageThreshold
+"@
+
+try
+{
+    $queryResults = Invoke-AzOperationalInsightsQuery -WorkspaceId $workspaceId -Query $baseQuery -Timespan (New-TimeSpan -Days $recommendationSearchTimeSpan) -Wait 600 -IncludeStatistics
+    if ($queryResults)
+    {
+        $results = [System.Linq.Enumerable]::ToArray($queryResults.Results)
+    }
+}
+catch
+{
+    Write-Warning -Message "Query failed. Debug the following query in the AOE Log Analytics workspace: $baseQuery"
+    Write-Warning -Message $error[0]
+    $recommendationsErrors++
+}
+
+Write-Output "Query finished with $($results.Count) results."
+
+Write-Output "Query statistics: $($queryResults.Statistics.query)"
+
+# Build the recommendations objects
+
+$recommendations = @()
+$datetime = (get-date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+
+foreach ($result in $results)
+{
+    $queryInstanceId = $result.InstanceId_s
+    $queryText = @"
+let perfInterval = $($perfDaysBackwards)d;
+let armId = `'$queryInstanceId`';
+let gInt = $perfTimeGrain;
+let MemoryPerf = $metricsTableName
+| where TimeGenerated > ago(perfInterval)
+| extend CollectedDate = todatetime(strcat(format_datetime(TimeGenerated, 'yyyy-MM-dd'),'T',format_datetime(TimeGenerated, 'HH'),':00:00Z'))
+| where ResourceId == armId
+| where MetricNames_s == 'MemoryPercentage' and AggregationType_s == 'Maximum'
+| extend MemoryPercentage = todouble(MetricValue_s)
+| summarize percentile(MemoryPercentage, $memoryPercentile) by bin(CollectedDate, gInt);
+let ProcessorPerf = $metricsTableName
+| where TimeGenerated > ago(perfInterval)
+| extend CollectedDate = todatetime(strcat(format_datetime(TimeGenerated, 'yyyy-MM-dd'),'T',format_datetime(TimeGenerated, 'HH'),':00:00Z'))
+| where ResourceId == armId
+| where MetricNames_s == 'CpuPercentage' and AggregationType_s == 'Maximum'
+| extend ProcessorPercentage = todouble(MetricValue_s)
+| summarize percentile(ProcessorPercentage, $cpuPercentile) by bin(CollectedDate, gInt);
+MemoryPerf
+| join kind=inner (ProcessorPerf) on CollectedDate
+| render timechart
+"@
+
+    $encodedQuery = [System.Uri]::EscapeDataString($queryText)
+    $detailsQueryStart = $datetime.AddDays(-30).ToString("yyyy-MM-dd")
+    $detailsQueryEnd = $datetime.AddDays(8).ToString("yyyy-MM-dd")
+    switch ($cloudEnvironment)
+    {
+        "AzureCloud" { $azureTld = "com" }
+        "AzureChinaCloud" { $azureTld = "cn" }
+        "AzureUSGovernment" { $azureTld = "us" }
+        default { $azureTld = "com" }
+    }
+    $detailsURL = "https://portal.azure.$azureTld#@$workspaceTenantId/blade/Microsoft_Azure_Monitoring_Logs/LogsBlade/resourceId/%2Fsubscriptions%2F$workspaceSubscriptionId%2Fresourcegroups%2F$workspaceRG%2Fproviders%2Fmicrosoft.operationalinsights%2Fworkspaces%2F$workspaceName/source/LogsBlade.AnalyticsShareLinkToQuery/query/$encodedQuery/timespan/$($detailsQueryStart)T00%3A00%3A00.000Z%2F$($detailsQueryEnd)T00%3A00%3A00.000Z"
+
+    $additionalInfoDictionary = @{}
+
+    $additionalInfoDictionary["currentSku"] = "$($result.SkuSize_s)"
+    $additionalInfoDictionary["InstanceCount"] = [int] $result.NumberOfWorkers_s
+    $additionalInfoDictionary["MetricCPUPercentage"] = "$($result.PCPUPercentage)"
+    $additionalInfoDictionary["MetricMemoryPercentage"] = "$($result.PMemoryPercentage)"
+    $additionalInfoDictionary["CostsAmount"] = [double] $result.Last30DaysCost
+    $additionalInfoDictionary["savingsAmount"] = ([double] $result.Last30DaysCost / 2)
+
+    $fitScore = 5
+
+    $tags = @{}
+
+    if (-not([string]::IsNullOrEmpty($result.Tags_s)))
+    {
+        $tagPairs = $result.Tags_s.Substring(2, $result.Tags_s.Length - 3).Split(';')
+        foreach ($tagPairString in $tagPairs)
+        {
+            $tagPair = $tagPairString.Split('=')
+            if (-not([string]::IsNullOrEmpty($tagPair[0])) -and -not([string]::IsNullOrEmpty($tagPair[1])))
+            {
+                $tagName = $tagPair[0].Trim()
+                $tagValue = $tagPair[1].Trim()
+                $tags[$tagName] = $tagValue
+            }
+        }
+    }
+
+    $recommendation = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $result.Cloud_s
+        Category = "Cost"
+        ImpactedArea = "Microsoft.Web/serverFarms"
+        Impact = "High"
+        RecommendationType = "Saving"
+        RecommendationSubType = "UnderusedAppServicePlans"
+        RecommendationSubTypeId = "042adaca-ebdf-49b4-bc1b-2800b6e40fea"
+        RecommendationDescription = "Underused App Service Plans (performance capacity waste)"
+        RecommendationAction = "Right-size underused App Service Plans or scale it in"
+        InstanceId = $result.InstanceId_s
+        InstanceName = $result.AppServicePlan
+        AdditionalInfo = $additionalInfoDictionary
+        ResourceGroup = $result.ResourceGroup
+        SubscriptionGuid = $result.SubscriptionId
+        SubscriptionName = $result.SubscriptionName
+        TenantGuid = $result.TenantGuid_g
+        FitScore = $fitScore
+        Tags = $tags
+        DetailsURL = $detailsURL
+    }
+
+    $recommendations += $recommendation
+}
+
+# Export the recommendations as JSON to blob storage
+
+$fileDate = $datetime.ToString("yyyy-MM-dd")
+$jsonExportPath = "appserviceplans-underused-$fileDate.json"
+$recommendations | ConvertTo-Json | Out-File $jsonExportPath
+
+$jsonBlobName = $jsonExportPath
+$jsonProperties = @{"ContentType" = "application/json"};
+Set-AzStorageBlobContent -File $jsonExportPath -Container $storageAccountSinkContainer -Properties $jsonProperties -Blob $jsonBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $jsonBlobName to Blob Storage..."
+
+Remove-Item -Path $jsonExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $jsonExportPath from local disk..."
+
+Write-Output "Looking for performance constrained App Service Plans, with more than $cpuDegradedMaxPercentageThreshold% Max. CPU, $cpuDegradedAvgPercentageThreshold% Avg. CPU and $memoryDegradedPercentageThreshold% RAM usage..."
+
+$baseQuery = @"
+    let perfInterval = $($perfDaysBackwards)d;
+
+    let MemoryPerf = $metricsTableName
+    | where TimeGenerated > ago(perfInterval)
+    | where ResourceId has 'microsoft.web/serverfarms'
+    | where MetricNames_s == "MemoryPercentage" and AggregationType_s == 'Average' and AggregationOfType_s == 'Maximum'
+    | extend InstanceId_s = ResourceId
+    | summarize PMemoryPercentage = avg(todouble(MetricValue_s)) by InstanceId_s;
+
+    let ProcessorMaxPerf = $metricsTableName
+    | where TimeGenerated > ago(perfInterval)
+    | where ResourceId has 'microsoft.web/serverfarms'
+    | where MetricNames_s == "CpuPercentage" and AggregationType_s == 'Maximum'
+    | extend InstanceId_s = ResourceId
+    | summarize PCPUMaxPercentage = avg(todouble(MetricValue_s)) by InstanceId_s;
+
+    let ProcessorAvgPerf = $metricsTableName
+    | where TimeGenerated > ago(perfInterval)
+    | where ResourceId has 'microsoft.web/serverfarms'
+    | where MetricNames_s == "CpuPercentage" and AggregationType_s == 'Average' and AggregationOfType_s == 'Maximum'
+    | extend InstanceId_s = ResourceId
+    | summarize PCPUAvgPercentage = avg(todouble(MetricValue_s)) by InstanceId_s;
+
+    $appServicePlansTableName
+    | where TimeGenerated > ago(1d) and ComputeMode_s == 'Dedicated' and SkuTier_s != 'Free'
+    | distinct InstanceId_s, AppServicePlanName_s, ResourceGroupName_s, SubscriptionGuid_g, Cloud_s, TenantGuid_g, SkuSize_s, NumberOfWorkers_s, Tags_s
+    | join kind=leftouter ( MemoryPerf ) on InstanceId_s
+    | join kind=leftouter ( ProcessorMaxPerf ) on InstanceId_s
+    | join kind=leftouter ( ProcessorAvgPerf ) on InstanceId_s
+    | project InstanceId_s, AppServicePlan = AppServicePlanName_s, ResourceGroup = ResourceGroupName_s, SubscriptionId = SubscriptionGuid_g, Cloud_s, TenantGuid_g, SkuSize_s, NumberOfWorkers_s, PMemoryPercentage, PCPUMaxPercentage, PCPUAvgPercentage, Tags_s
+    | join kind=leftouter (
+        $subscriptionsTableName
+        | where TimeGenerated > ago(1d)
+        | where ContainerType_s =~ 'microsoft.resources/subscriptions'
+        | project SubscriptionId = SubscriptionGuid_g, SubscriptionName = ContainerName_s
+    ) on SubscriptionId
+    | where isnotempty(PMemoryPercentage) and isnotempty(PCPUAvgPercentage) and isnotempty(PCPUMaxPercentage) and (PMemoryPercentage > $memoryDegradedPercentageThreshold or (PCPUMaxPercentage > $cpuDegradedMaxPercentageThreshold and PCPUAvgPercentage > $cpuDegradedAvgPercentageThreshold))
+"@
+
+try
+{
+    $queryResults = Invoke-AzOperationalInsightsQuery -WorkspaceId $workspaceId -Query $baseQuery -Timespan (New-TimeSpan -Days $recommendationSearchTimeSpan) -Wait 600 -IncludeStatistics
+    if ($queryResults)
+    {
+        $results = [System.Linq.Enumerable]::ToArray($queryResults.Results)
+    }
+}
+catch
+{
+    Write-Warning -Message "Query failed. Debug the following query in the AOE Log Analytics workspace: $baseQuery"
+    Write-Warning -Message $error[0]
+    $recommendationsErrors++
+}
+
+Write-Output "Query finished with $($results.Count) results."
+
+Write-Output "Query statistics: $($queryResults.Statistics.query)"
+
+# Build the recommendations objects
+
+$recommendations = @()
+$datetime = (get-date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+
+foreach ($result in $results)
+{
+    $queryInstanceId = $result.InstanceId_s
+    $queryText = @"
+let perfInterval = $($perfDaysBackwards)d;
+let armId = `'$queryInstanceId`';
+let gInt = $perfTimeGrain;
+let MemoryPerf = $metricsTableName
+| where TimeGenerated > ago(perfInterval)
+| extend CollectedDate = todatetime(strcat(format_datetime(TimeGenerated, 'yyyy-MM-dd'),'T',format_datetime(TimeGenerated, 'HH'),':00:00Z'))
+| where ResourceId == armId
+| where MetricNames_s == 'MemoryPercentage' and AggregationType_s == 'Average' and AggregationOfType_s == 'Maximum'
+| extend MemoryPercentage = todouble(MetricValue_s)
+| summarize percentile(MemoryPercentage, $memoryPercentile) by bin(CollectedDate, gInt);
+let ProcessorMaxPerf = $metricsTableName
+| where TimeGenerated > ago(perfInterval)
+| extend CollectedDate = todatetime(strcat(format_datetime(TimeGenerated, 'yyyy-MM-dd'),'T',format_datetime(TimeGenerated, 'HH'),':00:00Z'))
+| where ResourceId == armId
+| where MetricNames_s == 'CpuPercentage' and AggregationType_s == 'Maximum'
+| extend ProcessorMaxPercentage = todouble(MetricValue_s)
+| summarize percentile(ProcessorMaxPercentage, $cpuPercentile) by bin(CollectedDate, gInt);
+let ProcessorAvgPerf = $metricsTableName
+| where TimeGenerated > ago(perfInterval)
+| extend CollectedDate = todatetime(strcat(format_datetime(TimeGenerated, 'yyyy-MM-dd'),'T',format_datetime(TimeGenerated, 'HH'),':00:00Z'))
+| where ResourceId == armId
+| where MetricNames_s == 'CpuPercentage' and AggregationType_s == 'Average' and AggregationOfType_s == 'Maximum'
+| extend ProcessorAvgPercentage = todouble(MetricValue_s)
+| summarize percentile(ProcessorAvgPercentage, $cpuPercentile) by bin(CollectedDate, gInt);
+MemoryPerf
+| join kind=inner (ProcessorMaxPerf) on CollectedDate
+| join kind=inner (ProcessorAvgPerf) on CollectedDate
+| render timechart
+"@
+
+    $encodedQuery = [System.Uri]::EscapeDataString($queryText)
+    $detailsQueryStart = $datetime.AddDays(-30).ToString("yyyy-MM-dd")
+    $detailsQueryEnd = $datetime.AddDays(8).ToString("yyyy-MM-dd")
+    switch ($cloudEnvironment)
+    {
+        "AzureCloud" { $azureTld = "com" }
+        "AzureChinaCloud" { $azureTld = "cn" }
+        "AzureUSGovernment" { $azureTld = "us" }
+        default { $azureTld = "com" }
+    }
+    $detailsURL = "https://portal.azure.$azureTld#@$workspaceTenantId/blade/Microsoft_Azure_Monitoring_Logs/LogsBlade/resourceId/%2Fsubscriptions%2F$workspaceSubscriptionId%2Fresourcegroups%2F$workspaceRG%2Fproviders%2Fmicrosoft.operationalinsights%2Fworkspaces%2F$workspaceName/source/LogsBlade.AnalyticsShareLinkToQuery/query/$encodedQuery/timespan/$($detailsQueryStart)T00%3A00%3A00.000Z%2F$($detailsQueryEnd)T00%3A00%3A00.000Z"
+
+    $additionalInfoDictionary = @{}
+
+    $additionalInfoDictionary["currentSku"] = "$($result.SkuSize_s)"
+    $additionalInfoDictionary["InstanceCount"] = [int] $result.NumberOfWorkers_s
+    $additionalInfoDictionary["MetricCPUAvgPercentage"] = "$($result.PCPUAvgPercentage)"
+    $additionalInfoDictionary["MetricCPUMaxPercentage"] = "$($result.PCPUMaxPercentage)"
+    $additionalInfoDictionary["MetricMemoryPercentage"] = "$($result.PMemoryPercentage)"
+
+    $fitScore = 3 # needs a more complete analysis to improve score
+
+    if ([double] $result.PCPUMaxPercentage -gt [double] $cpuDegradedMaxPercentageThreshold -and [double] $result.PCPUAvgPercentage -gt [double] $cpuDegradedAvgPercentageThreshold)
+    {
+        $fitScore = 4
+    }
+
+    $tags = @{}
+
+    if (-not([string]::IsNullOrEmpty($result.Tags_s)))
+    {
+        $tagPairs = $result.Tags_s.Substring(2, $result.Tags_s.Length - 3).Split(';')
+        foreach ($tagPairString in $tagPairs)
+        {
+            $tagPair = $tagPairString.Split('=')
+            if (-not([string]::IsNullOrEmpty($tagPair[0])) -and -not([string]::IsNullOrEmpty($tagPair[1])))
+            {
+                $tagName = $tagPair[0].Trim()
+                $tagValue = $tagPair[1].Trim()
+                $tags[$tagName] = $tagValue
+            }
+        }
+    }
+
+    $recommendation = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $result.Cloud_s
+        Category = "Performance"
+        ImpactedArea = "Microsoft.Web/serverFarms"
+        Impact = "Medium"
+        RecommendationType = "BestPractices"
+        RecommendationSubType = "PerfConstrainedAppServicePlans"
+        RecommendationSubTypeId = "351574cb-c105-4538-a778-11dfbe4857bf"
+        RecommendationDescription = "App Service Plan performance has been constrained by lack of resources"
+        RecommendationAction = "Resize App Service Plan to higher SKU or scale it out"
+        InstanceId = $result.InstanceId_s
+        InstanceName = $result.AppServicePlan
+        AdditionalInfo = $additionalInfoDictionary
+        ResourceGroup = $result.ResourceGroup
+        SubscriptionGuid = $result.SubscriptionId
+        SubscriptionName = $result.SubscriptionName
+        TenantGuid = $result.TenantGuid_g
+        FitScore = $fitScore
+        Tags = $tags
+        DetailsURL = $detailsURL
+    }
+
+    $recommendations += $recommendation
+}
+
+# Export the recommendations as JSON to blob storage
+
+$fileDate = $datetime.ToString("yyyy-MM-dd")
+$jsonExportPath = "appserviceplans-perfconstrained-$fileDate.json"
+$recommendations | ConvertTo-Json | Out-File $jsonExportPath
+
+$jsonBlobName = $jsonExportPath
+$jsonProperties = @{"ContentType" = "application/json"};
+Set-AzStorageBlobContent -File $jsonExportPath -Container $storageAccountSinkContainer -Properties $jsonProperties -Blob $jsonBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $jsonBlobName to Blob Storage..."
+
+Remove-Item -Path $jsonExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $jsonExportPath from local disk..."
+
+Write-Output "Looking for empty App Service Plans..."
+
+$baseQuery = @"
+let interval = 30d;
+let etime = todatetime(toscalar($consumptionTableName | where todatetime(Date_s) < now() and todatetime(Date_s) > ago(interval) | summarize max(todatetime(Date_s))));
+let stime = etime-interval;
+$appServicePlansTableName
+| where TimeGenerated > ago(1d) and ComputeMode_s == 'Dedicated' and SkuTier_s != 'Free' and toint(NumberOfSites_s) == 0
+| distinct AppServicePlanName_s, InstanceId_s, SubscriptionGuid_g, TenantGuid_g, ResourceGroupName_s, SkuSize_s, NumberOfWorkers_s, Tags_s, Cloud_s
+| join kind=leftouter (
+    $consumptionTableName
+    | where todatetime(Date_s) between (stime..etime)
+    | project InstanceId_s=tolower(ResourceId), CostInBillingCurrency_s, Date_s
+) on InstanceId_s
+| summarize Last30DaysCost=sum(todouble(CostInBillingCurrency_s)) by AppServicePlanName_s, InstanceId_s, SubscriptionGuid_g, TenantGuid_g, ResourceGroupName_s, SkuSize_s, NumberOfWorkers_s, Tags_s, Cloud_s
+| join kind=leftouter (
+    $subscriptionsTableName
+    | where TimeGenerated > ago(1d)
+    | where ContainerType_s =~ 'microsoft.resources/subscriptions'
+    | project SubscriptionGuid_g, SubscriptionName = ContainerName_s
+) on SubscriptionGuid_g
+"@
+
+try
+{
+    $queryResults = Invoke-AzOperationalInsightsQuery -WorkspaceId $workspaceId -Query $baseQuery -Timespan (New-TimeSpan -Days $recommendationSearchTimeSpan) -Wait 600 -IncludeStatistics
+    if ($queryResults)
+    {
+        $results = [System.Linq.Enumerable]::ToArray($queryResults.Results)
+    }
+}
+catch
+{
+    Write-Warning -Message "Query failed. Debug the following query in the AOE Log Analytics workspace: $baseQuery"
+    Write-Warning -Message $error[0]
+    $recommendationsErrors++
+}
+
+Write-Output "Query finished with $($results.Count) results."
+
+Write-Output "Query statistics: $($queryResults.Statistics.query)"
+
+# Build the recommendations objects
+
+$recommendations = @()
+$datetime = (get-date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+
+foreach ($result in $results)
+{
+    $queryInstanceId = $result.InstanceId_s
+    $queryText = @"
+    $appServicePlansTableName
+    | where InstanceId_s == '$queryInstanceId'
+    | where toint(NumberOfSites_s) == 0
+    | distinct InstanceId_s, AppServicePlanName_s, TimeGenerated
+    | summarize FirstUnusedDate = min(TimeGenerated) by InstanceId_s, AppServicePlanName_s
+    | join kind=leftouter (
+        $consumptionTableName
+        | project InstanceId_s=tolower(ResourceId), CostInBillingCurrency_s, Date_s
+    ) on InstanceId_s
+    | summarize CostsSinceUnused = sumif(todouble(CostInBillingCurrency_s), todatetime(Date_s) > FirstUnusedDate) by AppServicePlanName_s, FirstUnusedDate
+"@
+
+    $encodedQuery = [System.Uri]::EscapeDataString($queryText)
+    $detailsQueryStart = $deploymentDate
+    $detailsQueryEnd = $datetime.AddDays(8).ToString("yyyy-MM-dd")
+    switch ($cloudEnvironment)
+    {
+        "AzureCloud" { $azureTld = "com" }
+        "AzureChinaCloud" { $azureTld = "cn" }
+        "AzureUSGovernment" { $azureTld = "us" }
+        default { $azureTld = "com" }
+    }
+    $detailsURL = "https://portal.azure.$azureTld#@$workspaceTenantId/blade/Microsoft_Azure_Monitoring_Logs/LogsBlade/resourceId/%2Fsubscriptions%2F$workspaceSubscriptionId%2Fresourcegroups%2F$workspaceRG%2Fproviders%2Fmicrosoft.operationalinsights%2Fworkspaces%2F$workspaceName/source/LogsBlade.AnalyticsShareLinkToQuery/query/$encodedQuery/timespan/$($detailsQueryStart)T00%3A00%3A00.000Z%2F$($detailsQueryEnd)T00%3A00%3A00.000Z"
+
+    $additionalInfoDictionary = @{}
+
+    $additionalInfoDictionary["currentSku"] = $result.SkuSize_s
+    $additionalInfoDictionary["InstanceCount"] = $result.NumberOfWorkers_s
+    $additionalInfoDictionary["CostsAmount"] = [double] $result.Last30DaysCost
+    $additionalInfoDictionary["savingsAmount"] = [double] $result.Last30DaysCost
+
+    $fitScore = 5
+
+    $tags = @{}
+
+    if (-not([string]::IsNullOrEmpty($result.Tags_s)))
+    {
+        $tagPairs = $result.Tags_s.Substring(2, $result.Tags_s.Length - 3).Split(';')
+        foreach ($tagPairString in $tagPairs)
+        {
+            $tagPair = $tagPairString.Split('=')
+            if (-not([string]::IsNullOrEmpty($tagPair[0])) -and -not([string]::IsNullOrEmpty($tagPair[1])))
+            {
+                $tagName = $tagPair[0].Trim()
+                $tagValue = $tagPair[1].Trim()
+                $tags[$tagName] = $tagValue
+            }
+        }
+    }
+
+    $recommendation = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $result.Cloud_s
+        Category = "Cost"
+        ImpactedArea = "Microsoft.Web/serverFarms"
+        Impact = "High"
+        RecommendationType = "Saving"
+        RecommendationSubType = "EmptyAppServicePlans"
+        RecommendationSubTypeId = "ef525225-8b91-47a3-81f3-e674e94564b6"
+        RecommendationDescription = "App Service Plans without any application incur in unnecessary costs"
+        RecommendationAction = "Delete the App Service Plan"
+        InstanceId = $result.InstanceId_s
+        InstanceName = $result.AppServicePlanName_s
+        AdditionalInfo = $additionalInfoDictionary
+        ResourceGroup = $result.ResourceGroupName_s
+        SubscriptionGuid = $result.SubscriptionGuid_g
+        SubscriptionName = $result.SubscriptionName
+        TenantGuid = $result.TenantGuid_g
+        FitScore = $fitScore
+        Tags = $tags
+        DetailsURL = $detailsURL
+    }
+
+    $recommendations += $recommendation
+}
+
+# Export the recommendations as JSON to blob storage
+
+$fileDate = $datetime.ToString("yyyy-MM-dd")
+$jsonExportPath = "appserviceplans-empty-$fileDate.json"
+$recommendations | ConvertTo-Json | Out-File $jsonExportPath
+
+$jsonBlobName = $jsonExportPath
+$jsonProperties = @{"ContentType" = "application/json"};
+Set-AzStorageBlobContent -File $jsonExportPath -Container $storageAccountSinkContainer -Properties $jsonProperties -Blob $jsonBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $jsonBlobName to Blob Storage..."
+
+Remove-Item -Path $jsonExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $jsonExportPath from local disk..."
+
+if ($recommendationsErrors -gt 0)
+{
+    throw "Some of the recommendations queries failed. Please, review the job logs for additional information."
+}
\ No newline at end of file
diff --git a/docs/deploy/optimization-engine/15.0/runbooks/recommendations/Recommend-DiskOptimizationsToBlobStorage.ps1 b/docs/deploy/optimization-engine/15.0/runbooks/recommendations/Recommend-DiskOptimizationsToBlobStorage.ps1
new file mode 100644
index 000000000..364b3b303
--- /dev/null
+++ b/docs/deploy/optimization-engine/15.0/runbooks/recommendations/Recommend-DiskOptimizationsToBlobStorage.ps1
@@ -0,0 +1,539 @@
+$ErrorActionPreference = "Stop"
+
+function Find-DiskMonthlyPrice {
+    param (
+        [object[]] $SKUPriceSheet,
+        [string] $DiskSizeTier
+    )
+
+    $diskSkus = $SKUPriceSheet | Where-Object { $_.MeterName_s.Replace(" Disks","").Replace(" Disk","") -eq $DiskSizeTier }
+    $targetMonthlyPrice = [double]::MaxValue
+    if ($diskSkus)
+    {
+        $targetMonthlyPrice = [double] ($diskSkus | Sort-Object -Property UnitPrice_s | Select-Object -First 1).UnitPrice_s
+    }
+    return $targetMonthlyPrice
+}
+
+# Collect generic and recommendation-specific variables
+
+$cloudEnvironment = Get-AutomationVariable -Name "AzureOptimization_CloudEnvironment" -ErrorAction SilentlyContinue # AzureCloud|AzureChinaCloud
+if ([string]::IsNullOrEmpty($cloudEnvironment))
+{
+    $cloudEnvironment = "AzureCloud"
+}
+$authenticationOption = Get-AutomationVariable -Name  "AzureOptimization_AuthenticationOption" -ErrorAction SilentlyContinue # ManagedIdentity|UserAssignedManagedIdentity
+if ([string]::IsNullOrEmpty($authenticationOption))
+{
+    $authenticationOption = "ManagedIdentity"
+}
+if ($authenticationOption -eq "UserAssignedManagedIdentity")
+{
+    $uamiClientID = Get-AutomationVariable -Name "AzureOptimization_UAMIClientID"
+}
+
+$workspaceId = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceId"
+$workspaceName = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceName"
+$workspaceRG = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceRG"
+$workspaceSubscriptionId = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceSubId"
+$workspaceTenantId = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceTenantId"
+
+$storageAccountSink = Get-AutomationVariable -Name  "AzureOptimization_StorageSink"
+
+
+$storageAccountSinkContainer = Get-AutomationVariable -Name  "AzureOptimization_RecommendationsContainer" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($storageAccountSinkContainer)) {
+    $storageAccountSinkContainer = "recommendationsexports"
+}
+
+$deploymentDate = Get-AutomationVariable -Name  "AzureOptimization_DeploymentDate" # yyyy-MM-dd format
+$deploymentDate = $deploymentDate.Replace('"', "")
+
+$lognamePrefix = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsLogPrefix" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($lognamePrefix))
+{
+    $lognamePrefix = "AzureOptimization"
+}
+
+$sqlserver = Get-AutomationVariable -Name  "AzureOptimization_SQLServerHostname"
+$sqldatabase = Get-AutomationVariable -Name  "AzureOptimization_SQLServerDatabase" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($sqldatabase))
+{
+    $sqldatabase = "azureoptimization"
+}
+
+# perf thresholds variables
+$iopsPercentageThreshold = [int] (Get-AutomationVariable -Name  "AzureOptimization_PerfThresholdDiskIOPSPercentage" -ErrorAction SilentlyContinue)
+if (-not($iopsPercentageThreshold -gt 0)) {
+    $iopsPercentageThreshold = 5
+}
+$mbsPercentageThreshold = [int] (Get-AutomationVariable -Name  "AzureOptimization_PerfThresholdDiskMBsPercentage" -ErrorAction SilentlyContinue)
+if (-not($mbsPercentageThreshold -gt 0)) {
+    $mbsPercentageThreshold = 5
+}
+
+$consumptionOffsetDays = [int] (Get-AutomationVariable -Name  "AzureOptimization_ConsumptionOffsetDays")
+$consumptionOffsetDaysStart = $consumptionOffsetDays + 1
+
+$perfDaysBackwards = [int] (Get-AutomationVariable -Name  "AzureOptimization_RecommendPerfPeriodInDays" -ErrorAction SilentlyContinue)
+if (-not($perfDaysBackwards -gt 0)) {
+    $perfDaysBackwards = 7
+}
+
+$perfTimeGrain = Get-AutomationVariable -Name "AzureOptimization_RecommendPerfTimeGrain" -ErrorAction SilentlyContinue
+if (-not($perfTimeGrain)) {
+    $perfTimeGrain = "1h"
+}
+
+$referenceRegion = Get-AutomationVariable -Name "AzureOptimization_ReferenceRegion"
+
+$SqlTimeout = 120
+$LogAnalyticsIngestControlTable = "LogAnalyticsIngestControl"
+
+# Authenticate against Azure
+
+"Logging in to Azure with $authenticationOption..."
+
+switch ($authenticationOption) {
+    "UserAssignedManagedIdentity" {
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment -AccountId $uamiClientID
+        break
+    }
+    Default { #ManagedIdentity
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment
+        break
+    }
+}
+
+$cloudDetails = Get-AzEnvironment -Name $CloudEnvironment
+$azureSqlDomain = $cloudDetails.SqlDatabaseDnsSuffix.Substring(1)
+
+Write-Output "Finding tables where recommendations will be generated from..."
+
+$tries = 0
+$connectionSuccess = $false
+do {
+    $tries++
+    try {
+        $dbToken = Get-AzAccessToken -ResourceUrl "https://$azureSqlDomain/"
+        $Conn = New-Object System.Data.SqlClient.SqlConnection("Server=tcp:$sqlserver,1433;Database=$sqldatabase;Encrypt=True;Connection Timeout=$SqlTimeout;")
+        $Conn.AccessToken = $dbToken.Token
+        $Conn.Open()
+        $Cmd=new-object system.Data.SqlClient.SqlCommand
+        $Cmd.Connection = $Conn
+        $Cmd.CommandTimeout = $SqlTimeout
+        $Cmd.CommandText = "SELECT * FROM [dbo].[$LogAnalyticsIngestControlTable] WHERE CollectedType IN ('ARGManagedDisk','MonitorMetrics','ARGResourceContainers','AzureConsumption','Pricesheet')"
+
+        $sqlAdapter = New-Object System.Data.SqlClient.SqlDataAdapter
+        $sqlAdapter.SelectCommand = $Cmd
+        $controlRows = New-Object System.Data.DataTable
+        $sqlAdapter.Fill($controlRows) | Out-Null
+        $connectionSuccess = $true
+    }
+    catch {
+        Write-Output "Failed to contact SQL at try $tries."
+        Write-Output $Error[0]
+        Start-Sleep -Seconds ($tries * 20)
+    }
+} while (-not($connectionSuccess) -and $tries -lt 3)
+
+if (-not($connectionSuccess))
+{
+    throw "Could not establish connection to SQL."
+}
+
+$disksTableName = $lognamePrefix + ($controlRows | Where-Object { $_.CollectedType -eq 'ARGManagedDisk' }).LogAnalyticsSuffix + "_CL"
+$metricsTableName = $lognamePrefix + ($controlRows | Where-Object { $_.CollectedType -eq 'MonitorMetrics' }).LogAnalyticsSuffix + "_CL"
+$subscriptionsTableName = $lognamePrefix + ($controlRows | Where-Object { $_.CollectedType -eq 'ARGResourceContainers' }).LogAnalyticsSuffix + "_CL"
+$consumptionTableName = $lognamePrefix + ($controlRows | Where-Object { $_.CollectedType -eq 'AzureConsumption' }).LogAnalyticsSuffix + "_CL"
+$pricesheetTableName = $lognamePrefix + ($controlRows | Where-Object { $_.CollectedType -eq 'Pricesheet' }).LogAnalyticsSuffix + "_CL"
+
+
+Write-Output "Will run query against tables $disksTableName, $metricsTableName, $subscriptionsTableName, $pricesheetTableName and $consumptionTableName"
+
+$Conn.Close()
+$Conn.Dispose()
+
+$recommendationSearchTimeSpan = 30 + $consumptionOffsetDaysStart
+
+# Grab a context reference to the Storage Account where the recommendations file will be stored
+
+
+$saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -UseConnectedAccount -Environment $cloudEnvironment
+
+if ($workspaceSubscriptionId -ne $storageAccountSinkSubscriptionId)
+{
+    Select-AzSubscription -SubscriptionId $workspaceSubscriptionId
+}
+
+Write-Output "Getting Disks SKUs for the $referenceRegion region..."
+
+$skus = Get-AzComputeResourceSku -Location $referenceRegion | Where-Object { $_.ResourceType -eq "disks" }
+
+Write-Output "Getting the current Pricesheet..."
+
+if ($cloudEnvironment -eq "AzureCloud")
+{
+    $pricesheetRegion = "EU West"
+}
+
+try
+{
+    $pricesheetEntries = @()
+
+    $baseQuery = @"
+    $pricesheetTableName
+    | where TimeGenerated > ago(14d)
+    | where MeterCategory_s == 'Storage' and MeterSubCategory_s contains "Managed Disk" and (MeterName_s endswith "Disk" or MeterName_s endswith "Disks") and MeterName_s !has 'Special' and MeterRegion_s == '$pricesheetRegion' and PriceType_s == 'Consumption'
+    | distinct MeterName_s, MeterSubCategory_s, MeterCategory_s, MeterRegion_s, UnitPrice_s, UnitOfMeasure_s
+"@
+
+    $queryResults = Invoke-AzOperationalInsightsQuery -WorkspaceId $workspaceId -Query $baseQuery -Timespan (New-TimeSpan -Days 14) -Wait 600 -IncludeStatistics
+    $pricesheetEntries = [System.Linq.Enumerable]::ToArray($queryResults.Results)
+
+    Write-Output "Query finished with $($pricesheetEntries.Count) results."
+    Write-Output "Query statistics: $($queryResults.Statistics.query)"
+}
+catch
+{
+    Write-Warning -Message "Query failed. Debug the following query in the AOE Log Analytics workspace: $baseQuery"
+    Write-Warning -Message $error[0]
+    Write-Output "Consumption pricesheet not available, will estimate savings based in price difference ratio..."
+}
+
+$skuPricesFound = @{}
+
+Write-Output "Looking for underutilized Disks, with less than $iopsPercentageThreshold% IOPS and $mbsPercentageThreshold% MB/s usage..."
+
+$baseQuery = @"
+    let billingInterval = 30d;
+    let perfInterval = $($perfDaysBackwards)d;
+    let etime = todatetime(toscalar($consumptionTableName | where todatetime(Date_s) < now() and todatetime(Date_s) > ago(billingInterval) | summarize max(todatetime(Date_s))));
+    let stime = etime-billingInterval;
+
+    let BilledDisks = $consumptionTableName
+    | where todatetime(Date_s) between (stime..etime) and ResourceId contains '/disks/' and MeterCategory_s == 'Storage' and MeterSubCategory_s has 'Premium' and MeterName_s has 'Disk'
+    | extend DiskConsumedQuantity = todouble(Quantity_s)
+    | extend DiskPrice = todouble(EffectivePrice_s)
+    | extend FinalCost = DiskPrice * DiskConsumedQuantity
+    | extend ResourceId = tolower(ResourceId)
+    | summarize Last30DaysCost = sum(FinalCost), Last30DaysQuantity = sum(DiskConsumedQuantity) by ResourceId;
+
+    $metricsTableName
+    | where MetricNames_s == 'Composite Disk Read Operations/sec,Composite Disk Write Operations/sec' and TimeGenerated > ago(perfInterval) and isnotempty(MetricValue_s)
+    | summarize MaxIOPSMetric = max(todouble(MetricValue_s)) by ResourceId
+    | join kind=inner (
+        $disksTableName
+        | where TimeGenerated > ago(1d) and DiskState_s =~ 'Attached' and SKU_s startswith 'Premium' and SKU_s !contains "V2"
+        | extend DiskTier_s = strcat(DiskTier_s, ' ', tostring(split(SKU_s, '_')[1]))
+        | project ResourceId=InstanceId_s, DiskName_s, ResourceGroup = ResourceGroupName_s, SubscriptionId = SubscriptionGuid_g, Cloud_s, TenantGuid_g, Tags_s, MaxIOPSDisk=toint(DiskIOPS_s), DiskSizeGB_s, SKU_s, DiskTier_s, DiskType_s
+    ) on ResourceId
+    | project-away ResourceId1
+    | extend IOPSPercentage = MaxIOPSMetric/MaxIOPSDisk*100
+    | where IOPSPercentage < $iopsPercentageThreshold
+    | join kind=inner (
+        $metricsTableName
+        | where MetricNames_s == 'Composite Disk Read Bytes/sec,Composite Disk Write Bytes/sec' and TimeGenerated > ago(perfInterval) and isnotempty(MetricValue_s)
+        | summarize MaxMBsMetric = max(todouble(MetricValue_s)/1024/1024) by ResourceId
+        | join kind=inner (
+            $disksTableName
+            | where TimeGenerated > ago(1d) and DiskState_s =~ 'Attached' and SKU_s startswith 'Premium' and SKU_s !contains "V2"
+            | extend DiskTier_s = strcat(DiskTier_s, ' ', tostring(split(SKU_s, '_')[1]))
+            | project ResourceId=InstanceId_s, DiskName_s, ResourceGroup = ResourceGroupName_s, SubscriptionId = SubscriptionGuid_g, Cloud_s, TenantGuid_g, Tags_s, MaxMBsDisk=toint(DiskThroughput_s), DiskSizeGB_s, SKU_s, DiskTier_s, DiskType_s
+        ) on ResourceId
+        | project-away ResourceId1
+        | extend MBsPercentage = MaxMBsMetric/MaxMBsDisk*100
+        | where MBsPercentage < $mbsPercentageThreshold
+    ) on ResourceId
+    | join kind=inner ( BilledDisks ) on ResourceId
+    | join kind=leftouter (
+        $subscriptionsTableName
+        | where TimeGenerated > ago(1d)
+        | where ContainerType_s =~ 'microsoft.resources/subscriptions'
+        | project SubscriptionId = SubscriptionGuid_g, SubscriptionName = ContainerName_s
+    ) on SubscriptionId
+"@
+
+try
+{
+    $queryResults = Invoke-AzOperationalInsightsQuery -WorkspaceId $workspaceId -Query $baseQuery -Timespan (New-TimeSpan -Days $recommendationSearchTimeSpan) -Wait 600 -IncludeStatistics
+    if ($queryResults)
+    {
+        $results = [System.Linq.Enumerable]::ToArray($queryResults.Results)
+    }
+}
+catch
+{
+    Write-Warning -Message "Query failed. Debug the following query in the AOE Log Analytics workspace: $baseQuery"
+    Write-Warning -Message $error[0]
+    throw "Execution aborted"
+}
+
+Write-Output "Query finished with $($results.Count) results."
+
+Write-Output "Query statistics: $($queryResults.Statistics.query)"
+
+# Build the recommendations objects
+
+$recommendations = @()
+$datetime = (get-date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+
+foreach ($result in $results)
+{
+    $targetSku = $null
+    $currentDiskTier = $null
+
+    if ([string]::IsNullOrEmpty($result.DiskTier_s) -or $result.DiskTier_s.Trim().Length -le 3) # older disks do not have Tier info in their properties
+    {
+        $currentSkuCandidates = @()
+        foreach ($sku in $skus)
+        {
+            $currentSkuCandidate = $null
+            $skuMinSizeGB = [int] ($sku.Capabilities | Where-Object { $_.Name -eq 'MinSizeGiB' }).Value
+            $skuMaxSizeGB = [int] ($sku.Capabilities | Where-Object { $_.Name -eq 'MaxSizeGiB' }).Value
+            $skuMaxIOps = [int] ($sku.Capabilities | Where-Object { $_.Name -eq 'MaxIOps' }).Value
+            $skuMaxBandwidthMBps = [int] ($sku.Capabilities | Where-Object { $_.Name -eq 'MaxBandwidthMBps' }).Value
+
+            if ($sku.Name -eq $result.SKU_s -and $skuMinSizeGB -lt [int]$result.DiskSizeGB_s -and $skuMaxSizeGB -ge [int]$result.DiskSizeGB_s `
+            -and [int]$skuMaxIOps -eq [int]$result.MaxIOPSDisk -and [int]$skuMaxBandwidthMBps -eq [int]$result.MaxMBsDisk)
+            {
+                $skuSize = $sku.Size + " " + $result.SKU_s.Split("_")[1]
+                if ($null -eq $skuPricesFound[$skuSize])
+                {
+                    $skuPricesFound[$sku.Size] = Find-DiskMonthlyPrice -DiskSizeTier $skuSize -SKUPriceSheet $pricesheetEntries
+                }
+
+                $currentSkuCandidate = New-Object PSObject -Property @{
+                    Name = $skuSize
+                    MaxSizeGB = $skuMaxSizeGB
+                }
+
+                $currentSkuCandidates += $currentSkuCandidate
+            }
+        }
+        $currentDiskTier = ($currentSkuCandidates | Sort-Object -Property MaxSizeGB | Select-Object -First 1).Name
+    }
+    else
+    {
+        $currentDiskTier = $result.DiskTier_s
+    }
+
+    if ($null -eq $skuPricesFound[$currentDiskTier])
+    {
+        $skuPricesFound[$currentDiskTier] = Find-DiskMonthlyPrice -DiskSizeTier $currentDiskTier -SKUPriceSheet $pricesheetEntries
+    }
+
+    $targetSkuPerfTier = $result.SKU_s.Replace("Premium", "StandardSSD")
+    $targetSkuCandidates = @()
+
+    foreach ($sku in $skus)
+    {
+        $targetSkuCandidate = $null
+
+        $skuMinSizeGB = [int] ($sku.Capabilities | Where-Object { $_.Name -eq 'MinSizeGiB' }).Value
+        $skuMaxSizeGB = [int] ($sku.Capabilities | Where-Object { $_.Name -eq 'MaxSizeGiB' }).Value
+        $skuMaxIOps = [int] ($sku.Capabilities | Where-Object { $_.Name -eq 'MaxIOps' }).Value
+        $skuMaxBandwidthMBps = [int] ($sku.Capabilities | Where-Object { $_.Name -eq 'MaxBandwidthMBps' }).Value
+
+        if ($sku.Name -eq $targetSkuPerfTier -and $skuMinSizeGB -lt [int]$result.DiskSizeGB_s -and $skuMaxSizeGB -ge [int]$result.DiskSizeGB_s `
+                -and [double]$skuMaxIOps -ge [double]$result.MaxIOPSMetric -and [double]$skuMaxBandwidthMBps -ge [double]$result.MaxMBsMetric)
+        {
+            $skuSize = $sku.Size + " " + $targetSkuPerfTier.Split("_")[1]
+            if ($null -eq $skuPricesFound[$sku.Size])
+            {
+                $skuPricesFound[$skuSize] = Find-DiskMonthlyPrice -DiskSizeTier $skuSize -SKUPriceSheet $pricesheetEntries
+            }
+
+            if ($skuPricesFound[$skuSize] -lt [double]::MaxValue -and $skuPricesFound[$skuSize] -lt $skuPricesFound[$currentDiskTier])
+            {
+                $targetSkuCandidate = New-Object PSObject -Property @{
+                    Name = $skuSize
+                    MonthlyPrice = $skuPricesFound[$skuSize]
+                    MaxSizeGB = $skuMaxSizeGB
+                    MaxIOPS = $skuMaxIOps
+                    MaxMBps = $skuMaxBandwidthMBps
+                }
+
+                $targetSkuCandidates += $targetSkuCandidate
+            }
+        }
+    }
+
+    $targetSku = $targetSkuCandidates | Sort-Object -Property MonthlyPrice | Select-Object -First 1
+
+    if ($null -ne $targetSku)
+    {
+        $queryInstanceId = $result.ResourceId
+        $queryText = @"
+        let billingInterval = 30d;
+        let armId = `'$queryInstanceId`';
+        let gInt = $perfTimeGrain;
+        let ThroughputMBsPerf = $metricsTableName
+        | where TimeGenerated > ago(billingInterval)
+        | extend CollectedDate = todatetime(strcat(format_datetime(TimeGenerated, 'yyyy-MM-dd'),'T',format_datetime(TimeGenerated, 'HH'),':00:00Z'))
+        | where ResourceId == armId
+        | where MetricNames_s == 'Composite Disk Read Bytes/sec,Composite Disk Write Bytes/sec' and AggregationType_s == 'Average' and AggregationOfType_s == 'Maximum'
+        | extend ThroughputMBs = todouble(MetricValue_s)/1024/1024
+        | project CollectedDate, ThroughputMBs, InstanceId_s=ResourceId
+        | join kind=inner (
+            $disksTableName
+            | where TimeGenerated > ago(1d)
+            | distinct InstanceId_s, DiskThroughput_s
+        ) on InstanceId_s
+        | extend MBsPercentage = ThroughputMBs / todouble(DiskThroughput_s) * 100
+        | summarize max(MBsPercentage) by bin(CollectedDate, gInt);
+        let IOPSPerf = $metricsTableName
+        | where TimeGenerated > ago(billingInterval)
+        | extend CollectedDate = todatetime(strcat(format_datetime(TimeGenerated, 'yyyy-MM-dd'),'T',format_datetime(TimeGenerated, 'HH'),':00:00Z'))
+        | where ResourceId == armId
+        | where MetricNames_s == 'Composite Disk Read Operations/sec,Composite Disk Write Operations/sec' and AggregationType_s == 'Average' and AggregationOfType_s == 'Maximum'
+        | extend IOPS = todouble(MetricValue_s)
+        | project CollectedDate, IOPS, InstanceId_s=ResourceId
+        | join kind=inner (
+            $disksTableName
+            | where TimeGenerated > ago(1d)
+            | distinct InstanceId_s, DiskIOPS_s
+        ) on InstanceId_s
+        | extend IOPSPercentage = IOPS / todouble(DiskIOPS_s) * 100
+        | summarize max(IOPSPercentage) by bin(CollectedDate, gInt);
+        ThroughputMBsPerf
+        | join kind=inner (IOPSPerf) on CollectedDate
+        | render timechart
+"@
+
+        switch ($cloudEnvironment)
+        {
+            "AzureCloud" { $azureTld = "com" }
+            "AzureChinaCloud" { $azureTld = "cn" }
+            "AzureUSGovernment" { $azureTld = "us" }
+            default { $azureTld = "com" }
+        }
+
+        $encodedQuery = [System.Uri]::EscapeDataString($queryText)
+        $detailsQueryStart = $datetime.AddDays(-30).ToString("yyyy-MM-dd")
+        $detailsQueryEnd = $datetime.AddDays(8).ToString("yyyy-MM-dd")
+        $detailsURL = "https://portal.azure.$azureTld#@$workspaceTenantId/blade/Microsoft_Azure_Monitoring_Logs/LogsBlade/resourceId/%2Fsubscriptions%2F$workspaceSubscriptionId%2Fresourcegroups%2F$workspaceRG%2Fproviders%2Fmicrosoft.operationalinsights%2Fworkspaces%2F$workspaceName/source/LogsBlade.AnalyticsShareLinkToQuery/query/$encodedQuery/timespan/$($detailsQueryStart)T00%3A00%3A00.000Z%2F$($detailsQueryEnd)T00%3A00%3A00.000Z"
+
+        $additionalInfoDictionary = @{}
+
+        $additionalInfoDictionary["DiskType"] = "Managed"
+        $additionalInfoDictionary["currentSku"] = $result.SKU_s
+        $additionalInfoDictionary["targetSku"] = $targetSkuPerfTier
+        $additionalInfoDictionary["DiskSizeGB"] = [int] $result.DiskSizeGB_s
+        $additionalInfoDictionary["currentTier"] = $currentDiskTier
+        $additionalInfoDictionary["targetTier"] = $targetSku.Name
+        $additionalInfoDictionary["MaxIOPSMetric"] = [double] $($result.MaxIOPSMetric)
+        $additionalInfoDictionary["MaxMBpsMetric"] = [double] $($result.MaxMBsMetric)
+        $additionalInfoDictionary["MetricIOPSPercentage"] = [double] $($result.IOPSPercentage)
+        $additionalInfoDictionary["MetricMBpsPercentage"] = [double] $($result.MBsPercentage)
+        $additionalInfoDictionary["targetMaxSizeGB"] = [int] $targetSku.MaxSizeGB
+        $additionalInfoDictionary["targetMaxIOPS"] = [int] $targetSku.MaxIOPS
+        $additionalInfoDictionary["targetMaxMBps"] =[int] $targetSku.MaxMBps
+
+        $fitScore = 4 # needs Maximum of Maximum for metrics to have higher fit score
+        if ([int] $result.DiskSizeGB_s -gt 512)
+        {
+            $fitScore = 3.5 #disk will not support credit-based bursting, therefore the recommendation risk increases a bit
+        }
+
+        $fitScore = [Math]::max(0.0, $fitScore)
+
+        $savingCoefficient = 2 # Standard SSD is generally close to half the price of Premium SSD
+
+        $targetSkuSavingsMonthly = $result.Last30DaysCost - ($result.Last30DaysCost / $savingCoefficient)
+
+        $tentativeTargetSkuSavingsMonthly = -1
+
+        if ($targetSku -and $skuPricesFound[$targetSku.Name] -lt [double]::MaxValue)
+        {
+            $targetSkuPrice = $skuPricesFound[$targetSku.Name]
+
+            if ($skuPricesFound[$currentDiskTier] -lt [double]::MaxValue)
+            {
+                $currentSkuPrice = $skuPricesFound[$currentDiskTier]
+                $tentativeTargetSkuSavingsMonthly = ($currentSkuPrice * [double] $result.Last30DaysQuantity) - ($targetSkuPrice * [double] $result.Last30DaysQuantity)
+            }
+            else
+            {
+                $tentativeTargetSkuSavingsMonthly = $result.Last30DaysCost - ($targetSkuPrice * [double] $result.Last30DaysQuantity)
+            }
+        }
+
+        if ($tentativeTargetSkuSavingsMonthly -ge 0)
+        {
+            $targetSkuSavingsMonthly = $tentativeTargetSkuSavingsMonthly
+        }
+
+        $tags = @{}
+
+        if (-not([string]::IsNullOrEmpty($result.Tags_s)))
+        {
+            $tagPairs = $result.Tags_s.Substring(2, $result.Tags_s.Length - 3).Split(';')
+            foreach ($tagPairString in $tagPairs)
+            {
+                $tagPair = $tagPairString.Split('=')
+                if (-not([string]::IsNullOrEmpty($tagPair[0])) -and -not([string]::IsNullOrEmpty($tagPair[1])))
+                {
+                    $tagName = $tagPair[0].Trim()
+                    $tagValue = $tagPair[1].Trim()
+                    $tags[$tagName] = $tagValue
+                }
+            }
+        }
+
+        if ($targetSkuSavingsMonthly -eq [double]::PositiveInfinity)
+        {
+            $targetSkuSavingsMonthly = [double] $result.Last30DaysCost / 2
+        }
+
+        $additionalInfoDictionary["savingsAmount"] = [double] $targetSkuSavingsMonthly
+        $additionalInfoDictionary["CostsAmount"] = [double] $result.Last30DaysCost
+
+        $recommendation = New-Object PSObject -Property @{
+            Timestamp                   = $timestamp
+            Cloud                       = $result.Cloud_s
+            Category                    = "Cost"
+            ImpactedArea                = "Microsoft.Compute/disks"
+            Impact                      = "High"
+            RecommendationType          = "Saving"
+            RecommendationSubType       = "UnderusedPremiumSSDDisks"
+            RecommendationSubTypeId     = "4854b5dc-4124-4ade-879e-6a7bb65350ab"
+            RecommendationDescription   = "Premium SSD disk has been underutilized"
+            RecommendationAction        = "Change disk tier at least to the equivalent for Standard SSD"
+            InstanceId                  = $result.ResourceId
+            InstanceName                = $result.DiskName_s
+            AdditionalInfo              = $additionalInfoDictionary
+            ResourceGroup               = $result.ResourceGroup
+            SubscriptionGuid            = $result.SubscriptionId
+            SubscriptionName            = $result.SubscriptionName
+            TenantGuid                  = $result.TenantGuid_g
+            FitScore                    = $fitScore
+            Tags                        = $tags
+            DetailsURL                  = $detailsURL
+        }
+
+        $recommendations += $recommendation
+    }
+}
+
+# Export the recommendations as JSON to blob storage
+
+Write-Output "Exporting final $($recommendations.Count) results as a JSON file..."
+
+$fileDate = $datetime.ToString("yyyy-MM-dd")
+$jsonExportPath = "disks-underutilized-$fileDate.json"
+$recommendations | ConvertTo-Json | Out-File $jsonExportPath
+
+$jsonBlobName = $jsonExportPath
+$jsonProperties = @{"ContentType" = "application/json"};
+Set-AzStorageBlobContent -File $jsonExportPath -Container $storageAccountSinkContainer -Properties $jsonProperties -Blob $jsonBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $jsonBlobName to Blob Storage..."
+
+Remove-Item -Path $jsonExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $jsonExportPath from local disk..."
+
diff --git a/docs/deploy/optimization-engine/15.0/runbooks/recommendations/Recommend-SqlDbOptimizationsToBlobStorage.ps1 b/docs/deploy/optimization-engine/15.0/runbooks/recommendations/Recommend-SqlDbOptimizationsToBlobStorage.ps1
new file mode 100644
index 000000000..a94466517
--- /dev/null
+++ b/docs/deploy/optimization-engine/15.0/runbooks/recommendations/Recommend-SqlDbOptimizationsToBlobStorage.ps1
@@ -0,0 +1,447 @@
+$ErrorActionPreference = "Stop"
+
+# Collect generic and recommendation-specific variables
+
+$cloudEnvironment = Get-AutomationVariable -Name "AzureOptimization_CloudEnvironment" -ErrorAction SilentlyContinue # AzureCloud|AzureChinaCloud
+if ([string]::IsNullOrEmpty($cloudEnvironment))
+{
+    $cloudEnvironment = "AzureCloud"
+}
+$authenticationOption = Get-AutomationVariable -Name  "AzureOptimization_AuthenticationOption" -ErrorAction SilentlyContinue # ManagedIdentity|UserAssignedManagedIdentity
+if ([string]::IsNullOrEmpty($authenticationOption))
+{
+    $authenticationOption = "ManagedIdentity"
+}
+if ($authenticationOption -eq "UserAssignedManagedIdentity")
+{
+    $uamiClientID = Get-AutomationVariable -Name "AzureOptimization_UAMIClientID"
+}
+
+$workspaceId = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceId"
+$workspaceName = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceName"
+$workspaceRG = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceRG"
+$workspaceSubscriptionId = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceSubId"
+$workspaceTenantId = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceTenantId"
+
+$storageAccountSink = Get-AutomationVariable -Name  "AzureOptimization_StorageSink"
+
+
+$storageAccountSinkContainer = Get-AutomationVariable -Name  "AzureOptimization_RecommendationsContainer" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($storageAccountSinkContainer)) {
+    $storageAccountSinkContainer = "recommendationsexports"
+}
+
+$lognamePrefix = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsLogPrefix" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($lognamePrefix))
+{
+    $lognamePrefix = "AzureOptimization"
+}
+
+$sqlserver = Get-AutomationVariable -Name  "AzureOptimization_SQLServerHostname"
+$sqldatabase = Get-AutomationVariable -Name  "AzureOptimization_SQLServerDatabase" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($sqldatabase))
+{
+    $sqldatabase = "azureoptimization"
+}
+
+$perfDaysBackwards = [int] (Get-AutomationVariable -Name  "AzureOptimization_RecommendPerfPeriodInDays" -ErrorAction SilentlyContinue)
+if (-not($perfDaysBackwards -gt 0)) {
+    $perfDaysBackwards = 7
+}
+
+$dtuPercentile = [int] (Get-AutomationVariable -Name  "AzureOptimization_PerfPercentileSqlDtu" -ErrorAction SilentlyContinue)
+if (-not($dtuPercentile -gt 0)) {
+    $dtuPercentile = 99
+}
+$dtuPercentageThreshold = [int] (Get-AutomationVariable -Name  "AzureOptimization_PerfThresholdDtuPercentage" -ErrorAction SilentlyContinue)
+if (-not($dtuPercentageThreshold -gt 0)) {
+    $dtuPercentageThreshold = 40
+}
+$dtuDegradedPercentageThreshold = [int] (Get-AutomationVariable -Name  "AzureOptimization_PerfThresholdDtuDegradedPercentage" -ErrorAction SilentlyContinue)
+if (-not($dtuDegradedPercentageThreshold -gt 0)) {
+    $dtuDegradedPercentageThreshold = 75
+}
+
+$consumptionOffsetDays = [int] (Get-AutomationVariable -Name  "AzureOptimization_ConsumptionOffsetDays")
+$consumptionOffsetDaysStart = $consumptionOffsetDays + 1
+
+$SqlTimeout = 120
+$LogAnalyticsIngestControlTable = "LogAnalyticsIngestControl"
+
+# Authenticate against Azure
+
+"Logging in to Azure with $authenticationOption..."
+
+switch ($authenticationOption) {
+    "UserAssignedManagedIdentity" {
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment -AccountId $uamiClientID
+        break
+    }
+    Default { #ManagedIdentity
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment
+        break
+    }
+}
+
+$cloudDetails = Get-AzEnvironment -Name $CloudEnvironment
+$azureSqlDomain = $cloudDetails.SqlDatabaseDnsSuffix.Substring(1)
+
+Write-Output "Finding tables where recommendations will be generated from..."
+
+$tries = 0
+$connectionSuccess = $false
+do {
+    $tries++
+    try {
+        $dbToken = Get-AzAccessToken -ResourceUrl "https://$azureSqlDomain/"
+        $Conn = New-Object System.Data.SqlClient.SqlConnection("Server=tcp:$sqlserver,1433;Database=$sqldatabase;Encrypt=True;Connection Timeout=$SqlTimeout;")
+        $Conn.AccessToken = $dbToken.Token
+        $Conn.Open()
+        $Cmd=new-object system.Data.SqlClient.SqlCommand
+        $Cmd.Connection = $Conn
+        $Cmd.CommandTimeout = $SqlTimeout
+        $Cmd.CommandText = "SELECT * FROM [dbo].[$LogAnalyticsIngestControlTable] WHERE CollectedType IN ('ARGSqlDb','MonitorMetrics','AzureConsumption','ARGResourceContainers')"
+
+        $sqlAdapter = New-Object System.Data.SqlClient.SqlDataAdapter
+        $sqlAdapter.SelectCommand = $Cmd
+        $controlRows = New-Object System.Data.DataTable
+        $sqlAdapter.Fill($controlRows) | Out-Null
+        $connectionSuccess = $true
+    }
+    catch {
+        Write-Output "Failed to contact SQL at try $tries."
+        Write-Output $Error[0]
+        Start-Sleep -Seconds ($tries * 20)
+    }
+} while (-not($connectionSuccess) -and $tries -lt 3)
+
+if (-not($connectionSuccess))
+{
+    throw "Could not establish connection to SQL."
+}
+
+$sqlDbsTableName = $lognamePrefix + ($controlRows | Where-Object { $_.CollectedType -eq 'ARGSqlDb' }).LogAnalyticsSuffix + "_CL"
+$metricsTableName = $lognamePrefix + ($controlRows | Where-Object { $_.CollectedType -eq 'MonitorMetrics' }).LogAnalyticsSuffix + "_CL"
+$consumptionTableName = $lognamePrefix + ($controlRows | Where-Object { $_.CollectedType -eq 'AzureConsumption' }).LogAnalyticsSuffix + "_CL"
+$subscriptionsTableName = $lognamePrefix + ($controlRows | Where-Object { $_.CollectedType -eq 'ARGResourceContainers' }).LogAnalyticsSuffix + "_CL"
+
+Write-Output "Will run query against tables $sqlDbsTableName, $subscriptionsTableName, $metricsTableName and $consumptionTableName"
+
+$Conn.Close()
+$Conn.Dispose()
+
+$recommendationSearchTimeSpan = 30 + $consumptionOffsetDaysStart
+
+# Grab a context reference to the Storage Account where the recommendations file will be stored
+
+
+$saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -UseConnectedAccount -Environment $cloudEnvironment
+
+if ($workspaceSubscriptionId -ne $storageAccountSinkSubscriptionId)
+{
+    Select-AzSubscription -SubscriptionId $workspaceSubscriptionId
+}
+
+$recommendationsErrors = 0
+
+# Execute the recommendation query against Log Analytics
+Write-Output "Looking for underused SQL Databases, with less than $dtuPercentageThreshold % Max. DTU usage..."
+
+$baseQuery = @"
+    let DTUPercentageThreshold = $dtuPercentageThreshold;
+    let MetricsInterval = $($perfDaysBackwards)d;
+    let BillingInterval = 30d;
+    let dtuPercentPercentile = $dtuPercentile;
+    let etime = todatetime(toscalar($consumptionTableName | where todatetime(Date_s) < now() and todatetime(Date_s) > ago(BillingInterval) | summarize max(todatetime(Date_s))));
+    let stime = etime-BillingInterval;
+    let CandidateDatabaseIds = $sqlDbsTableName
+    | where TimeGenerated > ago(1d) and SkuName_s in ('Standard','Premium')
+    | distinct InstanceId_s;
+    $metricsTableName
+    | where TimeGenerated > ago(MetricsInterval)
+    | where ResourceId in (CandidateDatabaseIds) and MetricNames_s == 'dtu_consumption_percent' and AggregationType_s == 'Maximum'
+    | summarize P99DTUPercentage = percentile(todouble(MetricValue_s), dtuPercentPercentile) by ResourceId
+    | where P99DTUPercentage < DTUPercentageThreshold
+    | join kind=inner (
+        $sqlDbsTableName
+        | where TimeGenerated > ago(1d)
+        | project ResourceId = InstanceId_s, DBName_s, ResourceGroupName_s, SubscriptionGuid_g, TenantGuid_g, SkuName_s, ServiceObjectiveName_s, Tags_s, Cloud_s
+    ) on ResourceId
+    | join kind=leftouter (
+        $consumptionTableName
+        | where todatetime(Date_s) between (stime..etime)
+        | project ResourceId=tolower(ResourceId), CostInBillingCurrency_s, Date_s
+    ) on ResourceId
+    | summarize Last30DaysCost=sum(todouble(CostInBillingCurrency_s)) by DBName_s, ResourceId, TenantGuid_g, SubscriptionGuid_g, ResourceGroupName_s, SkuName_s, ServiceObjectiveName_s, Tags_s, Cloud_s, P99DTUPercentage
+    | join kind=leftouter (
+        $subscriptionsTableName
+        | where TimeGenerated > ago(1d)
+        | where ContainerType_s =~ 'microsoft.resources/subscriptions'
+        | project SubscriptionGuid_g, SubscriptionName = ContainerName_s
+    ) on SubscriptionGuid_g
+"@
+
+try
+{
+    $queryResults = Invoke-AzOperationalInsightsQuery -WorkspaceId $workspaceId -Query $baseQuery -Timespan (New-TimeSpan -Days $recommendationSearchTimeSpan) -Wait 600 -IncludeStatistics
+    if ($queryResults)
+    {
+        $results = [System.Linq.Enumerable]::ToArray($queryResults.Results)
+    }
+}
+catch
+{
+    Write-Warning -Message "Query failed. Debug the following query in the AOE Log Analytics workspace: $baseQuery"
+    Write-Warning -Message $error[0]
+    $recommendationsErrors++
+}
+
+Write-Output "Query finished with $($results.Count) results."
+
+Write-Output "Query statistics: $($queryResults.Statistics.query)"
+
+# Build the recommendations objects
+
+$recommendations = @()
+$datetime = (get-date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+
+foreach ($result in $results)
+{
+    $queryInstanceId = $result.ResourceId
+    $queryText = @"
+    $metricsTableName
+    | where ResourceId == '$queryInstanceId'
+    | where MetricNames_s == 'dtu_consumption_percent' and AggregationType_s == 'Maximum'
+    | project TimeGenerated, DTUPercentage = toint(MetricValue_s)
+    | render timechart
+"@
+    $encodedQuery = [System.Uri]::EscapeDataString($queryText)
+    $detailsQueryStart = $datetime.AddDays(-30).ToString("yyyy-MM-dd")
+    $detailsQueryEnd = $datetime.AddDays(8).ToString("yyyy-MM-dd")
+    switch ($cloudEnvironment)
+    {
+        "AzureCloud" { $azureTld = "com" }
+        "AzureChinaCloud" { $azureTld = "cn" }
+        "AzureUSGovernment" { $azureTld = "us" }
+        default { $azureTld = "com" }
+    }
+    $detailsURL = "https://portal.azure.$azureTld#@$workspaceTenantId/blade/Microsoft_Azure_Monitoring_Logs/LogsBlade/resourceId/%2Fsubscriptions%2F$workspaceSubscriptionId%2Fresourcegroups%2F$workspaceRG%2Fproviders%2Fmicrosoft.operationalinsights%2Fworkspaces%2F$workspaceName/source/LogsBlade.AnalyticsShareLinkToQuery/query/$encodedQuery/timespan/$($detailsQueryStart)T00%3A00%3A00.000Z%2F$($detailsQueryEnd)T00%3A00%3A00.000Z"
+
+    $additionalInfoDictionary = @{}
+
+    $additionalInfoDictionary["currentSku"] = "$($result.SkuName_s) $($result.ServiceObjectiveName_s)"
+    $additionalInfoDictionary["DTUPercentage"] = [int] $result.P99DTUPercentage
+    $additionalInfoDictionary["CostsAmount"] = [double] $result.Last30DaysCost
+    $additionalInfoDictionary["savingsAmount"] = ([double] $result.Last30DaysCost / 2)
+
+    $fitScore = 5
+
+    $tags = @{}
+
+    if (-not([string]::IsNullOrEmpty($result.Tags_s)))
+    {
+        $tagPairs = $result.Tags_s.Substring(2, $result.Tags_s.Length - 3).Split(';')
+        foreach ($tagPairString in $tagPairs)
+        {
+            $tagPair = $tagPairString.Split('=')
+            if (-not([string]::IsNullOrEmpty($tagPair[0])) -and -not([string]::IsNullOrEmpty($tagPair[1])))
+            {
+                $tagName = $tagPair[0].Trim()
+                $tagValue = $tagPair[1].Trim()
+                $tags[$tagName] = $tagValue
+            }
+        }
+    }
+
+    $recommendation = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $result.Cloud_s
+        Category = "Cost"
+        ImpactedArea = "Microsoft.Sql/servers/databases"
+        Impact = "High"
+        RecommendationType = "Saving"
+        RecommendationSubType = "UnderusedSqlDatabases"
+        RecommendationSubTypeId = "ff68f4e5-1197-4be9-8e5f-8760d7863cb4"
+        RecommendationDescription = "Underused SQL Databases (performance capacity waste)"
+        RecommendationAction = "Right-size underused SQL Databases"
+        InstanceId = $result.ResourceId
+        InstanceName = $result.DBName_s
+        AdditionalInfo = $additionalInfoDictionary
+        ResourceGroup = $result.ResourceGroupName_s
+        SubscriptionGuid = $result.SubscriptionGuid_g
+        SubscriptionName = $result.SubscriptionName
+        TenantGuid = $result.TenantGuid_g
+        FitScore = $fitScore
+        Tags = $tags
+        DetailsURL = $detailsURL
+    }
+
+    $recommendations += $recommendation
+}
+
+# Export the recommendations as JSON to blob storage
+
+$fileDate = $datetime.ToString("yyyy-MM-dd")
+$jsonExportPath = "sqldbs-underused-$fileDate.json"
+$recommendations | ConvertTo-Json | Out-File $jsonExportPath
+
+$jsonBlobName = $jsonExportPath
+$jsonProperties = @{"ContentType" = "application/json"};
+Set-AzStorageBlobContent -File $jsonExportPath -Container $storageAccountSinkContainer -Properties $jsonProperties -Blob $jsonBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $jsonBlobName to Blob Storage..."
+
+Remove-Item -Path $jsonExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $jsonExportPath from local disk..."
+
+Write-Output "Looking for performance constrained SQL Databases, with more than $dtuDegradedPercentageThreshold % Avg. DTU usage..."
+
+$baseQuery = @"
+    let DTUPercentageThreshold = $dtuDegradedPercentageThreshold;
+    let MetricsInterval = $($perfDaysBackwards)d;
+    let CandidateDatabaseIds = $sqlDbsTableName
+    | where TimeGenerated > ago(1d) and SkuName_s in ('Basic','Standard','Premium')
+    | distinct InstanceId_s;
+    $metricsTableName
+    | where TimeGenerated > ago(MetricsInterval)
+    | where ResourceId in (CandidateDatabaseIds) and MetricNames_s == 'dtu_consumption_percent' and AggregationType_s == 'Average' and AggregationOfType_s == 'Maximum'
+    | summarize AvgDTUPercentage = avg(todouble(MetricValue_s)) by ResourceId
+    | where AvgDTUPercentage > DTUPercentageThreshold
+    | join kind=inner (
+        $sqlDbsTableName
+        | where TimeGenerated > ago(1d)
+        | project ResourceId = InstanceId_s, DBName_s, ResourceGroupName_s, SubscriptionGuid_g, TenantGuid_g, SkuName_s, ServiceObjectiveName_s, Tags_s, Cloud_s
+    ) on ResourceId
+    | project DBName_s, ResourceId, TenantGuid_g, SubscriptionGuid_g, ResourceGroupName_s, SkuName_s, ServiceObjectiveName_s, Tags_s, Cloud_s, AvgDTUPercentage
+    | join kind=leftouter (
+        $subscriptionsTableName
+        | where TimeGenerated > ago(1d)
+        | where ContainerType_s =~ 'microsoft.resources/subscriptions'
+        | project SubscriptionGuid_g, SubscriptionName = ContainerName_s
+    ) on SubscriptionGuid_g
+"@
+
+try
+{
+    $queryResults = Invoke-AzOperationalInsightsQuery -WorkspaceId $workspaceId -Query $baseQuery -Timespan (New-TimeSpan -Days $recommendationSearchTimeSpan) -Wait 600 -IncludeStatistics
+    if ($queryResults)
+    {
+        $results = [System.Linq.Enumerable]::ToArray($queryResults.Results)
+    }
+}
+catch
+{
+    Write-Warning -Message "Query failed. Debug the following query in the AOE Log Analytics workspace: $baseQuery"
+    Write-Warning -Message $error[0]
+    $recommendationsErrors++
+}
+
+Write-Output "Query finished with $($results.Count) results."
+
+Write-Output "Query statistics: $($queryResults.Statistics.query)"
+
+# Build the recommendations objects
+
+$recommendations = @()
+$datetime = (get-date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+
+foreach ($result in $results)
+{
+    $queryInstanceId = $result.ResourceId
+    $queryText = @"
+    $metricsTableName
+    | where ResourceId == '$queryInstanceId'
+    | where MetricNames_s == 'dtu_consumption_percent' and AggregationType_s == 'Average'
+    | project TimeGenerated, DTUPercentage = toint(MetricValue_s)
+    | render timechart
+"@
+    $encodedQuery = [System.Uri]::EscapeDataString($queryText)
+    $detailsQueryStart = $datetime.AddDays(-30).ToString("yyyy-MM-dd")
+    $detailsQueryEnd = $datetime.AddDays(8).ToString("yyyy-MM-dd")
+    switch ($cloudEnvironment)
+    {
+        "AzureCloud" { $azureTld = "com" }
+        "AzureChinaCloud" { $azureTld = "cn" }
+        "AzureUSGovernment" { $azureTld = "us" }
+        default { $azureTld = "com" }
+    }
+    $detailsURL = "https://portal.azure.$azureTld#@$workspaceTenantId/blade/Microsoft_Azure_Monitoring_Logs/LogsBlade/resourceId/%2Fsubscriptions%2F$workspaceSubscriptionId%2Fresourcegroups%2F$workspaceRG%2Fproviders%2Fmicrosoft.operationalinsights%2Fworkspaces%2F$workspaceName/source/LogsBlade.AnalyticsShareLinkToQuery/query/$encodedQuery/timespan/$($detailsQueryStart)T00%3A00%3A00.000Z%2F$($detailsQueryEnd)T00%3A00%3A00.000Z"
+
+    $additionalInfoDictionary = @{}
+
+    $additionalInfoDictionary["currentSku"] = "$($result.SkuName_s) $($result.ServiceObjectiveName_s)"
+    $additionalInfoDictionary["DTUPercentage"] = [int] $result.AvgDTUPercentage
+
+    $fitScore = 4
+
+    $tags = @{}
+
+    if (-not([string]::IsNullOrEmpty($result.Tags_s)))
+    {
+        $tagPairs = $result.Tags_s.Substring(2, $result.Tags_s.Length - 3).Split(';')
+        foreach ($tagPairString in $tagPairs)
+        {
+            $tagPair = $tagPairString.Split('=')
+            if (-not([string]::IsNullOrEmpty($tagPair[0])) -and -not([string]::IsNullOrEmpty($tagPair[1])))
+            {
+                $tagName = $tagPair[0].Trim()
+                $tagValue = $tagPair[1].Trim()
+                $tags[$tagName] = $tagValue
+            }
+        }
+    }
+
+    $recommendation = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $result.Cloud_s
+        Category = "Performance"
+        ImpactedArea = "Microsoft.Sql/servers/databases"
+        Impact = "Medium"
+        RecommendationType = "BestPractices"
+        RecommendationSubType = "PerfConstrainedSqlDatabases"
+        RecommendationSubTypeId = "724ff2f5-8c83-4105-b00d-029c4560d774"
+        RecommendationDescription = "SQL Database performance has been constrained by lack of resources"
+        RecommendationAction = "Resize SQL Database to higher SKU or scale it out"
+        InstanceId = $result.ResourceId
+        InstanceName = $result.DBName_s
+        AdditionalInfo = $additionalInfoDictionary
+        ResourceGroup = $result.ResourceGroupName_s
+        SubscriptionGuid = $result.SubscriptionGuid_g
+        SubscriptionName = $result.SubscriptionName
+        TenantGuid = $result.TenantGuid_g
+        FitScore = $fitScore
+        Tags = $tags
+        DetailsURL = $detailsURL
+    }
+
+    $recommendations += $recommendation
+}
+
+# Export the recommendations as JSON to blob storage
+
+$fileDate = $datetime.ToString("yyyy-MM-dd")
+$jsonExportPath = "sqldbs-perfconstrained-$fileDate.json"
+$recommendations | ConvertTo-Json | Out-File $jsonExportPath
+
+$jsonBlobName = $jsonExportPath
+$jsonProperties = @{"ContentType" = "application/json"};
+Set-AzStorageBlobContent -File $jsonExportPath -Container $storageAccountSinkContainer -Properties $jsonProperties -Blob $jsonBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $jsonBlobName to Blob Storage..."
+
+Remove-Item -Path $jsonExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $jsonExportPath from local disk..."
+
+
+if ($recommendationsErrors -gt 0)
+{
+    throw "Some of the recommendations queries failed. Please, review the job logs for additional information."
+}
\ No newline at end of file
diff --git a/docs/deploy/optimization-engine/15.0/runbooks/recommendations/Recommend-StorageAccountOptimizationsToBlobStorage.ps1 b/docs/deploy/optimization-engine/15.0/runbooks/recommendations/Recommend-StorageAccountOptimizationsToBlobStorage.ps1
new file mode 100644
index 000000000..431ab4b49
--- /dev/null
+++ b/docs/deploy/optimization-engine/15.0/runbooks/recommendations/Recommend-StorageAccountOptimizationsToBlobStorage.ps1
@@ -0,0 +1,330 @@
+function ConvertTo-Hashtable {
+    [CmdletBinding()]
+    [OutputType('hashtable')]
+    param (
+        [Parameter(ValueFromPipeline)]
+        $InputObject
+    )
+
+    process {
+        if ($null -eq $InputObject) {
+            return $null
+        }
+
+        if ($InputObject -is [System.Collections.IEnumerable] -and $InputObject -isnot [string]) {
+            $collection = @(
+                foreach ($object in $InputObject) {
+                    ConvertTo-Hashtable -InputObject $object
+                }
+            )
+            Write-Output -NoEnumerate $collection
+        } elseif ($InputObject -is [psobject]) {
+            $hash = @{}
+            foreach ($property in $InputObject.PSObject.Properties) {
+                $hash[$property.Name] = ConvertTo-Hashtable -InputObject $property.Value
+            }
+            $hash
+        } else {
+            $InputObject
+        }
+    }
+}
+
+$ErrorActionPreference = "Stop"
+
+# Collect generic and recommendation-specific variables
+
+$cloudEnvironment = Get-AutomationVariable -Name "AzureOptimization_CloudEnvironment" -ErrorAction SilentlyContinue # AzureCloud|AzureChinaCloud
+if ([string]::IsNullOrEmpty($cloudEnvironment))
+{
+    $cloudEnvironment = "AzureCloud"
+}
+$authenticationOption = Get-AutomationVariable -Name  "AzureOptimization_AuthenticationOption" -ErrorAction SilentlyContinue # ManagedIdentity|UserAssignedManagedIdentity
+if ([string]::IsNullOrEmpty($authenticationOption))
+{
+    $authenticationOption = "ManagedIdentity"
+}
+if ($authenticationOption -eq "UserAssignedManagedIdentity")
+{
+    $uamiClientID = Get-AutomationVariable -Name "AzureOptimization_UAMIClientID"
+}
+
+$workspaceId = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceId"
+$workspaceName = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceName"
+$workspaceRG = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceRG"
+$workspaceSubscriptionId = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceSubId"
+$workspaceTenantId = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceTenantId"
+
+$storageAccountSink = Get-AutomationVariable -Name  "AzureOptimization_StorageSink"
+
+
+$storageAccountSinkContainer = Get-AutomationVariable -Name  "AzureOptimization_RecommendationsContainer" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($storageAccountSinkContainer)) {
+    $storageAccountSinkContainer = "recommendationsexports"
+}
+
+$lognamePrefix = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsLogPrefix" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($lognamePrefix))
+{
+    $lognamePrefix = "AzureOptimization"
+}
+
+$sqlserver = Get-AutomationVariable -Name  "AzureOptimization_SQLServerHostname"
+$sqldatabase = Get-AutomationVariable -Name  "AzureOptimization_SQLServerDatabase" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($sqldatabase))
+{
+    $sqldatabase = "azureoptimization"
+}
+
+# storage account thresholds variables
+$growthPercentageThreshold = [int] (Get-AutomationVariable -Name  "AzureOptimization_RecommendationStorageAcountGrowthThresholdPercentage" -ErrorAction SilentlyContinue)
+if (-not($growthPercentageThreshold -gt 0)) {
+    $growthPercentageThreshold = 5
+}
+$monthlyCostThreshold = [int] (Get-AutomationVariable -Name  "AzureOptimization_RecommendationStorageAcountGrowthMonthlyCostThreshold" -ErrorAction SilentlyContinue)
+if (-not($monthlyCostThreshold -gt 0)) {
+    $monthlyCostThreshold = 50
+}
+$growthLookbackDays = [int] (Get-AutomationVariable -Name  "AzureOptimization_RecommendationStorageAcountGrowthLookbackDays" -ErrorAction SilentlyContinue)
+if (-not($growthLookbackDays -gt 0)) {
+    $growthLookbackDays = 30
+}
+
+$consumptionOffsetDays = [int] (Get-AutomationVariable -Name  "AzureOptimization_ConsumptionOffsetDays")
+$consumptionOffsetDaysStart = $consumptionOffsetDays + 1
+
+$SqlTimeout = 120
+$LogAnalyticsIngestControlTable = "LogAnalyticsIngestControl"
+
+# Authenticate against Azure
+
+"Logging in to Azure with $authenticationOption..."
+
+switch ($authenticationOption) {
+    "UserAssignedManagedIdentity" {
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment -AccountId $uamiClientID
+        break
+    }
+    Default { #ManagedIdentity
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment
+        break
+    }
+}
+
+$cloudDetails = Get-AzEnvironment -Name $CloudEnvironment
+$azureSqlDomain = $cloudDetails.SqlDatabaseDnsSuffix.Substring(1)
+
+$tenantId = (Get-AzContext).Tenant.Id
+
+Write-Output "Finding tables where recommendations will be generated from..."
+
+$tries = 0
+$connectionSuccess = $false
+do {
+    $tries++
+    try {
+        $dbToken = Get-AzAccessToken -ResourceUrl "https://$azureSqlDomain/"
+        $Conn = New-Object System.Data.SqlClient.SqlConnection("Server=tcp:$sqlserver,1433;Database=$sqldatabase;Encrypt=True;Connection Timeout=$SqlTimeout;")
+        $Conn.AccessToken = $dbToken.Token
+        $Conn.Open()
+        $Cmd=new-object system.Data.SqlClient.SqlCommand
+        $Cmd.Connection = $Conn
+        $Cmd.CommandTimeout = $SqlTimeout
+        $Cmd.CommandText = "SELECT * FROM [dbo].[$LogAnalyticsIngestControlTable] WHERE CollectedType IN ('ARGResourceContainers','AzureConsumption')"
+
+        $sqlAdapter = New-Object System.Data.SqlClient.SqlDataAdapter
+        $sqlAdapter.SelectCommand = $Cmd
+        $controlRows = New-Object System.Data.DataTable
+        $sqlAdapter.Fill($controlRows) | Out-Null
+        $connectionSuccess = $true
+    }
+    catch {
+        Write-Output "Failed to contact SQL at try $tries."
+        Write-Output $Error[0]
+        Start-Sleep -Seconds ($tries * 20)
+    }
+} while (-not($connectionSuccess) -and $tries -lt 3)
+
+if (-not($connectionSuccess))
+{
+    throw "Could not establish connection to SQL."
+}
+
+$subscriptionsTableName = $lognamePrefix + ($controlRows | Where-Object { $_.CollectedType -eq 'ARGResourceContainers' }).LogAnalyticsSuffix + "_CL"
+$consumptionTableName = $lognamePrefix + ($controlRows | Where-Object { $_.CollectedType -eq 'AzureConsumption' }).LogAnalyticsSuffix + "_CL"
+
+Write-Output "Will run query against tables $subscriptionsTableName and $consumptionTableName"
+
+$Conn.Close()
+$Conn.Dispose()
+
+$recommendationSearchTimeSpan = $growthLookbackDays + $consumptionOffsetDaysStart
+
+# Grab a context reference to the Storage Account where the recommendations file will be stored
+
+
+$saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -UseConnectedAccount -Environment $cloudEnvironment
+
+if ($workspaceSubscriptionId -ne $storageAccountSinkSubscriptionId)
+{
+    Select-AzSubscription -SubscriptionId $workspaceSubscriptionId
+}
+
+Write-Output "Looking for ever growing Storage Accounts, with more than $monthlyCostThreshold/month costs, growing more than $growthPercentageThreshold% over the last $growthLookbackDays days..."
+
+$dailyCostThreshold = [Math]::Round($monthlyCostThreshold / 30)
+
+$baseQuery = @"
+let interval = $($growthLookbackDays)d;
+let etime = endofday(todatetime(toscalar($consumptionTableName | where todatetime(Date_s) > ago(interval) and todatetime(Date_s) < now() | summarize max(todatetime(Date_s)))));
+let etime_subs = endofday(todatetime(toscalar($subscriptionsTableName | where TimeGenerated > ago(interval) | summarize max(TimeGenerated))));
+let stime = endofday(etime-interval);
+let lastday_stime = endofday(etime-1d);
+let lastday_stime_subs = endofday(etime_subs-1d);
+let costThreshold = $dailyCostThreshold;
+let growthPercentageThreshold = $growthPercentageThreshold;
+let StorageAccountsWithLastTags = $consumptionTableName
+| where todatetime(Date_s) between (lastday_stime..etime)
+| where MeterCategory_s == 'Storage' and ConsumedService_s == 'Microsoft.Storage' and MeterName_s endswith 'Data Stored' and ChargeType_s == 'Usage'
+| extend ResourceId = tolower(ResourceId)
+| summarize arg_max(todatetime(Date_s), Tags_s) by ResourceId;
+$consumptionTableName
+| where todatetime(Date_s) between (stime..etime)
+| where MeterCategory_s == 'Storage' and ConsumedService_s == 'Microsoft.Storage' and MeterName_s endswith 'Data Stored' and ChargeType_s == 'Usage'
+| extend ResourceId = tolower(ResourceId)
+| make-series CostSum=sum(todouble(CostInBillingCurrency_s)) default=0.0 on todatetime(Date_s) from stime to etime step 1d by ResourceId, ResourceGroup, SubscriptionId
+| extend InitialDailyCost = todouble(CostSum[0]), CurrentDailyCost = todouble(CostSum[array_length(CostSum)-1])
+| extend GrowthPercentage = round((CurrentDailyCost-InitialDailyCost)/InitialDailyCost*100)
+| where InitialDailyCost > 0 and CurrentDailyCost > costThreshold and GrowthPercentage > growthPercentageThreshold
+| project ResourceId, InitialDailyCost, CurrentDailyCost, GrowthPercentage, ResourceGroup, SubscriptionId
+| join kind=leftouter (StorageAccountsWithLastTags) on ResourceId
+| join kind=leftouter (
+    $subscriptionsTableName
+    | where TimeGenerated > lastday_stime_subs
+    | where ContainerType_s =~ 'microsoft.resources/subscriptions'
+    | project SubscriptionId=SubscriptionGuid_g, SubscriptionName = ContainerName_s
+) on SubscriptionId
+| extend Tags_s = iif(Tags_s !startswith "{", strcat('{', Tags_s, '}'), Tags_s)
+| extend Tags_s = parse_json(tolower(Tags_s))
+"@
+
+try
+{
+    $queryResults = Invoke-AzOperationalInsightsQuery -WorkspaceId $workspaceId -Query $baseQuery -Timespan (New-TimeSpan -Days $recommendationSearchTimeSpan) -Wait 600 -IncludeStatistics
+    if ($queryResults)
+    {
+        $results = [System.Linq.Enumerable]::ToArray($queryResults.Results)
+    }
+}
+catch
+{
+    Write-Warning -Message "Query failed. Debug the following query in the AOE Log Analytics workspace: $baseQuery"
+    Write-Warning -Message $error[0]
+    throw "Execution aborted"
+}
+
+Write-Output "Query finished with $($results.Count) results."
+
+Write-Output "Query statistics: $($queryResults.Statistics.query)"
+
+# Build the recommendations objects
+
+$recommendations = @()
+$datetime = (get-date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+
+foreach ($result in $results)
+{
+    $queryInstanceId = $result.ResourceId
+    $queryText = @"
+    $consumptionTableName
+    | where MeterCategory_s == 'Storage' and ConsumedService_s == 'Microsoft.Storage' and MeterName_s endswith 'Data Stored' and ChargeType_s == 'Usage'
+    | extend ResourceId = tolower(ResourceId)
+    | where ResourceId =~ '$queryInstanceId'
+    | summarize DailyCosts = sum(todouble(CostInBillingCurrency_s)) by bin(todatetime(Date_s), 1d)
+    | render timechart
+"@
+
+    switch ($cloudEnvironment)
+    {
+        "AzureCloud" { $azureTld = "com" }
+        "AzureChinaCloud" { $azureTld = "cn" }
+        "AzureUSGovernment" { $azureTld = "us" }
+        default { $azureTld = "com" }
+    }
+
+    $encodedQuery = [System.Uri]::EscapeDataString($queryText)
+    $detailsQueryStart = $datetime.AddDays(-1 * $recommendationSearchTimeSpan).ToString("yyyy-MM-dd")
+    $detailsQueryEnd = $datetime.AddDays(8).ToString("yyyy-MM-dd")
+    $detailsURL = "https://portal.azure.$azureTld#@$workspaceTenantId/blade/Microsoft_Azure_Monitoring_Logs/LogsBlade/resourceId/%2Fsubscriptions%2F$workspaceSubscriptionId%2Fresourcegroups%2F$workspaceRG%2Fproviders%2Fmicrosoft.operationalinsights%2Fworkspaces%2F$workspaceName/source/LogsBlade.AnalyticsShareLinkToQuery/query/$encodedQuery/timespan/$($detailsQueryStart)T00%3A00%3A00.000Z%2F$($detailsQueryEnd)T00%3A00%3A00.000Z"
+
+    $additionalInfoDictionary = @{}
+
+    $costsAmount = ([double] $result.InitialDailyCost + [double] $result.CurrentDailyCost) / 2 * 30
+
+    $additionalInfoDictionary["InitialDailyCost"] = $result.InitialDailyCost
+    $additionalInfoDictionary["CurrentDailyCost"] = $result.CurrentDailyCost
+    $additionalInfoDictionary["GrowthPercentage"] = $result.GrowthPercentage
+    $additionalInfoDictionary["CostsAmount"] = $costsAmount
+    $additionalInfoDictionary["savingsAmount"] = $costsAmount * 0.25 # estimated 25% savings
+
+    $fitScore = 4 # savings are estimated with a significant error margin
+
+    $fitScore = [Math]::max(0.0, $fitScore)
+
+    $tags = @{}
+
+    if (-not([string]::IsNullOrEmpty($result.Tags_s)))
+    {
+        if (-not($result.Tags_s -like "{*"))
+        {
+            $result.Tags_s = '{' + $result.Tags_s + '}'
+        }
+        $tags = ConvertFrom-Json $result.Tags_s | ConvertTo-Hashtable
+    }
+
+    $recommendation = New-Object PSObject -Property @{
+        Timestamp                   = $timestamp
+        Cloud                       = $cloudEnvironment
+        Category                    = "Cost"
+        ImpactedArea                = "Microsoft.Storage/storageAccounts"
+        Impact                      = "Medium"
+        RecommendationType          = "Saving"
+        RecommendationSubType       = "StorageAccountsGrowing"
+        RecommendationSubTypeId     = "08e049ca-18b0-4d22-b174-131a91d0381c"
+        RecommendationDescription   = "Storage Account without retention policy in place"
+        RecommendationAction        = "Review whether the Storage Account has a retention policy for example via Lifecycle Management"
+        InstanceId                  = $result.ResourceId
+        InstanceName                = $result.ResourceId.Split('/')[-1]
+        AdditionalInfo              = $additionalInfoDictionary
+        ResourceGroup               = $result.ResourceGroup
+        SubscriptionGuid            = $result.SubscriptionId
+        SubscriptionName            = $result.SubscriptionName
+        TenantGuid                  = $tenantId
+        FitScore                    = $fitScore
+        Tags                        = $tags
+        DetailsURL                  = $detailsURL
+    }
+
+    $recommendations += $recommendation
+}
+
+# Export the recommendations as JSON to blob storage
+
+Write-Output "Exporting final $($recommendations.Count) results as a JSON file..."
+
+$fileDate = $datetime.ToString("yyyy-MM-dd")
+$jsonExportPath = "storageaccounts-costsgrowing-$fileDate.json"
+$recommendations | ConvertTo-Json | Out-File $jsonExportPath
+
+$jsonBlobName = $jsonExportPath
+$jsonProperties = @{"ContentType" = "application/json"};
+Set-AzStorageBlobContent -File $jsonExportPath -Container $storageAccountSinkContainer -Properties $jsonProperties -Blob $jsonBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $jsonBlobName to Blob Storage..."
+
+Remove-Item -Path $jsonExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $jsonExportPath from local disk..."
diff --git a/docs/deploy/optimization-engine/15.0/runbooks/recommendations/Recommend-UnattachedDisksToBlobStorage.ps1 b/docs/deploy/optimization-engine/15.0/runbooks/recommendations/Recommend-UnattachedDisksToBlobStorage.ps1
new file mode 100644
index 000000000..b2de201b2
--- /dev/null
+++ b/docs/deploy/optimization-engine/15.0/runbooks/recommendations/Recommend-UnattachedDisksToBlobStorage.ps1
@@ -0,0 +1,272 @@
+$ErrorActionPreference = "Stop"
+
+# Collect generic and recommendation-specific variables
+
+$cloudEnvironment = Get-AutomationVariable -Name "AzureOptimization_CloudEnvironment" -ErrorAction SilentlyContinue # AzureCloud|AzureChinaCloud
+if ([string]::IsNullOrEmpty($cloudEnvironment))
+{
+    $cloudEnvironment = "AzureCloud"
+}
+$authenticationOption = Get-AutomationVariable -Name  "AzureOptimization_AuthenticationOption" -ErrorAction SilentlyContinue # ManagedIdentity|UserAssignedManagedIdentity
+if ([string]::IsNullOrEmpty($authenticationOption))
+{
+    $authenticationOption = "ManagedIdentity"
+}
+if ($authenticationOption -eq "UserAssignedManagedIdentity")
+{
+    $uamiClientID = Get-AutomationVariable -Name "AzureOptimization_UAMIClientID"
+}
+
+$workspaceId = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceId"
+$workspaceName = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceName"
+$workspaceRG = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceRG"
+$workspaceSubscriptionId = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceSubId"
+$workspaceTenantId = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceTenantId"
+
+$storageAccountSink = Get-AutomationVariable -Name  "AzureOptimization_StorageSink"
+
+
+$storageAccountSinkContainer = Get-AutomationVariable -Name  "AzureOptimization_RecommendationsContainer" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($storageAccountSinkContainer)) {
+    $storageAccountSinkContainer = "recommendationsexports"
+}
+
+$deploymentDate = Get-AutomationVariable -Name  "AzureOptimization_DeploymentDate" # yyyy-MM-dd format
+$deploymentDate = $deploymentDate.Replace('"', "")
+
+$lognamePrefix = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsLogPrefix" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($lognamePrefix))
+{
+    $lognamePrefix = "AzureOptimization"
+}
+
+$sqlserver = Get-AutomationVariable -Name  "AzureOptimization_SQLServerHostname"
+$sqldatabase = Get-AutomationVariable -Name  "AzureOptimization_SQLServerDatabase" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($sqldatabase))
+{
+    $sqldatabase = "azureoptimization"
+}
+
+$consumptionOffsetDays = [int] (Get-AutomationVariable -Name  "AzureOptimization_ConsumptionOffsetDays")
+$consumptionOffsetDaysStart = $consumptionOffsetDays + 1
+
+$SqlTimeout = 120
+$LogAnalyticsIngestControlTable = "LogAnalyticsIngestControl"
+
+# Authenticate against Azure
+
+"Logging in to Azure with $authenticationOption..."
+
+switch ($authenticationOption) {
+    "UserAssignedManagedIdentity" {
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment -AccountId $uamiClientID
+        break
+    }
+    Default { #ManagedIdentity
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment
+        break
+    }
+}
+
+$cloudDetails = Get-AzEnvironment -Name $CloudEnvironment
+$azureSqlDomain = $cloudDetails.SqlDatabaseDnsSuffix.Substring(1)
+
+Write-Output "Finding tables where recommendations will be generated from..."
+
+$tries = 0
+$connectionSuccess = $false
+do {
+    $tries++
+    try {
+        $dbToken = Get-AzAccessToken -ResourceUrl "https://$azureSqlDomain/"
+        $Conn = New-Object System.Data.SqlClient.SqlConnection("Server=tcp:$sqlserver,1433;Database=$sqldatabase;Encrypt=True;Connection Timeout=$SqlTimeout;")
+        $Conn.AccessToken = $dbToken.Token
+        $Conn.Open()
+        $Cmd=new-object system.Data.SqlClient.SqlCommand
+        $Cmd.Connection = $Conn
+        $Cmd.CommandTimeout = $SqlTimeout
+        $Cmd.CommandText = "SELECT * FROM [dbo].[$LogAnalyticsIngestControlTable] WHERE CollectedType IN ('ARGManagedDisk','AzureConsumption','ARGResourceContainers')"
+
+        $sqlAdapter = New-Object System.Data.SqlClient.SqlDataAdapter
+        $sqlAdapter.SelectCommand = $Cmd
+        $controlRows = New-Object System.Data.DataTable
+        $sqlAdapter.Fill($controlRows) | Out-Null
+        $connectionSuccess = $true
+    }
+    catch {
+        Write-Output "Failed to contact SQL at try $tries."
+        Write-Output $Error[0]
+        Start-Sleep -Seconds ($tries * 20)
+    }
+} while (-not($connectionSuccess) -and $tries -lt 3)
+
+if (-not($connectionSuccess))
+{
+    throw "Could not establish connection to SQL."
+}
+
+$disksTableName = $lognamePrefix + ($controlRows | Where-Object { $_.CollectedType -eq 'ARGManagedDisk' }).LogAnalyticsSuffix + "_CL"
+$consumptionTableName = $lognamePrefix + ($controlRows | Where-Object { $_.CollectedType -eq 'AzureConsumption' }).LogAnalyticsSuffix + "_CL"
+$subscriptionsTableName = $lognamePrefix + ($controlRows | Where-Object { $_.CollectedType -eq 'ARGResourceContainers' }).LogAnalyticsSuffix + "_CL"
+
+Write-Output "Will run query against tables $disksTableName, $subscriptionsTableName and $consumptionTableName"
+
+$Conn.Close()
+$Conn.Dispose()
+
+$recommendationSearchTimeSpan = 30 + $consumptionOffsetDaysStart
+
+# Grab a context reference to the Storage Account where the recommendations file will be stored
+
+
+$saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -UseConnectedAccount -Environment $cloudEnvironment
+
+if ($workspaceSubscriptionId -ne $storageAccountSinkSubscriptionId)
+{
+    Select-AzSubscription -SubscriptionId $workspaceSubscriptionId
+}
+
+# Execute the recommendation query against Log Analytics
+
+$baseQuery = @"
+    let interval = 30d;
+    let etime = todatetime(toscalar($consumptionTableName | where todatetime(Date_s) < now() and todatetime(Date_s) > ago(interval) | summarize max(todatetime(Date_s))));
+    let stime = etime-interval;
+    $disksTableName
+    | where TimeGenerated > ago(1d) and isempty(OwnerVMId_s) and Tags_s !has 'ASR-ReplicaDisk' and Tags_s !has 'asrseeddisk'
+    | distinct DiskName_s, InstanceId_s, SubscriptionGuid_g, TenantGuid_g, ResourceGroupName_s, SKU_s, DiskSizeGB_s, Tags_s, Cloud_s
+    | join kind=leftouter (
+        $consumptionTableName
+        | where todatetime(Date_s) between (stime..etime)
+        | project InstanceId_s=tolower(ResourceId), CostInBillingCurrency_s, Date_s
+    ) on InstanceId_s
+    | summarize Last30DaysCost=sum(todouble(CostInBillingCurrency_s)) by DiskName_s, InstanceId_s, SubscriptionGuid_g, TenantGuid_g, ResourceGroupName_s, SKU_s, DiskSizeGB_s, Tags_s, Cloud_s
+    | join kind=leftouter (
+        $subscriptionsTableName
+        | where TimeGenerated > ago(1d)
+        | where ContainerType_s =~ 'microsoft.resources/subscriptions'
+        | project SubscriptionGuid_g, SubscriptionName = ContainerName_s
+    ) on SubscriptionGuid_g
+"@
+
+try
+{
+    $queryResults = Invoke-AzOperationalInsightsQuery -WorkspaceId $workspaceId -Query $baseQuery -Timespan (New-TimeSpan -Days $recommendationSearchTimeSpan) -Wait 600 -IncludeStatistics
+    if ($queryResults)
+    {
+        $results = [System.Linq.Enumerable]::ToArray($queryResults.Results)
+    }
+}
+catch
+{
+    Write-Warning -Message "Query failed. Debug the following query in the AOE Log Analytics workspace: $baseQuery"
+    Write-Warning -Message $error[0]
+    throw "Execution aborted"
+}
+
+Write-Output "Query finished with $($results.Count) results."
+
+Write-Output "Query statistics: $($queryResults.Statistics.query)"
+
+# Build the recommendations objects
+
+$recommendations = @()
+$datetime = (get-date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+
+foreach ($result in $results)
+{
+    $queryInstanceId = $result.InstanceId_s
+    $queryText = @"
+    $disksTableName
+    | where InstanceId_s == '$queryInstanceId' and isempty(OwnerVMId_s)
+    | distinct InstanceId_s, DiskName_s, DiskSizeGB_s, SKU_s, TimeGenerated
+    | summarize LastAttachedDate = min(TimeGenerated) by InstanceId_s, DiskName_s, DiskSizeGB_s, SKU_s
+    | join kind=leftouter (
+        $consumptionTableName
+        | project InstanceId_s=tolower(ResourceId), CostInBillingCurrency_s, Date_s
+    ) on InstanceId_s
+    | summarize CostsSinceDetached = sumif(todouble(CostInBillingCurrency_s), todatetime(Date_s) > LastAttachedDate) by DiskName_s, LastAttachedDate, DiskSizeGB_s, SKU_s
+"@
+    $encodedQuery = [System.Uri]::EscapeDataString($queryText)
+    $detailsQueryStart = $deploymentDate
+    $detailsQueryEnd = $datetime.AddDays(8).ToString("yyyy-MM-dd")
+    switch ($cloudEnvironment)
+    {
+        "AzureCloud" { $azureTld = "com" }
+        "AzureChinaCloud" { $azureTld = "cn" }
+        "AzureUSGovernment" { $azureTld = "us" }
+        default { $azureTld = "com" }
+    }
+    $detailsURL = "https://portal.azure.$azureTld#@$workspaceTenantId/blade/Microsoft_Azure_Monitoring_Logs/LogsBlade/resourceId/%2Fsubscriptions%2F$workspaceSubscriptionId%2Fresourcegroups%2F$workspaceRG%2Fproviders%2Fmicrosoft.operationalinsights%2Fworkspaces%2F$workspaceName/source/LogsBlade.AnalyticsShareLinkToQuery/query/$encodedQuery/timespan/$($detailsQueryStart)T00%3A00%3A00.000Z%2F$($detailsQueryEnd)T00%3A00%3A00.000Z"
+
+    $additionalInfoDictionary = @{}
+
+    $additionalInfoDictionary["DiskType"] = "Managed"
+    $additionalInfoDictionary["currentSku"] = $result.SKU_s
+    $additionalInfoDictionary["DiskSizeGB"] = [int] $result.DiskSizeGB_s
+    $additionalInfoDictionary["CostsAmount"] = [double] $result.Last30DaysCost
+    $additionalInfoDictionary["savingsAmount"] = [double] $result.Last30DaysCost
+
+    $fitScore = 5
+
+    $tags = @{}
+
+    if (-not([string]::IsNullOrEmpty($result.Tags_s)))
+    {
+        $tagPairs = $result.Tags_s.Substring(2, $result.Tags_s.Length - 3).Split(';')
+        foreach ($tagPairString in $tagPairs)
+        {
+            $tagPair = $tagPairString.Split('=')
+            if (-not([string]::IsNullOrEmpty($tagPair[0])) -and -not([string]::IsNullOrEmpty($tagPair[1])))
+            {
+                $tagName = $tagPair[0].Trim()
+                $tagValue = $tagPair[1].Trim()
+                $tags[$tagName] = $tagValue
+            }
+        }
+    }
+
+    $recommendation = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $result.Cloud_s
+        Category = "Cost"
+        ImpactedArea = "Microsoft.Compute/disks"
+        Impact = "Medium"
+        RecommendationType = "Saving"
+        RecommendationSubType = "UnattachedDisks"
+        RecommendationSubTypeId = "c84d5e86-e2d6-4d62-be7c-cecfbd73b0db"
+        RecommendationDescription = "Unattached disks (without owner VM) incur in unnecessary costs"
+        RecommendationAction = "Delete or downgrade disk to Standard SKU"
+        InstanceId = $result.InstanceId_s
+        InstanceName = $result.DiskName_s
+        AdditionalInfo = $additionalInfoDictionary
+        ResourceGroup = $result.ResourceGroupName_s
+        SubscriptionGuid = $result.SubscriptionGuid_g
+        SubscriptionName = $result.SubscriptionName
+        TenantGuid = $result.TenantGuid_g
+        FitScore = $fitScore
+        Tags = $tags
+        DetailsURL = $detailsURL
+    }
+
+    $recommendations += $recommendation
+}
+
+# Export the recommendations as JSON to blob storage
+
+$fileDate = $datetime.ToString("yyyy-MM-dd")
+$jsonExportPath = "unattacheddisks-$fileDate.json"
+$recommendations | ConvertTo-Json | Out-File $jsonExportPath
+
+$jsonBlobName = $jsonExportPath
+$jsonProperties = @{"ContentType" = "application/json"};
+Set-AzStorageBlobContent -File $jsonExportPath -Container $storageAccountSinkContainer -Properties $jsonProperties -Blob $jsonBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $jsonBlobName to Blob Storage..."
+
+Remove-Item -Path $jsonExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $jsonExportPath from local disk..."
diff --git a/docs/deploy/optimization-engine/15.0/runbooks/recommendations/Recommend-UnusedAppGWsToBlobStorage.ps1 b/docs/deploy/optimization-engine/15.0/runbooks/recommendations/Recommend-UnusedAppGWsToBlobStorage.ps1
new file mode 100644
index 000000000..a1708c117
--- /dev/null
+++ b/docs/deploy/optimization-engine/15.0/runbooks/recommendations/Recommend-UnusedAppGWsToBlobStorage.ps1
@@ -0,0 +1,273 @@
+$ErrorActionPreference = "Stop"
+
+# Collect generic and recommendation-specific variables
+
+$cloudEnvironment = Get-AutomationVariable -Name "AzureOptimization_CloudEnvironment" -ErrorAction SilentlyContinue # AzureCloud|AzureChinaCloud
+if ([string]::IsNullOrEmpty($cloudEnvironment))
+{
+    $cloudEnvironment = "AzureCloud"
+}
+$authenticationOption = Get-AutomationVariable -Name  "AzureOptimization_AuthenticationOption" -ErrorAction SilentlyContinue # ManagedIdentity|UserAssignedManagedIdentity
+if ([string]::IsNullOrEmpty($authenticationOption))
+{
+    $authenticationOption = "ManagedIdentity"
+}
+if ($authenticationOption -eq "UserAssignedManagedIdentity")
+{
+    $uamiClientID = Get-AutomationVariable -Name "AzureOptimization_UAMIClientID"
+}
+
+$workspaceId = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceId"
+$workspaceName = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceName"
+$workspaceRG = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceRG"
+$workspaceSubscriptionId = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceSubId"
+$workspaceTenantId = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceTenantId"
+
+$storageAccountSink = Get-AutomationVariable -Name  "AzureOptimization_StorageSink"
+
+
+$storageAccountSinkContainer = Get-AutomationVariable -Name  "AzureOptimization_RecommendationsContainer" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($storageAccountSinkContainer)) {
+    $storageAccountSinkContainer = "recommendationsexports"
+}
+
+$deploymentDate = Get-AutomationVariable -Name  "AzureOptimization_DeploymentDate" # yyyy-MM-dd format
+$deploymentDate = $deploymentDate.Replace('"', "")
+
+$lognamePrefix = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsLogPrefix" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($lognamePrefix))
+{
+    $lognamePrefix = "AzureOptimization"
+}
+
+$sqlserver = Get-AutomationVariable -Name  "AzureOptimization_SQLServerHostname"
+$sqldatabase = Get-AutomationVariable -Name  "AzureOptimization_SQLServerDatabase" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($sqldatabase))
+{
+    $sqldatabase = "azureoptimization"
+}
+
+$consumptionOffsetDays = [int] (Get-AutomationVariable -Name  "AzureOptimization_ConsumptionOffsetDays")
+$consumptionOffsetDaysStart = $consumptionOffsetDays + 1
+
+$SqlTimeout = 120
+$LogAnalyticsIngestControlTable = "LogAnalyticsIngestControl"
+
+# Authenticate against Azure
+
+"Logging in to Azure with $authenticationOption..."
+
+switch ($authenticationOption) {
+    "UserAssignedManagedIdentity" {
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment -AccountId $uamiClientID
+        break
+    }
+    Default { #ManagedIdentity
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment
+        break
+    }
+}
+
+$cloudDetails = Get-AzEnvironment -Name $CloudEnvironment
+$azureSqlDomain = $cloudDetails.SqlDatabaseDnsSuffix.Substring(1)
+
+Write-Output "Finding tables where recommendations will be generated from..."
+
+$tries = 0
+$connectionSuccess = $false
+do {
+    $tries++
+    try {
+        $dbToken = Get-AzAccessToken -ResourceUrl "https://$azureSqlDomain/"
+        $Conn = New-Object System.Data.SqlClient.SqlConnection("Server=tcp:$sqlserver,1433;Database=$sqldatabase;Encrypt=True;Connection Timeout=$SqlTimeout;")
+        $Conn.AccessToken = $dbToken.Token
+        $Conn.Open()
+        $Cmd=new-object system.Data.SqlClient.SqlCommand
+        $Cmd.Connection = $Conn
+        $Cmd.CommandTimeout = $SqlTimeout
+        $Cmd.CommandText = "SELECT * FROM [dbo].[$LogAnalyticsIngestControlTable] WHERE CollectedType IN ('ARGAppGateway','AzureConsumption','ARGResourceContainers')"
+
+        $sqlAdapter = New-Object System.Data.SqlClient.SqlDataAdapter
+        $sqlAdapter.SelectCommand = $Cmd
+        $controlRows = New-Object System.Data.DataTable
+        $sqlAdapter.Fill($controlRows) | Out-Null
+        $connectionSuccess = $true
+    }
+    catch {
+        Write-Output "Failed to contact SQL at try $tries."
+        Write-Output $Error[0]
+        Start-Sleep -Seconds ($tries * 20)
+    }
+} while (-not($connectionSuccess) -and $tries -lt 3)
+
+if (-not($connectionSuccess))
+{
+    throw "Could not establish connection to SQL."
+}
+
+$appGWsTableName = $lognamePrefix + ($controlRows | Where-Object { $_.CollectedType -eq 'ARGAppGateway' }).LogAnalyticsSuffix + "_CL"
+$consumptionTableName = $lognamePrefix + ($controlRows | Where-Object { $_.CollectedType -eq 'AzureConsumption' }).LogAnalyticsSuffix + "_CL"
+$subscriptionsTableName = $lognamePrefix + ($controlRows | Where-Object { $_.CollectedType -eq 'ARGResourceContainers' }).LogAnalyticsSuffix + "_CL"
+
+Write-Output "Will run query against tables $appGWsTableName, $subscriptionsTableName and $consumptionTableName"
+
+$Conn.Close()
+$Conn.Dispose()
+
+$recommendationSearchTimeSpan = 30 + $consumptionOffsetDaysStart
+
+# Grab a context reference to the Storage Account where the recommendations file will be stored
+
+
+$saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -UseConnectedAccount -Environment $cloudEnvironment
+
+if ($workspaceSubscriptionId -ne $storageAccountSinkSubscriptionId)
+{
+    Select-AzSubscription -SubscriptionId $workspaceSubscriptionId
+}
+
+# Execute the Cost recommendation query against Log Analytics
+
+$baseQuery = @"
+    let interval = 30d;
+    let etime = todatetime(toscalar($consumptionTableName | where todatetime(Date_s) < now() and todatetime(Date_s) > ago(interval) | summarize max(todatetime(Date_s))));
+    let stime = etime-interval;
+    $appGWsTableName
+    | where TimeGenerated > ago(1d)
+    | where toint(BackendPoolsCount_s) == 0 or ((BackendIPCount_s == 0 or isempty(BackendIPCount_s)) and (BackendAddressesCount_s == 0 or isempty(BackendAddressesCount_s)))
+    | distinct InstanceName_s, InstanceId_s, SubscriptionGuid_g, TenantGuid_g, ResourceGroupName_s, SkuName_s, SkuCapacity_s, Tags_s, Cloud_s
+    | join kind=leftouter (
+        $consumptionTableName
+        | where todatetime(Date_s) between (stime..etime)
+        | project InstanceId_s=tolower(ResourceId), CostInBillingCurrency_s, Date_s
+    ) on InstanceId_s
+    | summarize Last30DaysCost=sum(todouble(CostInBillingCurrency_s)) by InstanceName_s, InstanceId_s, SubscriptionGuid_g, TenantGuid_g, ResourceGroupName_s, SkuName_s, SkuCapacity_s, Tags_s, Cloud_s
+    | join kind=leftouter (
+        $subscriptionsTableName
+        | where TimeGenerated > ago(1d)
+        | where ContainerType_s =~ 'microsoft.resources/subscriptions'
+        | project SubscriptionGuid_g, SubscriptionName = ContainerName_s
+    ) on SubscriptionGuid_g
+"@
+
+try
+{
+    $queryResults = Invoke-AzOperationalInsightsQuery -WorkspaceId $workspaceId -Query $baseQuery -Timespan (New-TimeSpan -Days $recommendationSearchTimeSpan) -Wait 600 -IncludeStatistics
+    if ($queryResults)
+    {
+        $results = [System.Linq.Enumerable]::ToArray($queryResults.Results)
+    }
+}
+catch
+{
+    Write-Warning -Message "Query failed. Debug the following query in the AOE Log Analytics workspace: $baseQuery"
+    Write-Warning -Message $error[0]
+    throw "Execution aborted"
+}
+
+Write-Output "Query finished with $($results.Count) results."
+
+Write-Output "Query statistics: $($queryResults.Statistics.query)"
+
+# Build the recommendations objects
+
+$recommendations = @()
+$datetime = (get-date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+
+foreach ($result in $results)
+{
+    $queryInstanceId = $result.InstanceId_s
+    $queryText = @"
+    $appGWsTableName
+    | where InstanceId_s == '$queryInstanceId'
+    | where toint(BackendPoolsCount_s) == 0 or ((toint(BackendIPCount_s) == 0 or isempty(BackendIPCount_s)) and (toint(BackendAddressesCount_s) == 0 or isempty(BackendAddressesCount_s)))
+    | distinct InstanceId_s, InstanceName_s, TimeGenerated
+    | summarize FirstUnusedDate = min(TimeGenerated) by InstanceId_s, InstanceName_s
+    | join kind=leftouter (
+        $consumptionTableName
+        | project InstanceId_s=tolower(ResourceId), CostInBillingCurrency_s, Date_s
+    ) on InstanceId_s
+    | summarize CostsSinceUnused = sumif(todouble(CostInBillingCurrency_s), todatetime(Date_s) > FirstUnusedDate) by InstanceName_s, FirstUnusedDate
+"@
+    $encodedQuery = [System.Uri]::EscapeDataString($queryText)
+    $detailsQueryStart = $deploymentDate
+    $detailsQueryEnd = $datetime.AddDays(8).ToString("yyyy-MM-dd")
+    switch ($cloudEnvironment)
+    {
+        "AzureCloud" { $azureTld = "com" }
+        "AzureChinaCloud" { $azureTld = "cn" }
+        "AzureUSGovernment" { $azureTld = "us" }
+        default { $azureTld = "com" }
+    }
+    $detailsURL = "https://portal.azure.$azureTld#@$workspaceTenantId/blade/Microsoft_Azure_Monitoring_Logs/LogsBlade/resourceId/%2Fsubscriptions%2F$workspaceSubscriptionId%2Fresourcegroups%2F$workspaceRG%2Fproviders%2Fmicrosoft.operationalinsights%2Fworkspaces%2F$workspaceName/source/LogsBlade.AnalyticsShareLinkToQuery/query/$encodedQuery/timespan/$($detailsQueryStart)T00%3A00%3A00.000Z%2F$($detailsQueryEnd)T00%3A00%3A00.000Z"
+
+    $additionalInfoDictionary = @{}
+
+    $additionalInfoDictionary["currentSku"] = $result.SkuName_s
+    $additionalInfoDictionary["InstanceCount"] = $result.SkuCapacity_s
+    $additionalInfoDictionary["CostsAmount"] = [double] $result.Last30DaysCost
+    $additionalInfoDictionary["savingsAmount"] = [double] $result.Last30DaysCost
+
+    $fitScore = 5
+
+    $tags = @{}
+
+    if (-not([string]::IsNullOrEmpty($result.Tags_s)))
+    {
+        $tagPairs = $result.Tags_s.Substring(2, $result.Tags_s.Length - 3).Split(';')
+        foreach ($tagPairString in $tagPairs)
+        {
+            $tagPair = $tagPairString.Split('=')
+            if (-not([string]::IsNullOrEmpty($tagPair[0])) -and -not([string]::IsNullOrEmpty($tagPair[1])))
+            {
+                $tagName = $tagPair[0].Trim()
+                $tagValue = $tagPair[1].Trim()
+                $tags[$tagName] = $tagValue
+            }
+        }
+    }
+
+    $recommendation = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $result.Cloud_s
+        Category = "Cost"
+        ImpactedArea = "Microsoft.Network/applicationGateways"
+        Impact = "High"
+        RecommendationType = "Saving"
+        RecommendationSubType = "UnusedAppGateways"
+        RecommendationSubTypeId = "dc3d2baa-26c8-435e-aa9d-edb2bfd6fff6"
+        RecommendationDescription = "Application Gateways without a backend pool incur in unnecessary costs"
+        RecommendationAction = "Delete the Application Gateway"
+        InstanceId = $result.InstanceId_s
+        InstanceName = $result.InstanceName_s
+        AdditionalInfo = $additionalInfoDictionary
+        ResourceGroup = $result.ResourceGroupName_s
+        SubscriptionGuid = $result.SubscriptionGuid_g
+        SubscriptionName = $result.SubscriptionName
+        TenantGuid = $result.TenantGuid_g
+        FitScore = $fitScore
+        Tags = $tags
+        DetailsURL = $detailsURL
+    }
+
+    $recommendations += $recommendation
+}
+
+# Export the recommendations as JSON to blob storage
+
+$fileDate = $datetime.ToString("yyyy-MM-dd")
+$jsonExportPath = "unusedappgateways-$fileDate.json"
+$recommendations | ConvertTo-Json | Out-File $jsonExportPath
+
+$jsonBlobName = $jsonExportPath
+$jsonProperties = @{"ContentType" = "application/json"};
+Set-AzStorageBlobContent -File $jsonExportPath -Container $storageAccountSinkContainer -Properties $jsonProperties -Blob $jsonBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $jsonBlobName to Blob Storage..."
+
+Remove-Item -Path $jsonExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $jsonExportPath from local disk..."
diff --git a/docs/deploy/optimization-engine/15.0/runbooks/recommendations/Recommend-UnusedLoadBalancersToBlobStorage.ps1 b/docs/deploy/optimization-engine/15.0/runbooks/recommendations/Recommend-UnusedLoadBalancersToBlobStorage.ps1
new file mode 100644
index 000000000..ccd2ebe37
--- /dev/null
+++ b/docs/deploy/optimization-engine/15.0/runbooks/recommendations/Recommend-UnusedLoadBalancersToBlobStorage.ps1
@@ -0,0 +1,404 @@
+$ErrorActionPreference = "Stop"
+
+# Collect generic and recommendation-specific variables
+
+$cloudEnvironment = Get-AutomationVariable -Name "AzureOptimization_CloudEnvironment" -ErrorAction SilentlyContinue # AzureCloud|AzureChinaCloud
+if ([string]::IsNullOrEmpty($cloudEnvironment))
+{
+    $cloudEnvironment = "AzureCloud"
+}
+$authenticationOption = Get-AutomationVariable -Name  "AzureOptimization_AuthenticationOption" -ErrorAction SilentlyContinue # ManagedIdentity|UserAssignedManagedIdentity
+if ([string]::IsNullOrEmpty($authenticationOption))
+{
+    $authenticationOption = "ManagedIdentity"
+}
+if ($authenticationOption -eq "UserAssignedManagedIdentity")
+{
+    $uamiClientID = Get-AutomationVariable -Name "AzureOptimization_UAMIClientID"
+}
+
+$workspaceId = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceId"
+$workspaceName = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceName"
+$workspaceRG = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceRG"
+$workspaceSubscriptionId = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceSubId"
+$workspaceTenantId = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceTenantId"
+
+$storageAccountSink = Get-AutomationVariable -Name  "AzureOptimization_StorageSink"
+
+
+$storageAccountSinkContainer = Get-AutomationVariable -Name  "AzureOptimization_RecommendationsContainer" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($storageAccountSinkContainer)) {
+    $storageAccountSinkContainer = "recommendationsexports"
+}
+
+$deploymentDate = Get-AutomationVariable -Name  "AzureOptimization_DeploymentDate" # yyyy-MM-dd format
+$deploymentDate = $deploymentDate.Replace('"', "")
+
+$lognamePrefix = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsLogPrefix" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($lognamePrefix))
+{
+    $lognamePrefix = "AzureOptimization"
+}
+
+$sqlserver = Get-AutomationVariable -Name  "AzureOptimization_SQLServerHostname"
+$sqldatabase = Get-AutomationVariable -Name  "AzureOptimization_SQLServerDatabase" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($sqldatabase))
+{
+    $sqldatabase = "azureoptimization"
+}
+
+$consumptionOffsetDays = [int] (Get-AutomationVariable -Name  "AzureOptimization_ConsumptionOffsetDays")
+$consumptionOffsetDaysStart = $consumptionOffsetDays + 1
+
+$SqlTimeout = 120
+$LogAnalyticsIngestControlTable = "LogAnalyticsIngestControl"
+
+# Authenticate against Azure
+
+"Logging in to Azure with $authenticationOption..."
+
+switch ($authenticationOption) {
+    "UserAssignedManagedIdentity" {
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment -AccountId $uamiClientID
+        break
+    }
+    Default { #ManagedIdentity
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment
+        break
+    }
+}
+
+$cloudDetails = Get-AzEnvironment -Name $CloudEnvironment
+$azureSqlDomain = $cloudDetails.SqlDatabaseDnsSuffix.Substring(1)
+
+Write-Output "Finding tables where recommendations will be generated from..."
+
+$tries = 0
+$connectionSuccess = $false
+do {
+    $tries++
+    try {
+        $dbToken = Get-AzAccessToken -ResourceUrl "https://$azureSqlDomain/"
+        $Conn = New-Object System.Data.SqlClient.SqlConnection("Server=tcp:$sqlserver,1433;Database=$sqldatabase;Encrypt=True;Connection Timeout=$SqlTimeout;")
+        $Conn.AccessToken = $dbToken.Token
+        $Conn.Open()
+        $Cmd=new-object system.Data.SqlClient.SqlCommand
+        $Cmd.Connection = $Conn
+        $Cmd.CommandTimeout = $SqlTimeout
+        $Cmd.CommandText = "SELECT * FROM [dbo].[$LogAnalyticsIngestControlTable] WHERE CollectedType IN ('ARGLoadBalancer','AzureConsumption','ARGResourceContainers')"
+
+        $sqlAdapter = New-Object System.Data.SqlClient.SqlDataAdapter
+        $sqlAdapter.SelectCommand = $Cmd
+        $controlRows = New-Object System.Data.DataTable
+        $sqlAdapter.Fill($controlRows) | Out-Null
+        $connectionSuccess = $true
+    }
+    catch {
+        Write-Output "Failed to contact SQL at try $tries."
+        Write-Output $Error[0]
+        Start-Sleep -Seconds ($tries * 20)
+    }
+} while (-not($connectionSuccess) -and $tries -lt 3)
+
+if (-not($connectionSuccess))
+{
+    throw "Could not establish connection to SQL."
+}
+
+$lbsTableName = $lognamePrefix + ($controlRows | Where-Object { $_.CollectedType -eq 'ARGLoadBalancer' }).LogAnalyticsSuffix + "_CL"
+$consumptionTableName = $lognamePrefix + ($controlRows | Where-Object { $_.CollectedType -eq 'AzureConsumption' }).LogAnalyticsSuffix + "_CL"
+$subscriptionsTableName = $lognamePrefix + ($controlRows | Where-Object { $_.CollectedType -eq 'ARGResourceContainers' }).LogAnalyticsSuffix + "_CL"
+
+Write-Output "Will run query against tables $lbsTableName, $subscriptionsTableName and $consumptionTableName"
+
+$Conn.Close()
+$Conn.Dispose()
+
+$recommendationSearchTimeSpan = 30 + $consumptionOffsetDaysStart
+
+# Grab a context reference to the Storage Account where the recommendations file will be stored
+
+
+$saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -UseConnectedAccount -Environment $cloudEnvironment
+
+if ($workspaceSubscriptionId -ne $storageAccountSinkSubscriptionId)
+{
+    Select-AzSubscription -SubscriptionId $workspaceSubscriptionId
+}
+
+$recommendationsErrors = 0
+
+# Execute the Cost recommendation query against Log Analytics
+
+$baseQuery = @"
+    let interval = 30d;
+    let etime = todatetime(toscalar($consumptionTableName | where todatetime(Date_s) < now() and todatetime(Date_s) > ago(interval) | summarize max(todatetime(Date_s))));
+    let stime = etime-interval;
+    $lbsTableName
+    | where TimeGenerated > ago(1d)
+    | where SkuName_s == 'Standard'
+    | where (toint(BackendPoolsCount_s) == 0 or ((toint(BackendIPCount_s) == 0 or isempty(BackendIPCount_s)) and (toint(BackendAddressesCount_s) == 0 or isempty(BackendAddressesCount_s)))) and toint(InboundNatPoolsCount_s) == 0
+    | where toint(LbRulesCount_s) != 0 or toint(InboundNatRulesCount_s) != 0 or toint(OutboundRulesCount_s) != 0
+    | distinct InstanceName_s, InstanceId_s, SubscriptionGuid_g, TenantGuid_g, ResourceGroupName_s, SkuName_s, Tags_s, Cloud_s
+    | join kind=leftouter (
+        $consumptionTableName
+        | where todatetime(Date_s) between (stime..etime)
+        | project InstanceId_s=tolower(ResourceId), CostInBillingCurrency_s, Date_s
+    ) on InstanceId_s
+    | summarize Last30DaysCost=sum(todouble(CostInBillingCurrency_s)) by InstanceName_s, InstanceId_s, SubscriptionGuid_g, TenantGuid_g, ResourceGroupName_s, SkuName_s, Tags_s, Cloud_s
+    | join kind=leftouter (
+        $subscriptionsTableName
+        | where TimeGenerated > ago(1d)
+        | where ContainerType_s =~ 'microsoft.resources/subscriptions'
+        | project SubscriptionGuid_g, SubscriptionName = ContainerName_s
+    ) on SubscriptionGuid_g
+"@
+
+try
+{
+    $queryResults = Invoke-AzOperationalInsightsQuery -WorkspaceId $workspaceId -Query $baseQuery -Timespan (New-TimeSpan -Days $recommendationSearchTimeSpan) -Wait 600 -IncludeStatistics
+    if ($queryResults)
+    {
+        $results = [System.Linq.Enumerable]::ToArray($queryResults.Results)
+    }
+}
+catch
+{
+    Write-Warning -Message "Query failed. Debug the following query in the AOE Log Analytics workspace: $baseQuery"
+    Write-Warning -Message $error[0]
+    $recommendationsErrors++
+}
+
+Write-Output "Costs query finished with $($results.Count) results."
+
+Write-Output "Query statistics: $($queryResults.Statistics.query)"
+
+# Build the recommendations objects
+
+$recommendations = @()
+$datetime = (get-date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+
+foreach ($result in $results)
+{
+    $queryInstanceId = $result.InstanceId_s
+    $queryText = @"
+    $lbsTableName
+    | where InstanceId_s == '$queryInstanceId'
+    | where SkuName_s == 'Standard'
+    | where (toint(BackendPoolsCount_s) == 0 or ((BackendIPCount_s == 0 or isempty(BackendIPCount_s)) and (BackendAddressesCount_s == 0 or isempty(BackendAddressesCount_s)))) and toint(InboundNatPoolsCount_s) == 0
+    | where toint(LbRulesCount_s) != 0 or toint(InboundNatRulesCount_s) != 0 or toint(OutboundRulesCount_s) != 0
+    | distinct InstanceId_s, InstanceName_s, SkuName_s, TimeGenerated
+    | summarize FirstUnusedDate = min(TimeGenerated) by InstanceId_s, InstanceName_s, SkuName_s
+    | join kind=leftouter (
+        $consumptionTableName
+        | project InstanceId_s=tolower(ResourceId), CostInBillingCurrency_s, Date_s
+    ) on InstanceId_s
+    | summarize CostsSinceUnused = sumif(todouble(CostInBillingCurrency_s), todatetime(Date_s) > FirstUnusedDate) by InstanceName_s, FirstUnusedDate, SkuName_s
+"@
+    $encodedQuery = [System.Uri]::EscapeDataString($queryText)
+    $detailsQueryStart = $deploymentDate
+    $detailsQueryEnd = $datetime.AddDays(8).ToString("yyyy-MM-dd")
+    switch ($cloudEnvironment)
+    {
+        "AzureCloud" { $azureTld = "com" }
+        "AzureChinaCloud" { $azureTld = "cn" }
+        "AzureUSGovernment" { $azureTld = "us" }
+        default { $azureTld = "com" }
+    }
+    $detailsURL = "https://portal.azure.$azureTld#@$workspaceTenantId/blade/Microsoft_Azure_Monitoring_Logs/LogsBlade/resourceId/%2Fsubscriptions%2F$workspaceSubscriptionId%2Fresourcegroups%2F$workspaceRG%2Fproviders%2Fmicrosoft.operationalinsights%2Fworkspaces%2F$workspaceName/source/LogsBlade.AnalyticsShareLinkToQuery/query/$encodedQuery/timespan/$($detailsQueryStart)T00%3A00%3A00.000Z%2F$($detailsQueryEnd)T00%3A00%3A00.000Z"
+
+    $additionalInfoDictionary = @{}
+
+    $additionalInfoDictionary["currentSku"] = $result.SkuName_s
+    $additionalInfoDictionary["CostsAmount"] = [double] $result.Last30DaysCost
+    $additionalInfoDictionary["savingsAmount"] = [double] $result.Last30DaysCost
+
+    $fitScore = 5
+
+    $tags = @{}
+
+    if (-not([string]::IsNullOrEmpty($result.Tags_s)))
+    {
+        $tagPairs = $result.Tags_s.Substring(2, $result.Tags_s.Length - 3).Split(';')
+        foreach ($tagPairString in $tagPairs)
+        {
+            $tagPair = $tagPairString.Split('=')
+            if (-not([string]::IsNullOrEmpty($tagPair[0])) -and -not([string]::IsNullOrEmpty($tagPair[1])))
+            {
+                $tagName = $tagPair[0].Trim()
+                $tagValue = $tagPair[1].Trim()
+                $tags[$tagName] = $tagValue
+            }
+        }
+    }
+
+    $recommendation = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $result.Cloud_s
+        Category = "Cost"
+        ImpactedArea = "Microsoft.Network/loadBalancers"
+        Impact = "Medium"
+        RecommendationType = "Saving"
+        RecommendationSubType = "UnusedStandardLoadBalancers"
+        RecommendationSubTypeId = "f1ed3bb2-3cb5-41e6-ba38-7001d5ff87f5"
+        RecommendationDescription = "Standard Load Balancers with rules defined and without a backend pool incur in unnecessary costs"
+        RecommendationAction = "Delete the Load Balancer"
+        InstanceId = $result.InstanceId_s
+        InstanceName = $result.InstanceName_s
+        AdditionalInfo = $additionalInfoDictionary
+        ResourceGroup = $result.ResourceGroupName_s
+        SubscriptionGuid = $result.SubscriptionGuid_g
+        SubscriptionName = $result.SubscriptionName
+        TenantGuid = $result.TenantGuid_g
+        FitScore = $fitScore
+        Tags = $tags
+        DetailsURL = $detailsURL
+    }
+
+    $recommendations += $recommendation
+}
+
+# Export the recommendations as JSON to blob storage
+
+$fileDate = $datetime.ToString("yyyy-MM-dd")
+$jsonExportPath = "unusedstdloadbalancers-$fileDate.json"
+$recommendations | ConvertTo-Json | Out-File $jsonExportPath
+
+$jsonBlobName = $jsonExportPath
+$jsonProperties = @{"ContentType" = "application/json"};
+Set-AzStorageBlobContent -File $jsonExportPath -Container $storageAccountSinkContainer -Properties $jsonProperties -Blob $jsonBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $jsonBlobName to Blob Storage..."
+
+Remove-Item -Path $jsonExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $jsonExportPath from local disk..."
+
+
+# Execute the Operational Excellence recommendation query against Log Analytics
+
+$baseQuery = @"
+    $lbsTableName
+    | where TimeGenerated > ago(1d)
+    | where (toint(BackendPoolsCount_s) == 0 or BackendIPCount_s == 0 or isempty(BackendIPCount_s)) and toint(InboundNatPoolsCount_s) == 0
+    | distinct InstanceName_s, InstanceId_s, SubscriptionGuid_g, TenantGuid_g, ResourceGroupName_s, SkuName_s, Tags_s, Cloud_s
+    | join kind=leftouter (
+        $subscriptionsTableName
+        | where TimeGenerated > ago(1d)
+        | where ContainerType_s =~ 'microsoft.resources/subscriptions'
+        | project SubscriptionGuid_g, SubscriptionName = ContainerName_s
+    ) on SubscriptionGuid_g
+"@
+
+try
+{
+    $queryResults = Invoke-AzOperationalInsightsQuery -WorkspaceId $workspaceId -Query $baseQuery -Timespan (New-TimeSpan -Days 2) -Wait 600 -IncludeStatistics
+    if ($queryResults)
+    {
+        $results = [System.Linq.Enumerable]::ToArray($queryResults.Results)
+    }
+}
+catch
+{
+    Write-Warning -Message "Query failed. Debug the following query in the AOE Log Analytics workspace: $baseQuery"
+    Write-Warning -Message $error[0]
+    $recommendationsErrors++
+}
+
+Write-Output "Operational Excellence query finished with $($results.Count) results."
+
+Write-Output "Query statistics: $($queryResults.Statistics.query)"
+
+# Build the recommendations objects
+
+$recommendations = @()
+$datetime = (get-date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+
+foreach ($result in $results)
+{
+    switch ($result.Cloud_s)
+    {
+        "AzureCloud" { $azureTld = "com" }
+        "AzureChinaCloud" { $azureTld = "cn" }
+        "AzureUSGovernment" { $azureTld = "us" }
+        default { $azureTld = "com" }
+    }
+
+    $queryInstanceId = $result.InstanceId_s
+    $detailsURL = "https://portal.azure.$azureTld/#@$workspaceTenantId/resource/$queryInstanceId/overview"
+
+    $additionalInfoDictionary = @{}
+
+    $additionalInfoDictionary["currentSku"] = $result.SkuName_s
+
+    $fitScore = 5
+
+    $tags = @{}
+
+    if (-not([string]::IsNullOrEmpty($result.Tags_s)))
+    {
+        $tagPairs = $result.Tags_s.Substring(2, $result.Tags_s.Length - 3).Split(';')
+        foreach ($tagPairString in $tagPairs)
+        {
+            $tagPair = $tagPairString.Split('=')
+            if (-not([string]::IsNullOrEmpty($tagPair[0])) -and -not([string]::IsNullOrEmpty($tagPair[1])))
+            {
+                $tagName = $tagPair[0].Trim()
+                $tagValue = $tagPair[1].Trim()
+                $tags[$tagName] = $tagValue
+            }
+        }
+    }
+
+    $recommendation = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $result.Cloud_s
+        Category = "OperationalExcellence"
+        ImpactedArea = "Microsoft.Network/loadBalancers"
+        Impact = "Medium"
+        RecommendationType = "BestPractices"
+        RecommendationSubType = "UnusedLoadBalancers"
+        RecommendationSubTypeId = "48619512-f4e6-4241-9c85-16f7c987950c"
+        RecommendationDescription = "Load Balancers without a backend pool are useless"
+        RecommendationAction = "Delete the Load Balancer"
+        InstanceId = $result.InstanceId_s
+        InstanceName = $result.InstanceName_s
+        AdditionalInfo = $additionalInfoDictionary
+        ResourceGroup = $result.ResourceGroupName_s
+        SubscriptionGuid = $result.SubscriptionGuid_g
+        SubscriptionName = $result.SubscriptionName
+        TenantGuid = $result.TenantGuid_g
+        FitScore = $fitScore
+        Tags = $tags
+        DetailsURL = $detailsURL
+    }
+
+    $recommendations += $recommendation
+}
+
+# Export the recommendations as JSON to blob storage
+
+$fileDate = $datetime.ToString("yyyy-MM-dd")
+$jsonExportPath = "unusedloadbalancers-$fileDate.json"
+$recommendations | ConvertTo-Json | Out-File $jsonExportPath
+
+$jsonBlobName = $jsonExportPath
+$jsonProperties = @{"ContentType" = "application/json"};
+Set-AzStorageBlobContent -File $jsonExportPath -Container $storageAccountSinkContainer -Properties $jsonProperties -Blob $jsonBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $jsonBlobName to Blob Storage..."
+
+Remove-Item -Path $jsonExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $jsonExportPath from local disk..."
+
+if ($recommendationsErrors -gt 0)
+{
+    throw "Some of the recommendations queries failed. Please, review the job logs for additional information."
+}
\ No newline at end of file
diff --git a/docs/deploy/optimization-engine/15.0/runbooks/recommendations/Recommend-VMOptimizationsToBlobStorage.ps1 b/docs/deploy/optimization-engine/15.0/runbooks/recommendations/Recommend-VMOptimizationsToBlobStorage.ps1
new file mode 100644
index 000000000..b09e8490c
--- /dev/null
+++ b/docs/deploy/optimization-engine/15.0/runbooks/recommendations/Recommend-VMOptimizationsToBlobStorage.ps1
@@ -0,0 +1,461 @@
+$ErrorActionPreference = "Stop"
+
+# Collect generic and recommendation-specific variables
+
+$cloudEnvironment = Get-AutomationVariable -Name "AzureOptimization_CloudEnvironment" -ErrorAction SilentlyContinue # AzureCloud|AzureChinaCloud
+if ([string]::IsNullOrEmpty($cloudEnvironment))
+{
+    $cloudEnvironment = "AzureCloud"
+}
+$authenticationOption = Get-AutomationVariable -Name  "AzureOptimization_AuthenticationOption" -ErrorAction SilentlyContinue # ManagedIdentity|UserAssignedManagedIdentity
+if ([string]::IsNullOrEmpty($authenticationOption))
+{
+    $authenticationOption = "ManagedIdentity"
+}
+if ($authenticationOption -eq "UserAssignedManagedIdentity")
+{
+    $uamiClientID = Get-AutomationVariable -Name "AzureOptimization_UAMIClientID"
+}
+
+$workspaceId = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceId"
+$workspaceName = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceName"
+$workspaceRG = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceRG"
+$workspaceSubscriptionId = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceSubId"
+$workspaceTenantId = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceTenantId"
+
+$storageAccountSink = Get-AutomationVariable -Name  "AzureOptimization_StorageSink"
+
+
+$storageAccountSinkContainer = Get-AutomationVariable -Name  "AzureOptimization_RecommendationsContainer" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($storageAccountSinkContainer)) {
+    $storageAccountSinkContainer = "recommendationsexports"
+}
+
+$deploymentDate = Get-AutomationVariable -Name  "AzureOptimization_DeploymentDate" # yyyy-MM-dd format
+$deploymentDate = $deploymentDate.Replace('"', "")
+
+$lognamePrefix = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsLogPrefix" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($lognamePrefix))
+{
+    $lognamePrefix = "AzureOptimization"
+}
+
+$sqlserver = Get-AutomationVariable -Name  "AzureOptimization_SQLServerHostname"
+$sqldatabase = Get-AutomationVariable -Name  "AzureOptimization_SQLServerDatabase" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($sqldatabase))
+{
+    $sqldatabase = "azureoptimization"
+}
+
+$deallocatedIntervalDays = [int] (Get-AutomationVariable -Name  "AzureOptimization_RecommendationLongDeallocatedVmsIntervalDays")
+$consumptionOffsetDays = [int] (Get-AutomationVariable -Name  "AzureOptimization_ConsumptionOffsetDays")
+$consumptionOffsetDaysStart = $consumptionOffsetDays + 1
+
+$SqlTimeout = 120
+$LogAnalyticsIngestControlTable = "LogAnalyticsIngestControl"
+
+# Authenticate against Azure
+
+"Logging in to Azure with $authenticationOption..."
+
+switch ($authenticationOption) {
+    "UserAssignedManagedIdentity" {
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment -AccountId $uamiClientID
+        break
+    }
+    Default { #ManagedIdentity
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment
+        break
+    }
+}
+
+$cloudDetails = Get-AzEnvironment -Name $CloudEnvironment
+$azureSqlDomain = $cloudDetails.SqlDatabaseDnsSuffix.Substring(1)
+
+Write-Output "Finding tables where recommendations will be generated from..."
+
+$tries = 0
+$connectionSuccess = $false
+do {
+    $tries++
+    try {
+        $dbToken = Get-AzAccessToken -ResourceUrl "https://$azureSqlDomain/"
+        $Conn = New-Object System.Data.SqlClient.SqlConnection("Server=tcp:$sqlserver,1433;Database=$sqldatabase;Encrypt=True;Connection Timeout=$SqlTimeout;")
+        $Conn.AccessToken = $dbToken.Token
+        $Conn.Open()
+        $Cmd=new-object system.Data.SqlClient.SqlCommand
+        $Cmd.Connection = $Conn
+        $Cmd.CommandTimeout = $SqlTimeout
+        $Cmd.CommandText = "SELECT * FROM [dbo].[$LogAnalyticsIngestControlTable] WHERE CollectedType IN ('ARGManagedDisk','ARGVirtualMachine','AzureConsumption','ARGResourceContainers')"
+
+        $sqlAdapter = New-Object System.Data.SqlClient.SqlDataAdapter
+        $sqlAdapter.SelectCommand = $Cmd
+        $controlRows = New-Object System.Data.DataTable
+        $sqlAdapter.Fill($controlRows) | Out-Null
+        $connectionSuccess = $true
+    }
+    catch {
+        Write-Output "Failed to contact SQL at try $tries."
+        Write-Output $Error[0]
+        Start-Sleep -Seconds ($tries * 20)
+    }
+} while (-not($connectionSuccess) -and $tries -lt 3)
+
+if (-not($connectionSuccess))
+{
+    throw "Could not establish connection to SQL."
+}
+
+$vmsTableName = $lognamePrefix + ($controlRows | Where-Object { $_.CollectedType -eq 'ARGVirtualMachine' }).LogAnalyticsSuffix + "_CL"
+$disksTableName = $lognamePrefix + ($controlRows | Where-Object { $_.CollectedType -eq 'ARGManagedDisk' }).LogAnalyticsSuffix + "_CL"
+$consumptionTableName = $lognamePrefix + ($controlRows | Where-Object { $_.CollectedType -eq 'AzureConsumption' }).LogAnalyticsSuffix + "_CL"
+$subscriptionsTableName = $lognamePrefix + ($controlRows | Where-Object { $_.CollectedType -eq 'ARGResourceContainers' }).LogAnalyticsSuffix + "_CL"
+
+Write-Output "Will run query against tables $vmsTableName, $disksTableName, $subscriptionsTableName and $consumptionTableName"
+
+$Conn.Close()
+$Conn.Dispose()
+
+$recommendationSearchTimeSpan = $deallocatedIntervalDays + $consumptionOffsetDaysStart
+$offlineInterval = $deallocatedIntervalDays + $consumptionOffsetDays
+$billingInterval = 30 + $consumptionOffsetDays
+
+# Grab a context reference to the Storage Account where the recommendations file will be stored
+
+
+$saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -UseConnectedAccount -Environment $cloudEnvironment
+
+if ($workspaceSubscriptionId -ne $storageAccountSinkSubscriptionId)
+{
+    Select-AzSubscription -SubscriptionId $workspaceSubscriptionId
+}
+
+$recommendationsErrors = 0
+
+Write-Output "Looking for VMs that have been deallocated for more than 30 days..."
+
+# Execute the recommendation query against Log Analytics
+
+$baseQuery = @"
+    let offlineInterval = $($offlineInterval)d;
+    let billingInterval = $($billingInterval)d;
+    let billingWindowIntervalEnd = $($consumptionOffsetDays)d;
+    let billingWindowIntervalStart = $($consumptionOffsetDaysStart)d;
+    let etime = todatetime(toscalar($consumptionTableName | where todatetime(Date_s) < now() and todatetime(Date_s) > ago(billingInterval) | summarize max(todatetime(Date_s))));
+    let stime = etime-offlineInterval;
+    let BilledVMs = $consumptionTableName
+    | where todatetime(Date_s) between (stime..etime)
+    | where ResourceId like 'microsoft.compute/virtualmachines/' or ResourceId like 'microsoft.classiccompute/virtualmachines/'
+    | extend InstanceId_s = tolower(ResourceId)
+    | distinct InstanceId_s;
+    let RunningVMs = $vmsTableName
+    | where TimeGenerated > ago(billingWindowIntervalStart) and TimeGenerated < ago(billingWindowIntervalEnd)
+    | where PowerState_s has_any ('running','starting','readyrole')
+    | distinct InstanceId_s;
+    let BilledDisks = $consumptionTableName
+    | where todatetime(Date_s) between (stime..etime)
+    | where ResourceId like 'microsoft.compute/disks/'
+    | extend BillingInstanceId = tolower(ResourceId)
+    | summarize DisksCosts = sum(todouble(CostInBillingCurrency_s)) by BillingInstanceId;
+    $vmsTableName
+    | where TimeGenerated > ago(billingWindowIntervalStart) and TimeGenerated < ago(billingWindowIntervalEnd)
+    | where InstanceId_s !in (RunningVMs)
+    | join kind=leftouter (BilledVMs) on InstanceId_s
+    | where isempty(InstanceId_s1)
+    | project InstanceId_s, VMName_s, ResourceGroupName_s, SubscriptionGuid_g, TenantGuid_g, Cloud_s, Tags_s
+    | join kind=leftouter (
+        $disksTableName
+        | where TimeGenerated > ago(1d)
+        | project DiskInstanceId = InstanceId_s, SKU_s, OwnerVMId_s
+    ) on `$left.InstanceId_s == `$right.OwnerVMId_s
+    | join kind=leftouter (
+        BilledDisks
+    ) on `$left.DiskInstanceId == `$right.BillingInstanceId
+    | summarize TotalDisksCosts = sum(DisksCosts) by InstanceId_s, VMName_s, ResourceGroupName_s, SubscriptionGuid_g, TenantGuid_g, Cloud_s, Tags_s
+    | join kind=leftouter (
+        $subscriptionsTableName
+        | where TimeGenerated > ago(1d)
+        | where ContainerType_s =~ 'microsoft.resources/subscriptions'
+        | project SubscriptionGuid_g, SubscriptionName = ContainerName_s
+    ) on SubscriptionGuid_g
+"@
+
+try
+{
+    $queryResults = Invoke-AzOperationalInsightsQuery -WorkspaceId $workspaceId -Query $baseQuery -Timespan (New-TimeSpan -Days $recommendationSearchTimeSpan) -Wait 600 -IncludeStatistics
+    if ($queryResults)
+    {
+        $results = [System.Linq.Enumerable]::ToArray($queryResults.Results)
+    }
+}
+catch
+{
+    Write-Warning -Message "Query failed. Debug the following query in the AOE Log Analytics workspace: $baseQuery"
+    Write-Warning -Message $error[0]
+    $recommendationsErrors++
+}
+
+Write-Output "Query finished with $($results.Count) results."
+
+Write-Output "Query statistics: $($queryResults.Statistics.query)"
+
+# Build the recommendations objects
+
+$recommendations = @()
+$datetime = (get-date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+
+foreach ($result in $results)
+{
+    $queryInstanceId = $result.InstanceId_s
+    $queryText = @"
+        let offlineInterval = $($offlineInterval)d;
+        $consumptionTableName
+        | extend ResourceId = tolower(ResourceId)
+        | where ResourceId =~ '$queryInstanceId'
+        | where todatetime(Date_s) < now()
+        | join kind=inner (
+            $disksTableName
+            | extend DiskInstanceId = InstanceId_s
+        )
+        on `$left.ResourceId == `$right.OwnerVMId_s
+        | summarize DeallocatedSince = max(todatetime(Date_s)) by DiskName_s, DiskSizeGB_s, SKU_s, DiskInstanceId
+        | join kind=inner
+        (
+            $consumptionTableName
+            | where todatetime(Date_s) > ago(offlineInterval)
+            | extend DiskInstanceId = tolower(ResourceId)
+            | summarize DiskCosts = sum(todouble(CostInBillingCurrency_s)) by DiskInstanceId
+        )
+        on DiskInstanceId
+        | project DeallocatedSince, DiskName_s, DiskSizeGB_s, SKU_s, MonthlyCosts = DiskCosts
+"@
+    $encodedQuery = [System.Uri]::EscapeDataString($queryText)
+    $detailsQueryStart = $deploymentDate
+    $detailsQueryEnd = $datetime.AddDays(8).ToString("yyyy-MM-dd")
+    switch ($cloudEnvironment)
+    {
+        "AzureCloud" { $azureTld = "com" }
+        "AzureChinaCloud" { $azureTld = "cn" }
+        "AzureUSGovernment" { $azureTld = "us" }
+        default { $azureTld = "com" }
+    }
+    $detailsURL = "https://portal.azure.$azureTld#@$workspaceTenantId/blade/Microsoft_Azure_Monitoring_Logs/LogsBlade/resourceId/%2Fsubscriptions%2F$workspaceSubscriptionId%2Fresourcegroups%2F$workspaceRG%2Fproviders%2Fmicrosoft.operationalinsights%2Fworkspaces%2F$workspaceName/source/LogsBlade.AnalyticsShareLinkToQuery/query/$encodedQuery/timespan/$($detailsQueryStart)T00%3A00%3A00.000Z%2F$($detailsQueryEnd)T00%3A00%3A00.000Z"
+
+    $additionalInfoDictionary = @{}
+
+    $additionalInfoDictionary["LongDeallocatedThreshold"] = $deallocatedIntervalDays
+    $additionalInfoDictionary["CostsAmount"] = [double] $result.TotalDisksCosts
+    $additionalInfoDictionary["savingsAmount"] = [double] $result.TotalDisksCosts
+
+    $fitScore = 5
+
+    $tags = @{}
+
+    if (-not([string]::IsNullOrEmpty($result.Tags_s)))
+    {
+        $tagPairs = $result.Tags_s.Substring(2, $result.Tags_s.Length - 3).Split(';')
+        foreach ($tagPairString in $tagPairs)
+        {
+            $tagPair = $tagPairString.Split('=')
+            if (-not([string]::IsNullOrEmpty($tagPair[0])) -and -not([string]::IsNullOrEmpty($tagPair[1])))
+            {
+                $tagName = $tagPair[0].Trim()
+                $tagValue = $tagPair[1].Trim()
+                $tags[$tagName] = $tagValue
+            }
+        }
+    }
+
+    $recommendation = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $result.Cloud_s
+        Category = "Cost"
+        ImpactedArea = "Microsoft.Compute/virtualMachines"
+        Impact = "Medium"
+        RecommendationType = "Saving"
+        RecommendationSubType = "LongDeallocatedVms"
+        RecommendationSubTypeId = "c320b790-2e58-452a-aa63-7b62c383ad8a"
+        RecommendationDescription = "Virtual Machine has been deallocated for long with disks still incurring costs"
+        RecommendationAction = "Delete Virtual Machine or downgrade its disks to Standard HDD SKU"
+        InstanceId = $result.InstanceId_s
+        InstanceName = $result.VMName_s
+        AdditionalInfo = $additionalInfoDictionary
+        ResourceGroup = $result.ResourceGroupName_s
+        SubscriptionGuid = $result.SubscriptionGuid_g
+        SubscriptionName = $result.SubscriptionName
+        TenantGuid = $result.TenantGuid_g
+        FitScore = $fitScore
+        Tags = $tags
+        DetailsURL = $detailsURL
+    }
+
+    $recommendations += $recommendation
+}
+
+# Export the recommendations as JSON to blob storage
+
+$fileDate = $datetime.ToString("yyyy-MM-dd")
+$jsonExportPath = "longdeallocatedvms-$fileDate.json"
+$recommendations | ConvertTo-Json | Out-File $jsonExportPath
+
+$jsonBlobName = $jsonExportPath
+$jsonProperties = @{"ContentType" = "application/json"};
+Set-AzStorageBlobContent -File $jsonExportPath -Container $storageAccountSinkContainer -Properties $jsonProperties -Blob $jsonBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $jsonBlobName to Blob Storage..."
+
+Remove-Item -Path $jsonExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $jsonExportPath from local disk..."
+
+Write-Output "Looking for VMs that are stopped (not deallocated)..."
+
+# Execute the recommendation query against Log Analytics
+
+$baseQuery = @"
+    $vmsTableName
+    | where TimeGenerated > ago(1d)
+    | where PowerState_s has 'stopped'
+    | project InstanceId_s, VMName_s, ResourceGroupName_s, SubscriptionGuid_g, TenantGuid_g, Cloud_s, Tags_s
+    | join kind=leftouter (
+        $consumptionTableName
+        | where TimeGenerated > ago(1d) and MeterCategory_s == 'Virtual Machines'
+        | project InstanceId_s=tolower(ResourceId), UnitPrice_s, EffectivePrice_s
+        | summarize arg_max(todouble(EffectivePrice_s), *) by InstanceId_s
+        | project InstanceId_s, MonthlyCost=24*todouble(iif(todouble(UnitPrice_s) > 0, todouble(UnitPrice_s), todouble(EffectivePrice_s)))*30
+    ) on InstanceId_s
+    | join kind=leftouter (
+        $subscriptionsTableName
+        | where TimeGenerated > ago(1d)
+        | where ContainerType_s =~ 'microsoft.resources/subscriptions'
+        | project SubscriptionGuid_g, SubscriptionName = ContainerName_s
+    ) on SubscriptionGuid_g
+"@
+
+try
+{
+    $queryResults = Invoke-AzOperationalInsightsQuery -WorkspaceId $workspaceId -Query $baseQuery -Timespan (New-TimeSpan -Days $recommendationSearchTimeSpan) -Wait 600 -IncludeStatistics
+    if ($queryResults)
+    {
+        $results = [System.Linq.Enumerable]::ToArray($queryResults.Results)
+    }
+}
+catch
+{
+    Write-Warning -Message "Query failed. Debug the following query in the AOE Log Analytics workspace: $baseQuery"
+    Write-Warning -Message $error[0]
+    $recommendationsErrors++
+}
+
+Write-Output "Query finished with $($results.Count) results."
+
+Write-Output "Query statistics: $($queryResults.Statistics.query)"
+
+# Build the recommendations objects
+
+$recommendations = @()
+$datetime = (get-date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+
+foreach ($result in $results)
+{
+    $queryInstanceId = $result.InstanceId_s
+    $queryText = @"
+        let LastNonStopped = toscalar($vmsTableName
+        | where InstanceId_s =~ '$queryInstanceId'
+        | where TimeGenerated < now()
+        | where PowerState_s !has 'stopped'
+        | summarize max(todatetime(StatusDate_s)));
+        $consumptionTableName
+        | where ResourceId =~ '$queryInstanceId'
+        | where todatetime(Date_s) >= LastNonStopped
+        | where MeterCategory_s == 'Virtual Machines'
+        | summarize ComputeCostsSinceStopped = sum(todouble(Quantity_s)*todouble(UnitPrice_s)) by MeterSubCategory_s, StoppedSince=LastNonStopped
+"@
+    $encodedQuery = [System.Uri]::EscapeDataString($queryText)
+    $detailsQueryStart = $deploymentDate
+    $detailsQueryEnd = $datetime.AddDays(8).ToString("yyyy-MM-dd")
+    switch ($cloudEnvironment)
+    {
+        "AzureCloud" { $azureTld = "com" }
+        "AzureChinaCloud" { $azureTld = "cn" }
+        "AzureUSGovernment" { $azureTld = "us" }
+        default { $azureTld = "com" }
+    }
+    $detailsURL = "https://portal.azure.$azureTld#@$workspaceTenantId/blade/Microsoft_Azure_Monitoring_Logs/LogsBlade/resourceId/%2Fsubscriptions%2F$workspaceSubscriptionId%2Fresourcegroups%2F$workspaceRG%2Fproviders%2Fmicrosoft.operationalinsights%2Fworkspaces%2F$workspaceName/source/LogsBlade.AnalyticsShareLinkToQuery/query/$encodedQuery/timespan/$($detailsQueryStart)T00%3A00%3A00.000Z%2F$($detailsQueryEnd)T00%3A00%3A00.000Z"
+
+    $additionalInfoDictionary = @{}
+
+    $additionalInfoDictionary["CostsAmount"] = [double] $result.MonthlyCost
+    $additionalInfoDictionary["savingsAmount"] = [double] $result.MonthlyCost
+
+    $fitScore = 5
+
+    $tags = @{}
+
+    if (-not([string]::IsNullOrEmpty($result.Tags_s)))
+    {
+        $tagPairs = $result.Tags_s.Substring(2, $result.Tags_s.Length - 3).Split(';')
+        foreach ($tagPairString in $tagPairs)
+        {
+            $tagPair = $tagPairString.Split('=')
+            if (-not([string]::IsNullOrEmpty($tagPair[0])) -and -not([string]::IsNullOrEmpty($tagPair[1])))
+            {
+                $tagName = $tagPair[0].Trim()
+                $tagValue = $tagPair[1].Trim()
+                $tags[$tagName] = $tagValue
+            }
+        }
+    }
+
+    $recommendation = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $result.Cloud_s
+        Category = "Cost"
+        ImpactedArea = "Microsoft.Compute/virtualMachines"
+        Impact = "High"
+        RecommendationType = "Saving"
+        RecommendationSubType = "StoppedVms"
+        RecommendationSubTypeId = "110fea55-a9c3-480d-8248-116f61e139a8"
+        RecommendationDescription = "Virtual Machine is stopped (not deallocated) and still incurring costs"
+        RecommendationAction = "Deallocate Virtual Machine"
+        InstanceId = $result.InstanceId_s
+        InstanceName = $result.VMName_s
+        AdditionalInfo = $additionalInfoDictionary
+        ResourceGroup = $result.ResourceGroupName_s
+        SubscriptionGuid = $result.SubscriptionGuid_g
+        SubscriptionName = $result.SubscriptionName
+        TenantGuid = $result.TenantGuid_g
+        FitScore = $fitScore
+        Tags = $tags
+        DetailsURL = $detailsURL
+    }
+
+    $recommendations += $recommendation
+}
+
+# Export the recommendations as JSON to blob storage
+
+$fileDate = $datetime.ToString("yyyy-MM-dd")
+$jsonExportPath = "stoppedvms-$fileDate.json"
+$recommendations | ConvertTo-Json | Out-File $jsonExportPath
+
+$jsonBlobName = $jsonExportPath
+$jsonProperties = @{"ContentType" = "application/json"};
+Set-AzStorageBlobContent -File $jsonExportPath -Container $storageAccountSinkContainer -Properties $jsonProperties -Blob $jsonBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $jsonBlobName to Blob Storage..."
+
+Remove-Item -Path $jsonExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $jsonExportPath from local disk..."
+
+if ($recommendationsErrors -gt 0)
+{
+    throw "Some of the recommendations queries failed. Please, review the job logs for additional information."
+}
\ No newline at end of file
diff --git a/docs/deploy/optimization-engine/15.0/runbooks/recommendations/Recommend-VMSSOptimizationsToBlobStorage.ps1 b/docs/deploy/optimization-engine/15.0/runbooks/recommendations/Recommend-VMSSOptimizationsToBlobStorage.ps1
new file mode 100644
index 000000000..2b478d142
--- /dev/null
+++ b/docs/deploy/optimization-engine/15.0/runbooks/recommendations/Recommend-VMSSOptimizationsToBlobStorage.ps1
@@ -0,0 +1,797 @@
+$ErrorActionPreference = "Stop"
+
+function Find-SkuHourlyPrice {
+    param (
+        [object[]] $SKUPriceSheet,
+        [string] $SKUName
+    )
+
+    $skuPriceObject = $null
+
+    if ($SKUPriceSheet)
+    {
+        $skuNameParts = $SKUName.Split('_')
+
+        if ($skuNameParts.Count -eq 3) # e.g., Standard_D1_v2
+        {
+            $skuNameFilter = "*" + $skuNameParts[1] + " *"
+            $skuVersionFilter = "*" + $skuNameParts[2]
+            $skuPrices = $SKUPriceSheet | Where-Object { $_.MeterName_s -like $skuNameFilter `
+             -and $_.MeterName_s -notlike '*Low Priority' -and $_.MeterName_s -notlike '*Expired' `
+             -and $_.MeterName_s -like $skuVersionFilter -and $_.MeterSubCategory_s -notlike '*Windows' -and $_.UnitPrice_s -ne 0 }
+
+            if (($skuPrices -or $skuPrices.Count -ge 1) -and $skuPrices.Count -le 2)
+            {
+                $skuPriceObject = $skuPrices[0]
+            }
+            if ($skuPrices.Count -gt 2) # D1-like scenarios
+            {
+                $skuFilter = "*" + $skuNameParts[1] + " " + $skuNameParts[2] + "*"
+                $skuPrices = $skuPrices | Where-Object { $_.MeterName_s -like $skuFilter }
+
+                if (($skuPrices -or $skuPrices.Count -ge 1) -and $skuPrices.Count -le 2)
+                {
+                    $skuPriceObject = $skuPrices[0]
+                }
+            }
+        }
+
+        if ($skuNameParts.Count -eq 2) # e.g., Standard_D1
+        {
+            $skuNameFilter = "*" + $skuNameParts[1] + "*"
+
+            $skuPrices = $SKUPriceSheet | Where-Object { $_.MeterName_s -like $skuNameFilter `
+             -and $_.MeterName_s -notlike '*Low Priority' -and $_.MeterName_s -notlike '*Expired' `
+             -and $_.MeterName_s -notlike '* v*' -and $_.MeterSubCategory_s -notlike '*Windows' -and $_.UnitPrice_s -ne 0 }
+
+            if (($skuPrices -or $skuPrices.Count -ge 1) -and $skuPrices.Count -le 2)
+            {
+                $skuPriceObject = $skuPrices[0]
+            }
+            if ($skuPrices.Count -gt 2) # D1-like scenarios
+            {
+                $skuFilterLeft = "*" + $skuNameParts[1] + "/*"
+                $skuFilterRight = "*/" + $skuNameParts[1] + "*"
+                $skuPrices = $skuPrices | Where-Object { $_.MeterName_s -like $skuFilterLeft -or $_.MeterName_s -like $skuFilterRight }
+
+                if (($skuPrices -or $skuPrices.Count -ge 1) -and $skuPrices.Count -le 2)
+                {
+                    $skuPriceObject = $skuPrices[0]
+                }
+            }
+        }
+    }
+
+    $targetHourlyPrice = [double]::MaxValue
+    if ($null -ne $skuPriceObject)
+    {
+        $targetUnitHours = [int] (Select-String -InputObject $skuPriceObject.UnitOfMeasure_s -Pattern "^\d+").Matches[0].Value
+        if ($targetUnitHours -gt 0)
+        {
+            $targetHourlyPrice = [double] ($skuPriceObject.UnitPrice_s / $targetUnitHours)
+        }
+    }
+
+    return $targetHourlyPrice
+}
+
+# Collect generic and recommendation-specific variables
+
+$cloudEnvironment = Get-AutomationVariable -Name "AzureOptimization_CloudEnvironment" -ErrorAction SilentlyContinue # AzureCloud|AzureChinaCloud
+if ([string]::IsNullOrEmpty($cloudEnvironment))
+{
+    $cloudEnvironment = "AzureCloud"
+}
+$authenticationOption = Get-AutomationVariable -Name  "AzureOptimization_AuthenticationOption" -ErrorAction SilentlyContinue # ManagedIdentity|UserAssignedManagedIdentity
+if ([string]::IsNullOrEmpty($authenticationOption))
+{
+    $authenticationOption = "ManagedIdentity"
+}
+if ($authenticationOption -eq "UserAssignedManagedIdentity")
+{
+    $uamiClientID = Get-AutomationVariable -Name "AzureOptimization_UAMIClientID"
+}
+
+$workspaceId = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceId"
+$workspaceName = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceName"
+$workspaceRG = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceRG"
+$workspaceSubscriptionId = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceSubId"
+$workspaceTenantId = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceTenantId"
+
+$storageAccountSink = Get-AutomationVariable -Name  "AzureOptimization_StorageSink"
+
+
+$storageAccountSinkContainer = Get-AutomationVariable -Name  "AzureOptimization_RecommendationsContainer" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($storageAccountSinkContainer)) {
+    $storageAccountSinkContainer = "recommendationsexports"
+}
+
+$deploymentDate = Get-AutomationVariable -Name  "AzureOptimization_DeploymentDate" # yyyy-MM-dd format
+$deploymentDate = $deploymentDate.Replace('"', "")
+
+$lognamePrefix = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsLogPrefix" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($lognamePrefix))
+{
+    $lognamePrefix = "AzureOptimization"
+}
+
+$sqlserver = Get-AutomationVariable -Name  "AzureOptimization_SQLServerHostname"
+$sqldatabase = Get-AutomationVariable -Name  "AzureOptimization_SQLServerDatabase" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($sqldatabase))
+{
+    $sqldatabase = "azureoptimization"
+}
+
+# percentiles variables
+$cpuPercentile = [int] (Get-AutomationVariable -Name  "AzureOptimization_PerfPercentileCpu" -ErrorAction SilentlyContinue)
+if (-not($cpuPercentile -gt 0)) {
+    $cpuPercentile = 99
+}
+$memoryPercentile = [int] (Get-AutomationVariable -Name  "AzureOptimization_PerfPercentileMemory" -ErrorAction SilentlyContinue)
+if (-not($memoryPercentile -gt 0)) {
+    $memoryPercentile = 99
+}
+
+# perf thresholds variables
+$cpuPercentageThreshold = [int] (Get-AutomationVariable -Name  "AzureOptimization_PerfThresholdCpuPercentage" -ErrorAction SilentlyContinue)
+if (-not($cpuPercentageThreshold -gt 0)) {
+    $cpuPercentageThreshold = 30
+}
+$memoryPercentageThreshold = [int] (Get-AutomationVariable -Name  "AzureOptimization_PerfThresholdMemoryPercentage" -ErrorAction SilentlyContinue)
+if (-not($memoryPercentageThreshold -gt 0)) {
+    $memoryPercentageThreshold = 50
+}
+$cpuDegradedMaxPercentageThreshold = [int] (Get-AutomationVariable -Name  "AzureOptimization_PerfThresholdCpuDegradedMaxPercentage" -ErrorAction SilentlyContinue)
+if (-not($cpuDegradedMaxPercentageThreshold -gt 0)) {
+    $cpuDegradedMaxPercentageThreshold = 95
+}
+$cpuDegradedAvgPercentageThreshold = [int] (Get-AutomationVariable -Name  "AzureOptimization_PerfThresholdCpuDegradedAvgPercentage" -ErrorAction SilentlyContinue)
+if (-not($cpuDegradedAvgPercentageThreshold -gt 0)) {
+    $cpuDegradedAvgPercentageThreshold = 75
+}
+$memoryDegradedPercentageThreshold = [int] (Get-AutomationVariable -Name  "AzureOptimization_PerfThresholdMemoryDegradedPercentage" -ErrorAction SilentlyContinue)
+if (-not($memoryDegradedPercentageThreshold -gt 0)) {
+    $memoryDegradedPercentageThreshold = 90
+}
+
+$consumptionOffsetDays = [int] (Get-AutomationVariable -Name  "AzureOptimization_ConsumptionOffsetDays")
+$consumptionOffsetDaysStart = $consumptionOffsetDays + 1
+
+$perfDaysBackwards = [int] (Get-AutomationVariable -Name  "AzureOptimization_RecommendPerfPeriodInDays" -ErrorAction SilentlyContinue)
+if (-not($perfDaysBackwards -gt 0)) {
+    $perfDaysBackwards = 7
+}
+
+$perfTimeGrain = Get-AutomationVariable -Name  "AzureOptimization_RecommendPerfTimeGrain" -ErrorAction SilentlyContinue
+if (-not($perfTimeGrain)) {
+    $perfTimeGrain = "1h"
+}
+
+$referenceRegion = Get-AutomationVariable -Name "AzureOptimization_ReferenceRegion"
+
+$SqlTimeout = 120
+$LogAnalyticsIngestControlTable = "LogAnalyticsIngestControl"
+
+# Authenticate against Azure
+
+"Logging in to Azure with $authenticationOption..."
+
+switch ($authenticationOption) {
+    "UserAssignedManagedIdentity" {
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment -AccountId $uamiClientID
+        break
+    }
+    Default { #ManagedIdentity
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment
+        break
+    }
+}
+
+$cloudDetails = Get-AzEnvironment -Name $CloudEnvironment
+$azureSqlDomain = $cloudDetails.SqlDatabaseDnsSuffix.Substring(1)
+
+Write-Output "Finding tables where recommendations will be generated from..."
+
+$tries = 0
+$connectionSuccess = $false
+do {
+    $tries++
+    try {
+        $dbToken = Get-AzAccessToken -ResourceUrl "https://$azureSqlDomain/"
+        $Conn = New-Object System.Data.SqlClient.SqlConnection("Server=tcp:$sqlserver,1433;Database=$sqldatabase;Encrypt=True;Connection Timeout=$SqlTimeout;")
+        $Conn.AccessToken = $dbToken.Token
+        $Conn.Open()
+        $Cmd=new-object system.Data.SqlClient.SqlCommand
+        $Cmd.Connection = $Conn
+        $Cmd.CommandTimeout = $SqlTimeout
+        $Cmd.CommandText = "SELECT * FROM [dbo].[$LogAnalyticsIngestControlTable] WHERE CollectedType IN ('ARGVMSS','MonitorMetrics','ARGResourceContainers','AzureConsumption','Pricesheet')"
+
+        $sqlAdapter = New-Object System.Data.SqlClient.SqlDataAdapter
+        $sqlAdapter.SelectCommand = $Cmd
+        $controlRows = New-Object System.Data.DataTable
+        $sqlAdapter.Fill($controlRows) | Out-Null
+        $connectionSuccess = $true
+    }
+    catch {
+        Write-Output "Failed to contact SQL at try $tries."
+        Write-Output $Error[0]
+        Start-Sleep -Seconds ($tries * 20)
+    }
+} while (-not($connectionSuccess) -and $tries -lt 3)
+
+if (-not($connectionSuccess))
+{
+    throw "Could not establish connection to SQL."
+}
+
+$vmssTableName = $lognamePrefix + ($controlRows | Where-Object { $_.CollectedType -eq 'ARGVMSS' }).LogAnalyticsSuffix + "_CL"
+$metricsTableName = $lognamePrefix + ($controlRows | Where-Object { $_.CollectedType -eq 'MonitorMetrics' }).LogAnalyticsSuffix + "_CL"
+$subscriptionsTableName = $lognamePrefix + ($controlRows | Where-Object { $_.CollectedType -eq 'ARGResourceContainers' }).LogAnalyticsSuffix + "_CL"
+$consumptionTableName = $lognamePrefix + ($controlRows | Where-Object { $_.CollectedType -eq 'AzureConsumption' }).LogAnalyticsSuffix + "_CL"
+$pricesheetTableName = $lognamePrefix + ($controlRows | Where-Object { $_.CollectedType -eq 'Pricesheet' }).LogAnalyticsSuffix + "_CL"
+
+Write-Output "Will run query against tables $vmssTableName, $metricsTableName, $subscriptionsTableName, $pricesheetTableName and $consumptionTableName"
+
+$Conn.Close()
+$Conn.Dispose()
+
+$recommendationSearchTimeSpan = 30 + $consumptionOffsetDaysStart
+
+# Grab a context reference to the Storage Account where the recommendations file will be stored
+
+
+$saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -UseConnectedAccount -Environment $cloudEnvironment
+
+if ($workspaceSubscriptionId -ne $storageAccountSinkSubscriptionId)
+{
+    Select-AzSubscription -SubscriptionId $workspaceSubscriptionId
+}
+
+Write-Output "Getting Virtual Machine SKUs for the $referenceRegion region..."
+
+$skus = Get-AzComputeResourceSku -Location $referenceRegion | Where-Object { $_.ResourceType -eq "virtualMachines" }
+
+Write-Output "Getting the current Pricesheet..."
+
+if ($cloudEnvironment -eq "AzureCloud")
+{
+    $pricesheetRegion = "EU West"
+}
+
+try
+{
+    $pricesheetEntries = @()
+
+    $baseQuery = @"
+    $pricesheetTableName
+    | where TimeGenerated > ago(14d)
+    | where MeterCategory_s == 'Virtual Machines' and MeterRegion_s == '$pricesheetRegion' and PriceType_s == 'Consumption'
+    | distinct MeterName_s, MeterSubCategory_s, MeterCategory_s, MeterRegion_s, UnitPrice_s, UnitOfMeasure_s
+"@
+
+    $queryResults = Invoke-AzOperationalInsightsQuery -WorkspaceId $workspaceId -Query $baseQuery -Timespan (New-TimeSpan -Days 14) -Wait 600 -IncludeStatistics
+    $pricesheetEntries = [System.Linq.Enumerable]::ToArray($queryResults.Results)
+
+    Write-Output "Query finished with $($pricesheetEntries.Count) results."
+    Write-Output "Query statistics: $($queryResults.Statistics.query)"
+}
+catch
+{
+    Write-Warning -Message "Query failed. Debug the following query in the AOE Log Analytics workspace: $baseQuery"
+    Write-Warning -Message $error[0]
+    Write-Output "Consumption pricesheet not available, will estimate savings based in cores count..."
+}
+
+$skuPricesFound = @{}
+
+$recommendationsErrors = 0
+
+Write-Output "Looking for underutilized Scale Sets, with less than $cpuPercentageThreshold% CPU and $memoryPercentageThreshold% RAM usage..."
+
+$baseQuery = @"
+    let billingInterval = 30d;
+    let perfInterval = $($perfDaysBackwards)d;
+    let cpuPercentileValue = $cpuPercentile;
+    let memoryPercentileValue = $memoryPercentile;
+    let etime = todatetime(toscalar($consumptionTableName | where todatetime(Date_s) < now() and todatetime(Date_s) > ago(30d) | summarize max(todatetime(Date_s))));
+    let stime = etime-billingInterval;
+
+    let BilledVMs = $consumptionTableName
+    | where todatetime(Date_s) between (stime..etime) and ResourceId contains 'virtualmachinescalesets'
+    | extend VMConsumedQuantity = iif(ResourceId contains 'virtualmachinescalesets' and MeterCategory_s == 'Virtual Machines', todouble(Quantity_s), 0.0)
+    | extend VMPrice = iif(ResourceId contains 'virtualmachinescalesets' and MeterCategory_s == 'Virtual Machines', todouble(EffectivePrice_s), 0.0)
+    | extend FinalCost = VMPrice * VMConsumedQuantity
+    | extend InstanceId_s = tolower(ResourceId)
+    | summarize Last30DaysCost = sum(FinalCost), Last30DaysQuantity = sum(VMConsumedQuantity) by InstanceId_s;
+
+    let MemoryPerf = $metricsTableName
+    | where TimeGenerated > ago(perfInterval)
+    | where MetricNames_s == "Available Memory Bytes" and AggregationType_s == "Minimum"
+    | extend MemoryAvailableMBs = todouble(MetricValue_s)/1024/1024
+    | project TimeGenerated, MemoryAvailableMBs, InstanceId_s=ResourceId
+    | join kind=inner (
+        $vmssTableName
+        | where TimeGenerated > ago(1d)
+        | distinct InstanceId_s, MemoryMB_s
+    ) on InstanceId_s
+    | extend MemoryPercentage = todouble(toint(MemoryMB_s) - toint(MemoryAvailableMBs)) / todouble(MemoryMB_s) * 100
+    | summarize PMemoryPercentage = percentile(MemoryPercentage, memoryPercentileValue) by InstanceId_s;
+
+    let ProcessorPerf = $metricsTableName
+    | where TimeGenerated > ago(perfInterval)
+    | where MetricNames_s == "Percentage CPU" and AggregationType_s == 'Maximum'
+    | extend InstanceId_s = ResourceId
+    | summarize PCPUPercentage = percentile(todouble(MetricValue_s), cpuPercentileValue) by InstanceId_s;
+
+    $vmssTableName
+    | where TimeGenerated > ago(1d)
+    | distinct InstanceId_s, VMSSName_s, ResourceGroupName_s, SubscriptionGuid_g, Cloud_s, TenantGuid_g, VMSSSize_s, NicCount_s, DataDiskCount_s, Capacity_s, Tags_s
+    | join kind=inner ( BilledVMs ) on InstanceId_s
+    | join kind=leftouter ( MemoryPerf ) on InstanceId_s
+    | join kind=leftouter ( ProcessorPerf ) on InstanceId_s
+    | project InstanceId_s, VMSSName = VMSSName_s, ResourceGroup = ResourceGroupName_s, SubscriptionId = SubscriptionGuid_g, Cloud_s, TenantGuid_g, VMSSSize_s, NicCount_s, DataDiskCount_s, Capacity_s, PMemoryPercentage, PCPUPercentage, Tags_s, Last30DaysCost, Last30DaysQuantity
+    | join kind=leftouter (
+        $subscriptionsTableName
+        | where TimeGenerated > ago(1d)
+        | where ContainerType_s =~ 'microsoft.resources/subscriptions'
+        | project SubscriptionId = SubscriptionGuid_g, SubscriptionName = ContainerName_s
+    ) on SubscriptionId
+    | where isnotempty(PMemoryPercentage) and isnotempty(PCPUPercentage) and PMemoryPercentage < $memoryPercentageThreshold and PCPUPercentage < $cpuPercentageThreshold
+"@
+
+try
+{
+    $queryResults = Invoke-AzOperationalInsightsQuery -WorkspaceId $workspaceId -Query $baseQuery -Timespan (New-TimeSpan -Days $recommendationSearchTimeSpan) -Wait 600 -IncludeStatistics
+    if ($queryResults)
+    {
+        $results = [System.Linq.Enumerable]::ToArray($queryResults.Results)
+    }
+}
+catch
+{
+    Write-Warning -Message "Query failed. Debug the following query in the AOE Log Analytics workspace: $baseQuery"
+    Write-Warning -Message $error[0]
+    $recommendationsErrors++
+}
+
+Write-Output "Query finished with $($results.Count) results."
+
+Write-Output "Query statistics: $($queryResults.Statistics.query)"
+
+# Build the recommendations objects
+
+$recommendations = @()
+$datetime = (get-date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+
+foreach ($result in $results)
+{
+
+    $targetSku = $null
+    $currentSku = $skus | Where-Object { $_.Name -eq $result.VMSSSize_s }
+
+    $currentSkuvCPUs = [int]($currentSku.Capabilities | Where-Object { $_.Name -eq 'vCPUsAvailable' }).Value
+
+    $memoryNeeded = [double]($currentSku.Capabilities | Where-Object { $_.Name -eq 'MemoryGB' }).Value * ([double] $result.PMemoryPercentage / 100)
+    $cpuNeeded = [double]$currentSkuvCPUs * ([double] $result.PCPUPercentage / 100)
+    $currentPremiumIO = [bool] ($currentSku.Capabilities | Where-Object { $_.Name -eq 'PremiumIO' }).Value
+    $currentCpuArch = ($currentSku.Capabilities | Where-Object { $_.Name -eq 'CpuArchitectureType' }).Value
+
+    if ($null -eq $skuPricesFound[$currentSku.Name])
+    {
+        $skuPricesFound[$currentSku.Name] = Find-SkuHourlyPrice -SKUName $currentSku.Name -SKUPriceSheet $pricesheetEntries
+    }
+
+    $targetSkuCandidates = @()
+
+    foreach ($sku in $skus)
+    {
+        $targetSkuCandidate = $null
+
+        $skuCPUs = [int] ($sku.Capabilities | Where-Object { $_.Name -eq 'vCPUsAvailable' }).Value
+        $skuMemory = [int] ($sku.Capabilities | Where-Object { $_.Name -eq 'MemoryGB' }).Value
+        $skuMaxDataDisks = [int] ($sku.Capabilities | Where-Object { $_.Name -eq 'MaxDataDiskCount' }).Value
+        $skuMaxNICs = [int] ($sku.Capabilities | Where-Object { $_.Name -eq 'MaxNetworkInterfaces' }).Value
+        $skuPremiumIO = [bool] ($sku.Capabilities | Where-Object { $_.Name -eq 'PremiumIO' }).Value
+        $skuCpuArch = ($sku.Capabilities | Where-Object { $_.Name -eq 'CpuArchitectureType' }).Value
+
+        if ($currentSku.Name -ne $sku.Name -and -not($sku.Name -like "*Promo*") -and [double]$skuCPUs -ge $cpuNeeded -and [double]$skuMemory -ge $memoryNeeded `
+                -and $skuMaxDataDisks -ge [int] $result.DataDiskCount_s -and $skuMaxNICs -ge [int] $result.NicCount_s `
+                -and ($currentPremiumIO -eq $false -or $skuPremiumIO -eq $currentPremiumIO) -and $skuCpuArch -eq $currentCpuArch)
+        {
+            if ($null -eq $skuPricesFound[$sku.Name])
+            {
+                $skuPricesFound[$sku.Name] = Find-SkuHourlyPrice -SKUName $sku.Name -SKUPriceSheet $pricesheetEntries
+            }
+
+            if ($skuPricesFound[$currentSku.Name] -eq 0 -or $skuPricesFound[$sku.Name] -lt $skuPricesFound[$currentSku.Name])
+            {
+                $targetSkuCandidate = New-Object PSObject -Property @{
+                    Name = $sku.Name
+                    HourlyPrice = $skuPricesFound[$sku.Name]
+                    vCPUsAvailable = $skuCPUs
+                    MemoryGB = $skuMemory
+                }
+
+                $targetSkuCandidates += $targetSkuCandidate
+            }
+        }
+    }
+
+    $targetSku = $targetSkuCandidates | Sort-Object -Property HourlyPrice,MemoryGB,vCPUsAvailable | Select-Object -First 1
+
+    if ($null -ne $targetSku)
+    {
+        $queryInstanceId = $result.InstanceId_s
+        $queryText = @"
+        let billingInterval = 30d;
+        let armId = `'$queryInstanceId`';
+        let gInt = $perfTimeGrain;
+        let MemoryPerf = $metricsTableName
+        | where TimeGenerated > ago(billingInterval)
+        | extend CollectedDate = todatetime(strcat(format_datetime(TimeGenerated, 'yyyy-MM-dd'),'T',format_datetime(TimeGenerated, 'HH'),':00:00Z'))
+        | where ResourceId == armId
+        | where MetricNames_s == 'Available Memory Bytes' and AggregationType_s == 'Minimum'
+        | extend MemoryAvailableMBs = todouble(MetricValue_s)/1024/1024
+        | project CollectedDate, MemoryAvailableMBs, InstanceId_s=ResourceId
+        | join kind=inner (
+            $vmssTableName
+            | where TimeGenerated > ago(1d)
+            | distinct InstanceId_s, MemoryMB_s
+        ) on InstanceId_s
+        | extend MemoryPercentage = todouble(toint(MemoryMB_s) - toint(MemoryAvailableMBs)) / todouble(MemoryMB_s) * 100
+        | summarize percentile(MemoryPercentage, $memoryPercentile) by bin(CollectedDate, gInt);
+        let ProcessorPerf = $metricsTableName
+        | where TimeGenerated > ago(billingInterval)
+        | extend CollectedDate = todatetime(strcat(format_datetime(TimeGenerated, 'yyyy-MM-dd'),'T',format_datetime(TimeGenerated, 'HH'),':00:00Z'))
+        | where ResourceId == armId
+        | where MetricNames_s == 'Percentage CPU' and AggregationType_s == 'Maximum'
+        | extend ProcessorPercentage = todouble(MetricValue_s)
+        | summarize percentile(ProcessorPercentage, $cpuPercentile) by bin(CollectedDate, gInt);
+        MemoryPerf
+        | join kind=inner (ProcessorPerf) on CollectedDate
+        | render timechart
+"@
+
+        switch ($cloudEnvironment)
+        {
+            "AzureCloud" { $azureTld = "com" }
+            "AzureChinaCloud" { $azureTld = "cn" }
+            "AzureUSGovernment" { $azureTld = "us" }
+            default { $azureTld = "com" }
+        }
+
+        $encodedQuery = [System.Uri]::EscapeDataString($queryText)
+        $detailsQueryStart = $datetime.AddDays(-30).ToString("yyyy-MM-dd")
+        $detailsQueryEnd = $datetime.AddDays(8).ToString("yyyy-MM-dd")
+        $detailsURL = "https://portal.azure.$azureTld#@$workspaceTenantId/blade/Microsoft_Azure_Monitoring_Logs/LogsBlade/resourceId/%2Fsubscriptions%2F$workspaceSubscriptionId%2Fresourcegroups%2F$workspaceRG%2Fproviders%2Fmicrosoft.operationalinsights%2Fworkspaces%2F$workspaceName/source/LogsBlade.AnalyticsShareLinkToQuery/query/$encodedQuery/timespan/$($detailsQueryStart)T00%3A00%3A00.000Z%2F$($detailsQueryEnd)T00%3A00%3A00.000Z"
+
+        $additionalInfoDictionary = @{}
+
+        $additionalInfoDictionary["SupportsDataDisksCount"] = "true"
+        $additionalInfoDictionary["SupportsNICCount"] = "true"
+        $additionalInfoDictionary["BelowCPUThreshold"] = "true"
+        $additionalInfoDictionary["BelowMemoryThreshold"] = "true"
+        $additionalInfoDictionary["currentSku"] = "$($result.VMSSSize_s)"
+        $additionalInfoDictionary["InstanceCount"] = [int] $result.Capacity_s
+        $additionalInfoDictionary["targetSku"] = "$($targetSku.Name)"
+        $additionalInfoDictionary["DataDiskCount"] = "$($result.DataDiskCount_s)"
+        $additionalInfoDictionary["NicCount"] = "$($result.NicCount_s)"
+        $additionalInfoDictionary["MetricCPUPercentage"] = "$($result.PCPUPercentage)"
+        $additionalInfoDictionary["MetricMemoryPercentage"] = "$($result.PMemoryPercentage)"
+
+        $fitScore = 4 # needs disk IOPS and throughput analysis to improve score
+
+        $fitScore = [Math]::max(0.0, $fitScore)
+
+        $savingCoefficient = [double] $currentSkuvCPUs / [double] $targetSku.vCPUsAvailable
+
+        if ($targetSku -and $null -eq $skuPricesFound[$targetSku.Name])
+        {
+            $skuPricesFound[$targetSku.Name] = Find-SkuHourlyPrice -SKUName $targetSku.Name -SKUPriceSheet $pricesheetEntries
+        }
+
+        $targetSkuSavingsMonthly = $result.Last30DaysCost - ($result.Last30DaysCost / $savingCoefficient)
+
+        $tentativeTargetSkuSavingsMonthly = -1
+
+        if ($targetSku -and $skuPricesFound[$targetSku.Name] -lt [double]::MaxValue)
+        {
+            $targetSkuPrice = $skuPricesFound[$targetSku.Name]
+
+            if ($null -eq $skuPricesFound[$currentSku.Name])
+            {
+                $skuPricesFound[$currentSku.Name] = Find-SkuHourlyPrice -SKUName $currentSku.Name -SKUPriceSheet $pricesheetEntries
+            }
+
+            if ($skuPricesFound[$currentSku.Name] -lt [double]::MaxValue)
+            {
+                $currentSkuPrice = $skuPricesFound[$currentSku.Name]
+                $tentativeTargetSkuSavingsMonthly = ($currentSkuPrice * [double] $result.Last30DaysQuantity) - ($targetSkuPrice * [double] $result.Last30DaysQuantity)
+            }
+            else
+            {
+                $tentativeTargetSkuSavingsMonthly = $result.Last30DaysCost - ($targetSkuPrice * [double] $result.Last30DaysQuantity)
+            }
+        }
+
+        if ($tentativeTargetSkuSavingsMonthly -ge 0)
+        {
+            $targetSkuSavingsMonthly = $tentativeTargetSkuSavingsMonthly
+        }
+
+        $tags = @{}
+
+        if (-not([string]::IsNullOrEmpty($result.Tags_s)))
+        {
+            $tagPairs = $result.Tags_s.Substring(2, $result.Tags_s.Length - 3).Split(';')
+            foreach ($tagPairString in $tagPairs)
+            {
+                $tagPair = $tagPairString.Split('=')
+                if (-not([string]::IsNullOrEmpty($tagPair[0])) -and -not([string]::IsNullOrEmpty($tagPair[1])))
+                {
+                    $tagName = $tagPair[0].Trim()
+                    $tagValue = $tagPair[1].Trim()
+                    $tags[$tagName] = $tagValue
+                }
+            }
+        }
+
+        if ($targetSkuSavingsMonthly -eq [double]::PositiveInfinity)
+        {
+            $targetSkuSavingsMonthly = [double] $result.Last30DaysCost / 2
+        }
+
+        $additionalInfoDictionary["savingsAmount"] = [double] $targetSkuSavingsMonthly
+        $additionalInfoDictionary["CostsAmount"] = [double] $result.Last30DaysCost
+
+        $recommendation = New-Object PSObject -Property @{
+            Timestamp                   = $timestamp
+            Cloud                       = $result.Cloud_s
+            Category                    = "Cost"
+            ImpactedArea                = "Microsoft.Compute/virtualMachineScaleSets"
+            Impact                      = "High"
+            RecommendationType          = "Saving"
+            RecommendationSubType       = "UnderusedVMSS"
+            RecommendationSubTypeId     = "a4955cc9-533d-46a2-8625-5c4ebd1c30d5"
+            RecommendationDescription   = "VM Scale Set has been underutilized"
+            RecommendationAction        = "Resize VM Scale Set to lower SKU or scale it in"
+            InstanceId                  = $result.InstanceId_s
+            InstanceName                = $result.VMSSName
+            AdditionalInfo              = $additionalInfoDictionary
+            ResourceGroup               = $result.ResourceGroup
+            SubscriptionGuid            = $result.SubscriptionId
+            SubscriptionName            = $result.SubscriptionName
+            TenantGuid                  = $result.TenantGuid_g
+            FitScore                    = $fitScore
+            Tags                        = $tags
+            DetailsURL                  = $detailsURL
+        }
+
+        $recommendations += $recommendation
+    }
+}
+
+# Export the recommendations as JSON to blob storage
+
+$fileDate = $datetime.ToString("yyyy-MM-dd")
+$jsonExportPath = "vmss-underutilized-$fileDate.json"
+$recommendations | ConvertTo-Json | Out-File $jsonExportPath
+
+$jsonBlobName = $jsonExportPath
+$jsonProperties = @{"ContentType" = "application/json"};
+Set-AzStorageBlobContent -File $jsonExportPath -Container $storageAccountSinkContainer -Properties $jsonProperties -Blob $jsonBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $jsonBlobName to Blob Storage..."
+
+Remove-Item -Path $jsonExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $jsonExportPath from local disk..."
+
+Write-Output "Looking for performance constrained Scale Sets, with more than $cpuDegradedMaxPercentageThreshold% Max. CPU, $cpuDegradedAvgPercentageThreshold% Avg. CPU and $memoryDegradedPercentageThreshold% RAM usage..."
+
+$baseQuery = @"
+    let perfInterval = $($perfDaysBackwards)d;
+
+    let MemoryPerf = $metricsTableName
+    | where TimeGenerated > ago(perfInterval)
+    | where MetricNames_s == "Available Memory Bytes" and AggregationType_s == "Minimum"
+    | extend MemoryAvailableMBs = todouble(MetricValue_s)/1024/1024
+    | project TimeGenerated, MemoryAvailableMBs, InstanceId_s=ResourceId
+    | join kind=inner (
+        $vmssTableName
+        | where TimeGenerated > ago(1d)
+        | distinct InstanceId_s, MemoryMB_s
+    ) on InstanceId_s
+    | extend MemoryPercentage = todouble(toint(MemoryMB_s) - toint(MemoryAvailableMBs)) / todouble(MemoryMB_s) * 100
+    | summarize PMemoryPercentage = avg(MemoryPercentage) by InstanceId_s;
+
+    let ProcessorMaxPerf = $metricsTableName
+    | where TimeGenerated > ago(perfInterval)
+    | where MetricNames_s == "Percentage CPU" and AggregationType_s == 'Maximum'
+    | extend InstanceId_s = ResourceId
+    | summarize PCPUMaxPercentage = avg(todouble(MetricValue_s)) by InstanceId_s;
+
+    let ProcessorAvgPerf = $metricsTableName
+    | where TimeGenerated > ago(perfInterval)
+    | where MetricNames_s == "Percentage CPU" and AggregationType_s == 'Average'
+    | extend InstanceId_s = ResourceId
+    | summarize PCPUAvgPercentage = avg(todouble(MetricValue_s)) by InstanceId_s;
+
+    $vmssTableName
+    | where TimeGenerated > ago(1d)
+    | distinct InstanceId_s, VMSSName_s, ResourceGroupName_s, SubscriptionGuid_g, Cloud_s, TenantGuid_g, VMSSSize_s, NicCount_s, DataDiskCount_s, Capacity_s, Tags_s
+    | join kind=leftouter ( MemoryPerf ) on InstanceId_s
+    | join kind=leftouter ( ProcessorMaxPerf ) on InstanceId_s
+    | join kind=leftouter ( ProcessorAvgPerf ) on InstanceId_s
+    | project InstanceId_s, VMSSName = VMSSName_s, ResourceGroup = ResourceGroupName_s, SubscriptionId = SubscriptionGuid_g, Cloud_s, TenantGuid_g, VMSSSize_s, NicCount_s, DataDiskCount_s, Capacity_s, PMemoryPercentage, PCPUMaxPercentage, PCPUAvgPercentage, Tags_s
+    | join kind=leftouter (
+        $subscriptionsTableName
+        | where TimeGenerated > ago(1d)
+        | where ContainerType_s =~ 'microsoft.resources/subscriptions'
+        | project SubscriptionId = SubscriptionGuid_g, SubscriptionName = ContainerName_s
+    ) on SubscriptionId
+    | where isnotempty(PMemoryPercentage) and isnotempty(PCPUAvgPercentage) and isnotempty(PCPUMaxPercentage) and (PMemoryPercentage > $memoryDegradedPercentageThreshold or (PCPUMaxPercentage > $cpuDegradedMaxPercentageThreshold and PCPUAvgPercentage > $cpuDegradedAvgPercentageThreshold))
+"@
+
+try
+{
+    $queryResults = Invoke-AzOperationalInsightsQuery -WorkspaceId $workspaceId -Query $baseQuery -Timespan (New-TimeSpan -Days $recommendationSearchTimeSpan) -Wait 600 -IncludeStatistics
+    if ($queryResults)
+    {
+        $results = [System.Linq.Enumerable]::ToArray($queryResults.Results)
+    }
+}
+catch
+{
+    Write-Warning -Message "Query failed. Debug the following query in the AOE Log Analytics workspace: $baseQuery"
+    Write-Warning -Message $error[0]
+    $recommendationsErrors++
+}
+
+Write-Output "Query finished with $($results.Count) results."
+
+Write-Output "Query statistics: $($queryResults.Statistics.query)"
+
+# Build the recommendations objects
+
+$recommendations = @()
+$datetime = (get-date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+
+foreach ($result in $results)
+{
+    $queryInstanceId = $result.InstanceId_s
+    $queryText = @"
+    let perfInterval = $($perfDaysBackwards)d;
+    let armId = `'$queryInstanceId`';
+    let gInt = $perfTimeGrain;
+    let MemoryPerf = $metricsTableName
+    | where TimeGenerated > ago(perfInterval)
+    | extend CollectedDate = todatetime(strcat(format_datetime(TimeGenerated, 'yyyy-MM-dd'),'T',format_datetime(TimeGenerated, 'HH'),':00:00Z'))
+    | where ResourceId == armId
+    | where MetricNames_s == 'Available Memory Bytes' and AggregationType_s == 'Minimum'
+    | extend MemoryAvailableMBs = todouble(MetricValue_s)/1024/1024
+    | project CollectedDate, MemoryAvailableMBs, InstanceId_s=ResourceId
+    | join kind=inner (
+        $vmssTableName
+        | where TimeGenerated > ago(1d)
+        | distinct InstanceId_s, MemoryMB_s
+    ) on InstanceId_s
+    | extend MemoryPercentage = todouble(toint(MemoryMB_s) - toint(MemoryAvailableMBs)) / todouble(MemoryMB_s) * 100
+    | summarize avg(MemoryPercentage) by bin(CollectedDate, gInt);
+    let ProcessorMaxPerf = $metricsTableName
+    | where TimeGenerated > ago(perfInterval)
+    | extend CollectedDate = todatetime(strcat(format_datetime(TimeGenerated, 'yyyy-MM-dd'),'T',format_datetime(TimeGenerated, 'HH'),':00:00Z'))
+    | where ResourceId == armId
+    | where MetricNames_s == 'Percentage CPU' and AggregationType_s == 'Maximum'
+    | extend ProcessorMaxPercentage = todouble(MetricValue_s)
+    | summarize percentile(ProcessorMaxPercentage, $cpuPercentile) by bin(CollectedDate, gInt);
+    let ProcessorAvgPerf = $metricsTableName
+    | where TimeGenerated > ago(perfInterval)
+    | extend CollectedDate = todatetime(strcat(format_datetime(TimeGenerated, 'yyyy-MM-dd'),'T',format_datetime(TimeGenerated, 'HH'),':00:00Z'))
+    | where ResourceId == armId
+    | where MetricNames_s == 'Percentage CPU' and AggregationType_s == 'Average'
+    | extend ProcessorAvgPercentage = todouble(MetricValue_s)
+    | summarize percentile(ProcessorAvgPercentage, $cpuPercentile) by bin(CollectedDate, gInt);
+    MemoryPerf
+    | join kind=inner (ProcessorMaxPerf) on CollectedDate
+    | join kind=inner (ProcessorAvgPerf) on CollectedDate
+    | render timechart
+"@
+
+    switch ($cloudEnvironment)
+    {
+        "AzureCloud" { $azureTld = "com" }
+        "AzureChinaCloud" { $azureTld = "cn" }
+        "AzureUSGovernment" { $azureTld = "us" }
+        default { $azureTld = "com" }
+    }
+
+    $encodedQuery = [System.Uri]::EscapeDataString($queryText)
+    $detailsQueryStart = $datetime.AddDays(-30).ToString("yyyy-MM-dd")
+    $detailsQueryEnd = $datetime.AddDays(8).ToString("yyyy-MM-dd")
+    $detailsURL = "https://portal.azure.$azureTld#@$workspaceTenantId/blade/Microsoft_Azure_Monitoring_Logs/LogsBlade/resourceId/%2Fsubscriptions%2F$workspaceSubscriptionId%2Fresourcegroups%2F$workspaceRG%2Fproviders%2Fmicrosoft.operationalinsights%2Fworkspaces%2F$workspaceName/source/LogsBlade.AnalyticsShareLinkToQuery/query/$encodedQuery/timespan/$($detailsQueryStart)T00%3A00%3A00.000Z%2F$($detailsQueryEnd)T00%3A00%3A00.000Z"
+
+    $additionalInfoDictionary = @{}
+
+    $additionalInfoDictionary["currentSku"] = "$($result.VMSSSize_s)"
+    $additionalInfoDictionary["InstanceCount"] = [int] $result.Capacity_s
+    $additionalInfoDictionary["MetricCPUAvgPercentage"] = "$($result.PCPUAvgPercentage)"
+    $additionalInfoDictionary["MetricCPUMaxPercentage"] = "$($result.PCPUMaxPercentage)"
+    $additionalInfoDictionary["MetricMemoryPercentage"] = "$($result.PMemoryPercentage)"
+
+    $fitScore = 3 # needs disk IOPS and throughput analysis to improve score
+
+    if ([double] $result.PCPUMaxPercentage -gt [double] $cpuDegradedMaxPercentageThreshold -and [double] $result.PCPUAvgPercentage -gt [double] $cpuDegradedAvgPercentageThreshold)
+    {
+        $fitScore = 4
+    }
+
+    $tags = @{}
+
+    if (-not([string]::IsNullOrEmpty($result.Tags_s)))
+    {
+        $tagPairs = $result.Tags_s.Substring(2, $result.Tags_s.Length - 3).Split(';')
+        foreach ($tagPairString in $tagPairs)
+        {
+            $tagPair = $tagPairString.Split('=')
+            if (-not([string]::IsNullOrEmpty($tagPair[0])) -and -not([string]::IsNullOrEmpty($tagPair[1])))
+            {
+                $tagName = $tagPair[0].Trim()
+                $tagValue = $tagPair[1].Trim()
+                $tags[$tagName] = $tagValue
+            }
+        }
+    }
+
+    $recommendation = New-Object PSObject -Property @{
+        Timestamp                   = $timestamp
+        Cloud                       = $result.Cloud_s
+        Category                    = "Performance"
+        ImpactedArea                = "Microsoft.Compute/virtualMachineScaleSets"
+        Impact                      = "Medium"
+        RecommendationType          = "BestPractices"
+        RecommendationSubType       = "PerfConstrainedVMSS"
+        RecommendationSubTypeId     = "20a40c62-e5c8-4cc3-9fc2-f4ac75013182"
+        RecommendationDescription   = "VM Scale Set performance has been constrained by lack of resources"
+        RecommendationAction        = "Resize VM Scale Set to higher SKU or scale it out"
+        InstanceId                  = $result.InstanceId_s
+        InstanceName                = $result.VMSSName
+        AdditionalInfo              = $additionalInfoDictionary
+        ResourceGroup               = $result.ResourceGroup
+        SubscriptionGuid            = $result.SubscriptionId
+        SubscriptionName            = $result.SubscriptionName
+        TenantGuid                  = $result.TenantGuid_g
+        FitScore                    = $fitScore
+        Tags                        = $tags
+        DetailsURL                  = $detailsURL
+    }
+
+    $recommendations += $recommendation
+}
+
+# Export the recommendations as JSON to blob storage
+
+$fileDate = $datetime.ToString("yyyy-MM-dd")
+$jsonExportPath = "vmss-perfconstrained-$fileDate.json"
+$recommendations | ConvertTo-Json | Out-File $jsonExportPath
+
+$jsonBlobName = $jsonExportPath
+$jsonProperties = @{"ContentType" = "application/json"};
+Set-AzStorageBlobContent -File $jsonExportPath -Container $storageAccountSinkContainer -Properties $jsonProperties -Blob $jsonBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $jsonBlobName to Blob Storage..."
+
+Remove-Item -Path $jsonExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $jsonExportPath from local disk..."
+
+if ($recommendationsErrors -gt 0)
+{
+    throw "Some of the recommendations queries failed. Please, review the job logs for additional information."
+}
\ No newline at end of file
diff --git a/docs/deploy/optimization-engine/15.0/runbooks/recommendations/Recommend-VMsHighAvailabilityToBlobStorage.ps1 b/docs/deploy/optimization-engine/15.0/runbooks/recommendations/Recommend-VMsHighAvailabilityToBlobStorage.ps1
new file mode 100644
index 000000000..8716e24a8
--- /dev/null
+++ b/docs/deploy/optimization-engine/15.0/runbooks/recommendations/Recommend-VMsHighAvailabilityToBlobStorage.ps1
@@ -0,0 +1,1476 @@
+$ErrorActionPreference = "Stop"
+
+# Collect generic and recommendation-specific variables
+
+$cloudEnvironment = Get-AutomationVariable -Name "AzureOptimization_CloudEnvironment" -ErrorAction SilentlyContinue # AzureCloud|AzureChinaCloud
+if ([string]::IsNullOrEmpty($cloudEnvironment))
+{
+    $cloudEnvironment = "AzureCloud"
+}
+$authenticationOption = Get-AutomationVariable -Name  "AzureOptimization_AuthenticationOption" -ErrorAction SilentlyContinue # ManagedIdentity|UserAssignedManagedIdentity
+if ([string]::IsNullOrEmpty($authenticationOption))
+{
+    $authenticationOption = "ManagedIdentity"
+}
+if ($authenticationOption -eq "UserAssignedManagedIdentity")
+{
+    $uamiClientID = Get-AutomationVariable -Name "AzureOptimization_UAMIClientID"
+}
+
+$workspaceId = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceId"
+$workspaceSubscriptionId = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceSubId"
+
+$storageAccountSink = Get-AutomationVariable -Name  "AzureOptimization_StorageSink"
+
+
+$storageAccountSinkContainer = Get-AutomationVariable -Name  "AzureOptimization_RecommendationsContainer" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($storageAccountSinkContainer)) {
+    $storageAccountSinkContainer = "recommendationsexports"
+}
+
+$lognamePrefix = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsLogPrefix" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($lognamePrefix))
+{
+    $lognamePrefix = "AzureOptimization"
+}
+
+$sqlserver = Get-AutomationVariable -Name  "AzureOptimization_SQLServerHostname"
+$sqldatabase = Get-AutomationVariable -Name  "AzureOptimization_SQLServerDatabase" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($sqldatabase))
+{
+    $sqldatabase = "azureoptimization"
+}
+
+$SqlTimeout = 120
+$LogAnalyticsIngestControlTable = "LogAnalyticsIngestControl"
+
+# Authenticate against Azure
+
+"Logging in to Azure with $authenticationOption..."
+
+switch ($authenticationOption) {
+    "UserAssignedManagedIdentity" {
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment -AccountId $uamiClientID
+        break
+    }
+    Default { #ManagedIdentity
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment
+        break
+    }
+}
+
+$cloudDetails = Get-AzEnvironment -Name $CloudEnvironment
+$azureSqlDomain = $cloudDetails.SqlDatabaseDnsSuffix.Substring(1)
+
+Write-Output "Finding tables where recommendations will be generated from..."
+
+$tries = 0
+$connectionSuccess = $false
+do {
+    $tries++
+    try {
+        $dbToken = Get-AzAccessToken -ResourceUrl "https://$azureSqlDomain/"
+        $Conn = New-Object System.Data.SqlClient.SqlConnection("Server=tcp:$sqlserver,1433;Database=$sqldatabase;Encrypt=True;Connection Timeout=$SqlTimeout;")
+        $Conn.AccessToken = $dbToken.Token
+        $Conn.Open()
+        $Cmd=new-object system.Data.SqlClient.SqlCommand
+        $Cmd.Connection = $Conn
+        $Cmd.CommandTimeout = $SqlTimeout
+        $Cmd.CommandText = "SELECT * FROM [dbo].[$LogAnalyticsIngestControlTable] WHERE CollectedType IN ('ARGVirtualMachine','ARGUnmanagedDisk','ARGAvailabilitySet','ARGResourceContainers','ARGVMSS')"
+
+        $sqlAdapter = New-Object System.Data.SqlClient.SqlDataAdapter
+        $sqlAdapter.SelectCommand = $Cmd
+        $controlRows = New-Object System.Data.DataTable
+        $sqlAdapter.Fill($controlRows) | Out-Null
+        $connectionSuccess = $true
+    }
+    catch {
+        Write-Output "Failed to contact SQL at try $tries."
+        Write-Output $Error[0]
+        Start-Sleep -Seconds ($tries * 20)
+    }
+} while (-not($connectionSuccess) -and $tries -lt 3)
+
+if (-not($connectionSuccess))
+{
+    throw "Could not establish connection to SQL."
+}
+
+$availSetTableName = $lognamePrefix + ($controlRows | Where-Object { $_.CollectedType -eq 'ARGAvailabilitySet' }).LogAnalyticsSuffix + "_CL"
+$subscriptionsTableName = $lognamePrefix + ($controlRows | Where-Object { $_.CollectedType -eq 'ARGResourceContainers' }).LogAnalyticsSuffix + "_CL"
+$vmsTableName = $lognamePrefix + ($controlRows | Where-Object { $_.CollectedType -eq 'ARGVirtualMachine' }).LogAnalyticsSuffix + "_CL"
+$vhdsTableName = $lognamePrefix + ($controlRows | Where-Object { $_.CollectedType -eq 'ARGUnmanagedDisk' }).LogAnalyticsSuffix + "_CL"
+$vmssTableName = $lognamePrefix + ($controlRows | Where-Object { $_.CollectedType -eq 'ARGVMSS' }).LogAnalyticsSuffix + "_CL"
+
+Write-Output "Will run query against tables $availSetTableName, $vmsTableName, $vmssTableName, $vhdsTableName and $subscriptionsTableName"
+
+$Conn.Close()
+$Conn.Dispose()
+
+$recommendationSearchTimeSpan = 1
+
+# Grab a context reference to the Storage Account where the recommendations file will be stored
+
+
+$saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -UseConnectedAccount -Environment $cloudEnvironment
+
+if ($workspaceSubscriptionId -ne $storageAccountSinkSubscriptionId)
+{
+    Select-AzSubscription -SubscriptionId $workspaceSubscriptionId
+}
+
+$recommendationsErrors = 0
+
+Write-Output "Looking for Availability Sets with a low fault domain count..."
+
+# Execute the recommendation query against Log Analytics
+
+$baseQuery = @"
+    $availSetTableName
+    | where TimeGenerated > ago(1d) and toint(FaultDomains_s) < 3 and toint(FaultDomains_s) < todouble(VmCount_s)/2
+    | project TimeGenerated, InstanceId_s, InstanceName_s, ResourceGroupName_s, SubscriptionGuid_g, TenantGuid_g, Cloud_s, Tags_s, FaultDomains_s, VmCount_s
+    | join kind=leftouter (
+        $subscriptionsTableName
+        | where TimeGenerated > ago(1d)
+        | where ContainerType_s =~ 'microsoft.resources/subscriptions'
+        | project SubscriptionGuid_g, SubscriptionName = ContainerName_s
+    ) on SubscriptionGuid_g
+"@
+
+try
+{
+    $queryResults = Invoke-AzOperationalInsightsQuery -WorkspaceId $workspaceId -Query $baseQuery -Timespan (New-TimeSpan -Days $recommendationSearchTimeSpan) -Wait 600 -IncludeStatistics
+    if ($queryResults)
+    {
+        $results = [System.Linq.Enumerable]::ToArray($queryResults.Results)
+    }
+}
+catch
+{
+    Write-Warning -Message "Query failed. Debug the following query in the AOE Log Analytics workspace: $baseQuery"
+    Write-Warning -Message $error[0]
+    $recommendationsErrors++
+}
+
+Write-Output "Query finished with $($results.Count) results."
+
+Write-Output "Query statistics: $($queryResults.Statistics.query)"
+
+# Build the recommendations objects
+
+$recommendations = @()
+$datetime = (get-date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+
+foreach ($result in $results)
+{
+    switch ($result.Cloud_s)
+    {
+        "AzureCloud" { $azureTld = "com" }
+        "AzureChinaCloud" { $azureTld = "cn" }
+        "AzureUSGovernment" { $azureTld = "us" }
+        default { $azureTld = "com" }
+    }
+
+    $queryInstanceId = $result.InstanceId_s
+    $detailsURL = "https://portal.azure.$azureTld/#@$($result.TenantGuid_g)/resource/$queryInstanceId/overview"
+
+    $additionalInfoDictionary = @{}
+
+    $additionalInfoDictionary["FaultDomainCount"] = $result.FaultDomains_s
+    $additionalInfoDictionary["VMCount"] = $result.VmCount_s
+
+    $fitScore = 5
+
+    $tags = @{}
+
+    if (-not([string]::IsNullOrEmpty($result.Tags_s)))
+    {
+        $tagPairs = $result.Tags_s.Substring(2, $result.Tags_s.Length - 3).Split(';')
+        foreach ($tagPairString in $tagPairs)
+        {
+            $tagPair = $tagPairString.Split('=')
+            if (-not([string]::IsNullOrEmpty($tagPair[0])) -and -not([string]::IsNullOrEmpty($tagPair[1])))
+            {
+                $tagName = $tagPair[0].Trim()
+                $tagValue = $tagPair[1].Trim()
+                $tags[$tagName] = $tagValue
+            }
+        }
+    }
+
+    $recommendation = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $result.Cloud_s
+        Category = "HighAvailability"
+        ImpactedArea = "Microsoft.Compute/virtualMachines"
+        Impact = "High"
+        RecommendationType = "BestPractices"
+        RecommendationSubType = "AvailSetLowFaultDomainCount"
+        RecommendationSubTypeId = "255de20b-d5e4-4be5-9695-620b4a905774"
+        RecommendationDescription = "Availability Sets should have a fault domain count of 3 or equal or greater than half of the Virtual Machines count"
+        RecommendationAction = "Increase the fault domain count of your Availability Set"
+        InstanceId = $result.InstanceId_s
+        InstanceName = $result.InstanceName_s
+        AdditionalInfo = $additionalInfoDictionary
+        ResourceGroup = $result.ResourceGroupName_s
+        SubscriptionGuid = $result.SubscriptionGuid_g
+        SubscriptionName = $result.SubscriptionName
+        TenantGuid = $result.TenantGuid_g
+        FitScore = $fitScore
+        Tags = $tags
+        DetailsURL = $detailsURL
+    }
+
+    $recommendations += $recommendation
+}
+
+# Export the recommendations as JSON to blob storage
+
+$fileDate = $datetime.ToString("yyyy-MM-dd")
+$jsonExportPath = "availsetsfaultdomaincount-$fileDate.json"
+$recommendations | ConvertTo-Json | Out-File $jsonExportPath
+
+$jsonBlobName = $jsonExportPath
+$jsonProperties = @{"ContentType" = "application/json"};
+Set-AzStorageBlobContent -File $jsonExportPath -Container $storageAccountSinkContainer -Properties $jsonProperties -Blob $jsonBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $jsonBlobName to Blob Storage..."
+
+Remove-Item -Path $jsonExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $jsonExportPath from local disk..."
+
+Write-Output "Looking for Availability Sets with a low update domain count..."
+
+$baseQuery = @"
+    $availSetTableName
+    | where TimeGenerated > ago(1d) and toint(UpdateDomains_s) < todouble(VmCount_s)/2
+    | project TimeGenerated, InstanceId_s, InstanceName_s, ResourceGroupName_s, SubscriptionGuid_g, TenantGuid_g, Cloud_s, Tags_s, UpdateDomains_s, VmCount_s
+    | join kind=leftouter (
+        $subscriptionsTableName
+        | where TimeGenerated > ago(1d)
+        | where ContainerType_s =~ 'microsoft.resources/subscriptions'
+        | project SubscriptionGuid_g, SubscriptionName = ContainerName_s
+    ) on SubscriptionGuid_g
+"@
+
+try
+{
+    $queryResults = Invoke-AzOperationalInsightsQuery -WorkspaceId $workspaceId -Query $baseQuery -Timespan (New-TimeSpan -Days $recommendationSearchTimeSpan) -Wait 600 -IncludeStatistics
+    if ($queryResults)
+    {
+        $results = [System.Linq.Enumerable]::ToArray($queryResults.Results)
+    }
+}
+catch
+{
+    Write-Warning -Message "Query failed. Debug the following query in the AOE Log Analytics workspace: $baseQuery"
+    Write-Warning -Message $error[0]
+    $recommendationsErrors++
+}
+
+Write-Output "Query finished with $($results.Count) results."
+
+Write-Output "Query statistics: $($queryResults.Statistics.query)"
+
+# Build the recommendations objects
+
+$recommendations = @()
+$datetime = (get-date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+
+foreach ($result in $results)
+{
+    switch ($result.Cloud_s)
+    {
+        "AzureCloud" { $azureTld = "com" }
+        "AzureChinaCloud" { $azureTld = "cn" }
+        "AzureUSGovernment" { $azureTld = "us" }
+        default { $azureTld = "com" }
+    }
+
+    $queryInstanceId = $result.InstanceId_s
+    $detailsURL = "https://portal.azure.$azureTld/#@$($result.TenantGuid_g)/resource/$queryInstanceId/overview"
+
+    $additionalInfoDictionary = @{}
+
+    $additionalInfoDictionary["UpdateDomainCount"] = $result.UpdateDomains_s
+    $additionalInfoDictionary["VMCount"] = $result.VmCount_s
+
+    $fitScore = 5
+
+    $tags = @{}
+
+    if (-not([string]::IsNullOrEmpty($result.Tags_s)))
+    {
+        $tagPairs = $result.Tags_s.Substring(2, $result.Tags_s.Length - 3).Split(';')
+        foreach ($tagPairString in $tagPairs)
+        {
+            $tagPair = $tagPairString.Split('=')
+            if (-not([string]::IsNullOrEmpty($tagPair[0])) -and -not([string]::IsNullOrEmpty($tagPair[1])))
+            {
+                $tagName = $tagPair[0].Trim()
+                $tagValue = $tagPair[1].Trim()
+                $tags[$tagName] = $tagValue
+            }
+        }
+    }
+
+    $recommendation = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $result.Cloud_s
+        Category = "HighAvailability"
+        ImpactedArea = "Microsoft.Compute/virtualMachines"
+        Impact = "High"
+        RecommendationType = "BestPractices"
+        RecommendationSubType = "AvailSetLowUpdateDomainCount"
+        RecommendationSubTypeId = "9764e285-2eca-46c5-b49e-649c039cf0cf"
+        RecommendationDescription = "Availability Sets should have an update domain count equal or greater than half of the Virtual Machines count"
+        RecommendationAction = "Increase the update domain count of your Availability Set"
+        InstanceId = $result.InstanceId_s
+        InstanceName = $result.InstanceName_s
+        AdditionalInfo = $additionalInfoDictionary
+        ResourceGroup = $result.ResourceGroupName_s
+        SubscriptionGuid = $result.SubscriptionGuid_g
+        SubscriptionName = $result.SubscriptionName
+        TenantGuid = $result.TenantGuid_g
+        FitScore = $fitScore
+        Tags = $tags
+        DetailsURL = $detailsURL
+    }
+
+    $recommendations += $recommendation
+}
+
+# Export the recommendations as JSON to blob storage
+
+$fileDate = $datetime.ToString("yyyy-MM-dd")
+$jsonExportPath = "availsetsupdatedomaincount-$fileDate.json"
+$recommendations | ConvertTo-Json | Out-File $jsonExportPath
+
+$jsonBlobName = $jsonExportPath
+$jsonProperties = @{"ContentType" = "application/json"};
+Set-AzStorageBlobContent -File $jsonExportPath -Container $storageAccountSinkContainer -Properties $jsonProperties -Blob $jsonBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $jsonBlobName to Blob Storage..."
+
+Remove-Item -Path $jsonExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $jsonExportPath from local disk..."
+
+Write-Output "Looking for Availability Sets with VMs sharing storage accounts..."
+
+$baseQuery = @"
+    $vhdsTableName
+    | where TimeGenerated > ago(1d)
+    | extend StorageAccountName = tostring(split(InstanceId_s, '/')[0])
+    | distinct TimeGenerated, StorageAccountName, OwnerVMId_s, SubscriptionGuid_g, TenantGuid_g, ResourceGroupName_s
+    | join kind=inner (
+        $vmsTableName
+        | where TimeGenerated > ago(1d) and isnotempty(AvailabilitySetId_s)
+        | distinct VMName_s, InstanceId_s, AvailabilitySetId_s, Cloud_s, Tags_s
+    ) on `$left.OwnerVMId_s == `$right.InstanceId_s
+    | extend AvailabilitySetName = tostring(split(AvailabilitySetId_s,'/')[8])
+    | summarize TimeGenerated = any(TimeGenerated), Tags_s=any(Tags_s), VMCount = count() by AvailabilitySetName, AvailabilitySetId_s, StorageAccountName, ResourceGroupName_s, SubscriptionGuid_g, TenantGuid_g, Cloud_s
+    | where VMCount > 1
+    | join kind=leftouter (
+        $subscriptionsTableName
+        | where TimeGenerated > ago(1d)
+        | where ContainerType_s =~ 'microsoft.resources/subscriptions'
+        | project SubscriptionGuid_g, SubscriptionName = ContainerName_s
+    ) on SubscriptionGuid_g
+"@
+
+try
+{
+    $queryResults = Invoke-AzOperationalInsightsQuery -WorkspaceId $workspaceId -Query $baseQuery -Timespan (New-TimeSpan -Days $recommendationSearchTimeSpan) -Wait 600 -IncludeStatistics -ErrorAction Continue
+    if ($queryResults)
+    {
+        $results = [System.Linq.Enumerable]::ToArray($queryResults.Results)
+    }
+}
+catch
+{
+    Write-Warning -Message "Query failed. Debug the following query in the AOE Log Analytics workspace: $baseQuery"
+    Write-Warning -Message $error[0]
+    $recommendationsErrors++
+}
+
+Write-Output "Query finished with $($results.Count) results."
+
+Write-Output "Query statistics: $($queryResults.Statistics.query)"
+
+# Build the recommendations objects
+
+$recommendations = @()
+$datetime = (get-date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+
+foreach ($result in $results)
+{
+    switch ($result.Cloud_s)
+    {
+        "AzureCloud" { $azureTld = "com" }
+        "AzureChinaCloud" { $azureTld = "cn" }
+        "AzureUSGovernment" { $azureTld = "us" }
+        default { $azureTld = "com" }
+    }
+
+    $queryInstanceId = $result.AvailabilitySetId_s
+    $detailsURL = "https://portal.azure.$azureTld/#@$($result.TenantGuid_g)/resource/$queryInstanceId/overview"
+
+    $additionalInfoDictionary = @{}
+
+    $additionalInfoDictionary["SharedStorageAccountName"] = $result.StorageAccountName
+
+    $fitScore = 5
+
+    $tags = @{}
+
+    if (-not([string]::IsNullOrEmpty($result.Tags_s)))
+    {
+        $tagPairs = $result.Tags_s.Substring(2, $result.Tags_s.Length - 3).Split(';')
+        foreach ($tagPairString in $tagPairs)
+        {
+            $tagPair = $tagPairString.Split('=')
+            if (-not([string]::IsNullOrEmpty($tagPair[0])) -and -not([string]::IsNullOrEmpty($tagPair[1])))
+            {
+                $tagName = $tagPair[0].Trim()
+                $tagValue = $tagPair[1].Trim()
+                $tags[$tagName] = $tagValue
+            }
+        }
+    }
+
+    $recommendation = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $result.Cloud_s
+        Category = "HighAvailability"
+        ImpactedArea = "Microsoft.Compute/virtualMachines"
+        Impact = "High"
+        RecommendationType = "BestPractices"
+        RecommendationSubType = "AvailSetSharedStorageAccount"
+        RecommendationSubTypeId = "e530029f-9b6a-413a-99ed-81af54502bb9"
+        RecommendationDescription = "Virtual Machines in unmanaged Availability Sets should not share the same Storage Account"
+        RecommendationAction = "Migrate Virtual Machines disks to Managed Disks or keep the disks in a dedicated Storage Account per VM"
+        InstanceId = $result.AvailabilitySetId_s
+        InstanceName = $result.AvailabilitySetName
+        AdditionalInfo = $additionalInfoDictionary
+        ResourceGroup = $result.ResourceGroupName_s
+        SubscriptionGuid = $result.SubscriptionGuid_g
+        SubscriptionName = $result.SubscriptionName
+        TenantGuid = $result.TenantGuid_g
+        FitScore = $fitScore
+        Tags = $tags
+        DetailsURL = $detailsURL
+    }
+
+    $recommendations += $recommendation
+}
+
+# Export the recommendations as JSON to blob storage
+
+$fileDate = $datetime.ToString("yyyy-MM-dd")
+$jsonExportPath = "availsetsharedsa-$fileDate.json"
+$recommendations | ConvertTo-Json | Out-File $jsonExportPath
+
+$jsonBlobName = $jsonExportPath
+$jsonProperties = @{"ContentType" = "application/json"};
+Set-AzStorageBlobContent -File $jsonExportPath -Container $storageAccountSinkContainer -Properties $jsonProperties -Blob $jsonBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $jsonBlobName to Blob Storage..."
+
+Remove-Item -Path $jsonExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $jsonExportPath from local disk..."
+
+Write-Output "Looking for Storage Accounts with multiple VMs..."
+
+$baseQuery = @"
+    $vhdsTableName
+    | where TimeGenerated > ago(1d)
+    | extend StorageAccountName = tostring(split(InstanceId_s, '/')[0])
+    | distinct TimeGenerated, StorageAccountName, OwnerVMId_s, SubscriptionGuid_g, TenantGuid_g, ResourceGroupName_s, Cloud_s
+    | join kind=inner (
+        $vmsTableName
+        | where TimeGenerated > ago(1d)
+        | distinct InstanceId_s, Tags_s
+    ) on `$left.OwnerVMId_s == `$right.InstanceId_s
+    | summarize TimeGenerated = any(TimeGenerated), Tags_s=any(Tags_s), VMCount = count() by StorageAccountName, SubscriptionGuid_g, TenantGuid_g, ResourceGroupName_s, Cloud_s
+    | where VMCount > 1
+    | extend StorageAccountId = strcat('/subscriptions/', SubscriptionGuid_g, '/resourcegroups/', ResourceGroupName_s, '/providers/microsoft.storage/storageaccounts/', StorageAccountName)
+    | join kind=leftouter (
+        $subscriptionsTableName
+        | where TimeGenerated > ago(1d)
+        | where ContainerType_s =~ 'microsoft.resources/subscriptions'
+        | project SubscriptionGuid_g, SubscriptionName = ContainerName_s
+    ) on SubscriptionGuid_g
+"@
+
+try
+{
+    $queryResults = Invoke-AzOperationalInsightsQuery -WorkspaceId $workspaceId -Query $baseQuery -Timespan (New-TimeSpan -Days $recommendationSearchTimeSpan) -Wait 600 -IncludeStatistics -ErrorAction Continue
+    if ($queryResults)
+    {
+        $results = [System.Linq.Enumerable]::ToArray($queryResults.Results)
+    }
+}
+catch
+{
+    Write-Warning -Message "Query failed. Debug the following query in the AOE Log Analytics workspace: $baseQuery"
+    Write-Warning -Message $error[0]
+    $recommendationsErrors++
+}
+
+Write-Output "Query finished with $($results.Count) results."
+
+Write-Output "Query statistics: $($queryResults.Statistics.query)"
+
+# Build the recommendations objects
+
+$recommendations = @()
+$datetime = (get-date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+
+foreach ($result in $results)
+{
+    switch ($result.Cloud_s)
+    {
+        "AzureCloud" { $azureTld = "com" }
+        "AzureChinaCloud" { $azureTld = "cn" }
+        "AzureUSGovernment" { $azureTld = "us" }
+        default { $azureTld = "com" }
+    }
+
+    $queryInstanceId = $result.StorageAccountId
+    $detailsURL = "https://portal.azure.$azureTld/#@$($result.TenantGuid_g)/resource/$queryInstanceId/overview"
+
+    $additionalInfoDictionary = @{}
+
+    $additionalInfoDictionary["VirtualMachineCount"] = $result.VMCount
+
+    $fitScore = 5
+
+    $tags = @{}
+
+    if (-not([string]::IsNullOrEmpty($result.Tags_s)))
+    {
+        $tagPairs = $result.Tags_s.Substring(2, $result.Tags_s.Length - 3).Split(';')
+        foreach ($tagPairString in $tagPairs)
+        {
+            $tagPair = $tagPairString.Split('=')
+            if (-not([string]::IsNullOrEmpty($tagPair[0])) -and -not([string]::IsNullOrEmpty($tagPair[1])))
+            {
+                $tagName = $tagPair[0].Trim()
+                $tagValue = $tagPair[1].Trim()
+                $tags[$tagName] = $tagValue
+            }
+        }
+    }
+
+    $recommendation = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $result.Cloud_s
+        Category = "HighAvailability"
+        ImpactedArea = "Microsoft.Compute/virtualMachines"
+        Impact = "Medium"
+        RecommendationType = "BestPractices"
+        RecommendationSubType = "StorageAccountsMultipleVMs"
+        RecommendationSubTypeId = "b70f44fa-5ef9-4180-b2f9-9cc6be07ab3e"
+        RecommendationDescription = "Virtual Machines with unmanaged disks should not share the same Storage Account"
+        RecommendationAction = "Migrate Virtual Machines disks to Managed Disks or keep the disks in a dedicated Storage Account per VM"
+        InstanceId = $result.StorageAccountId
+        InstanceName = $result.StorageAccountName
+        AdditionalInfo = $additionalInfoDictionary
+        ResourceGroup = $result.ResourceGroupName_s
+        SubscriptionGuid = $result.SubscriptionGuid_g
+        SubscriptionName = $result.SubscriptionName
+        TenantGuid = $result.TenantGuid_g
+        FitScore = $fitScore
+        Tags = $tags
+        DetailsURL = $detailsURL
+    }
+
+    $recommendations += $recommendation
+}
+
+# Export the recommendations as JSON to blob storage
+
+$fileDate = $datetime.ToString("yyyy-MM-dd")
+$jsonExportPath = "storageaccountsmultiplevms-$fileDate.json"
+$recommendations | ConvertTo-Json | Out-File $jsonExportPath
+
+$jsonBlobName = $jsonExportPath
+$jsonProperties = @{"ContentType" = "application/json"};
+Set-AzStorageBlobContent -File $jsonExportPath -Container $storageAccountSinkContainer -Properties $jsonProperties -Blob $jsonBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $jsonBlobName to Blob Storage..."
+
+Remove-Item -Path $jsonExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $jsonExportPath from local disk..."
+
+Write-Output "Looking for VMs with no Availability Set..."
+
+$baseQuery = @"
+    $vmsTableName
+    | where TimeGenerated > ago(1d) and isempty(AvailabilitySetId_s) and isempty(Zones_s) and Tags_s !has 'databricks-instance-name'
+    | project TimeGenerated, VMName_s, InstanceId_s, Tags_s, TenantGuid_g, SubscriptionGuid_g, ResourceGroupName_s, Cloud_s
+    | join kind=leftouter (
+        $subscriptionsTableName
+        | where TimeGenerated > ago(1d)
+        | where ContainerType_s =~ 'microsoft.resources/subscriptions'
+        | project SubscriptionGuid_g, SubscriptionName = ContainerName_s
+    ) on SubscriptionGuid_g
+"@
+
+try
+{
+    $queryResults = Invoke-AzOperationalInsightsQuery -WorkspaceId $workspaceId -Query $baseQuery -Timespan (New-TimeSpan -Days $recommendationSearchTimeSpan) -Wait 600 -IncludeStatistics
+    if ($queryResults)
+    {
+        $results = [System.Linq.Enumerable]::ToArray($queryResults.Results)
+    }
+}
+catch
+{
+    Write-Warning -Message "Query failed. Debug the following query in the AOE Log Analytics workspace: $baseQuery"
+    Write-Warning -Message $error[0]
+    $recommendationsErrors++
+}
+
+Write-Output "Query finished with $($results.Count) results."
+
+Write-Output "Query statistics: $($queryResults.Statistics.query)"
+
+# Build the recommendations objects
+
+$recommendations = @()
+$datetime = (get-date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+
+foreach ($result in $results)
+{
+    switch ($result.Cloud_s)
+    {
+        "AzureCloud" { $azureTld = "com" }
+        "AzureChinaCloud" { $azureTld = "cn" }
+        "AzureUSGovernment" { $azureTld = "us" }
+        default { $azureTld = "com" }
+    }
+
+    $queryInstanceId = $result.InstanceId_s
+    $detailsURL = "https://portal.azure.$azureTld/#@$($result.TenantGuid_g)/resource/$queryInstanceId/overview"
+
+    $additionalInfoDictionary = @{}
+
+    $fitScore = 5
+
+    $tags = @{}
+
+    if (-not([string]::IsNullOrEmpty($result.Tags_s)))
+    {
+        $tagPairs = $result.Tags_s.Substring(2, $result.Tags_s.Length - 3).Split(';')
+        foreach ($tagPairString in $tagPairs)
+        {
+            $tagPair = $tagPairString.Split('=')
+            if (-not([string]::IsNullOrEmpty($tagPair[0])) -and -not([string]::IsNullOrEmpty($tagPair[1])))
+            {
+                $tagName = $tagPair[0].Trim()
+                $tagValue = $tagPair[1].Trim()
+                $tags[$tagName] = $tagValue
+            }
+        }
+    }
+
+    $recommendation = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $result.Cloud_s
+        Category = "HighAvailability"
+        ImpactedArea = "Microsoft.Compute/virtualMachines"
+        Impact = "Medium"
+        RecommendationType = "BestPractices"
+        RecommendationSubType = "VMsNoAvailSet"
+        RecommendationSubTypeId = "998b50d8-e654-417b-ab20-a31cb11629c0"
+        RecommendationDescription = "Virtual Machines should be placed in an Availability Set together with other instances with the same role"
+        RecommendationAction = "Add VM to an Availability Set together with other VMs of the same role"
+        InstanceId = $result.InstanceId_s
+        InstanceName = $result.VMName_s
+        AdditionalInfo = $additionalInfoDictionary
+        ResourceGroup = $result.ResourceGroupName_s
+        SubscriptionGuid = $result.SubscriptionGuid_g
+        SubscriptionName = $result.SubscriptionName
+        TenantGuid = $result.TenantGuid_g
+        FitScore = $fitScore
+        Tags = $tags
+        DetailsURL = $detailsURL
+    }
+
+    $recommendations += $recommendation
+}
+
+# Export the recommendations as JSON to blob storage
+
+$fileDate = $datetime.ToString("yyyy-MM-dd")
+$jsonExportPath = "vmsnoavailset-$fileDate.json"
+$recommendations | ConvertTo-Json | Out-File $jsonExportPath
+
+$jsonBlobName = $jsonExportPath
+$jsonProperties = @{"ContentType" = "application/json"};
+Set-AzStorageBlobContent -File $jsonExportPath -Container $storageAccountSinkContainer -Properties $jsonProperties -Blob $jsonBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $jsonBlobName to Blob Storage..."
+
+Remove-Item -Path $jsonExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $jsonExportPath from local disk..."
+
+Write-Output "Looking for VMs alone in an Availability Set..."
+
+$baseQuery = @"
+    $vmsTableName
+    | where TimeGenerated > ago(1d) and isnotempty(AvailabilitySetId_s) and isempty(Zones_s)
+    | distinct TimeGenerated, VMName_s, InstanceId_s, AvailabilitySetId_s, TenantGuid_g, SubscriptionGuid_g, ResourceGroupName_s, Cloud_s, Tags_s
+    | summarize any(TimeGenerated, VMName_s, InstanceId_s, Tags_s), VMCount = count() by AvailabilitySetId_s, TenantGuid_g, SubscriptionGuid_g, ResourceGroupName_s, Cloud_s
+    | where VMCount == 1
+    | project TimeGenerated = any_TimeGenerated, VMName_s = any_VMName_s, InstanceId_s = any_InstanceId_s, Tags_s = any_Tags_s, TenantGuid_g, SubscriptionGuid_g, ResourceGroupName_s, Cloud_s
+    | join kind=leftouter (
+        $subscriptionsTableName
+        | where TimeGenerated > ago(1d)
+        | where ContainerType_s =~ 'microsoft.resources/subscriptions'
+        | project SubscriptionGuid_g, SubscriptionName = ContainerName_s
+    ) on SubscriptionGuid_g
+"@
+
+try
+{
+    $queryResults = Invoke-AzOperationalInsightsQuery -WorkspaceId $workspaceId -Query $baseQuery -Timespan (New-TimeSpan -Days $recommendationSearchTimeSpan) -Wait 600 -IncludeStatistics
+    if ($queryResults)
+    {
+        $results = [System.Linq.Enumerable]::ToArray($queryResults.Results)
+    }
+}
+catch
+{
+    Write-Warning -Message "Query failed. Debug the following query in the AOE Log Analytics workspace: $baseQuery"
+    Write-Warning -Message $error[0]
+    $recommendationsErrors++
+}
+
+Write-Output "Query finished with $($results.Count) results."
+
+Write-Output "Query statistics: $($queryResults.Statistics.query)"
+
+# Build the recommendations objects
+
+$recommendations = @()
+$datetime = (get-date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+
+foreach ($result in $results)
+{
+    switch ($result.Cloud_s)
+    {
+        "AzureCloud" { $azureTld = "com" }
+        "AzureChinaCloud" { $azureTld = "cn" }
+        "AzureUSGovernment" { $azureTld = "us" }
+        default { $azureTld = "com" }
+    }
+
+    $queryInstanceId = $result.InstanceId_s
+    $detailsURL = "https://portal.azure.$azureTld/#@$($result.TenantGuid_g)/resource/$queryInstanceId/overview"
+
+    $additionalInfoDictionary = @{}
+
+    $fitScore = 5
+
+    $tags = @{}
+
+    if (-not([string]::IsNullOrEmpty($result.Tags_s)))
+    {
+        $tagPairs = $result.Tags_s.Substring(2, $result.Tags_s.Length - 3).Split(';')
+        foreach ($tagPairString in $tagPairs)
+        {
+            $tagPair = $tagPairString.Split('=')
+            if (-not([string]::IsNullOrEmpty($tagPair[0])) -and -not([string]::IsNullOrEmpty($tagPair[1])))
+            {
+                $tagName = $tagPair[0].Trim()
+                $tagValue = $tagPair[1].Trim()
+                $tags[$tagName] = $tagValue
+            }
+        }
+    }
+
+    $recommendation = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $result.Cloud_s
+        Category = "HighAvailability"
+        ImpactedArea = "Microsoft.Compute/virtualMachines"
+        Impact = "Medium"
+        RecommendationType = "BestPractices"
+        RecommendationSubType = "VMsSingleInAvailSet"
+        RecommendationSubTypeId = "fe577af5-dfa2-413a-82a9-f183196c1f49"
+        RecommendationDescription = "Virtual Machines should not be the only instance in an Availability Set"
+        RecommendationAction = "Add more VMs of the same role to the Availability Set"
+        InstanceId = $result.InstanceId_s
+        InstanceName = $result.VMName_s
+        AdditionalInfo = $additionalInfoDictionary
+        ResourceGroup = $result.ResourceGroupName_s
+        SubscriptionGuid = $result.SubscriptionGuid_g
+        SubscriptionName = $result.SubscriptionName
+        TenantGuid = $result.TenantGuid_g
+        FitScore = $fitScore
+        Tags = $tags
+        DetailsURL = $detailsURL
+    }
+
+    $recommendations += $recommendation
+}
+
+# Export the recommendations as JSON to blob storage
+
+$fileDate = $datetime.ToString("yyyy-MM-dd")
+$jsonExportPath = "vmssingleinavailset-$fileDate.json"
+$recommendations | ConvertTo-Json | Out-File $jsonExportPath
+
+$jsonBlobName = $jsonExportPath
+$jsonProperties = @{"ContentType" = "application/json"};
+Set-AzStorageBlobContent -File $jsonExportPath -Container $storageAccountSinkContainer -Properties $jsonProperties -Blob $jsonBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $jsonBlobName to Blob Storage..."
+
+Remove-Item -Path $jsonExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $jsonExportPath from local disk..."
+
+Write-Output "Looking for VMs with disks in multiple Storage Accounts..."
+
+$baseQuery = @"
+    $vhdsTableName
+    | where TimeGenerated > ago(1d)
+    | extend StorageAccountName = tostring(split(InstanceId_s, '/')[0])
+    | distinct TimeGenerated, StorageAccountName, OwnerVMId_s
+    | summarize TimeGenerated = any(TimeGenerated), StorageAcccountCount = count() by OwnerVMId_s
+    | where StorageAcccountCount > 1
+    | join kind=inner (
+        $vmsTableName
+        | where TimeGenerated > ago(1d)
+        | distinct VMName_s, InstanceId_s, Cloud_s, TenantGuid_g, SubscriptionGuid_g, ResourceGroupName_s, Tags_s
+    ) on `$left.OwnerVMId_s == `$right.InstanceId_s
+    | join kind=leftouter (
+        $subscriptionsTableName
+        | where TimeGenerated > ago(1d)
+        | where ContainerType_s =~ 'microsoft.resources/subscriptions'
+        | project SubscriptionGuid_g, SubscriptionName = ContainerName_s
+    ) on SubscriptionGuid_g
+"@
+try
+{
+    $queryResults = Invoke-AzOperationalInsightsQuery -WorkspaceId $workspaceId -Query $baseQuery -Timespan (New-TimeSpan -Days $recommendationSearchTimeSpan) -Wait 600 -IncludeStatistics -ErrorAction Continue
+    if ($queryResults)
+    {
+        $results = [System.Linq.Enumerable]::ToArray($queryResults.Results)
+    }
+}
+catch
+{
+    Write-Warning -Message "Query failed. Debug the following query in the AOE Log Analytics workspace: $baseQuery"
+    Write-Warning -Message $error[0]
+    $recommendationsErrors++
+}
+
+Write-Output "Query finished with $($results.Count) results."
+
+Write-Output "Query statistics: $($queryResults.Statistics.query)"
+
+# Build the recommendations objects
+
+$recommendations = @()
+$datetime = (get-date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+
+foreach ($result in $results)
+{
+    switch ($result.Cloud_s)
+    {
+        "AzureCloud" { $azureTld = "com" }
+        "AzureChinaCloud" { $azureTld = "cn" }
+        "AzureUSGovernment" { $azureTld = "us" }
+        default { $azureTld = "com" }
+    }
+
+    $queryInstanceId = $result.InstanceId_s
+    $detailsURL = "https://portal.azure.$azureTld/#@$($result.TenantGuid_g)/resource/$queryInstanceId/overview"
+
+    $additionalInfoDictionary = @{}
+
+    $additionalInfoDictionary["StorageAccountsUsed"] = $result.StorageAcccountCount
+
+    $fitScore = 5
+
+    $tags = @{}
+
+    if (-not([string]::IsNullOrEmpty($result.Tags_s)))
+    {
+        $tagPairs = $result.Tags_s.Substring(2, $result.Tags_s.Length - 3).Split(';')
+        foreach ($tagPairString in $tagPairs)
+        {
+            $tagPair = $tagPairString.Split('=')
+            if (-not([string]::IsNullOrEmpty($tagPair[0])) -and -not([string]::IsNullOrEmpty($tagPair[1])))
+            {
+                $tagName = $tagPair[0].Trim()
+                $tagValue = $tagPair[1].Trim()
+                $tags[$tagName] = $tagValue
+            }
+        }
+    }
+
+    $recommendation = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $result.Cloud_s
+        Category = "HighAvailability"
+        ImpactedArea = "Microsoft.Compute/virtualMachines"
+        Impact = "Medium"
+        RecommendationType = "BestPractices"
+        RecommendationSubType = "DisksMultipleStorageAccounts"
+        RecommendationSubTypeId = "024049e7-f63a-4e1c-b620-f011aafbc576"
+        RecommendationDescription = "Each Virtual Machine should have its unmanaged disks stored in a single Storage Account for higher availability and manageability"
+        RecommendationAction = "Migrate Virtual Machines disks to Managed Disks or move VHDs to the same Storage Account"
+        InstanceId = $result.InstanceId_s
+        InstanceName = $result.VMName_s
+        AdditionalInfo = $additionalInfoDictionary
+        ResourceGroup = $result.ResourceGroupName_s
+        SubscriptionGuid = $result.SubscriptionGuid_g
+        SubscriptionName = $result.SubscriptionName
+        TenantGuid = $result.TenantGuid_g
+        FitScore = $fitScore
+        Tags = $tags
+        DetailsURL = $detailsURL
+    }
+
+    $recommendations += $recommendation
+}
+
+# Export the recommendations as JSON to blob storage
+
+$fileDate = $datetime.ToString("yyyy-MM-dd")
+$jsonExportPath = "disksmultiplesa-$fileDate.json"
+$recommendations | ConvertTo-Json | Out-File $jsonExportPath
+
+$jsonBlobName = $jsonExportPath
+$jsonProperties = @{"ContentType" = "application/json"};
+Set-AzStorageBlobContent -File $jsonExportPath -Container $storageAccountSinkContainer -Properties $jsonProperties -Blob $jsonBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $jsonBlobName to Blob Storage..."
+
+Remove-Item -Path $jsonExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $jsonExportPath from local disk..."
+
+Write-Output "Looking for VMs using unmanaged disks..."
+
+$baseQuery = @"
+    $vmsTableName
+    | where TimeGenerated > ago(1d) and UsesManagedDisks_s == 'false'
+    | distinct InstanceId_s, VMName_s, ResourceGroupName_s, SubscriptionGuid_g, TenantGuid_g, DeploymentModel_s, Tags_s, Cloud_s
+    | join kind=leftouter (
+        $subscriptionsTableName
+        | where TimeGenerated > ago(1d)
+        | where ContainerType_s =~ 'microsoft.resources/subscriptions'
+        | project SubscriptionGuid_g, SubscriptionName = ContainerName_s
+    ) on SubscriptionGuid_g
+"@
+
+try
+{
+    $queryResults = Invoke-AzOperationalInsightsQuery -WorkspaceId $workspaceId -Query $baseQuery -Timespan (New-TimeSpan -Days $recommendationSearchTimeSpan) -Wait 600 -IncludeStatistics
+    if ($queryResults)
+    {
+        $results = [System.Linq.Enumerable]::ToArray($queryResults.Results)
+    }
+}
+catch
+{
+    Write-Warning -Message "Query failed. Debug the following query in the AOE Log Analytics workspace: $baseQuery"
+    Write-Warning -Message $error[0]
+    $recommendationsErrors++
+}
+
+Write-Output "Query finished with $($results.Count) results."
+
+Write-Output "Query statistics: $($queryResults.Statistics.query)"
+
+# Build the recommendations objects
+
+$recommendations = @()
+$datetime = (get-date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+
+foreach ($result in $results)
+{
+    switch ($result.Cloud_s)
+    {
+        "AzureCloud" { $azureTld = "com" }
+        "AzureChinaCloud" { $azureTld = "cn" }
+        "AzureUSGovernment" { $azureTld = "us" }
+        default { $azureTld = "com" }
+    }
+
+    $queryInstanceId = $result.InstanceId_s
+    $detailsURL = "https://portal.azure.$azureTld/#@$($result.TenantGuid_g)/resource/$queryInstanceId/overview"
+
+    $additionalInfoDictionary = @{}
+
+    $additionalInfoDictionary["DeploymentModel"] = $result.DeploymentModel_s
+
+    $fitScore = 5
+
+    $tags = @{}
+
+    if (-not([string]::IsNullOrEmpty($result.Tags_s)))
+    {
+        $tagPairs = $result.Tags_s.Substring(2, $result.Tags_s.Length - 3).Split(';')
+        foreach ($tagPairString in $tagPairs)
+        {
+            $tagPair = $tagPairString.Split('=')
+            if (-not([string]::IsNullOrEmpty($tagPair[0])) -and -not([string]::IsNullOrEmpty($tagPair[1])))
+            {
+                $tagName = $tagPair[0].Trim()
+                $tagValue = $tagPair[1].Trim()
+                $tags[$tagName] = $tagValue
+            }
+        }
+    }
+
+    $recommendation = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $result.Cloud_s
+        Category = "HighAvailability"
+        ImpactedArea = "Microsoft.Compute/virtualMachines"
+        Impact = "High"
+        RecommendationType = "BestPractices"
+        RecommendationSubType = "UnmanagedDisks"
+        RecommendationSubTypeId = "b576a069-b1f2-43a6-9134-5ee75376402a"
+        RecommendationDescription = "Virtual Machines should use Managed Disks for higher availability and manageability"
+        RecommendationAction = "Migrate Virtual Machines disks to Managed Disks"
+        InstanceId = $result.InstanceId_s
+        InstanceName = $result.VMName_s
+        AdditionalInfo = $additionalInfoDictionary
+        ResourceGroup = $result.ResourceGroupName_s
+        SubscriptionGuid = $result.SubscriptionGuid_g
+        SubscriptionName = $result.SubscriptionName
+        TenantGuid = $result.TenantGuid_g
+        FitScore = $fitScore
+        Tags = $tags
+        DetailsURL = $detailsURL
+    }
+
+    $recommendations += $recommendation
+}
+
+# Export the recommendations as JSON to blob storage
+
+$fileDate = $datetime.ToString("yyyy-MM-dd")
+$jsonExportPath = "unmanageddisks-$fileDate.json"
+$recommendations | ConvertTo-Json | Out-File $jsonExportPath
+
+$jsonBlobName = $jsonExportPath
+$jsonProperties = @{"ContentType" = "application/json"};
+Set-AzStorageBlobContent -File $jsonExportPath -Container $storageAccountSinkContainer -Properties $jsonProperties -Blob $jsonBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $jsonBlobName to Blob Storage..."
+
+Remove-Item -Path $jsonExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $jsonExportPath from local disk..."
+
+Write-Output "Looking for Resource Groups with VMs not in multiple AZs..."
+
+$baseQuery = @"
+    let VMsInZones = materialize($vmsTableName
+    | where TimeGenerated > ago(1d) and isempty(AvailabilitySetId_s) and isnotempty(Zones_s));
+    VMsInZones
+    | distinct ResourceGroupName_s, Zones_s, SubscriptionGuid_g, TenantGuid_g, Cloud_s
+    | summarize ZonesCount=count() by ResourceGroupName_s, SubscriptionGuid_g, TenantGuid_g, Cloud_s
+    | where ZonesCount < 3
+    | join kind=inner (
+        VMsInZones
+        | where PowerState_s has 'running'
+        | distinct VMName_s, ResourceGroupName_s, SubscriptionGuid_g
+        | summarize VMCount=count() by ResourceGroupName_s, SubscriptionGuid_g
+    ) on ResourceGroupName_s and SubscriptionGuid_g
+    | where VMCount == 1 or VMCount > ZonesCount
+    | project-away SubscriptionGuid_g1, ResourceGroupName_s1
+    | join kind=leftouter (
+        $subscriptionsTableName
+        | where TimeGenerated > ago(1d)
+        | where ContainerType_s =~ 'microsoft.resources/subscriptions'
+        | project SubscriptionGuid_g, SubscriptionName = ContainerName_s
+    ) on SubscriptionGuid_g
+    | extend InstanceId = strcat('/subscriptions/', SubscriptionGuid_g, '/resourcegroups/', ResourceGroupName_s)
+"@
+
+try
+{
+    $queryResults = Invoke-AzOperationalInsightsQuery -WorkspaceId $workspaceId -Query $baseQuery -Timespan (New-TimeSpan -Days $recommendationSearchTimeSpan) -Wait 600 -IncludeStatistics
+    if ($queryResults)
+    {
+        $results = [System.Linq.Enumerable]::ToArray($queryResults.Results)
+    }
+}
+catch
+{
+    Write-Warning -Message "Query failed. Debug the following query in the AOE Log Analytics workspace: $baseQuery"
+    Write-Warning -Message $error[0]
+    $recommendationsErrors++
+}
+
+Write-Output "Query finished with $($results.Count) results."
+
+Write-Output "Query statistics: $($queryResults.Statistics.query)"
+
+# Build the recommendations objects
+
+$recommendations = @()
+$datetime = (get-date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+
+foreach ($result in $results)
+{
+    switch ($result.Cloud_s)
+    {
+        "AzureCloud" { $azureTld = "com" }
+        "AzureChinaCloud" { $azureTld = "cn" }
+        "AzureUSGovernment" { $azureTld = "us" }
+        default { $azureTld = "com" }
+    }
+
+    $queryInstanceId = $result.InstanceId
+    $detailsURL = "https://portal.azure.$azureTld/#@$($result.TenantGuid_g)/resource/$queryInstanceId/overview"
+
+    $additionalInfoDictionary = @{}
+
+    $additionalInfoDictionary["ZonesCount"] = $result.ZonesCount
+    $additionalInfoDictionary["VMsCount"] = $result.VMCount
+
+    $fitScore = 4 # a resource group may contain VMs from multiple applications which may lead to false negatives
+
+    $tags = @{}
+
+    if (-not([string]::IsNullOrEmpty($result.Tags_s)))
+    {
+        $tagPairs = $result.Tags_s.Substring(2, $result.Tags_s.Length - 3).Split(';')
+        foreach ($tagPairString in $tagPairs)
+        {
+            $tagPair = $tagPairString.Split('=')
+            if (-not([string]::IsNullOrEmpty($tagPair[0])) -and -not([string]::IsNullOrEmpty($tagPair[1])))
+            {
+                $tagName = $tagPair[0].Trim()
+                $tagValue = $tagPair[1].Trim()
+                $tags[$tagName] = $tagValue
+            }
+        }
+    }
+
+    $recommendation = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $result.Cloud_s
+        Category = "HighAvailability"
+        ImpactedArea = "Microsoft.Compute/virtualMachines"
+        Impact = "High"
+        RecommendationType = "BestPractices"
+        RecommendationSubType = "VMsMultipleAZs"
+        RecommendationSubTypeId = "1a77887c-7375-434e-af19-c2543171e0b8"
+        RecommendationDescription = "Virtual Machines should be placed in multiple Availability Zones"
+        RecommendationAction = "Distribute Virtual Machines instances of the same role in multiple Availability Zones"
+        InstanceId = $result.InstanceId
+        InstanceName = $result.ResourceGroupName_s
+        AdditionalInfo = $additionalInfoDictionary
+        ResourceGroup = $result.ResourceGroupName_s
+        SubscriptionGuid = $result.SubscriptionGuid_g
+        SubscriptionName = $result.SubscriptionName
+        TenantGuid = $result.TenantGuid_g
+        FitScore = $fitScore
+        Tags = $tags
+        DetailsURL = $detailsURL
+    }
+
+    $recommendations += $recommendation
+}
+
+# Export the recommendations as JSON to blob storage
+
+$fileDate = $datetime.ToString("yyyy-MM-dd")
+$jsonExportPath = "vmsmultipleazs-$fileDate.json"
+$recommendations | ConvertTo-Json | Out-File $jsonExportPath
+
+$jsonBlobName = $jsonExportPath
+$jsonProperties = @{"ContentType" = "application/json"};
+Set-AzStorageBlobContent -File $jsonExportPath -Container $storageAccountSinkContainer -Properties $jsonProperties -Blob $jsonBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $jsonBlobName to Blob Storage..."
+
+Remove-Item -Path $jsonExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $jsonExportPath from local disk..."
+
+Write-Output "Looking for VMSS not in multiple AZs..."
+
+$baseQuery = @"
+    $vmssTableName
+    | where TimeGenerated > ago(1d)
+    | where (isempty(Zones_s) and toint(Capacity_s) > 1) or (array_length(split(Zones_s, ' ')) != 3 and toint(Capacity_s) > 2)
+    | join kind=leftouter (
+        $subscriptionsTableName
+        | where TimeGenerated > ago(1d)
+        | where ContainerType_s =~ 'microsoft.resources/subscriptions'
+        | project SubscriptionGuid_g, SubscriptionName = ContainerName_s
+    ) on SubscriptionGuid_g
+"@
+
+try
+{
+    $queryResults = Invoke-AzOperationalInsightsQuery -WorkspaceId $workspaceId -Query $baseQuery -Timespan (New-TimeSpan -Days $recommendationSearchTimeSpan) -Wait 600 -IncludeStatistics
+    if ($queryResults)
+    {
+        $results = [System.Linq.Enumerable]::ToArray($queryResults.Results)
+    }
+}
+catch
+{
+    Write-Warning -Message "Query failed. Debug the following query in the AOE Log Analytics workspace: $baseQuery"
+    Write-Warning -Message $error[0]
+    $recommendationsErrors++
+}
+
+Write-Output "Query finished with $($results.Count) results."
+
+Write-Output "Query statistics: $($queryResults.Statistics.query)"
+
+# Build the recommendations objects
+
+$recommendations = @()
+$datetime = (get-date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+
+foreach ($result in $results)
+{
+    switch ($result.Cloud_s)
+    {
+        "AzureCloud" { $azureTld = "com" }
+        "AzureChinaCloud" { $azureTld = "cn" }
+        "AzureUSGovernment" { $azureTld = "us" }
+        default { $azureTld = "com" }
+    }
+
+    $queryInstanceId = $result.InstanceId_s
+    $detailsURL = "https://portal.azure.$azureTld/#@$($result.TenantGuid_g)/resource/$queryInstanceId/overview"
+
+    $additionalInfoDictionary = @{}
+
+    $additionalInfoDictionary["Zones"] = $result.Zones_s
+    $additionalInfoDictionary["VMSSCapacity"] = $result.Capacity_s
+
+    $fitScore = 5
+
+    $tags = @{}
+
+    if (-not([string]::IsNullOrEmpty($result.Tags_s)))
+    {
+        $tagPairs = $result.Tags_s.Substring(2, $result.Tags_s.Length - 3).Split(';')
+        foreach ($tagPairString in $tagPairs)
+        {
+            $tagPair = $tagPairString.Split('=')
+            if (-not([string]::IsNullOrEmpty($tagPair[0])) -and -not([string]::IsNullOrEmpty($tagPair[1])))
+            {
+                $tagName = $tagPair[0].Trim()
+                $tagValue = $tagPair[1].Trim()
+                $tags[$tagName] = $tagValue
+            }
+        }
+    }
+
+    $recommendation = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $result.Cloud_s
+        Category = "HighAvailability"
+        ImpactedArea = "Microsoft.Compute/virtualMachineScaleSets"
+        Impact = "High"
+        RecommendationType = "BestPractices"
+        RecommendationSubType = "VMSSMultipleAZs"
+        RecommendationSubTypeId = "47e5457c-b345-4372-b536-8887fa8f0298"
+        RecommendationDescription = "Virtual Machine Scale Sets should be placed in multiple Availability Zones"
+        RecommendationAction = "Reprovision the Scale Set leveraging enough Availability Zones"
+        InstanceId = $result.InstanceId_s
+        InstanceName = $result.VMSSName_s
+        AdditionalInfo = $additionalInfoDictionary
+        ResourceGroup = $result.ResourceGroupName_s
+        SubscriptionGuid = $result.SubscriptionGuid_g
+        SubscriptionName = $result.SubscriptionName
+        TenantGuid = $result.TenantGuid_g
+        FitScore = $fitScore
+        Tags = $tags
+        DetailsURL = $detailsURL
+    }
+
+    $recommendations += $recommendation
+}
+
+# Export the recommendations as JSON to blob storage
+
+$fileDate = $datetime.ToString("yyyy-MM-dd")
+$jsonExportPath = "vmssmultipleazs-$fileDate.json"
+$recommendations | ConvertTo-Json | Out-File $jsonExportPath
+
+$jsonBlobName = $jsonExportPath
+$jsonProperties = @{"ContentType" = "application/json"};
+Set-AzStorageBlobContent -File $jsonExportPath -Container $storageAccountSinkContainer -Properties $jsonProperties -Blob $jsonBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $jsonBlobName to Blob Storage..."
+
+Remove-Item -Path $jsonExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $jsonExportPath from local disk..."
+
+Write-Output "Looking for VMSS using unmanaged disks..."
+
+$baseQuery = @"
+    $vmssTableName
+    | where TimeGenerated > ago(1d) and UsesManagedDisks_s == 'false'
+    | distinct InstanceId_s, VMSSName_s, ResourceGroupName_s, SubscriptionGuid_g, TenantGuid_g, Tags_s, Cloud_s
+    | join kind=leftouter (
+        $subscriptionsTableName
+        | where TimeGenerated > ago(1d)
+        | where ContainerType_s =~ 'microsoft.resources/subscriptions'
+        | project SubscriptionGuid_g, SubscriptionName = ContainerName_s
+    ) on SubscriptionGuid_g
+"@
+
+try
+{
+    $queryResults = Invoke-AzOperationalInsightsQuery -WorkspaceId $workspaceId -Query $baseQuery -Timespan (New-TimeSpan -Days $recommendationSearchTimeSpan) -Wait 600 -IncludeStatistics
+    if ($queryResults)
+    {
+        $results = [System.Linq.Enumerable]::ToArray($queryResults.Results)
+    }
+}
+catch
+{
+    Write-Warning -Message "Query failed. Debug the following query in the AOE Log Analytics workspace: $baseQuery"
+    Write-Warning -Message $error[0]
+    $recommendationsErrors++
+}
+
+Write-Output "Query finished with $($results.Count) results."
+
+Write-Output "Query statistics: $($queryResults.Statistics.query)"
+
+# Build the recommendations objects
+
+$recommendations = @()
+$datetime = (get-date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+
+foreach ($result in $results)
+{
+    switch ($result.Cloud_s)
+    {
+        "AzureCloud" { $azureTld = "com" }
+        "AzureChinaCloud" { $azureTld = "cn" }
+        "AzureUSGovernment" { $azureTld = "us" }
+        default { $azureTld = "com" }
+    }
+
+    $queryInstanceId = $result.InstanceId_s
+    $detailsURL = "https://portal.azure.$azureTld/#@$($result.TenantGuid_g)/resource/$queryInstanceId/overview"
+
+    $additionalInfoDictionary = @{}
+
+    $fitScore = 5
+
+    $tags = @{}
+
+    if (-not([string]::IsNullOrEmpty($result.Tags_s)))
+    {
+        $tagPairs = $result.Tags_s.Substring(2, $result.Tags_s.Length - 3).Split(';')
+        foreach ($tagPairString in $tagPairs)
+        {
+            $tagPair = $tagPairString.Split('=')
+            if (-not([string]::IsNullOrEmpty($tagPair[0])) -and -not([string]::IsNullOrEmpty($tagPair[1])))
+            {
+                $tagName = $tagPair[0].Trim()
+                $tagValue = $tagPair[1].Trim()
+                $tags[$tagName] = $tagValue
+            }
+        }
+    }
+
+    $recommendation = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $result.Cloud_s
+        Category = "HighAvailability"
+        ImpactedArea = "Microsoft.Compute/virtualMachineScaleSets"
+        Impact = "High"
+        RecommendationType = "BestPractices"
+        RecommendationSubType = "UnmanagedDisksVMSS"
+        RecommendationSubTypeId = "1bf03c4a-c402-4e6c-bf20-051b18af30e2"
+        RecommendationDescription = "Virtual Machine Scale Sets should use Managed Disks for higher availability and manageability"
+        RecommendationAction = "Migrate Virtual Machine Scale Sets disks to Managed Disks"
+        InstanceId = $result.InstanceId_s
+        InstanceName = $result.VMSSName_s
+        AdditionalInfo = $additionalInfoDictionary
+        ResourceGroup = $result.ResourceGroupName_s
+        SubscriptionGuid = $result.SubscriptionGuid_g
+        SubscriptionName = $result.SubscriptionName
+        TenantGuid = $result.TenantGuid_g
+        FitScore = $fitScore
+        Tags = $tags
+        DetailsURL = $detailsURL
+    }
+
+    $recommendations += $recommendation
+}
+
+# Export the recommendations as JSON to blob storage
+
+$fileDate = $datetime.ToString("yyyy-MM-dd")
+$jsonExportPath = "unmanageddisksvmss-$fileDate.json"
+$recommendations | ConvertTo-Json | Out-File $jsonExportPath
+
+$jsonBlobName = $jsonExportPath
+$jsonProperties = @{"ContentType" = "application/json"};
+Set-AzStorageBlobContent -File $jsonExportPath -Container $storageAccountSinkContainer -Properties $jsonProperties -Blob $jsonBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $jsonBlobName to Blob Storage..."
+
+Remove-Item -Path $jsonExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $jsonExportPath from local disk..."
+
+if ($recommendationsErrors -gt 0)
+{
+    throw "Some of the recommendations queries failed. Please, review the job logs for additional information."
+}
\ No newline at end of file
diff --git a/docs/deploy/optimization-engine/15.0/runbooks/recommendations/Recommend-VNetOptimizationsToBlobStorage.ps1 b/docs/deploy/optimization-engine/15.0/runbooks/recommendations/Recommend-VNetOptimizationsToBlobStorage.ps1
new file mode 100644
index 000000000..52ead6cb6
--- /dev/null
+++ b/docs/deploy/optimization-engine/15.0/runbooks/recommendations/Recommend-VNetOptimizationsToBlobStorage.ps1
@@ -0,0 +1,1329 @@
+$ErrorActionPreference = "Stop"
+
+# Collect generic and recommendation-specific variables
+
+$cloudEnvironment = Get-AutomationVariable -Name "AzureOptimization_CloudEnvironment" -ErrorAction SilentlyContinue # AzureCloud|AzureChinaCloud
+if ([string]::IsNullOrEmpty($cloudEnvironment))
+{
+    $cloudEnvironment = "AzureCloud"
+}
+$authenticationOption = Get-AutomationVariable -Name  "AzureOptimization_AuthenticationOption" -ErrorAction SilentlyContinue # ManagedIdentity|UserAssignedManagedIdentity
+if ([string]::IsNullOrEmpty($authenticationOption))
+{
+    $authenticationOption = "ManagedIdentity"
+}
+if ($authenticationOption -eq "UserAssignedManagedIdentity")
+{
+    $uamiClientID = Get-AutomationVariable -Name "AzureOptimization_UAMIClientID"
+}
+
+$workspaceId = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceId"
+$workspaceName = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceName"
+$workspaceRG = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceRG"
+$workspaceSubscriptionId = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceSubId"
+$workspaceTenantId = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceTenantId"
+
+$storageAccountSink = Get-AutomationVariable -Name  "AzureOptimization_StorageSink"
+
+
+$storageAccountSinkContainer = Get-AutomationVariable -Name  "AzureOptimization_RecommendationsContainer" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($storageAccountSinkContainer)) {
+    $storageAccountSinkContainer = "recommendationsexports"
+}
+
+$deploymentDate = Get-AutomationVariable -Name  "AzureOptimization_DeploymentDate" # yyyy-MM-dd format
+$deploymentDate = $deploymentDate.Replace('"', "")
+
+$lognamePrefix = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsLogPrefix" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($lognamePrefix))
+{
+    $lognamePrefix = "AzureOptimization"
+}
+
+$sqlserver = Get-AutomationVariable -Name  "AzureOptimization_SQLServerHostname"
+$sqldatabase = Get-AutomationVariable -Name  "AzureOptimization_SQLServerDatabase" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($sqldatabase))
+{
+    $sqldatabase = "azureoptimization"
+}
+
+$subnetMaxUsedThresholdVar = Get-AutomationVariable -Name  "AzureOptimization_RecommendationVNetSubnetMaxUsedPercentageThreshold" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($subnetMaxUsedThresholdVar) -or $subnetMaxUsedThresholdVar -eq 0)
+{
+    $subnetMaxUsedThreshold = 80
+}
+else
+{
+    $subnetMaxUsedThreshold = [int] $subnetMaxUsedThresholdVar
+}
+
+$subnetMinUsedThresholdVar = Get-AutomationVariable -Name  "AzureOptimization_RecommendationVNetSubnetMinUsedPercentageThreshold" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($subnetMinUsedThresholdVar) -or $subnetMinUsedThresholdVar -eq 0)
+{
+    $subnetMinUsedThreshold = 5
+}
+else
+{
+    $subnetMinUsedThreshold = [int] $subnetMinUsedThresholdVar
+}
+
+# must be a comma-separated, single-quote enclosed list of subnet names, e.g., 'gatewaysubnet','azurebastionsubnet'
+$subnetFreeExclusions = Get-AutomationVariable -Name  "AzureOptimization_RecommendationVNetSubnetUsedPercentageExclusions" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($subnetFreeExclusions))
+{
+    $subnetFreeExclusions = "'gatewaysubnet'"
+}
+
+$subnetMinAgeVar = Get-AutomationVariable -Name  "AzureOptimization_RecommendationVNetSubnetEmptyMinAgeInDays" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($subnetMinAgeVar) -or $subnetMinAgeVar -eq 0)
+{
+    $subnetMinAge = 30
+}
+else
+{
+    $subnetMinAge = [int] $subnetMinAgeVar
+}
+
+$consumptionOffsetDays = [int] (Get-AutomationVariable -Name  "AzureOptimization_ConsumptionOffsetDays")
+$consumptionOffsetDaysStart = $consumptionOffsetDays + 1
+
+$SqlTimeout = 120
+$LogAnalyticsIngestControlTable = "LogAnalyticsIngestControl"
+
+# Authenticate against Azure
+
+"Logging in to Azure with $authenticationOption..."
+
+switch ($authenticationOption) {
+    "UserAssignedManagedIdentity" {
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment -AccountId $uamiClientID
+        break
+    }
+    Default { #ManagedIdentity
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment
+        break
+    }
+}
+
+$cloudDetails = Get-AzEnvironment -Name $CloudEnvironment
+$azureSqlDomain = $cloudDetails.SqlDatabaseDnsSuffix.Substring(1)
+
+Write-Output "Finding tables where recommendations will be generated from..."
+
+$tries = 0
+$connectionSuccess = $false
+do {
+    $tries++
+    try {
+        $dbToken = Get-AzAccessToken -ResourceUrl "https://$azureSqlDomain/"
+        $Conn = New-Object System.Data.SqlClient.SqlConnection("Server=tcp:$sqlserver,1433;Database=$sqldatabase;Encrypt=True;Connection Timeout=$SqlTimeout;")
+        $Conn.AccessToken = $dbToken.Token
+        $Conn.Open()
+        $Cmd=new-object system.Data.SqlClient.SqlCommand
+        $Cmd.Connection = $Conn
+        $Cmd.CommandTimeout = $SqlTimeout
+        $Cmd.CommandText = "SELECT * FROM [dbo].[$LogAnalyticsIngestControlTable] WHERE CollectedType IN ('ARGNetworkInterface','ARGVirtualNetwork','ARGResourceContainers', 'ARGNSGRule', 'ARGPublicIP','AzureConsumption')"
+
+        $sqlAdapter = New-Object System.Data.SqlClient.SqlDataAdapter
+        $sqlAdapter.SelectCommand = $Cmd
+        $controlRows = New-Object System.Data.DataTable
+        $sqlAdapter.Fill($controlRows) | Out-Null
+        $connectionSuccess = $true
+    }
+    catch {
+        Write-Output "Failed to contact SQL at try $tries."
+        Write-Output $Error[0]
+        Start-Sleep -Seconds ($tries * 20)
+    }
+} while (-not($connectionSuccess) -and $tries -lt 3)
+
+if (-not($connectionSuccess))
+{
+    throw "Could not establish connection to SQL."
+}
+
+$nicsTableName = $lognamePrefix + ($controlRows | Where-Object { $_.CollectedType -eq 'ARGNetworkInterface' }).LogAnalyticsSuffix + "_CL"
+$vNetsTableName = $lognamePrefix + ($controlRows | Where-Object { $_.CollectedType -eq 'ARGVirtualNetwork' }).LogAnalyticsSuffix + "_CL"
+$subscriptionsTableName = $lognamePrefix + ($controlRows | Where-Object { $_.CollectedType -eq 'ARGResourceContainers' }).LogAnalyticsSuffix + "_CL"
+$nsgRulesTableName = $lognamePrefix + ($controlRows | Where-Object { $_.CollectedType -eq 'ARGNSGRule' }).LogAnalyticsSuffix + "_CL"
+$publicIpsTableName = $lognamePrefix + ($controlRows | Where-Object { $_.CollectedType -eq 'ARGPublicIP' }).LogAnalyticsSuffix + "_CL"
+$consumptionTableName = $lognamePrefix + ($controlRows | Where-Object { $_.CollectedType -eq 'AzureConsumption' }).LogAnalyticsSuffix + "_CL"
+
+Write-Output "Will run query against tables $nicsTableName, $nsgRulesTableName, $publicIpsTableName, $subscriptionsTableName, $consumptionTableName and $vNetsTableName"
+
+$Conn.Close()
+$Conn.Dispose()
+
+$recommendationSearchTimeSpan = 30 + $consumptionOffsetDaysStart
+
+# Grab a context reference to the Storage Account where the recommendations file will be stored
+
+
+$saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -UseConnectedAccount -Environment $cloudEnvironment
+
+if ($workspaceSubscriptionId -ne $storageAccountSinkSubscriptionId)
+{
+    Select-AzSubscription -SubscriptionId $workspaceSubscriptionId
+}
+
+$recommendationsErrors = 0
+
+Write-Output "Looking for subnets with free IP space less than $subnetMaxUsedThreshold%, excluding $subnetFreeExclusions..."
+
+$baseQuery = @"
+    $vNetsTableName
+    | where TimeGenerated > ago(1d)
+    | where SubnetName_s !in ($subnetFreeExclusions)
+    | extend FreeIPs = toint(SubnetTotalPrefixIPs_s) - toint(SubnetUsedIPs_s)
+    | extend UsedIPPercentage = (todouble(SubnetUsedIPs_s) / todouble(SubnetTotalPrefixIPs_s)) * 100
+    | where UsedIPPercentage >= $subnetMaxUsedThreshold
+    | join kind=leftouter (
+        $subscriptionsTableName
+        | where TimeGenerated > ago(1d)
+        | where ContainerType_s =~ 'microsoft.resources/subscriptions'
+        | project SubscriptionGuid_g, SubscriptionName = ContainerName_s
+    ) on SubscriptionGuid_g
+"@
+
+try
+{
+    $queryResults = Invoke-AzOperationalInsightsQuery -WorkspaceId $workspaceId -Query $baseQuery -Timespan (New-TimeSpan -Days $recommendationSearchTimeSpan) -Wait 600 -IncludeStatistics
+    if ($queryResults)
+    {
+        $results = [System.Linq.Enumerable]::ToArray($queryResults.Results)
+    }
+}
+catch
+{
+    Write-Warning -Message "Query failed. Debug the following query in the AOE Log Analytics workspace: $baseQuery"
+    Write-Warning -Message $error[0]
+    $recommendationsErrors++
+}
+
+Write-Output "Query finished with $($results.Count) results."
+
+Write-Output "Query statistics: $($queryResults.Statistics.query)"
+
+# Build the recommendations objects
+
+$recommendations = @()
+$datetime = (get-date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+
+foreach ($result in $results)
+{
+    switch ($result.Cloud_s)
+    {
+        "AzureCloud" { $azureTld = "com" }
+        "AzureChinaCloud" { $azureTld = "cn" }
+        "AzureUSGovernment" { $azureTld = "us" }
+        default { $azureTld = "com" }
+    }
+
+    $queryInstanceId = $result.InstanceId_s
+    $detailsURL = "https://portal.azure.$azureTld/#@$($result.TenantGuid_g)/resource/$queryInstanceId/subnets"
+
+    $additionalInfoDictionary = @{}
+
+    $additionalInfoDictionary["subnetName"] = $result.SubnetName_s
+    $additionalInfoDictionary["subnetPrefix"] = $result.SubnetPrefix_s
+    $additionalInfoDictionary["subnetTotalIPs"] = $result.SubnetTotalPrefixIPs_s
+    $additionalInfoDictionary["subnetFreeIPs"] = $result.FreeIPs
+    $additionalInfoDictionary["subnetUsedIPPercentage"] = $result.UsedIPPercentage
+
+    $fitScore = 5
+
+    $tags = @{}
+
+    if (-not([string]::IsNullOrEmpty($result.Tags_s)))
+    {
+        $tagPairs = $result.Tags_s.Substring(2, $result.Tags_s.Length - 3).Split(';')
+        foreach ($tagPairString in $tagPairs)
+        {
+            $tagPair = $tagPairString.Split('=')
+            if (-not([string]::IsNullOrEmpty($tagPair[0])) -and -not([string]::IsNullOrEmpty($tagPair[1])))
+            {
+                $tagName = $tagPair[0].Trim()
+                $tagValue = $tagPair[1].Trim()
+                $tags[$tagName] = $tagValue
+            }
+        }
+    }
+
+    $recommendation = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $result.Cloud_s
+        Category = "OperationalExcellence"
+        ImpactedArea = "Microsoft.Network/virtualNetworks"
+        Impact = "Medium"
+        RecommendationType = "BestPractices"
+        RecommendationSubType = "HighSubnetIPSpaceUsage"
+        RecommendationSubTypeId = "5292525b-5095-4e52-803e-e17192f1d099"
+        RecommendationDescription = "Subnets with a high IP space usage may constrain operations"
+        RecommendationAction = "Move network devices to a subnet with a larger address space"
+        InstanceId = $result.InstanceId_s
+        InstanceName = "$($result.VNetName_s)/$($result.SubnetName_s)"
+        AdditionalInfo = $additionalInfoDictionary
+        ResourceGroup = $result.ResourceGroupName_s
+        SubscriptionGuid = $result.SubscriptionGuid_g
+        SubscriptionName = $result.SubscriptionName
+        TenantGuid = $result.TenantGuid_g
+        FitScore = $fitScore
+        Tags = $tags
+        DetailsURL = $detailsURL
+    }
+
+    $recommendations += $recommendation
+}
+
+# Export the recommendations as JSON to blob storage
+
+$fileDate = $datetime.ToString("yyyy-MM-dd")
+$jsonExportPath = "subnetshighspaceusage-$fileDate.json"
+$recommendations | ConvertTo-Json | Out-File $jsonExportPath
+
+$jsonBlobName = $jsonExportPath
+$jsonProperties = @{"ContentType" = "application/json"};
+Set-AzStorageBlobContent -File $jsonExportPath -Container $storageAccountSinkContainer -Properties $jsonProperties -Blob $jsonBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $jsonBlobName to Blob Storage..."
+
+Remove-Item -Path $jsonExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $jsonExportPath from local disk..."
+
+Write-Output "Looking for subnets with used IP space less than $subnetMinUsedThreshold%..."
+
+$baseQuery = @"
+    $vNetsTableName
+    | where TimeGenerated > ago(1d)
+    | where SubnetName_s !in ($subnetFreeExclusions)
+    | extend FreeIPs = toint(SubnetTotalPrefixIPs_s) - toint(SubnetUsedIPs_s)
+    | extend UsedIPPercentage = (todouble(SubnetUsedIPs_s) / todouble(SubnetTotalPrefixIPs_s)) * 100
+    | where UsedIPPercentage > 0 and UsedIPPercentage <= $subnetMinUsedThreshold
+    | join kind=leftouter (
+        $subscriptionsTableName
+        | where TimeGenerated > ago(1d)
+        | where ContainerType_s =~ 'microsoft.resources/subscriptions'
+        | project SubscriptionGuid_g, SubscriptionName = ContainerName_s
+    ) on SubscriptionGuid_g
+"@
+
+try
+{
+    $queryResults = Invoke-AzOperationalInsightsQuery -WorkspaceId $workspaceId -Query $baseQuery -Timespan (New-TimeSpan -Days $recommendationSearchTimeSpan) -Wait 600 -IncludeStatistics
+    if ($queryResults)
+    {
+        $results = [System.Linq.Enumerable]::ToArray($queryResults.Results)
+    }
+}
+catch
+{
+    Write-Warning -Message "Query failed. Debug the following query in the AOE Log Analytics workspace: $baseQuery"
+    Write-Warning -Message $error[0]
+    $recommendationsErrors++
+}
+
+Write-Output "Query finished with $($results.Count) results."
+
+Write-Output "Query statistics: $($queryResults.Statistics.query)"
+
+# Build the recommendations objects
+
+$recommendations = @()
+$datetime = (get-date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+
+foreach ($result in $results)
+{
+    switch ($result.Cloud_s)
+    {
+        "AzureCloud" { $azureTld = "com" }
+        "AzureChinaCloud" { $azureTld = "cn" }
+        "AzureUSGovernment" { $azureTld = "us" }
+        default { $azureTld = "com" }
+    }
+
+    $queryInstanceId = $result.InstanceId_s
+    $detailsURL = "https://portal.azure.$azureTld/#@$($result.TenantGuid_g)/resource/$queryInstanceId/subnets"
+
+    $additionalInfoDictionary = @{}
+
+    $additionalInfoDictionary["subnetName"] = $result.SubnetName_s
+    $additionalInfoDictionary["subnetPrefix"] = $result.SubnetPrefix_s
+    $additionalInfoDictionary["subnetTotalIPs"] = $result.SubnetTotalPrefixIPs_s
+    $additionalInfoDictionary["subnetUsedIPs_s"] = $result.SubnetUsedIPs_s
+    $additionalInfoDictionary["subnetUsedIPPercentage"] = $result.UsedIPPercentage
+
+    $fitScore = 5
+
+    $tags = @{}
+
+    if (-not([string]::IsNullOrEmpty($result.Tags_s)))
+    {
+        $tagPairs = $result.Tags_s.Substring(2, $result.Tags_s.Length - 3).Split(';')
+        foreach ($tagPairString in $tagPairs)
+        {
+            $tagPair = $tagPairString.Split('=')
+            if (-not([string]::IsNullOrEmpty($tagPair[0])) -and -not([string]::IsNullOrEmpty($tagPair[1])))
+            {
+                $tagName = $tagPair[0].Trim()
+                $tagValue = $tagPair[1].Trim()
+                $tags[$tagName] = $tagValue
+            }
+        }
+    }
+
+    $recommendation = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $result.Cloud_s
+        Category = "OperationalExcellence"
+        ImpactedArea = "Microsoft.Network/virtualNetworks"
+        Impact = "Medium"
+        RecommendationType = "BestPractices"
+        RecommendationSubType = "LowSubnetIPSpaceUsage"
+        RecommendationSubTypeId = "0f27b41c-869a-4563-86e9-d1c94232ba81"
+        RecommendationDescription = "Subnets with a low IP space usage are a waste of virtual network address space"
+        RecommendationAction = "Move network devices to a subnet with a smaller address space"
+        InstanceId = $result.InstanceId_s
+        InstanceName = "$($result.VNetName_s)/$($result.SubnetName_s)"
+        AdditionalInfo = $additionalInfoDictionary
+        ResourceGroup = $result.ResourceGroupName_s
+        SubscriptionGuid = $result.SubscriptionGuid_g
+        SubscriptionName = $result.SubscriptionName
+        TenantGuid = $result.TenantGuid_g
+        FitScore = $fitScore
+        Tags = $tags
+        DetailsURL = $detailsURL
+    }
+
+    $recommendations += $recommendation
+}
+
+# Export the recommendations as JSON to blob storage
+
+$fileDate = $datetime.ToString("yyyy-MM-dd")
+$jsonExportPath = "subnetslowspaceusage-$fileDate.json"
+$recommendations | ConvertTo-Json | Out-File $jsonExportPath
+
+$jsonBlobName = $jsonExportPath
+$jsonProperties = @{"ContentType" = "application/json"};
+Set-AzStorageBlobContent -File $jsonExportPath -Container $storageAccountSinkContainer -Properties $jsonProperties -Blob $jsonBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $jsonBlobName to Blob Storage..."
+
+Remove-Item -Path $jsonExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $jsonExportPath from local disk..."
+
+Write-Output "Looking for subnets without any device..."
+
+$baseQuery = @"
+    $vNetsTableName
+    | where TimeGenerated > ago(1d)
+    | where toint(SubnetUsedIPs_s) == 0 and toint(SubnetDelegationsCount_s) == 0
+    | join kind=leftouter (
+        $subscriptionsTableName
+        | where TimeGenerated > ago(1d)
+        | where ContainerType_s =~ 'microsoft.resources/subscriptions'
+        | project SubscriptionGuid_g, SubscriptionName = ContainerName_s
+    ) on SubscriptionGuid_g
+"@
+
+try
+{
+    $queryResults = Invoke-AzOperationalInsightsQuery -WorkspaceId $workspaceId -Query $baseQuery -Timespan (New-TimeSpan -Days $recommendationSearchTimeSpan) -Wait 600 -IncludeStatistics
+    if ($queryResults)
+    {
+        $results = [System.Linq.Enumerable]::ToArray($queryResults.Results)
+    }
+}
+catch
+{
+    Write-Warning -Message "Query failed. Debug the following query in the AOE Log Analytics workspace: $baseQuery"
+    Write-Warning -Message $error[0]
+    $recommendationsErrors++
+}
+
+Write-Output "Query finished with $($results.Count) results."
+
+Write-Output "Query statistics: $($queryResults.Statistics.query)"
+
+# Build the recommendations objects
+
+$recommendations = @()
+$datetime = (get-date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+
+foreach ($result in $results)
+{
+    switch ($result.Cloud_s)
+    {
+        "AzureCloud" { $azureTld = "com" }
+        "AzureChinaCloud" { $azureTld = "cn" }
+        "AzureUSGovernment" { $azureTld = "us" }
+        default { $azureTld = "com" }
+    }
+
+    $queryInstanceId = $result.InstanceId_s
+    $detailsURL = "https://portal.azure.$azureTld/#@$($result.TenantGuid_g)/resource/$queryInstanceId/subnets"
+
+    $additionalInfoDictionary = @{}
+
+    $additionalInfoDictionary["subnetName"] = $result.SubnetName_s
+    $additionalInfoDictionary["subnetPrefix"] = $result.SubnetPrefix_s
+    $additionalInfoDictionary["subnetTotalIPs"] = $result.SubnetTotalPrefixIPs_s
+    $additionalInfoDictionary["subnetUsedIPs_s"] = $result.SubnetUsedIPs_s
+
+    $fitScore = 5
+
+    $tags = @{}
+
+    if (-not([string]::IsNullOrEmpty($result.Tags_s)))
+    {
+        $tagPairs = $result.Tags_s.Substring(2, $result.Tags_s.Length - 3).Split(';')
+        foreach ($tagPairString in $tagPairs)
+        {
+            $tagPair = $tagPairString.Split('=')
+            if (-not([string]::IsNullOrEmpty($tagPair[0])) -and -not([string]::IsNullOrEmpty($tagPair[1])))
+            {
+                $tagName = $tagPair[0].Trim()
+                $tagValue = $tagPair[1].Trim()
+                $tags[$tagName] = $tagValue
+            }
+        }
+    }
+
+    $recommendation = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $result.Cloud_s
+        Category = "OperationalExcellence"
+        ImpactedArea = "Microsoft.Network/virtualNetworks"
+        Impact = "Medium"
+        RecommendationType = "BestPractices"
+        RecommendationSubType = "NoSubnetIPSpaceUsage"
+        RecommendationSubTypeId = "343bbfb7-5bec-4711-8353-398454d42b7b"
+        RecommendationDescription = "Subnets without any IP usage are a waste of virtual network address space"
+        RecommendationAction = "Delete the subnet to reclaim address space"
+        InstanceId = $result.InstanceId_s
+        InstanceName = "$($result.VNetName_s)/$($result.SubnetName_s)"
+        AdditionalInfo = $additionalInfoDictionary
+        ResourceGroup = $result.ResourceGroupName_s
+        SubscriptionGuid = $result.SubscriptionGuid_g
+        SubscriptionName = $result.SubscriptionName
+        TenantGuid = $result.TenantGuid_g
+        FitScore = $fitScore
+        Tags = $tags
+        DetailsURL = $detailsURL
+    }
+
+    $recommendations += $recommendation
+}
+
+# Export the recommendations as JSON to blob storage
+
+$fileDate = $datetime.ToString("yyyy-MM-dd")
+$jsonExportPath = "subnetsnospaceusage-$fileDate.json"
+$recommendations | ConvertTo-Json | Out-File $jsonExportPath
+
+$jsonBlobName = $jsonExportPath
+$jsonProperties = @{"ContentType" = "application/json"};
+Set-AzStorageBlobContent -File $jsonExportPath -Container $storageAccountSinkContainer -Properties $jsonProperties -Blob $jsonBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $jsonBlobName to Blob Storage..."
+
+Remove-Item -Path $jsonExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $jsonExportPath from local disk..."
+
+Write-Output "Looking for orphaned NICs..."
+
+$baseQuery = @"
+    $nicsTableName
+    | where TimeGenerated > ago(1d)
+    | where isempty(OwnerVMId_s) and isempty(OwnerPEId_s)
+    | join kind=leftouter (
+        $subscriptionsTableName
+        | where TimeGenerated > ago(1d)
+        | where ContainerType_s =~ 'microsoft.resources/subscriptions'
+        | project SubscriptionGuid_g, SubscriptionName = ContainerName_s
+    ) on SubscriptionGuid_g
+"@
+
+try
+{
+    $queryResults = Invoke-AzOperationalInsightsQuery -WorkspaceId $workspaceId -Query $baseQuery -Timespan (New-TimeSpan -Days $recommendationSearchTimeSpan) -Wait 600 -IncludeStatistics
+    if ($queryResults)
+    {
+        $results = [System.Linq.Enumerable]::ToArray($queryResults.Results)
+    }
+}
+catch
+{
+    Write-Warning -Message "Query failed. Debug the following query in the AOE Log Analytics workspace: $baseQuery"
+    Write-Warning -Message $error[0]
+    $recommendationsErrors++
+}
+
+Write-Output "Query finished with $($results.Count) results."
+
+Write-Output "Query statistics: $($queryResults.Statistics.query)"
+
+# Build the recommendations objects
+
+$recommendations = @()
+$datetime = (get-date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+
+foreach ($result in $results)
+{
+    switch ($result.Cloud_s)
+    {
+        "AzureCloud" { $azureTld = "com" }
+        "AzureChinaCloud" { $azureTld = "cn" }
+        "AzureUSGovernment" { $azureTld = "us" }
+        default { $azureTld = "com" }
+    }
+
+    $queryInstanceId = $result.InstanceId_s
+    $detailsURL = "https://portal.azure.$azureTld/#@$($result.TenantGuid_g)/resource/$queryInstanceId/overview"
+
+    $additionalInfoDictionary = @{}
+
+    $additionalInfoDictionary["privateIpAddress"] = $result.PrivateIPAddress_s
+
+    $fitScore = 5
+
+    $tags = @{}
+
+    if (-not([string]::IsNullOrEmpty($result.Tags_s)))
+    {
+        $tagPairs = $result.Tags_s.Substring(2, $result.Tags_s.Length - 3).Split(';')
+        foreach ($tagPairString in $tagPairs)
+        {
+            $tagPair = $tagPairString.Split('=')
+            if (-not([string]::IsNullOrEmpty($tagPair[0])) -and -not([string]::IsNullOrEmpty($tagPair[1])))
+            {
+                $tagName = $tagPair[0].Trim()
+                $tagValue = $tagPair[1].Trim()
+                $tags[$tagName] = $tagValue
+            }
+        }
+    }
+
+    $recommendation = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $result.Cloud_s
+        Category = "OperationalExcellence"
+        ImpactedArea = "Microsoft.Network/networkInterfaces"
+        Impact = "Medium"
+        RecommendationType = "BestPractices"
+        RecommendationSubType = "OrphanedNIC"
+        RecommendationSubTypeId = "4c5c2d0c-b6a4-4c59-bc18-6fff6c1f5b23"
+        RecommendationDescription = "Orphaned Network Interfaces (without owner VM or PE) unnecessarily consume IP address space"
+        RecommendationAction = "Delete the NIC to reclaim address space"
+        InstanceId = $result.InstanceId_s
+        InstanceName = $result.Name_s
+        AdditionalInfo = $additionalInfoDictionary
+        ResourceGroup = $result.ResourceGroupName_s
+        SubscriptionGuid = $result.SubscriptionGuid_g
+        SubscriptionName = $result.SubscriptionName
+        TenantGuid = $result.TenantGuid_g
+        FitScore = $fitScore
+        Tags = $tags
+        DetailsURL = $detailsURL
+    }
+
+    $recommendations += $recommendation
+}
+
+# Export the recommendations as JSON to blob storage
+
+$fileDate = $datetime.ToString("yyyy-MM-dd")
+$jsonExportPath = "orphanednics-$fileDate.json"
+$recommendations | ConvertTo-Json | Out-File $jsonExportPath
+
+$jsonBlobName = $jsonExportPath
+$jsonProperties = @{"ContentType" = "application/json"};
+Set-AzStorageBlobContent -File $jsonExportPath -Container $storageAccountSinkContainer -Properties $jsonProperties -Blob $jsonBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $jsonBlobName to Blob Storage..."
+
+Remove-Item -Path $jsonExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $jsonExportPath from local disk..."
+
+Write-Output "Looking for NSG rules referring empty or removed subnets..."
+
+$baseQuery = @"
+    let MinimumSubnetAge = $($subnetMinAge)d;
+    let SubnetsToday = materialize( $vNetsTableName
+    | where TimeGenerated > ago(1d)
+    | extend SubnetId = tolower(strcat(InstanceId_s, '/subnets/', SubnetName_s))
+    | distinct SubnetId, SubnetPrefix_s, SubnetUsedIPs_s, SubnetDelegationsCount_s );
+    let SubnetsBefore = materialize( $vNetsTableName
+    | where TimeGenerated < ago(1d)
+    | extend SubnetId = tolower(strcat(InstanceId_s, '/subnets/', SubnetName_s))
+    | summarize ExistsSince = min(todatetime(StatusDate_s)) by SubnetId, SubnetPrefix_s );
+    let SubnetsExistingLongEnoughIds = SubnetsBefore | where ExistsSince < ago(MinimumSubnetAge) | distinct SubnetId;
+    let EmptySubnets = SubnetsToday | where SubnetId in (SubnetsExistingLongEnoughIds) and toint(SubnetUsedIPs_s) == 0 and toint(SubnetDelegationsCount_s) == 0;
+    let SubnetsTodayIds = SubnetsToday | distinct SubnetId;
+    let SubnetsTodayPrefixes = SubnetsToday | distinct SubnetPrefix_s;
+    let RemovedSubnets = SubnetsBefore | where SubnetId !in (SubnetsTodayIds) and SubnetPrefix_s !in (SubnetsTodayPrefixes);
+    let NSGRules = materialize($nsgRulesTableName
+    | where TimeGenerated > ago(1d)
+    | extend SourceAddresses = split(RuleSourceAddresses_s,',')
+    | mvexpand SourceAddresses
+    | extend SourceAddress = tostring(SourceAddresses)
+    | extend DestinationAddresses = split(RuleDestinationAddresses_s,',')
+    | mvexpand DestinationAddresses
+    | extend DestinationAddress = tostring(DestinationAddresses)
+    | project NSGId = InstanceId_s, RuleName_s, DestinationAddress, SourceAddress, SubscriptionGuid_g, Cloud_s, TenantGuid_g, ResourceGroupName_s, NSGName = NSGName_s, Tags_s);
+    let EmptySubnetsAsSource = EmptySubnets
+    | join kind=inner ( NSGRules ) on `$left.SubnetPrefix_s == `$right.SourceAddress
+    | extend SubnetState = 'empty';
+    let EmptySubnetsAsDestination = EmptySubnets
+    | join kind=inner ( NSGRules ) on `$left.SubnetPrefix_s == `$right.DestinationAddress
+    | extend SubnetState = 'empty';
+    let RemovedSubnetsAsSource = RemovedSubnets
+    | join kind=inner ( NSGRules ) on `$left.SubnetPrefix_s == `$right.SourceAddress
+    | extend SubnetState = 'unexisting';
+    let RemovedSubnetsAsDestination = RemovedSubnets
+    | join kind=inner ( NSGRules ) on `$left.SubnetPrefix_s == `$right.DestinationAddress
+    | extend SubnetState = 'unexisting';
+    EmptySubnetsAsSource
+    | union EmptySubnetsAsDestination
+    | union RemovedSubnetsAsSource
+    | union RemovedSubnetsAsDestination
+    | join kind=leftouter (
+        $subscriptionsTableName
+        | where TimeGenerated > ago(1d)
+        | where ContainerType_s =~ 'microsoft.resources/subscriptions'
+        | project SubscriptionGuid_g, SubscriptionName = ContainerName_s
+    ) on SubscriptionGuid_g
+    | where isnotempty(SubnetPrefix_s)
+    | distinct NSGId, NSGName, RuleName_s, SubscriptionGuid_g, SubscriptionName, ResourceGroupName_s, TenantGuid_g, Cloud_s, SubnetId, SubnetPrefix_s, SubnetState, Tags_s
+"@
+
+try
+{
+    $queryResults = Invoke-AzOperationalInsightsQuery -WorkspaceId $workspaceId -Query $baseQuery -Timespan (New-TimeSpan -Days $recommendationSearchTimeSpan) -Wait 600 -IncludeStatistics
+    if ($queryResults)
+    {
+        $results = [System.Linq.Enumerable]::ToArray($queryResults.Results)
+    }
+}
+catch
+{
+    Write-Warning -Message "Query failed. Debug the following query in the AOE Log Analytics workspace: $baseQuery"
+    Write-Warning -Message $error[0]
+    $recommendationsErrors++
+}
+
+Write-Output "Query finished with $($results.Count) results."
+
+Write-Output "Query statistics: $($queryResults.Statistics.query)"
+
+# Build the recommendations objects
+
+$recommendations = @()
+$datetime = (get-date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+
+foreach ($result in $results)
+{
+    switch ($result.Cloud_s)
+    {
+        "AzureCloud" { $azureTld = "com" }
+        "AzureChinaCloud" { $azureTld = "cn" }
+        "AzureUSGovernment" { $azureTld = "us" }
+        default { $azureTld = "com" }
+    }
+
+    $queryInstanceId = $result.NSGId
+    $detailsURL = "https://portal.azure.$azureTld/#@$($result.TenantGuid_g)/resource/$queryInstanceId/overview"
+
+    $additionalInfoDictionary = @{}
+
+    $additionalInfoDictionary["subnetId"] = $result.SubnetId
+    $additionalInfoDictionary["subnetPrefix"] = $result.SubnetPrefix_s
+    $additionalInfoDictionary["subnetState"] = $result.SubnetState
+
+    $fitScore = 5
+
+    $tags = @{}
+
+    if (-not([string]::IsNullOrEmpty($result.Tags_s)))
+    {
+        $tagPairs = $result.Tags_s.Substring(2, $result.Tags_s.Length - 3).Split(';')
+        foreach ($tagPairString in $tagPairs)
+        {
+            $tagPair = $tagPairString.Split('=')
+            if (-not([string]::IsNullOrEmpty($tagPair[0])) -and -not([string]::IsNullOrEmpty($tagPair[1])))
+            {
+                $tagName = $tagPair[0].Trim()
+                $tagValue = $tagPair[1].Trim()
+                $tags[$tagName] = $tagValue
+            }
+        }
+    }
+
+    $recommendation = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $result.Cloud_s
+        Category = "Security"
+        ImpactedArea = "Microsoft.Network/networkSecurityGroups"
+        Impact = "Medium"
+        RecommendationType = "BestPractices"
+        RecommendationSubType = "NSGRuleForEmptyOrUnexistingSubnet"
+        RecommendationSubTypeId = "b5491cde-f76c-4423-8c4c-89e3558ff2f2"
+        RecommendationDescription = "NSG rules referring to empty or unexisting subnets"
+        RecommendationAction = "Update or remove the NSG rule to improve your network security posture"
+        InstanceId = $result.NSGId
+        InstanceName = "$($result.NSGName)/$($result.RuleName_s)"
+        AdditionalInfo = $additionalInfoDictionary
+        ResourceGroup = $result.ResourceGroupName_s
+        SubscriptionGuid = $result.SubscriptionGuid_g
+        SubscriptionName = $result.SubscriptionName
+        TenantGuid = $result.TenantGuid_g
+        FitScore = $fitScore
+        Tags = $tags
+        DetailsURL = $detailsURL
+    }
+
+    $recommendations += $recommendation
+}
+
+# Export the recommendations as JSON to blob storage
+
+$fileDate = $datetime.ToString("yyyy-MM-dd")
+$jsonExportPath = "nsgrules-emptyunexistingsubnets-$fileDate.json"
+$recommendations | ConvertTo-Json | Out-File $jsonExportPath
+
+$jsonBlobName = $jsonExportPath
+$jsonProperties = @{"ContentType" = "application/json"};
+Set-AzStorageBlobContent -File $jsonExportPath -Container $storageAccountSinkContainer -Properties $jsonProperties -Blob $jsonBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $jsonBlobName to Blob Storage..."
+
+Remove-Item -Path $jsonExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $jsonExportPath from local disk..."
+
+Write-Output "Looking for NSG rules referring orphan or removed NICs..."
+
+$baseQuery = @"
+    let NICsToday = materialize( $nicsTableName
+    | where TimeGenerated > ago(1d)
+    | extend NICId = tolower(InstanceId_s)
+    | distinct NICId, PrivateIPAddress_s, PublicIPId_s, OwnerVMId_s, OwnerPEId_s );
+    let NICsBefore = $nicsTableName
+    | where TimeGenerated < ago(1d)
+    | extend NICId = tolower(InstanceId_s)
+    | distinct NICId, PrivateIPAddress_s, PublicIPId_s;
+    let OrphanNICs = NICsToday
+    | where isempty(OwnerVMId_s) and isempty(OwnerPEId_s)
+    | extend PublicIPId_s = tolower(PublicIPId_s)
+    | join kind=leftouter (
+        $publicIpsTableName
+        | where TimeGenerated > ago(1d)
+        | project PublicIPId_s = tolower(InstanceId_s), PublicIPAddress = IPAddress
+    ) on PublicIPId_s;
+    let NICsTodayIds = NICsToday | distinct NICId;
+    let NICsTodayIPs = NICsToday | distinct PrivateIPAddress_s;
+    let RemovedNICs = NICsBefore
+    | where NICId  !in (NICsTodayIds) and PrivateIPAddress_s  !in (NICsTodayIPs)
+    | extend PublicIPId_s = tolower(PublicIPId_s)
+    | join kind=leftouter (
+        $publicIpsTableName
+        | where TimeGenerated < ago(1d)
+        | project PublicIPId_s = tolower(InstanceId_s), PublicIPAddress = IPAddress
+    ) on PublicIPId_s;
+    let NSGRules = materialize($nsgRulesTableName
+    | where TimeGenerated > ago(1d)
+    | extend SourceAddresses = split(RuleSourceAddresses_s,',')
+    | mvexpand SourceAddresses
+    | extend SourceAddress = replace('/32','',tostring(SourceAddresses))
+    | extend DestinationAddresses = split(RuleDestinationAddresses_s,',')
+    | mvexpand DestinationAddresses
+    | extend DestinationAddress = replace('/32','',tostring(DestinationAddresses))
+    | project NSGId = InstanceId_s, RuleName_s, DestinationAddress, SourceAddress, SubscriptionGuid_g, Cloud_s, TenantGuid_g, ResourceGroupName_s, NSGName = NSGName_s, Tags_s);
+    let OrphanNICsAsPrivateSource = OrphanNICs
+    | join kind=inner ( NSGRules ) on `$left.PrivateIPAddress_s == `$right.SourceAddress
+    | extend NICState = 'orphan', IPAddress = PrivateIPAddress_s;
+    let OrphanNICsAsPublicSource = OrphanNICs
+    | join kind=inner ( NSGRules ) on `$left.PublicIPAddress == `$right.SourceAddress
+    | extend NICState = 'orphan', IPAddress = PublicIPAddress;
+    let OrphanNICsAsPrivateDestination = OrphanNICs
+    | join kind=inner ( NSGRules ) on `$left.PrivateIPAddress_s == `$right.DestinationAddress
+    | extend NICState = 'orphan', IPAddress = PrivateIPAddress_s;
+    let OrphanNICsAsPublicDestination = OrphanNICs
+    | join kind=inner ( NSGRules ) on `$left.PublicIPAddress == `$right.DestinationAddress
+    | extend NICState = 'orphan', IPAddress = PublicIPAddress;
+    let RemovedNICsAsPrivateSource = RemovedNICs
+    | join kind=inner ( NSGRules ) on `$left.PrivateIPAddress_s == `$right.SourceAddress
+    | extend NICState = 'unexisting', IPAddress = PrivateIPAddress_s;
+    let RemovedNICsAsPublicSource = RemovedNICs
+    | join kind=inner ( NSGRules ) on `$left.PublicIPAddress == `$right.SourceAddress
+    | extend NICState = 'unexisting', IPAddress = PublicIPAddress;
+    let RemovedNICsAsPrivateDestination = RemovedNICs
+    | join kind=inner ( NSGRules ) on `$left.PrivateIPAddress_s == `$right.DestinationAddress
+    | extend NICState = 'unexisting', IPAddress = PrivateIPAddress_s;
+    let RemovedNICsAsPublicDestination = RemovedNICs
+    | join kind=inner ( NSGRules ) on `$left.PublicIPAddress == `$right.DestinationAddress
+    | extend NICState = 'unexisting', IPAddress = PublicIPAddress;
+    OrphanNICsAsPrivateSource
+    | union OrphanNICsAsPublicSource
+    | union OrphanNICsAsPrivateDestination
+    | union OrphanNICsAsPublicDestination
+    | union RemovedNICsAsPrivateSource
+    | union RemovedNICsAsPublicSource
+    | union RemovedNICsAsPrivateDestination
+    | union RemovedNICsAsPublicDestination
+    | where isnotempty(IPAddress)
+    | join kind=leftouter (
+        $subscriptionsTableName
+        | where TimeGenerated > ago(1d)
+        | where ContainerType_s =~ 'microsoft.resources/subscriptions'
+        | project SubscriptionGuid_g, SubscriptionName = ContainerName_s
+    ) on SubscriptionGuid_g
+    | distinct NSGId, NSGName, RuleName_s, SubscriptionGuid_g, SubscriptionName, ResourceGroupName_s, TenantGuid_g, Cloud_s, NICId, IPAddress, NICState, Tags_s
+"@
+
+try
+{
+    $queryResults = Invoke-AzOperationalInsightsQuery -WorkspaceId $workspaceId -Query $baseQuery -Timespan (New-TimeSpan -Days $recommendationSearchTimeSpan) -Wait 600 -IncludeStatistics
+    if ($queryResults)
+    {
+        $results = [System.Linq.Enumerable]::ToArray($queryResults.Results)
+    }
+}
+catch
+{
+    Write-Warning -Message "Query failed. Debug the following query in the AOE Log Analytics workspace: $baseQuery"
+    Write-Warning -Message $error[0]
+    $recommendationsErrors++
+}
+
+Write-Output "Query finished with $($results.Count) results."
+
+Write-Output "Query statistics: $($queryResults.Statistics.query)"
+
+# Build the recommendations objects
+
+$recommendations = @()
+$datetime = (get-date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+
+foreach ($result in $results)
+{
+    switch ($result.Cloud_s)
+    {
+        "AzureCloud" { $azureTld = "com" }
+        "AzureChinaCloud" { $azureTld = "cn" }
+        "AzureUSGovernment" { $azureTld = "us" }
+        default { $azureTld = "com" }
+    }
+
+    $queryInstanceId = $result.NSGId
+    $detailsURL = "https://portal.azure.$azureTld/#@$($result.TenantGuid_g)/resource/$queryInstanceId/overview"
+
+    $additionalInfoDictionary = @{}
+
+    $additionalInfoDictionary["nicId"] = $result.NICId
+    $additionalInfoDictionary["ipAddress"] = $result.IPAddress
+    $additionalInfoDictionary["nicState"] = $result.NICState
+
+    $fitScore = 5
+
+    $tags = @{}
+
+    if (-not([string]::IsNullOrEmpty($result.Tags_s)))
+    {
+        $tagPairs = $result.Tags_s.Substring(2, $result.Tags_s.Length - 3).Split(';')
+        foreach ($tagPairString in $tagPairs)
+        {
+            $tagPair = $tagPairString.Split('=')
+            if (-not([string]::IsNullOrEmpty($tagPair[0])) -and -not([string]::IsNullOrEmpty($tagPair[1])))
+            {
+                $tagName = $tagPair[0].Trim()
+                $tagValue = $tagPair[1].Trim()
+                $tags[$tagName] = $tagValue
+            }
+        }
+    }
+
+    $recommendation = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $result.Cloud_s
+        Category = "Security"
+        ImpactedArea = "Microsoft.Network/networkSecurityGroups"
+        Impact = "Medium"
+        RecommendationType = "BestPractices"
+        RecommendationSubType = "NSGRuleForOrphanOrUnexistingNIC"
+        RecommendationSubTypeId = "3dc1d1f8-19ef-4572-9c9d-78d62831f55a"
+        RecommendationDescription = "NSG rules referring to orphan or unexisting NICs"
+        RecommendationAction = "Update or remove the NSG rule to improve your network security posture"
+        InstanceId = $result.NSGId
+        InstanceName = "$($result.NSGName)/$($result.RuleName_s)"
+        AdditionalInfo = $additionalInfoDictionary
+        ResourceGroup = $result.ResourceGroupName_s
+        SubscriptionGuid = $result.SubscriptionGuid_g
+        SubscriptionName = $result.SubscriptionName
+        TenantGuid = $result.TenantGuid_g
+        FitScore = $fitScore
+        Tags = $tags
+        DetailsURL = $detailsURL
+    }
+
+    $recommendations += $recommendation
+}
+
+# Export the recommendations as JSON to blob storage
+
+$fileDate = $datetime.ToString("yyyy-MM-dd")
+$jsonExportPath = "nsgrules-orphanunexistingnics-$fileDate.json"
+$recommendations | ConvertTo-Json | Out-File $jsonExportPath
+
+$jsonBlobName = $jsonExportPath
+$jsonProperties = @{"ContentType" = "application/json"};
+Set-AzStorageBlobContent -File $jsonExportPath -Container $storageAccountSinkContainer -Properties $jsonProperties -Blob $jsonBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $jsonBlobName to Blob Storage..."
+
+Remove-Item -Path $jsonExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $jsonExportPath from local disk..."
+
+Write-Output "Looking for NSG rules referring orphan or removed Public IPs..."
+
+$baseQuery = @"
+    let PIPsToday = materialize( $publicIpsTableName
+    | where TimeGenerated > ago(1d)
+    | extend PublicIPId = tolower(InstanceId_s)
+    | distinct PublicIPId, AssociatedResourceId_s, AllocationMethod_s, IPAddress );
+    let PIPsBefore = materialize( $publicIpsTableName
+    | where TimeGenerated < ago(1d)
+    | extend PublicIPId = tolower(InstanceId_s)
+    | distinct PublicIPId, IPAddress );
+    let OrphanStaticPIPs = PIPsToday
+    | where isempty(AssociatedResourceId_s) and AllocationMethod_s == 'static';
+    let OrphanDynamicPIPIDs = PIPsToday
+    | where isempty(AssociatedResourceId_s) and AllocationMethod_s == 'dynamic'
+    | distinct PublicIPId;
+    let PIPsTodayIds = PIPsToday | distinct PublicIPId;
+    let PIPsTodayIPs = PIPsToday | distinct IPAddress;
+    let OrphanDynamicPIPs = PIPsBefore
+    | where PublicIPId in (OrphanDynamicPIPIDs) and isnotempty(IPAddress) and IPAddress !in (PIPsTodayIPs);
+    let RemovedPIPs = PIPsBefore
+    | where PublicIPId !in (PIPsTodayIds) and isnotempty(IPAddress) and IPAddress !in (PIPsTodayIPs);
+    let NSGRules = materialize( $nsgRulesTableName
+    | where TimeGenerated > ago(1d)
+    | extend SourceAddresses = split(RuleSourceAddresses_s,',')
+    | mvexpand SourceAddresses
+    | extend SourceAddress = replace('/32','',tostring(SourceAddresses))
+    | extend DestinationAddresses = split(RuleDestinationAddresses_s,',')
+    | mvexpand DestinationAddresses
+    | extend DestinationAddress = replace('/32','',tostring(DestinationAddresses))
+    | project NSGId = InstanceId_s, RuleName_s, DestinationAddress, SourceAddress, SubscriptionGuid_g, Cloud_s, TenantGuid_g, ResourceGroupName_s, NSGName = NSGName_s, Tags_s);
+    let OrphanStaticPIPsAsSource = OrphanStaticPIPs
+    | join kind=inner ( NSGRules ) on `$left.IPAddress == `$right.SourceAddress
+    | extend PIPState = 'orphan';
+    let OrphanStaticPIPsAsDestination = OrphanStaticPIPs
+    | join kind=inner ( NSGRules ) on `$left.IPAddress == `$right.DestinationAddress
+    | extend PIPState = 'orphan';
+    let OrphanDynamicPIPsAsSource = OrphanDynamicPIPs
+    | join kind=inner ( NSGRules ) on `$left.IPAddress == `$right.SourceAddress
+    | extend PIPState = 'orphan';
+    let OrphanDynamicPIPsAsDestination = OrphanDynamicPIPs
+    | join kind=inner ( NSGRules ) on `$left.IPAddress == `$right.DestinationAddress
+    | extend PIPState = 'orphan';
+    let RemovedPIPsAsSource = RemovedPIPs
+    | join kind=inner ( NSGRules ) on `$left.IPAddress == `$right.SourceAddress
+    | extend PIPState = 'unexisting';
+    let RemovedPIPsAsDestination = RemovedPIPs
+    | join kind=inner ( NSGRules ) on `$left.IPAddress == `$right.DestinationAddress
+    | extend PIPState = 'unexisting';
+    OrphanStaticPIPsAsSource
+    | union OrphanDynamicPIPsAsSource
+    | union OrphanStaticPIPsAsDestination
+    | union OrphanDynamicPIPsAsDestination
+    | union RemovedPIPsAsSource
+    | union RemovedPIPsAsDestination
+    | join kind=leftouter (
+        $subscriptionsTableName
+        | where TimeGenerated > ago(1d)
+        | where ContainerType_s =~ 'microsoft.resources/subscriptions'
+        | project SubscriptionGuid_g, SubscriptionName = ContainerName_s
+    ) on SubscriptionGuid_g
+    | distinct NSGId, NSGName, RuleName_s, SubscriptionGuid_g, SubscriptionName, ResourceGroupName_s, TenantGuid_g, Cloud_s, PublicIPId, IPAddress, PIPState, AllocationMethod_s, Tags_s
+"@
+
+try
+{
+    $queryResults = Invoke-AzOperationalInsightsQuery -WorkspaceId $workspaceId -Query $baseQuery -Timespan (New-TimeSpan -Days $recommendationSearchTimeSpan) -Wait 600 -IncludeStatistics
+    if ($queryResults)
+    {
+        $results = [System.Linq.Enumerable]::ToArray($queryResults.Results)
+    }
+}
+catch
+{
+    Write-Warning -Message "Query failed. Debug the following query in the AOE Log Analytics workspace: $baseQuery"
+    Write-Warning -Message $error[0]
+    $recommendationsErrors++
+}
+
+Write-Output "Query finished with $($results.Count) results."
+
+Write-Output "Query statistics: $($queryResults.Statistics.query)"
+
+# Build the recommendations objects
+
+$recommendations = @()
+$datetime = (get-date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+
+foreach ($result in $results)
+{
+    switch ($result.Cloud_s)
+    {
+        "AzureCloud" { $azureTld = "com" }
+        "AzureChinaCloud" { $azureTld = "cn" }
+        "AzureUSGovernment" { $azureTld = "us" }
+        default { $azureTld = "com" }
+    }
+
+    $queryInstanceId = $result.NSGId
+    $detailsURL = "https://portal.azure.$azureTld/#@$($result.TenantGuid_g)/resource/$queryInstanceId/overview"
+
+    $additionalInfoDictionary = @{}
+
+    $additionalInfoDictionary["publicIPId"] = $result.PublicIPId
+    $additionalInfoDictionary["ipAddress"] = $result.IPAddress
+    $additionalInfoDictionary["publicIPState"] = $result.PIPState
+    $additionalInfoDictionary["allocationMethod"] = $result.AllocationMethod_s
+
+    $fitScore = 5
+
+    $tags = @{}
+
+    if (-not([string]::IsNullOrEmpty($result.Tags_s)))
+    {
+        $tagPairs = $result.Tags_s.Substring(2, $result.Tags_s.Length - 3).Split(';')
+        foreach ($tagPairString in $tagPairs)
+        {
+            $tagPair = $tagPairString.Split('=')
+            if (-not([string]::IsNullOrEmpty($tagPair[0])) -and -not([string]::IsNullOrEmpty($tagPair[1])))
+            {
+                $tagName = $tagPair[0].Trim()
+                $tagValue = $tagPair[1].Trim()
+                $tags[$tagName] = $tagValue
+            }
+        }
+    }
+
+    $recommendation = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $result.Cloud_s
+        Category = "Security"
+        ImpactedArea = "Microsoft.Network/networkSecurityGroups"
+        Impact = "High"
+        RecommendationType = "BestPractices"
+        RecommendationSubType = "NSGRuleForOrphanOrUnexistingPublicIP"
+        RecommendationSubTypeId = "fe40cbe7-bdee-4cce-b072-cf25e1247b7a"
+        RecommendationDescription = "NSG rules referring to orphan or unexisting Public IPs"
+        RecommendationAction = "Update or remove the NSG rule to improve your network security posture"
+        InstanceId = $result.NSGId
+        InstanceName = "$($result.NSGName)/$($result.RuleName_s)"
+        AdditionalInfo = $additionalInfoDictionary
+        ResourceGroup = $result.ResourceGroupName_s
+        SubscriptionGuid = $result.SubscriptionGuid_g
+        SubscriptionName = $result.SubscriptionName
+        TenantGuid = $result.TenantGuid_g
+        FitScore = $fitScore
+        Tags = $tags
+        DetailsURL = $detailsURL
+    }
+
+    $recommendations += $recommendation
+}
+
+# Export the recommendations as JSON to blob storage
+
+$fileDate = $datetime.ToString("yyyy-MM-dd")
+$jsonExportPath = "nsgrules-orphanunexistingpublicips-$fileDate.json"
+$recommendations | ConvertTo-Json | Out-File $jsonExportPath
+
+$jsonBlobName = $jsonExportPath
+$jsonProperties = @{"ContentType" = "application/json"};
+Set-AzStorageBlobContent -File $jsonExportPath -Container $storageAccountSinkContainer -Properties $jsonProperties -Blob $jsonBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $jsonBlobName to Blob Storage..."
+
+Remove-Item -Path $jsonExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $jsonExportPath from local disk..."
+
+Write-Output "Looking for orphaned Public IPs..."
+
+$baseQuery = @"
+    let interval = 30d;
+    let etime = todatetime(toscalar($consumptionTableName | where todatetime(Date_s) < now() and todatetime(Date_s) > ago(30d) | summarize max(todatetime(Date_s))));
+    let stime = etime-interval;
+    $publicIpsTableName
+    | where TimeGenerated > ago(1d) and isempty(AssociatedResourceId_s)
+    | distinct Name_s, InstanceId_s, SubscriptionGuid_g, TenantGuid_g, ResourceGroupName_s, SkuName_s, AllocationMethod_s, Tags_s, Cloud_s
+    | join kind=leftouter (
+        $consumptionTableName
+        | where todatetime(Date_s) between (stime..etime)
+        | project InstanceId_s=tolower(ResourceId), CostInBillingCurrency_s, Date_s
+    ) on InstanceId_s
+    | summarize Last30DaysCost=sum(todouble(CostInBillingCurrency_s)) by Name_s, InstanceId_s, SubscriptionGuid_g, TenantGuid_g, ResourceGroupName_s, SkuName_s, AllocationMethod_s, Tags_s, Cloud_s
+    | join kind=leftouter (
+        $subscriptionsTableName
+        | where TimeGenerated > ago(1d)
+        | where ContainerType_s =~ 'microsoft.resources/subscriptions'
+        | project SubscriptionGuid_g, SubscriptionName = ContainerName_s
+    ) on SubscriptionGuid_g
+"@
+
+try
+{
+    $queryResults = Invoke-AzOperationalInsightsQuery -WorkspaceId $workspaceId -Query $baseQuery -Timespan (New-TimeSpan -Days $recommendationSearchTimeSpan) -Wait 600 -IncludeStatistics
+    if ($queryResults)
+    {
+        $results = [System.Linq.Enumerable]::ToArray($queryResults.Results)
+    }
+}
+catch
+{
+    Write-Warning -Message "Query failed. Debug the following query in the AOE Log Analytics workspace: $baseQuery"
+    Write-Warning -Message $error[0]
+    $recommendationsErrors++
+}
+
+Write-Output "Query finished with $($results.Count) results."
+
+Write-Output "Query statistics: $($queryResults.Statistics.query)"
+
+# Build the recommendations objects
+
+$recommendations = @()
+$datetime = (get-date).ToUniversalTime()
+$timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
+
+foreach ($result in $results)
+{
+    $queryInstanceId = $result.InstanceId_s
+    $queryText = @"
+    $publicIpsTableName
+    | where InstanceId_s == '$queryInstanceId' and isempty(AssociatedResourceId_s)
+    | distinct InstanceId_s, Name_s, AllocationMethod_s, SkuName_s, TimeGenerated
+    | summarize LastAttachedDate = min(TimeGenerated) by InstanceId_s, Name_s, AllocationMethod_s, SkuName_s
+    | join kind=leftouter (
+        $consumptionTableName
+        | project InstanceId_s=tolower(ResourceId), CostInBillingCurrency_s, Date_s
+    ) on InstanceId_s
+    | summarize CostsSinceDetached = sumif(todouble(CostInBillingCurrency_s), todatetime(Date_s) > LastAttachedDate) by Name_s, LastAttachedDate, AllocationMethod_s, SkuName_s
+"@
+    $encodedQuery = [System.Uri]::EscapeDataString($queryText)
+    $detailsQueryStart = $deploymentDate
+    $detailsQueryEnd = $datetime.AddDays(8).ToString("yyyy-MM-dd")
+    switch ($cloudEnvironment)
+    {
+        "AzureCloud" { $azureTld = "com" }
+        "AzureChinaCloud" { $azureTld = "cn" }
+        "AzureUSGovernment" { $azureTld = "us" }
+        default { $azureTld = "com" }
+    }
+    $detailsURL = "https://portal.azure.$azureTld#@$workspaceTenantId/blade/Microsoft_Azure_Monitoring_Logs/LogsBlade/resourceId/%2Fsubscriptions%2F$workspaceSubscriptionId%2Fresourcegroups%2F$workspaceRG%2Fproviders%2Fmicrosoft.operationalinsights%2Fworkspaces%2F$workspaceName/source/LogsBlade.AnalyticsShareLinkToQuery/query/$encodedQuery/timespan/$($detailsQueryStart)T00%3A00%3A00.000Z%2F$($detailsQueryEnd)T00%3A00%3A00.000Z"
+
+    $additionalInfoDictionary = @{}
+
+    $additionalInfoDictionary["currentSku"] = $result.SkuName_s
+    $additionalInfoDictionary["allocationMethod"] = $result.AllocationMethod_s
+    $additionalInfoDictionary["CostsAmount"] = [double] $result.Last30DaysCost
+    $additionalInfoDictionary["savingsAmount"] = [double] $result.Last30DaysCost
+
+    $fitScore = 5
+
+    $tags = @{}
+
+    if (-not([string]::IsNullOrEmpty($result.Tags_s)))
+    {
+        $tagPairs = $result.Tags_s.Substring(2, $result.Tags_s.Length - 3).Split(';')
+        foreach ($tagPairString in $tagPairs)
+        {
+            $tagPair = $tagPairString.Split('=')
+            if (-not([string]::IsNullOrEmpty($tagPair[0])) -and -not([string]::IsNullOrEmpty($tagPair[1])))
+            {
+                $tagName = $tagPair[0].Trim()
+                $tagValue = $tagPair[1].Trim()
+                $tags[$tagName] = $tagValue
+            }
+        }
+    }
+
+    $recommendation = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $result.Cloud_s
+        Category = "Cost"
+        ImpactedArea = "Microsoft.Network/publicIPAddresses"
+        Impact = "Low"
+        RecommendationType = "Saving"
+        RecommendationSubType = "OrphanedPublicIP"
+        RecommendationSubTypeId = "3125883f-8b9f-4bde-a0ff-6c739858c6e1"
+        RecommendationDescription = "Orphaned Public IP (without owner resource) incur in unnecessary costs"
+        RecommendationAction = "Delete the Public IP or change its configuration to dynamic allocation"
+        InstanceId = $result.InstanceId_s
+        InstanceName = $result.Name_s
+        AdditionalInfo = $additionalInfoDictionary
+        ResourceGroup = $result.ResourceGroupName_s
+        SubscriptionGuid = $result.SubscriptionGuid_g
+        SubscriptionName = $result.SubscriptionName
+        TenantGuid = $result.TenantGuid_g
+        FitScore = $fitScore
+        Tags = $tags
+        DetailsURL = $detailsURL
+    }
+
+    $recommendations += $recommendation
+}
+
+# Export the recommendations as JSON to blob storage
+
+$fileDate = $datetime.ToString("yyyy-MM-dd")
+$jsonExportPath = "orphanedpublicips-$fileDate.json"
+$recommendations | ConvertTo-Json | Out-File $jsonExportPath
+
+$jsonBlobName = $jsonExportPath
+$jsonProperties = @{"ContentType" = "application/json"};
+Set-AzStorageBlobContent -File $jsonExportPath -Container $storageAccountSinkContainer -Properties $jsonProperties -Blob $jsonBlobName -Context $saCtx -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Uploaded $jsonBlobName to Blob Storage..."
+
+Remove-Item -Path $jsonExportPath -Force
+
+$now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
+Write-Output "[$now] Removed $jsonExportPath from local disk..."
+
+if ($recommendationsErrors -gt 0)
+{
+    throw "Some of the recommendations queries failed. Please, review the job logs for additional information."
+}
\ No newline at end of file
diff --git a/docs/deploy/optimization-engine/15.0/runbooks/remediations/Remediate-AdvisorRightSizeFiltered.ps1 b/docs/deploy/optimization-engine/15.0/runbooks/remediations/Remediate-AdvisorRightSizeFiltered.ps1
new file mode 100644
index 000000000..314dc522c
--- /dev/null
+++ b/docs/deploy/optimization-engine/15.0/runbooks/remediations/Remediate-AdvisorRightSizeFiltered.ps1
@@ -0,0 +1,225 @@
+param(
+    [Parameter(Mandatory = $false)]
+    [bool] $Simulate = $true
+)
+
+$ErrorActionPreference = "Stop"
+
+$cloudEnvironment = Get-AutomationVariable -Name "AzureOptimization_CloudEnvironment" -ErrorAction SilentlyContinue # AzureCloud|AzureChinaCloud
+if ([string]::IsNullOrEmpty($cloudEnvironment))
+{
+    $cloudEnvironment = "AzureCloud"
+}
+$authenticationOption = Get-AutomationVariable -Name  "AzureOptimization_AuthenticationOption" -ErrorAction SilentlyContinue # ManagedIdentity|UserAssignedManagedIdentity
+if ([string]::IsNullOrEmpty($authenticationOption))
+{
+    $authenticationOption = "ManagedIdentity"
+}
+if ($authenticationOption -eq "UserAssignedManagedIdentity")
+{
+    $uamiClientID = Get-AutomationVariable -Name "AzureOptimization_UAMIClientID"
+}
+
+$sqlserver = Get-AutomationVariable -Name  "AzureOptimization_SQLServerHostname"
+$sqldatabase = Get-AutomationVariable -Name  "AzureOptimization_SQLServerDatabase" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($sqldatabase))
+{
+    $sqldatabase = "azureoptimization"
+}
+$storageAccountSink = Get-AutomationVariable -Name  "AzureOptimization_StorageSink"
+
+
+$storageAccountSinkContainer = Get-AutomationVariable -Name  "AzureOptimization_RemediationLogsContainer" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($storageAccountSinkContainer)) {
+    $storageAccountSinkContainer = "remediationlogs"
+}
+
+$minFitScore = [double] (Get-AutomationVariable -Name  "AzureOptimization_RemediateRightSizeMinFitScore" -ErrorAction SilentlyContinue)
+if (-not($minFitScore -gt 0.0)) {
+    $minFitScore = 5.0
+}
+
+$minWeeksInARow = [int] (Get-AutomationVariable -Name  "AzureOptimization_RemediateRightSizeMinWeeksInARow" -ErrorAction SilentlyContinue)
+if (-not($minWeeksInARow -gt 0)) {
+    $minWeeksInARow = 4
+}
+
+$tagsFilter = Get-AutomationVariable -Name  "AzureOptimization_RemediateRightSizeTagsFilter" -ErrorAction SilentlyContinue
+# example: '[ { "tagName": "a", "tagValue": "b" }, { "tagName": "c", "tagValue": "d" } ]'
+if (-not($tagsFilter)) {
+    $tagsFilter = '{}'
+}
+$tagsFilter = $tagsFilter | ConvertFrom-Json
+
+$rightSizeRecommendationId = Get-AutomationVariable -Name  "AzureOptimization_RecommendationAdvisorCostRightSizeId" -ErrorAction SilentlyContinue
+if (-not($rightSizeRecommendationId)) {
+    $rightSizeRecommendationId = 'e10b1381-5f0a-47ff-8c7b-37bd13d7c974'
+}
+
+$SqlTimeout = 0
+$recommendationsTable = "Recommendations"
+
+"Logging in to Azure with $authenticationOption..."
+
+switch ($authenticationOption) {
+    "UserAssignedManagedIdentity" {
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment -AccountId $uamiClientID
+        break
+    }
+    Default { #ManagedIdentity
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment
+        break
+    }
+}
+
+$cloudDetails = Get-AzEnvironment -Name $CloudEnvironment
+$azureSqlDomain = $cloudDetails.SqlDatabaseDnsSuffix.Substring(1)
+
+# get reference to storage sink
+
+$saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -UseConnectedAccount -Environment $cloudEnvironment
+
+Write-Output "Querying for right-size recommendations with fit score >= $minFitScore made consecutively for the last $minWeeksInARow weeks."
+
+$tries = 0
+$connectionSuccess = $false
+do {
+    $tries++
+    try {
+        $dbToken = Get-AzAccessToken -ResourceUrl "https://$azureSqlDomain/"
+        $Conn = New-Object System.Data.SqlClient.SqlConnection("Server=tcp:$sqlserver,1433;Database=$sqldatabase;Encrypt=True;Connection Timeout=$SqlTimeout;")
+        $Conn.AccessToken = $dbToken.Token
+        $Conn.Open()
+        $Cmd=new-object system.Data.SqlClient.SqlCommand
+        $Cmd.Connection = $Conn
+        $Cmd.CommandTimeout = $SqlTimeout
+        $Cmd.CommandText = @"
+        SELECT InstanceId, Cloud, TenantGuid, JSON_VALUE(AdditionalInfo, '`$.currentSku') AS CurrentSKU, JSON_VALUE(AdditionalInfo, '`$.targetSku') AS TargetSKU, COUNT(InstanceId)
+        FROM [dbo].[$recommendationsTable]
+        WHERE RecommendationSubTypeId = '$rightSizeRecommendationId' AND FitScore >= $minFitScore AND GeneratedDate >= GETDATE()-(7*$minWeeksInARow)
+        GROUP BY InstanceId, Cloud, TenantGuid, JSON_VALUE(AdditionalInfo, '`$.currentSku'), JSON_VALUE(AdditionalInfo, '`$.targetSku')
+        HAVING COUNT(InstanceId) >= $minWeeksInARow
+"@
+        $sqlAdapter = New-Object System.Data.SqlClient.SqlDataAdapter
+        $sqlAdapter.SelectCommand = $Cmd
+        $vmsToRightSize = New-Object System.Data.DataTable
+        $sqlAdapter.Fill($vmsToRightSize) | Out-Null
+        $connectionSuccess = $true
+    }
+    catch {
+        Write-Output "Failed to contact SQL at try $tries."
+        Write-Output $Error[0]
+        Start-Sleep -Seconds ($tries * 20)
+    }
+} while (-not($connectionSuccess) -and $tries -lt 3)
+
+if (-not($connectionSuccess))
+{
+    throw "Could not establish connection to SQL."
+}
+
+Write-Output "Found $($vmsToRightSize.Rows.Count) remediation opportunities."
+
+$Conn.Close()
+$Conn.Dispose()
+
+$logEntries = @()
+
+$datetime = (get-date).ToUniversalTime()
+$hour = $datetime.Hour
+$min = $datetime.Minute
+$timestamp = $datetime.ToString("yyyy-MM-ddT$($hour):$($min):00.000Z")
+
+$ctx = Get-AzContext
+
+foreach ($vm in $vmsToRightSize.Rows)
+{
+    $isEligible = $false
+    $logDetails = $null
+    if ([string]::IsNullOrEmpty($tagsFilter))
+    {
+        $isEligible = $true
+    }
+    else
+    {
+        $vmTags = Get-AzTag -ResourceId $vm.InstanceId -ErrorAction SilentlyContinue
+        if ($vmTags)
+        {
+            foreach ($tagFilter in $tagsFilter)
+            {
+                if ($vmTags.Properties.TagsProperty.($tagFilter.tagName) -eq $tagFilter.tagValue)
+                {
+                    $isEligible = $true
+                }
+                else
+                {
+                    $isEligible = $false
+                    break
+                }
+            }
+        }
+    }
+
+    $subscriptionId = $vm.InstanceId.Split("/")[2]
+    $resourceGroup = $vm.InstanceId.Split("/")[4]
+    $instanceName = $vm.InstanceId.Split("/")[8]
+
+    if ($isEligible)
+    {
+        Write-Output "Downsizing (SIMULATE=$Simulate) $($vm.InstanceId) to $($vm.TargetSKU)..."
+        if (-not($Simulate) -and $ctx.Environment.Name -eq $vm.Cloud -and $ctx.Tenant.Id -eq $vm.TenantGuid)
+        {
+            if ($ctx.Subscription.Id -ne $subscriptionId)
+            {
+                Select-AzSubscription -SubscriptionId $subscriptionId | Out-Null
+                $ctx = Get-AzContext
+            }
+            $vmObj = Get-AzVM -ResourceGroupName $resourceGroup -VMName $instanceName -ErrorAction SilentlyContinue
+            if ($vmObj)
+            {
+                $vmObj.HardwareProfile.VmSize = $vm.TargetSKU
+                Update-AzVM -VM $vmObj -ResourceGroupName $resourceGroup
+            }
+            else
+            {
+                Write-Output "Skipping as VM was already removed."
+            }
+        }
+        else
+        {
+            Write-Output "Did not apply remediation."
+        }
+    }
+
+    $logDetails = @{
+        IsEligible = $isEligible
+        CurrentSku = $vm.CurrentSKU
+        TargetSku = $vm.TargetSKU
+    }
+
+    $logentry = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $vm.Cloud
+        TenantGuid = $vm.TenantGuid
+        SubscriptionGuid = $subscriptionId
+        ResourceGroupName = $resourceGroup.ToLower()
+        InstanceName = $instanceName.ToLower()
+        InstanceId = $vm.InstanceId.ToLower()
+        Simulate = $Simulate
+        LogDetails = $logDetails | ConvertTo-Json -Compress
+        RecommendationSubTypeId = $rightSizeRecommendationId
+    }
+
+    $logEntries += $logentry
+}
+
+$today = $datetime.ToString("yyyyMMdd")
+$csvExportPath = "$today-rightsizefiltered.csv"
+
+$logEntries | Export-Csv -Path $csvExportPath -NoTypeInformation
+
+$csvBlobName = $csvExportPath
+
+$csvProperties = @{"ContentType" = "text/csv"};
+
+Set-AzStorageBlobContent -File $csvExportPath -Container $storageAccountSinkContainer -Properties $csvProperties -Blob $csvBlobName -Context $saCtx -Force
diff --git a/docs/deploy/optimization-engine/15.0/runbooks/remediations/Remediate-LongDeallocatedVMsFiltered.ps1 b/docs/deploy/optimization-engine/15.0/runbooks/remediations/Remediate-LongDeallocatedVMsFiltered.ps1
new file mode 100644
index 000000000..978ecb9b2
--- /dev/null
+++ b/docs/deploy/optimization-engine/15.0/runbooks/remediations/Remediate-LongDeallocatedVMsFiltered.ps1
@@ -0,0 +1,306 @@
+param(
+    [Parameter(Mandatory = $false)]
+    [bool] $Simulate = $true
+)
+
+$ErrorActionPreference = "Stop"
+
+$cloudEnvironment = Get-AutomationVariable -Name "AzureOptimization_CloudEnvironment" -ErrorAction SilentlyContinue # AzureCloud|AzureChinaCloud
+if ([string]::IsNullOrEmpty($cloudEnvironment))
+{
+    $cloudEnvironment = "AzureCloud"
+}
+$authenticationOption = Get-AutomationVariable -Name  "AzureOptimization_AuthenticationOption" -ErrorAction SilentlyContinue # ManagedIdentity|UserAssignedManagedIdentity
+if ([string]::IsNullOrEmpty($authenticationOption))
+{
+    $authenticationOption = "ManagedIdentity"
+}
+if ($authenticationOption -eq "UserAssignedManagedIdentity")
+{
+    $uamiClientID = Get-AutomationVariable -Name "AzureOptimization_UAMIClientID"
+}
+
+$sqlserver = Get-AutomationVariable -Name  "AzureOptimization_SQLServerHostname"
+$sqldatabase = Get-AutomationVariable -Name  "AzureOptimization_SQLServerDatabase" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($sqldatabase))
+{
+    $sqldatabase = "azureoptimization"
+}
+$storageAccountSink = Get-AutomationVariable -Name  "AzureOptimization_StorageSink"
+
+
+$storageAccountSinkContainer = Get-AutomationVariable -Name  "AzureOptimization_RemediationLogsContainer" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($storageAccountSinkContainer)) {
+    $storageAccountSinkContainer = "remediationlogs"
+}
+
+$minFitScore = [double] (Get-AutomationVariable -Name  "AzureOptimization_RemediateLongDeallocatedVMsMinFitScore" -ErrorAction SilentlyContinue)
+if (-not($minFitScore -gt 0.0)) {
+    $minFitScore = 5.0
+}
+
+$minWeeksInARow = [int] (Get-AutomationVariable -Name  "AzureOptimization_RemediateLongDeallocatedVMsMinWeeksInARow" -ErrorAction SilentlyContinue)
+if (-not($minWeeksInARow -gt 0)) {
+    $minWeeksInARow = 4
+}
+
+$tagsFilter = Get-AutomationVariable -Name  "AzureOptimization_RemediateLongDeallocatedVMsTagsFilter" -ErrorAction SilentlyContinue
+# example: '[ { "tagName": "a", "tagValue": "b" }, { "tagName": "c", "tagValue": "d" } ]'
+if (-not($tagsFilter)) {
+    $tagsFilter = '{}'
+}
+$tagsFilter = $tagsFilter | ConvertFrom-Json
+
+$recommendationId = Get-AutomationVariable -Name  "AzureOptimization_RecommendationLongDeallocatedVMsId" -ErrorAction SilentlyContinue
+if (-not($recommendationId)) {
+    $recommendationId = 'c320b790-2e58-452a-aa63-7b62c383ad8a'
+}
+
+$SqlTimeout = 0
+$recommendationsTable = "Recommendations"
+
+"Logging in to Azure with $authenticationOption..."
+
+switch ($authenticationOption) {
+    "UserAssignedManagedIdentity" {
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment -AccountId $uamiClientID
+        break
+    }
+    Default { #ManagedIdentity
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment
+        break
+    }
+}
+
+$cloudDetails = Get-AzEnvironment -Name $CloudEnvironment
+$azureSqlDomain = $cloudDetails.SqlDatabaseDnsSuffix.Substring(1)
+
+# get reference to storage sink
+
+$saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -UseConnectedAccount -Environment $cloudEnvironment
+
+Write-Output "Querying for long-deallocated recommendations with fit score >= $minFitScore made consecutively for the last $minWeeksInARow weeks."
+
+$tries = 0
+$connectionSuccess = $false
+do {
+    $tries++
+    try {
+        $dbToken = Get-AzAccessToken -ResourceUrl "https://$azureSqlDomain/"
+        $Conn = New-Object System.Data.SqlClient.SqlConnection("Server=tcp:$sqlserver,1433;Database=$sqldatabase;Encrypt=True;Connection Timeout=$SqlTimeout;")
+        $Conn.AccessToken = $dbToken.Token
+        $Conn.Open()
+        $Cmd=new-object system.Data.SqlClient.SqlCommand
+        $Cmd.Connection = $Conn
+        $Cmd.CommandTimeout = $SqlTimeout
+        $Cmd.CommandText = @"
+        SELECT InstanceId, Cloud, TenantGuid, COUNT(InstanceId)
+        FROM [dbo].[$recommendationsTable]
+        WHERE RecommendationSubTypeId = '$recommendationId' AND FitScore >= $minFitScore AND GeneratedDate >= GETDATE()-(7*$minWeeksInARow)
+        GROUP BY InstanceId, Cloud, TenantGuid
+        HAVING COUNT(InstanceId) >= $minWeeksInARow
+"@
+        $sqlAdapter = New-Object System.Data.SqlClient.SqlDataAdapter
+        $sqlAdapter.SelectCommand = $Cmd
+        $deallocatedVMs = New-Object System.Data.DataTable
+        $sqlAdapter.Fill($deallocatedVMs) | Out-Null
+        $connectionSuccess = $true
+    }
+    catch {
+        Write-Output "Failed to contact SQL at try $tries."
+        Write-Output $Error[0]
+        Start-Sleep -Seconds ($tries * 20)
+    }
+} while (-not($connectionSuccess) -and $tries -lt 3)
+
+if (-not($connectionSuccess))
+{
+    throw "Could not establish connection to SQL."
+}
+
+Write-Output "Found $($deallocatedVMs.Rows.Count) remediation opportunities."
+
+$Conn.Close()
+$Conn.Dispose()
+
+$logEntries = @()
+
+$datetime = (get-date).ToUniversalTime()
+$hour = $datetime.Hour
+$min = $datetime.Minute
+$timestamp = $datetime.ToString("yyyy-MM-ddT$($hour):$($min):00.000Z")
+
+$ctx = Get-AzContext
+
+foreach ($vm in $deallocatedVMs.Rows)
+{
+    $isEligible = $false
+    $logDetails = $null
+    if ([string]::IsNullOrEmpty($tagsFilter))
+    {
+        $isEligible = $true
+    }
+    else
+    {
+        $vmTags = Get-AzTag -ResourceId $vm.InstanceId -ErrorAction SilentlyContinue
+        if ($vmTags)
+        {
+            foreach ($tagFilter in $tagsFilter)
+            {
+                if ($vmTags.Properties.TagsProperty.($tagFilter.tagName) -eq $tagFilter.tagValue)
+                {
+                    $isEligible = $true
+                }
+                else
+                {
+                    $isEligible = $false
+                    break
+                }
+            }
+        }
+    }
+
+    $subscriptionId = $vm.InstanceId.Split("/")[2]
+    $resourceGroup = $vm.InstanceId.Split("/")[4]
+    $instanceName = $vm.InstanceId.Split("/")[8]
+
+    if ($isEligible)
+    {
+        $vmState = "Unknown"
+        $hasManagedDisks = $false
+        $osDiskSkuName = "Unknown"
+        $dataDisksSkuNames = "Unknown"
+
+        Write-Output "Downsizing (SIMULATE=$Simulate) $($vm.InstanceId) disks to Standard_LRS..."
+        if ($ctx.Environment.Name -eq $vm.Cloud -and $ctx.Tenant.Id -eq $vm.TenantGuid)
+        {
+            if ($ctx.Subscription.Id -ne $subscriptionId)
+            {
+                Select-AzSubscription -SubscriptionId $subscriptionId | Out-Null
+                $ctx = Get-AzContext
+            }
+            $vmObj = Get-AzVM -ResourceGroupName $resourceGroup -VMName $instanceName -Status -ErrorAction SilentlyContinue
+            if (($vmObj.Statuses | Where-Object { $_.Code -like "PowerState/*" }).Code -eq "PowerState/deallocated")
+            {
+                $vmState = "Deallocated"
+                $vmObj = Get-AzVM -ResourceGroupName $resourceGroup -VMName $instanceName
+                if ($vmObj.StorageProfile.OsDisk.ManagedDisk.Id)
+                {
+                    $hasManagedDisks = $true
+                    $disks = @($vmObj.StorageProfile.OsDisk.ManagedDisk.Id)
+                    if ($vmObj.StorageProfile.DataDisks.ManagedDisk.Id)
+                    {
+                        $disks = $disks + $vmObj.StorageProfile.DataDisks.ManagedDisk.Id
+                    }
+                    foreach ($disk in $disks)
+                    {
+                        $diskObj = Get-AzDisk -ResourceGroupName $disk.Split("/")[4] -DiskName $disk.Split("/")[8]
+                        if ($diskObj.OsType)
+                        {
+                            $osDiskSkuName = $diskObj.Sku.Name
+                        }
+                        else
+                        {
+                            if ($dataDisksSkuNames -eq 'Unknown')
+                            {
+                                $dataDisksSkuNames = $diskObj.Sku.Name
+                            }
+                            else
+                            {
+                                if ($dataDisksSkuNames -notlike "*$($diskObj.Sku.Name)*")
+                                {
+                                    $dataDisksSkuNames += ",$($diskObj.Sku.Name)"
+                                }
+                            }
+                        }
+                        if ($diskObj.Sku.Name -notin ('Standard_LRS','StandardSSD_ZRS'))
+                        {
+                            if ($diskObj.Sku.Name -like "*_LRS" -and $diskObj.Sku.Name -notlike "*V2*")
+                            {
+                                Write-Output "Downgrading $($diskObj.Name) to Standard_LRS..."                            
+                                if (-not($Simulate))
+                                {
+                                    $diskObj.Sku = [Microsoft.Azure.Management.Compute.Models.DiskSku]::new('Standard_LRS', 'Standard')
+                                    $diskObj | Update-AzDisk | Out-Null        
+                                }
+                            }
+                            elseif ($diskObj.Sku.Name -like "*_ZRS" -and $diskObj.Sku.Name -notlike "*V2*")
+                            {
+                                Write-Output "Downgrading $($diskObj.Name) to StandardSSD_ZRS..."                            
+                                if (-not($Simulate))
+                                {
+                                    $diskObj.Sku = [Microsoft.Azure.Management.Compute.Models.DiskSku]::new('StandardSSD_ZRS', 'Standard')
+                                    $diskObj | Update-AzDisk | Out-Null        
+                                }
+                            }
+                            else
+                            {
+                                Write-Output "Skipping as $($diskObj.Name) disk is in an unsupported SKU ($($diskObj.Sku.Name))..."
+                            }
+                        }
+                        else
+                        {
+                            Write-Output "Skipping as $($diskObj.Name) disk is already in the lowest SKU ($($diskObj.Sku.Name))."                        
+                        }
+                    }
+                }
+                else
+                {
+                    Write-Output "Skipping as disks are not Managed Disks."
+                    $hasManagedDisks = $false
+                }
+            }
+            else
+            {
+                if ($vmObj)
+                {
+                    Write-Output "Skipping as VM is not deallocated."
+                    $vmState = "Running"
+                }
+                else
+                {
+                    Write-Output "Skipping as VM was already removed."
+                    $vmState = "Removed"
+                }
+            }
+        }
+        else
+        {
+            Write-Output "Could not apply remediation as VM is in another cloud/tenant."
+        }
+    }
+
+    $logDetails = @{
+        IsEligible = $isEligible
+        VMState = $vmState
+        HasManagedDisks = $hasManagedDisks
+        OsDiskSkuName = $osDiskSkuName
+        DataDisksSkuName = $dataDisksSkuNames
+    }
+
+    $logentry = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $vm.Cloud
+        TenantGuid = $vm.TenantGuid
+        SubscriptionGuid = $subscriptionId
+        ResourceGroupName = $resourceGroup.ToLower()
+        InstanceName = $instanceName.ToLower()
+        InstanceId = $vm.InstanceId.ToLower()
+        Simulate = $Simulate
+        LogDetails = $logDetails | ConvertTo-Json -Compress
+        RecommendationSubTypeId = $recommendationId
+    }
+
+    $logEntries += $logentry
+}
+
+$today = $datetime.ToString("yyyyMMdd")
+$csvExportPath = "$today-longdeallocatedvmsfiltered.csv"
+
+$logEntries | Export-Csv -Path $csvExportPath -NoTypeInformation
+
+$csvBlobName = $csvExportPath
+
+$csvProperties = @{"ContentType" = "text/csv"};
+
+Set-AzStorageBlobContent -File $csvExportPath -Container $storageAccountSinkContainer -Properties $csvProperties -Blob $csvBlobName -Context $saCtx -Force
diff --git a/docs/deploy/optimization-engine/15.0/runbooks/remediations/Remediate-UnattachedDisksFiltered.ps1 b/docs/deploy/optimization-engine/15.0/runbooks/remediations/Remediate-UnattachedDisksFiltered.ps1
new file mode 100644
index 000000000..b048a815b
--- /dev/null
+++ b/docs/deploy/optimization-engine/15.0/runbooks/remediations/Remediate-UnattachedDisksFiltered.ps1
@@ -0,0 +1,286 @@
+param(
+    [Parameter(Mandatory = $false)]
+    [bool] $Simulate = $true
+)
+
+$ErrorActionPreference = "Stop"
+
+$cloudEnvironment = Get-AutomationVariable -Name "AzureOptimization_CloudEnvironment" -ErrorAction SilentlyContinue # AzureCloud|AzureChinaCloud
+if ([string]::IsNullOrEmpty($cloudEnvironment))
+{
+    $cloudEnvironment = "AzureCloud"
+}
+$authenticationOption = Get-AutomationVariable -Name  "AzureOptimization_AuthenticationOption" -ErrorAction SilentlyContinue # ManagedIdentity|UserAssignedManagedIdentity
+if ([string]::IsNullOrEmpty($authenticationOption))
+{
+    $authenticationOption = "ManagedIdentity"
+}
+if ($authenticationOption -eq "UserAssignedManagedIdentity")
+{
+    $uamiClientID = Get-AutomationVariable -Name "AzureOptimization_UAMIClientID"
+}
+
+$sqlserver = Get-AutomationVariable -Name  "AzureOptimization_SQLServerHostname"
+$sqldatabase = Get-AutomationVariable -Name  "AzureOptimization_SQLServerDatabase" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($sqldatabase))
+{
+    $sqldatabase = "azureoptimization"
+}
+$storageAccountSink = Get-AutomationVariable -Name  "AzureOptimization_StorageSink"
+
+
+$storageAccountSinkContainer = Get-AutomationVariable -Name  "AzureOptimization_RemediationLogsContainer" -ErrorAction SilentlyContinue
+if ([string]::IsNullOrEmpty($storageAccountSinkContainer)) {
+    $storageAccountSinkContainer = "remediationlogs"
+}
+
+$minFitScore = [double] (Get-AutomationVariable -Name  "AzureOptimization_RemediateUnattachedDisksMinFitScore" -ErrorAction SilentlyContinue)
+if (-not($minFitScore -gt 0.0)) {
+    $minFitScore = 5.0
+}
+
+$minWeeksInARow = [int] (Get-AutomationVariable -Name  "AzureOptimization_RemediateUnattachedDisksMinWeeksInARow" -ErrorAction SilentlyContinue)
+if (-not($minWeeksInARow -gt 0)) {
+    $minWeeksInARow = 4
+}
+
+$tagsFilter = Get-AutomationVariable -Name  "AzureOptimization_RemediateUnattachedDisksTagsFilter" -ErrorAction SilentlyContinue
+# example: '[ { "tagName": "a", "tagValue": "b" }, { "tagName": "c", "tagValue": "d" } ]'
+if (-not($tagsFilter)) {
+    $tagsFilter = '{}'
+}
+$tagsFilter = $tagsFilter | ConvertFrom-Json
+
+$remediationAction = Get-AutomationVariable -Name  "AzureOptimization_RemediateUnattachedDisksAction" -ErrorAction SilentlyContinue # Delete / Downsize
+if (-not($remediationAction)) {
+    $remediationAction = "Delete"
+}
+
+$recommendationId = Get-AutomationVariable -Name  "AzureOptimization_RecommendationUnattachedDisksId" -ErrorAction SilentlyContinue
+if (-not($recommendationId)) {
+    $recommendationId = 'c84d5e86-e2d6-4d62-be7c-cecfbd73b0db'
+}
+
+$SqlTimeout = 0
+$recommendationsTable = "Recommendations"
+
+"Logging in to Azure with $authenticationOption..."
+
+switch ($authenticationOption) {
+    "UserAssignedManagedIdentity" {
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment -AccountId $uamiClientID
+        break
+    }
+    Default { #ManagedIdentity
+        Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment
+        break
+    }
+}
+
+$cloudDetails = Get-AzEnvironment -Name $CloudEnvironment
+$azureSqlDomain = $cloudDetails.SqlDatabaseDnsSuffix.Substring(1)
+
+# get reference to storage sink
+
+$saCtx = New-AzStorageContext -StorageAccountName $storageAccountSink -UseConnectedAccount -Environment $cloudEnvironment
+
+Write-Output "Querying for unattached disks recommendations with fit score >= $minFitScore made consecutively for the last $minWeeksInARow weeks."
+
+$tries = 0
+$connectionSuccess = $false
+do {
+    $tries++
+    try {
+        $dbToken = Get-AzAccessToken -ResourceUrl "https://$azureSqlDomain/"
+        $Conn = New-Object System.Data.SqlClient.SqlConnection("Server=tcp:$sqlserver,1433;Database=$sqldatabase;Encrypt=True;Connection Timeout=$SqlTimeout;")
+        $Conn.AccessToken = $dbToken.Token
+        $Conn.Open()
+        $Cmd=new-object system.Data.SqlClient.SqlCommand
+        $Cmd.Connection = $Conn
+        $Cmd.CommandTimeout = $SqlTimeout
+        $Cmd.CommandText = @"
+        SELECT InstanceId, Cloud, TenantGuid, COUNT(InstanceId)
+        FROM [dbo].[$recommendationsTable]
+        WHERE RecommendationSubTypeId = '$recommendationId' AND FitScore >= $minFitScore AND GeneratedDate >= GETDATE()-(7*$minWeeksInARow)
+        GROUP BY InstanceId, Cloud, TenantGuid
+        HAVING COUNT(InstanceId) >= $minWeeksInARow
+"@
+        $sqlAdapter = New-Object System.Data.SqlClient.SqlDataAdapter
+        $sqlAdapter.SelectCommand = $Cmd
+        $unattachedDisks = New-Object System.Data.DataTable
+        $sqlAdapter.Fill($unattachedDisks) | Out-Null
+        $connectionSuccess = $true
+    }
+    catch {
+        Write-Output "Failed to contact SQL at try $tries."
+        Write-Output $Error[0]
+        Start-Sleep -Seconds ($tries * 20)
+    }
+} while (-not($connectionSuccess) -and $tries -lt 3)
+
+if (-not($connectionSuccess))
+{
+    throw "Could not establish connection to SQL."
+}
+
+Write-Output "Found $($unattachedDisks.Rows.Count) remediation opportunities."
+
+$Conn.Close()
+$Conn.Dispose()
+
+$logEntries = @()
+
+$datetime = (get-date).ToUniversalTime()
+$hour = $datetime.Hour
+$min = $datetime.Minute
+$timestamp = $datetime.ToString("yyyy-MM-ddT$($hour):$($min):00.000Z")
+
+$ctx = Get-AzContext
+
+foreach ($disk in $unattachedDisks.Rows)
+{
+    $isEligible = $false
+    $logDetails = $null
+    if ([string]::IsNullOrEmpty($tagsFilter))
+    {
+        $isEligible = $true
+    }
+    else
+    {
+        $diskTags = Get-AzTag -ResourceId $disk.InstanceId -ErrorAction SilentlyContinue
+        if ($diskTags)
+        {
+            foreach ($tagFilter in $tagsFilter)
+            {
+                if ($diskTags.Properties.TagsProperty.($tagFilter.tagName) -eq $tagFilter.tagValue)
+                {
+                    $isEligible = $true
+                }
+                else
+                {
+                    $isEligible = $false
+                    break
+                }
+            }
+        }
+    }
+
+    $subscriptionId = $disk.InstanceId.Split("/")[2]
+    $resourceGroup = $disk.InstanceId.Split("/")[4]
+    $instanceName = $disk.InstanceId.Split("/")[8]
+
+    if ($isEligible)
+    {
+        $diskState = "Unknown"
+        $currentSku = "Unknown"
+
+        Write-Output "Performing $remediationAction action (SIMULATE=$Simulate) on $($disk.InstanceId) disk..."
+        if ($ctx.Environment.Name -eq $disk.Cloud -and $ctx.Tenant.Id -eq $disk.TenantGuid)
+        {
+            if ($ctx.Subscription.Id -ne $subscriptionId)
+            {
+                Select-AzSubscription -SubscriptionId $subscriptionId | Out-Null
+                $ctx = Get-AzContext
+            }
+            $diskObj = Get-AzDisk -ResourceGroupName $resourceGroup -DiskName $instanceName -ErrorAction SilentlyContinue
+            if (-not($diskObj.ManagedBy))
+            {
+                $diskState = "Unattached"
+                $currentSku = $diskObj.Sku.Name
+                if ($remediationAction -eq "Downsize")
+                {
+                    if ($diskObj.Sku.Name -notin ('Standard_LRS','StandardSSD_ZRS'))
+                    {
+                        if ($diskObj.Sku.Name -like "*_LRS" -and $diskObj.Sku.Name -notlike "*V2*")
+                        {
+                            Write-Output "Downgrading $($diskObj.Name) to Standard_LRS..."                            
+                            if (-not($Simulate))
+                            {
+                                $diskObj.Sku = [Microsoft.Azure.Management.Compute.Models.DiskSku]::new('Standard_LRS', 'Standard')
+                                $diskObj | Update-AzDisk | Out-Null        
+                            }
+                        }
+                        elseif ($diskObj.Sku.Name -like "*_ZRS" -and $diskObj.Sku.Name -notlike "*V2*")
+                        {
+                            Write-Output "Downgrading $($diskObj.Name) to StandardSSD_ZRS..."                            
+                            if (-not($Simulate))
+                            {
+                                $diskObj.Sku = [Microsoft.Azure.Management.Compute.Models.DiskSku]::new('StandardSSD_ZRS', 'Standard')
+                                $diskObj | Update-AzDisk | Out-Null        
+                            }
+                        }
+                        else
+                        {
+                            Write-Output "Skipping as $($diskObj.Name) disk is in an unsupported SKU ($($diskObj.Sku.Name))..."
+                        }
+                    }
+                    else
+                    {
+                        Write-Output "Skipping as $($diskObj.Name) disk is already in the lowest SKU ($($diskObj.Sku.Name))."                        
+                    }
+                }
+                elseif ($remediationAction -eq "Delete")
+                {
+                    if (-not($Simulate))
+                    {
+                        Remove-AzDisk -ResourceGroupName $resourceGroup -DiskName $instanceName -Force | Out-Null
+                    }
+                }
+                else
+                {
+                    Write-Output "Skipping as action is not supported."
+                }
+            }
+            else
+            {
+                if ($diskObj)
+                {
+                    Write-Output "Skipping as disk is not unattached."
+                    $diskState = "Attached"
+                }
+                else
+                {
+                    Write-Output "Skipping as disk was already removed."
+                    $diskState = "Removed"
+                }
+            }
+        }
+        else
+        {
+            Write-Output "Could not apply remediation as disk is in another cloud/tenant."
+        }
+    }
+
+    $logDetails = @{
+        IsEligible = $isEligible
+        RemediationAction = $remediationAction
+        DiskState = $diskState
+        CurrentSku = $currentSku
+    }
+
+    $logentry = New-Object PSObject -Property @{
+        Timestamp = $timestamp
+        Cloud = $disk.Cloud
+        TenantGuid = $disk.TenantGuid
+        SubscriptionGuid = $subscriptionId
+        ResourceGroupName = $resourceGroup.ToLower()
+        InstanceName = $instanceName.ToLower()
+        InstanceId = $disk.InstanceId.ToLower()
+        Simulate = $Simulate
+        LogDetails = $logDetails | ConvertTo-Json -Compress
+        RecommendationSubTypeId = $recommendationId
+    }
+
+    $logEntries += $logentry
+}
+
+$today = $datetime.ToString("yyyyMMdd")
+$csvExportPath = "$today-unattacheddisksfiltered.csv"
+
+$logEntries | Export-Csv -Path $csvExportPath -NoTypeInformation
+
+$csvBlobName = $csvExportPath
+
+$csvProperties = @{"ContentType" = "text/csv"};
+
+Set-AzStorageBlobContent -File $csvExportPath -Container $storageAccountSinkContainer -Properties $csvProperties -Blob $csvBlobName -Context $saCtx -Force
diff --git a/docs/deploy/optimization-engine/latest/azuredeploy-nested.bicep b/docs/deploy/optimization-engine/latest/azuredeploy-nested.bicep
index 0e12a764d..7957b2989 100644
--- a/docs/deploy/optimization-engine/latest/azuredeploy-nested.bicep
+++ b/docs/deploy/optimization-engine/latest/azuredeploy-nested.bicep
@@ -257,7 +257,7 @@ var csvExportsSchedules = [
   {
     exportSchedule: priceExportsScheduleName
     exportDescription: 'Weekly Pricesheet and Reservation Prices exports'
-    exportTimeOffset: 'PT1H35M'
+    exportTimeOffset: 'PT1H05M'
     exportFrequency: 'Week'
   }
   {
@@ -562,7 +562,7 @@ var csvExports = [
     variableDescription: 'The Storage Account container where Pricesheet exports are dumped to'
     ingestSchedule: 'AzureOptimization_IngestPricesheetWeekly'
     ingestDescription: 'Weekly Pricesheet ingests'
-    ingestTimeOffset: 'PT2H'
+    ingestTimeOffset: 'PT1H35M'
     ingestFrequency: 'Week'
     ingestJobId: pricesheetIngestJobId
     exportSchedule: priceExportsScheduleName
@@ -576,7 +576,7 @@ var csvExports = [
     variableDescription: 'The Storage Account container where Reservations Prices exports are dumped to'
     ingestSchedule: 'AzureOptimization_IngestReservationsPriceWeekly'
     ingestDescription: 'Weekly Reservations Prices ingests'
-    ingestTimeOffset: 'PT2H'
+    ingestTimeOffset: 'PT1H35M'
     ingestFrequency: 'Week'
     ingestJobId: reservationPricesIngestJobId
     exportSchedule: priceExportsScheduleName
@@ -949,7 +949,7 @@ var runbooks = [
   }
   {
     name: consumptionExportsRunbookName
-    version: '2.1.1.0'
+    version: '2.1.2.0'
     description: 'Exports Azure Consumption events to Blob Storage using Azure Consumption API'
     type: 'PowerShell'
     scriptUri: uri(templateLocation, 'runbooks/data-collection/${consumptionExportsRunbookName}.ps1')
@@ -984,7 +984,7 @@ var runbooks = [
   }
   {
     name: rbacExportsRunbookName
-    version: '1.1.1.0'
+    version: '1.1.2.0'
     description: 'Exports RBAC assignments to Blob Storage using ARM and Microsoft Entra'
     type: 'PowerShell'
     scriptUri: uri(templateLocation, 'runbooks/data-collection/${rbacExportsRunbookName}.ps1')
@@ -1054,14 +1054,14 @@ var runbooks = [
   }
   {
     name: reservationsPriceExportsRunbookName
-    version: '1.0.2.0'
+    version: '1.0.3.0'
     description: 'Exports Reservations Prices to Blob Storage using the Retail Prices API'
     type: 'PowerShell'
     scriptUri: uri(templateLocation, 'runbooks/data-collection/${reservationsPriceExportsRunbookName}.ps1')
   }
   {
     name: priceSheetExportsRunbookName
-    version: '1.1.2.0'
+    version: '1.1.3.0'
     description: 'Exports Price Sheet to Blob Storage using the EA or MCA APIs'
     type: 'PowerShell'
     scriptUri: uri(templateLocation, 'runbooks/data-collection/${priceSheetExportsRunbookName}.ps1')
@@ -1075,7 +1075,7 @@ var runbooks = [
   }
   {
     name: csvIngestRunbookName
-    version: '1.6.2.0'
+    version: '2.0.0.0'
     description: 'Ingests CSV blobs as custom logs to Log Analytics'
     type: 'PowerShell'
     scriptUri: uri(templateLocation, 'runbooks/data-collection/${csvIngestRunbookName}.ps1')
@@ -1187,21 +1187,21 @@ var runbooks = [
   }
   {
     name: recommendationsIngestRunbookName
-    version: '1.7.1.0'
+    version: '1.7.2.0'
     description: 'Ingests JSON-based recommendations into an Azure SQL Database'
     type: 'PowerShell'
     scriptUri: uri(templateLocation, 'runbooks/recommendations/${recommendationsIngestRunbookName}.ps1')
   }
   {
     name: recommendationsLogAnalyticsIngestRunbookName
-    version: '1.1.1.0'
+    version: '2.0.0.0'
     description: 'Ingests JSON-based recommendations into Log Analytics'
     type: 'PowerShell'
     scriptUri: uri(templateLocation, 'runbooks/recommendations/${recommendationsLogAnalyticsIngestRunbookName}.ps1')
   }
   {
     name: suppressionsLogAnalyticsIngestRunbookName
-    version: '1.1.0.0'
+    version: '2.0.0.0'
     description: 'Ingests suppressions into Log Analytics'
     type: 'PowerShell'
     scriptUri: uri(templateLocation, 'runbooks/recommendations/${suppressionsLogAnalyticsIngestRunbookName}.ps1')
@@ -1274,7 +1274,7 @@ var automationVariables = [
   {
     name: 'AzureOptimization_LogAnalyticsChunkSize'
     description: 'The size (in rows) for each chunk of Log Analytics ingestion request'
-    value: 6000
+    value: 150
   }
   {
     name: 'AzureOptimization_StorageBlobsPageSize'
@@ -1570,6 +1570,17 @@ resource logAnalyticsWorkspace 'microsoft.operationalinsights/workspaces@2020-08
   }
 }
 
+resource dataCollectionEndpoint 'Microsoft.Insights/dataCollectionEndpoints@2022-06-01' = {
+  name: '${automationAccountName}-dce'
+  location: projectLocation
+  tags: resourceTags
+  properties: {
+    networkAcls: {
+      publicNetworkAccess: 'Enabled'
+    }
+  }
+}
+
 resource storageAccount 'Microsoft.Storage/storageAccounts@2022-09-01' = {
   name: storageAccountName
   location: projectLocation
@@ -1883,13 +1894,12 @@ resource automationVariables_LogAnalyticsWorkspaceId 'Microsoft.Automation/autom
   }
 }
 
-resource automationVariables_LogAnalyticsWorkspaceKey 'Microsoft.Automation/automationAccounts/variables@2020-01-13-preview' = {
-  parent: automationAccount  
-  name: 'AzureOptimization_LogAnalyticsWorkspaceKey'
+resource automationVariables_DCEIngestionEndpoint 'Microsoft.Automation/automationAccounts/variables@2020-01-13-preview' = {
+  parent: automationAccount
+  name: 'AzureOptimization_DCEIngestionEndpoint'
   properties: {
-    description: 'The shared key for the Log Analytics Workspace where optimization data will be ingested'
-    value: '"${listKeys(((!logAnalyticsReuse) ? logAnalyticsWorkspace.id : resourceId(logAnalyticsWorkspaceRG, 'microsoft.operationalinsights/workspaces', logAnalyticsWorkspaceName)), '2020-08-01').primarySharedKey}"'
-    isEncrypted: true
+    description: 'The Logs Ingestion endpoint URL of the Data Collection Endpoint used for DCR-based ingestion'
+    value: '"${dataCollectionEndpoint.properties.logsIngestion.endpoint}"'
   }
 }
 
@@ -2156,3 +2166,5 @@ resource contributorRoleAssignmentGuid_resource 'Microsoft.Authorization/roleAss
 }
 
 output automationPrincipalId string = reference(automationAccount.id, '2019-06-01', 'Full').identity.principalId
+output dceLogsIngestionEndpoint string = dataCollectionEndpoint.properties.logsIngestion.endpoint
+output dceResourceId string = dataCollectionEndpoint.id
diff --git a/docs/deploy/optimization-engine/latest/runbooks/data-collection/Export-ConsumptionToBlobStorage.ps1 b/docs/deploy/optimization-engine/latest/runbooks/data-collection/Export-ConsumptionToBlobStorage.ps1
index 11dabcb0d..cda9b13ab 100644
--- a/docs/deploy/optimization-engine/latest/runbooks/data-collection/Export-ConsumptionToBlobStorage.ps1
+++ b/docs/deploy/optimization-engine/latest/runbooks/data-collection/Export-ConsumptionToBlobStorage.ps1
@@ -22,26 +22,32 @@ $ErrorActionPreference = "Stop"
 $global:hadErrors = $false
 $global:scopesWithErrors = @()
 
-function Authenticate-AzureWithOption {
+function Authenticate-AzureWithOption
+{
     param (
         [string] $authOption = "ManagedIdentity",
         [string] $cloudEnv = "AzureCloud",
         [string] $clientID
     )
 
-    switch ($authOption) {
-        "UserAssignedManagedIdentity" {
+    switch ($authOption)
+    {
+        "UserAssignedManagedIdentity"
+        {
             Connect-AzAccount -Identity -EnvironmentName $cloudEnv -AccountId $clientID
             break
         }
-        Default { #ManagedIdentity
+        Default
+        {
+            #ManagedIdentity
             Connect-AzAccount -Identity -EnvironmentName $cloudEnv
             break
         }
     }
 }
 
-function Generate-CostDetails {
+function Generate-CostDetails
+{
     param (
         [string] $ScopeId,
         [string] $ScopeName
@@ -54,7 +60,7 @@ function Generate-CostDetails {
     $body = "{ `"metric`": `"$consumptionMetric`", `"timePeriod`": { `"start`": `"$targetStartDate`", `"end`": `"$targetEndDate`" } }"
     $result = Invoke-AzRestMethod -Path $CostDetailsApiPath -Method POST -Payload $body
     $requestResultPath = $result.Headers.Location.PathAndQuery
-    if ($result.StatusCode -in (200,202))
+    if ($result.StatusCode -in (200, 202))
     {
         $tries = 0
         $requestSuccess = $false
@@ -103,53 +109,54 @@ function Generate-CostDetails {
 
                     # header normalization between MCA and EA
                     $headerConversion = @{
-                        additionalInfo = "AdditionalInfo";
-                        billingAccountId = "BillingAccountId";
-                        billingAccountName = "BillingAccountName";
-                        billingCurrency = "BillingCurrencyCode";
-                        billingPeriodEndDate = "BillingPeriodEndDate";
-                        billingPeriodStartDate = "BillingPeriodStartDate";
-                        billingProfileId = "BillingProfileId";
-                        billingProfileName = "BillingProfileName";
-                        chargeType = "ChargeType";
-                        consumedService = "ConsumedService";
-                        costAllocationRuleName = "CostAllocationRuleName";
-                        costCenter = "CostCenter";
-                        costInBillingCurrency = "CostInBillingCurrency";
-                        date = "Date";
-                        effectivePrice = "EffectivePrice";
-                        frequency = "Frequency";
-                        invoiceSectionId = "InvoiceSectionId";
-                        invoiceSectionName = "InvoiceSectionName";
-                        isAzureCreditEligible = "IsAzureCreditEligible";
-                        meterCategory = "MeterCategory";
-                        meterId = "MeterId";
-                        meterName = "MeterName";
-                        meterRegion = "MeterRegion";
-                        meterSubCategory = "MeterSubCategory";
-                        offerId = "OfferId";
-                        pricingModel = "PricingModel";
-                        productOrderId = "ProductOrderId";
-                        productOrderName = "ProductOrderName";
-                        publisherName = "PublisherName";
-                        publisherType = "PublisherType";
-                        quantity = "Quantity";
-                        reservationId = "ReservationId";
-                        reservationName = "ReservationName";
-                        resourceGroupName = "ResourceGroup";
-                        resourceLocation = "ResourceLocation";
-                        serviceFamily = "ServiceFamily";
-                        serviceInfo1 = "ServiceInfo1";
-                        serviceInfo2 = "ServiceInfo2";
-                        subscriptionName = "SubscriptionName";
-                        tags = "Tags";
-                        term = "Term";
-                        unitOfMeasure = "UnitOfMeasure";
-                        unitPrice = "UnitPrice"
+                        additionalInfo         = "AdditionalInfo"
+                        billingAccountId       = "BillingAccountId"
+                        billingAccountName     = "BillingAccountName"
+                        billingCurrency        = "BillingCurrencyCode"
+                        billingPeriodEndDate   = "BillingPeriodEndDate"
+                        billingPeriodStartDate = "BillingPeriodStartDate"
+                        billingProfileId       = "BillingProfileId"
+                        billingProfileName     = "BillingProfileName"
+                        chargeType             = "ChargeType"
+                        consumedService        = "ConsumedService"
+                        costAllocationRuleName = "CostAllocationRuleName"
+                        costCenter             = "CostCenter"
+                        costInBillingCurrency  = "CostInBillingCurrency"
+                        date                   = "Date"
+                        effectivePrice         = "EffectivePrice"
+                        frequency              = "Frequency"
+                        invoiceSectionId       = "InvoiceSectionId"
+                        invoiceSectionName     = "InvoiceSectionName"
+                        isAzureCreditEligible  = "IsAzureCreditEligible"
+                        meterCategory          = "MeterCategory"
+                        meterId                = "MeterId"
+                        meterName              = "MeterName"
+                        meterRegion            = "MeterRegion"
+                        meterSubCategory       = "MeterSubCategory"
+                        offerId                = "OfferId"
+                        pricingModel           = "PricingModel"
+                        productOrderId         = "ProductOrderId"
+                        productOrderName       = "ProductOrderName"
+                        publisherName          = "PublisherName"
+                        publisherType          = "PublisherType"
+                        quantity               = "Quantity"
+                        reservationId          = "ReservationId"
+                        reservationName        = "ReservationName"
+                        resourceGroupName      = "ResourceGroup"
+                        resourceLocation       = "ResourceLocation"
+                        serviceFamily          = "ServiceFamily"
+                        serviceInfo1           = "ServiceInfo1"
+                        serviceInfo2           = "ServiceInfo2"
+                        subscriptionName       = "SubscriptionName"
+                        tags                   = "Tags"
+                        term                   = "Term"
+                        unitOfMeasure          = "UnitOfMeasure"
+                        unitPrice              = "UnitPrice"
                     }
 
                     $lineCounter = 0
-                    while ($r.Peek() -ge 0) {
+                    while ($r.Peek() -ge 0)
+                    {
                         $line = $r.ReadLine()
                         $lineCounter++
                         if ($lineCounter -eq 1)
@@ -178,7 +185,7 @@ function Generate-CostDetails {
                     $w.Close()
 
                     $csvBlobName = [System.IO.Path]::GetFileName($finalCsvExportPath)
-                    $csvProperties = @{"ContentType" = "text/csv"};
+                    $csvProperties = @{"ContentType" = "text/csv" }
                     Set-AzStorageBlobContent -File $finalCsvExportPath -Container $storageAccountSinkContainer -Properties $csvProperties -Blob $csvBlobName -Context $saCtx -Force
 
                     $now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
@@ -414,12 +421,12 @@ else
 
 # for each subscription, get billing data
 
-$datetime = (get-date).ToUniversalTime()
+$datetime = (Get-Date).ToUniversalTime()
 $timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
 
 if ($cloudEnvironment -eq "AzureChinaCloud" -and -not([string]::IsNullOrEmpty($chinaEAEnrollment)) -and -not([string]::IsNullOrEmpty($chinaEAKey)))
 {
-    $targetMonth = $targetStartDate.Substring(0,7)
+    $targetMonth = $targetStartDate.Substring(0, 7)
     $consumption = $null
     $billingEntries = @()
 
@@ -427,7 +434,7 @@ if ($cloudEnvironment -eq "AzureChinaCloud" -and -not([string]::IsNullOrEmpty($c
     $PricesheetApiUri = "https://ea.azure.cn/rest/$chinaEAEnrollment/usage-report?month=$targetMonth&type=pricesheet&fmt=Csv"
 
     $Headers = @{}
-    $Headers.Add("Authorization","Bearer $chinaEAKey")
+    $Headers.Add("Authorization", "Bearer $chinaEAKey")
 
     Write-Output "Getting pricesheet for month $targetMonth (EA enrollment $chinaEAEnrollment)..."
 
@@ -443,12 +450,12 @@ if ($cloudEnvironment -eq "AzureChinaCloud" -and -not([string]::IsNullOrEmpty($c
 
     Write-Output "Removed pricesheet-$targetMonth.csv from local disk..."
 
-    $csvFile2 = $csvFile[2..($csvFile.Count-1)]
+    $csvFile2 = $csvFile[2..($csvFile.Count - 1)]
     $headerLine = $csvFile2[0]
     $columnHeaders = $headerLine.Split(",")
     for ($i = 0; $i -lt $columnHeaders.Count; $i++)
     {
-        if($columnHeaders[$i] -match '.+\((?<ColumnName>.+)\)')
+        if ($columnHeaders[$i] -match '.+\((?<ColumnName>.+)\)')
         {
             $columnHeaders[$i] = $Matches.ColumnName
         }
@@ -465,7 +472,8 @@ if ($cloudEnvironment -eq "AzureChinaCloud" -and -not([string]::IsNullOrEmpty($c
     $requestSuccess = $false
     do
     {
-        try {
+        try
+        {
             $tries++
             Invoke-RestMethod -Method Get -Uri $BillingApiUri -Headers $Headers -OutFile "usagedetails-$targetStartDate.csv"
 
@@ -479,12 +487,12 @@ if ($cloudEnvironment -eq "AzureChinaCloud" -and -not([string]::IsNullOrEmpty($c
 
             Write-Output "Removed usagedetails-$targetStartDate.csv from local disk..."
 
-            $csvFile2 = $csvFile[2..($csvFile.Count-1)]
+            $csvFile2 = $csvFile[2..($csvFile.Count - 1)]
             $headerLine = $csvFile2[0]
             $columnHeaders = $headerLine.Split(",")
             for ($i = 0; $i -lt $columnHeaders.Count; $i++)
             {
-                if($columnHeaders[$i] -match '.+\((?<ColumnName>.+)\)')
+                if ($columnHeaders[$i] -match '.+\((?<ColumnName>.+)\)')
                 {
                     $columnHeaders[$i] = $Matches.ColumnName
                 }
@@ -496,7 +504,8 @@ if ($cloudEnvironment -eq "AzureChinaCloud" -and -not([string]::IsNullOrEmpty($c
             $consumption = $csvFile2 | ConvertFrom-Csv
             $requestSuccess = $true
         }
-        catch {
+        catch
+        {
             $ErrorMessage = $_.Exception.Message
             Write-Warning "Error getting consumption data: $ErrorMessage. $tries of 3 tries. Waiting 60 seconds..."
             Start-Sleep -s 60
@@ -523,7 +532,7 @@ if ($cloudEnvironment -eq "AzureChinaCloud" -and -not([string]::IsNullOrEmpty($c
             {
                 $instanceId = $consumptionLine.'Instance ID'.ToLower()
                 $idParts = $consumptionLine.'Instance ID'.Split("/")
-                $instanceName = $idParts[$idParts.Count-1].ToLower()
+                $instanceName = $idParts[$idParts.Count - 1].ToLower()
             }
 
             $rgName = $null
@@ -569,31 +578,31 @@ if ($cloudEnvironment -eq "AzureChinaCloud" -and -not([string]::IsNullOrEmpty($c
             }
 
             $billingEntry = New-Object PSObject -Property @{
-                Timestamp = $timestamp
-                SubscriptionId = $consumptionLine.SubscriptionGuid
-                ResourceGroup = $rgName
-                ResourceName = $instanceName
-                ResourceId = $instanceId
-                Date = $consumptionLine.Date
-                Tags = $consumptionLine.Tags
-                AdditionalInfo = $consumptionLine.AdditionalInfo
-                BillingCurrencyCode = "CNY"
-                ChargeType = "Usage"
-                ConsumedService = $consumptionLine.'Consumed Service'
+                Timestamp             = $timestamp
+                SubscriptionId        = $consumptionLine.SubscriptionGuid
+                ResourceGroup         = $rgName
+                ResourceName          = $instanceName
+                ResourceId            = $instanceId
+                Date                  = $consumptionLine.Date
+                Tags                  = $consumptionLine.Tags
+                AdditionalInfo        = $consumptionLine.AdditionalInfo
+                BillingCurrencyCode   = "CNY"
+                ChargeType            = "Usage"
+                ConsumedService       = $consumptionLine.'Consumed Service'
                 CostInBillingCurrency = $convertedCost
-                EffectivePrice = $convertedPrice
-                Frequency = "UsageBased"
-                MeterCategory = $consumptionLine.'Meter Category'
-                MeterId = $consumptionLine.'Meter ID'
-                MeterName = $consumptionLine.'Meter Name'
-                MeterSubCategory = $consumptionLine.'Meter Sub-Category'
-                PartNumber = $partNumber
-                ProductName = $consumptionLine.Product
-                Quantity = $consumptionLine.'Consumed Quantity'
-                UnitOfMeasure = $consumptionLine.'Unit of Measure'
-                UnitPrice = $unitPrice
-                ResourceLocation = $consumptionLine.'Resource Location'
-                AccountOwnerId = $consumptionLine.AccountOwnerId
+                EffectivePrice        = $convertedPrice
+                Frequency             = "UsageBased"
+                MeterCategory         = $consumptionLine.'Meter Category'
+                MeterId               = $consumptionLine.'Meter ID'
+                MeterName             = $consumptionLine.'Meter Name'
+                MeterSubCategory      = $consumptionLine.'Meter Sub-Category'
+                PartNumber            = $partNumber
+                ProductName           = $consumptionLine.Product
+                Quantity              = $consumptionLine.'Consumed Quantity'
+                UnitOfMeasure         = $consumptionLine.'Unit of Measure'
+                UnitPrice             = $unitPrice
+                ResourceLocation      = $consumptionLine.'Resource Location'
+                AccountOwnerId        = $consumptionLine.AccountOwnerId
             }
 
             $billingEntries += $billingEntry
@@ -612,7 +621,7 @@ if ($cloudEnvironment -eq "AzureChinaCloud" -and -not([string]::IsNullOrEmpty($c
     Write-Output "Exported $($billingEntries.Count) entries as CSV to $csvExportPath"
 
     $csvBlobName = $csvExportPath
-    $csvProperties = @{"ContentType" = "text/csv"};
+    $csvProperties = @{"ContentType" = "text/csv" }
     Set-AzStorageBlobContent -File $csvExportPath -Container $storageAccountSinkContainer -Properties $csvProperties -Blob $csvBlobName -Context $saCtx -Force
 
     Write-Output "Uploaded to blob storage!"
@@ -625,8 +634,8 @@ else
 {
     if ($consumptionScope -eq "Subscription")
     {
-        $CostDetailsSupportedQuotaIDs = @('EnterpriseAgreement_2014-09-01','Internal_2014-09-01','CSP_2015-05-01')
-        $ConsumptionSupportedQuotaIDs = @('PayAsYouGo_2014-09-01','MSDN_2014-09-01')
+        $CostDetailsSupportedQuotaIDs = @('PayAsYouGo_2014-09-01', 'EnterpriseAgreement_2014-09-01', 'Internal_2014-09-01', 'CSP_2015-05-01')
+        $ConsumptionSupportedQuotaIDs = @('MSDN_2014-09-01')
 
         foreach ($subscription in $subscriptions)
         {
@@ -651,12 +660,14 @@ else
                     $requestSuccess = $false
                     do
                     {
-                        try {
+                        try
+                        {
                             $tries++
                             $consumption = (Invoke-AzRestMethod -Path $ConsumptionApiPath -Method GET).Content | ConvertFrom-Json
                             $requestSuccess = $true
                         }
-                        catch {
+                        catch
+                        {
                             $ErrorMessage = $_.Exception.Message
                             Write-Warning "Error getting consumption data: $ErrorMessage. $tries of 3 tries. Waiting 60 seconds..."
                             Start-Sleep -s 60
@@ -676,126 +687,136 @@ else
                                 $tags = $null
                             }
 
-                            if ([string]::IsNullOrEmpty($consumptionLine.properties.billingProfileId))
+                            if ($consumptionLine.kind -eq "legacy")
                             {
                                 # legacy consumption schema
 
                                 $billingEntry = New-Object PSObject -Property @{
-                                    Timestamp = $timestamp
-                                    AccountName = $consumptionLine.properties.accountName
-                                    AccountOwnerId = $consumptionLine.properties.accountOwnerId
-                                    AdditionalInfo = $consumptionLine.properties.additionalInfo
-                                    benefitId = $consumptionLine.properties.benefitId
-                                    benefitName = $consumptionLine.properties.benefitName
-                                    BillingAccountId = $consumptionLine.properties.billingAccountId
-                                    BillingAccountName = $consumptionLine.properties.billingAccountName
-                                    BillingCurrencyCode = $consumptionLine.properties.billingCurrency
-                                    BillingPeriodEndDate= $consumptionLine.properties.billingPeriodEndDate
-                                    BillingPeriodStartDate= $consumptionLine.properties.billingPeriodStartDate
-                                    BillingProfileId = $consumptionLine.properties.billingProfileId
-                                    BillingProfileName= $consumptionLine.properties.billingProfileName
-                                    ChargeType = $consumptionLine.properties.chargeType
-                                    ConsumedService = $consumptionLine.properties.consumedService
+                                    Timestamp              = $timestamp
+                                    AccountName            = $consumptionLine.properties.accountName
+                                    AccountOwnerId         = $consumptionLine.properties.accountOwnerId
+                                    AdditionalInfo         = $consumptionLine.properties.additionalInfo
+                                    benefitId              = $consumptionLine.properties.benefitId
+                                    benefitName            = $consumptionLine.properties.benefitName
+                                    BillingAccountId       = $consumptionLine.properties.billingAccountId
+                                    BillingAccountName     = $consumptionLine.properties.billingAccountName
+                                    BillingCurrencyCode    = $consumptionLine.properties.billingCurrency
+                                    BillingPeriodEndDate   = $consumptionLine.properties.billingPeriodEndDate
+                                    BillingPeriodStartDate = $consumptionLine.properties.billingPeriodStartDate
+                                    BillingProfileId       = $consumptionLine.properties.billingProfileId
+                                    BillingProfileName     = $consumptionLine.properties.billingProfileName
+                                    ChargeType             = $consumptionLine.properties.chargeType
+                                    ConsumedService        = $consumptionLine.properties.consumedService
                                     CostAllocationRuleName = $consumptionLine.properties.costAllocationRuleName
-                                    CostCenter = $consumptionLine.properties.costCenter
-                                    CostInBillingCurrency = $consumptionLine.properties.cost
-                                    Date = (Get-Date $consumptionLine.properties.date).ToString("MM/dd/yyyy")
-                                    EffectivePrice = $consumptionLine.properties.effectivePrice
-                                    Frequency = $consumptionLine.properties.frequency
-                                    InvoiceSectionName = $consumptionLine.properties.invoiceSection
-                                    IsAzureCreditEligible = $consumptionLine.properties.isAzureCreditEligible
-                                    MeterCategory = $consumptionLine.properties.meterDetails.meterCategory
-                                    MeterId = $consumptionLine.properties.meterId
-                                    MeterName = $consumptionLine.properties.meterDetails.meterName
-                                    MeterRegion = $consumptionLine.properties.meterDetails.meterRegion
-                                    MeterSubCategory = $consumptionLine.properties.meterDetails.meterSubCategory
-                                    OfferId = $consumptionLine.properties.offerId
-                                    PartNumber = $consumptionLine.properties.partNumber
-                                    PayGPrice = $consumptionLine.properties.PayGPrice
-                                    PlanName = $consumptionLine.properties.planName
-                                    PricingModel = $consumptionLine.properties.pricingModel
-                                    ProductName = $consumptionLine.properties.product
-                                    PublisherName = $consumptionLine.properties.publisherName
-                                    PublisherType = $consumptionLine.properties.publisherType
-                                    Quantity = $consumptionLine.properties.quantity
-                                    ReservationId = $consumptionLine.properties.reservationId
-                                    ReservationName = $consumptionLine.properties.reservationName
-                                    ResourceGroup = $consumptionLine.properties.resourceGroup
-                                    ResourceId = $consumptionLine.properties.resourceId
-                                    ResourceLocation = $consumptionLine.properties.resourceLocation
-                                    ResourceName = $consumptionLine.properties.resourceName
-                                    ServiceFamily = $consumptionLine.properties.meterDetails.serviceFamily
-                                    SubscriptionId = $consumptionLine.properties.subscriptionId
-                                    SubscriptionName = $consumptionLine.properties.subscriptionName
-                                    Tags = $tags
-                                    Term = $consumptionLine.properties.term
-                                    UnitOfMeasure = $consumptionLine.properties.meterDetails.unitOfMeasure
-                                    UnitPrice = $consumptionLine.properties.unitPrice
+                                    CostCenter             = $consumptionLine.properties.costCenter
+                                    CostInBillingCurrency  = $consumptionLine.properties.cost
+                                    Date                   = (Get-Date $consumptionLine.properties.date).ToString("MM/dd/yyyy")
+                                    EffectivePrice         = $consumptionLine.properties.effectivePrice
+                                    Frequency              = $consumptionLine.properties.frequency
+                                    InvoiceSectionName     = $consumptionLine.properties.invoiceSection
+                                    IsAzureCreditEligible  = $consumptionLine.properties.isAzureCreditEligible
+                                    MeterCategory          = $consumptionLine.properties.meterDetails.meterCategory
+                                    MeterId                = $consumptionLine.properties.meterId
+                                    MeterName              = $consumptionLine.properties.meterDetails.meterName
+                                    MeterRegion            = $consumptionLine.properties.meterDetails.meterRegion
+                                    MeterSubCategory       = $consumptionLine.properties.meterDetails.meterSubCategory
+                                    OfferId                = $consumptionLine.properties.offerId
+                                    PartNumber             = $consumptionLine.properties.partNumber
+                                    PayGPrice              = $consumptionLine.properties.PayGPrice
+                                    PlanName               = $consumptionLine.properties.planName
+                                    PricingModel           = $consumptionLine.properties.pricingModel
+                                    ProductName            = $consumptionLine.properties.product
+                                    PublisherName          = $consumptionLine.properties.publisherName
+                                    PublisherType          = $consumptionLine.properties.publisherType
+                                    Quantity               = $consumptionLine.properties.quantity
+                                    ReservationId          = $consumptionLine.properties.reservationId
+                                    ReservationName        = $consumptionLine.properties.reservationName
+                                    ResourceGroup          = $consumptionLine.properties.resourceGroup
+                                    ResourceId             = $consumptionLine.properties.resourceId
+                                    ResourceLocation       = $consumptionLine.properties.resourceLocation
+                                    ResourceName           = $consumptionLine.properties.resourceName
+                                    ServiceFamily          = $consumptionLine.properties.meterDetails.serviceFamily
+                                    SubscriptionId         = $consumptionLine.properties.subscriptionId
+                                    SubscriptionName       = $consumptionLine.properties.subscriptionName
+                                    Tags                   = $tags
+                                    Term                   = $consumptionLine.properties.term
+                                    UnitOfMeasure          = $consumptionLine.properties.meterDetails.unitOfMeasure
+                                    UnitPrice              = $consumptionLine.properties.unitPrice
                                 }
                             }
-                            else
+                            elseif ($consumptionLine.kind -eq "modern")
                             {
                                 # MCA consumption schema
                                 $billingEntry = New-Object PSObject -Property @{
-                                    Timestamp = $timestamp
-                                    AdditionalInfo = $consumptionLine.properties.additionalInfo
-                                    benefitId = $consumptionLine.properties.benefitId
-                                    benefitName = $consumptionLine.properties.benefitName
-                                    BillingAccountId = $consumptionLine.properties.billingAccountId
-                                    BillingAccountName = $consumptionLine.properties.billingAccountName
-                                    BillingCurrencyCode = $consumptionLine.properties.billingCurrencyCode
-                                    BillingPeriodEndDate= $consumptionLine.properties.billingPeriodEndDate
-                                    BillingPeriodStartDate= $consumptionLine.properties.billingPeriodStartDate
-                                    BillingProfileId = $consumptionLine.properties.billingProfileId
-                                    BillingProfileName= $consumptionLine.properties.billingProfileName
-                                    ChargeType = $consumptionLine.properties.chargeType
-                                    ConsumedService = $consumptionLine.properties.consumedService
-                                    CostAllocationRuleName = $consumptionLine.properties.costAllocationRuleName
-                                    CostCenter = $consumptionLine.properties.costCenter
-                                    CostInBillingCurrency = $consumptionLine.properties.costInBillingCurrency
-                                    costInPricingCurrency = $consumptionLine.properties.costInPricingCurrency
-                                    costInUSD = $consumptionLine.properties.costInUSD
-                                    customerName = $consumptionLine.properties.customerName
-                                    Date = (Get-Date $consumptionLine.properties.date).ToString("MM/dd/yyyy")
-                                    EffectivePrice = $consumptionLine.properties.effectivePrice
-                                    exchangeRate = $consumptionLine.properties.exchangeRate
-                                    exchangeRateDate = $consumptionLine.properties.exchangeRateDate
+                                    Timestamp                    = $timestamp
+                                    AdditionalInfo               = $consumptionLine.properties.additionalInfo
+                                    benefitId                    = $consumptionLine.properties.benefitId
+                                    benefitName                  = $consumptionLine.properties.benefitName
+                                    BillingAccountId             = $consumptionLine.properties.billingAccountId
+                                    BillingAccountName           = $consumptionLine.properties.billingAccountName
+                                    BillingCurrencyCode          = $consumptionLine.properties.billingCurrencyCode
+                                    BillingPeriodEndDate         = $consumptionLine.properties.billingPeriodEndDate
+                                    BillingPeriodStartDate       = $consumptionLine.properties.billingPeriodStartDate
+                                    BillingProfileId             = $consumptionLine.properties.billingProfileId
+                                    BillingProfileName           = $consumptionLine.properties.billingProfileName
+                                    ChargeType                   = $consumptionLine.properties.chargeType
+                                    ConsumedService              = $consumptionLine.properties.consumedService
+                                    CostAllocationRuleName       = $consumptionLine.properties.costAllocationRuleName
+                                    CostCenter                   = $consumptionLine.properties.costCenter
+                                    CostInBillingCurrency        = $consumptionLine.properties.costInBillingCurrency
+                                    costInPricingCurrency        = $consumptionLine.properties.costInPricingCurrency
+                                    costInUSD                    = $consumptionLine.properties.costInUSD
+                                    customerName                 = $consumptionLine.properties.customerName
+                                    Date                         = (Get-Date $consumptionLine.properties.date).ToString("MM/dd/yyyy")
+                                    EffectivePrice               = $consumptionLine.properties.effectivePrice
+                                    exchangeRate                 = $consumptionLine.properties.exchangeRate
+                                    exchangeRateDate             = $consumptionLine.properties.exchangeRateDate
                                     exchangeRatePricingToBilling = $consumptionLine.properties.exchangeRatePricingToBilling
-                                    Frequency = $consumptionLine.properties.frequency
-                                    invoiceSectionId = $consumptionLine.properties.invoiceSectionId
-                                    InvoiceSectionName = $consumptionLine.properties.invoiceSectionName
-                                    IsAzureCreditEligible = $consumptionLine.properties.isAzureCreditEligible
-                                    MeterCategory = $consumptionLine.properties.meterCategory
-                                    MeterId = $consumptionLine.properties.meterId
-                                    MeterName = $consumptionLine.properties.meterName
-                                    MeterRegion = $consumptionLine.properties.meterRegion
-                                    MeterSubCategory = $consumptionLine.properties.meterSubCategory
-                                    PartNumber = $consumptionLine.properties.partNumber
-                                    paygCostInBillingCurrency = $consumptionLine.properties.paygCostInBillingCurrency
-                                    paygCostInUSD = $consumptionLine.properties.paygCostInUSD
-                                    PayGPrice = $consumptionLine.properties.payGPrice
-                                    PlanName = $consumptionLine.properties.planName
-                                    pricingCurrencyCode = $consumptionLine.properties.pricingCurrencyCode
-                                    PricingModel = $consumptionLine.properties.pricingModel
-                                    ProductName = $consumptionLine.properties.product
-                                    productIdentifier = $consumptionLine.properties.productIdentifier
-                                    PublisherName = $consumptionLine.properties.publisherName
-                                    PublisherType = $consumptionLine.properties.publisherType
-                                    Quantity = $consumptionLine.properties.quantity
-                                    ReservationId = $consumptionLine.properties.reservationId
-                                    ReservationName = $consumptionLine.properties.reservationName
-                                    ResourceGroup = $consumptionLine.properties.resourceGroup
-                                    ResourceId = $consumptionLine.properties.instanceName
-                                    ResourceLocation = $consumptionLine.properties.resourceLocation
-                                    resourceLocationNormalized = $consumptionLine.properties.resourceLocationNormalized
-                                    ServiceFamily = $consumptionLine.properties.serviceFamily
-                                    SubscriptionId = $consumptionLine.properties.subscriptionGuid
-                                    SubscriptionName = $consumptionLine.properties.subscriptionName
-                                    Tags = $tags
-                                    Term = $consumptionLine.properties.term
-                                    UnitOfMeasure = $consumptionLine.properties.unitOfMeasure
-                                    UnitPrice = $consumptionLine.properties.unitPrice
+                                    Frequency                    = $consumptionLine.properties.frequency
+                                    invoiceSectionId             = $consumptionLine.properties.invoiceSectionId
+                                    InvoiceSectionName           = $consumptionLine.properties.invoiceSectionName
+                                    IsAzureCreditEligible        = $consumptionLine.properties.isAzureCreditEligible
+                                    MeterCategory                = $consumptionLine.properties.meterCategory
+                                    MeterId                      = $consumptionLine.properties.meterId
+                                    MeterName                    = $consumptionLine.properties.meterName
+                                    MeterRegion                  = $consumptionLine.properties.meterRegion
+                                    MeterSubCategory             = $consumptionLine.properties.meterSubCategory
+                                    PartNumber                   = $consumptionLine.properties.partNumber
+                                    paygCostInBillingCurrency    = $consumptionLine.properties.paygCostInBillingCurrency
+                                    paygCostInUSD                = $consumptionLine.properties.paygCostInUSD
+                                    PayGPrice                    = $consumptionLine.properties.payGPrice
+                                    PlanName                     = $consumptionLine.properties.planName
+                                    pricingCurrencyCode          = $consumptionLine.properties.pricingCurrencyCode
+                                    PricingModel                 = $consumptionLine.properties.pricingModel
+                                    ProductName                  = $consumptionLine.properties.product
+                                    productIdentifier            = $consumptionLine.properties.productIdentifier
+                                    PublisherName                = $consumptionLine.properties.publisherName
+                                    PublisherType                = $consumptionLine.properties.publisherType
+                                    Quantity                     = $consumptionLine.properties.quantity
+                                    ReservationId                = $consumptionLine.properties.reservationId
+                                    ReservationName              = $consumptionLine.properties.reservationName
+                                    ResourceGroup                = $consumptionLine.properties.resourceGroup
+                                    ResourceId                   = $consumptionLine.properties.instanceName
+                                    ResourceLocation             = $consumptionLine.properties.resourceLocation
+                                    resourceLocationNormalized   = $consumptionLine.properties.resourceLocationNormalized
+                                    ServiceFamily                = $consumptionLine.properties.serviceFamily
+                                    SubscriptionId               = $consumptionLine.properties.subscriptionGuid
+                                    SubscriptionName             = $consumptionLine.properties.subscriptionName
+                                    Tags                         = $tags
+                                    Term                         = $consumptionLine.properties.term
+                                    UnitOfMeasure                = $consumptionLine.properties.unitOfMeasure
+                                    UnitPrice                    = $consumptionLine.properties.unitPrice
+                                }
+                            }
+                            else
+                            {
+                                $global:hadErrors = $true
+                                $global:scopesWithErrors += $ScopeName
+                                if (-not($global:scopesWithErrors -contains ($ScopeName)))
+                                {
+                                    Write-Warning "Unknown consumption line kind: $($consumptionLine.kind)"
                                 }
+                                continue
                             }
                             $billingEntries += $billingEntry
                         }
@@ -822,7 +843,7 @@ else
                     $billingEntries | Export-Csv -Path $csvExportPath -NoTypeInformation
 
                     $csvBlobName = $csvExportPath
-                    $csvProperties = @{"ContentType" = "text/csv"};
+                    $csvProperties = @{"ContentType" = "text/csv" }
                     Set-AzStorageBlobContent -File $csvExportPath -Container $storageAccountSinkContainer -Properties $csvProperties -Blob $csvBlobName -Context $saCtx -Force
 
                     $now = (Get-Date).ToUniversalTime().ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
@@ -858,7 +879,7 @@ else
         if ($consumptionScope -eq "BillingAccount")
         {
             "Starting cost details export process from $targetStartDate to $targetEndDate for Billing Account ID $BillingAccountID..."
-            Generate-CostDetails -ScopeId "/providers/Microsoft.Billing/billingAccounts/$BillingAccountID" -ScopeName $BillingAccountID.Replace(":","_")
+            Generate-CostDetails -ScopeId "/providers/Microsoft.Billing/billingAccounts/$BillingAccountID" -ScopeName $BillingAccountID.Replace(":", "_")
         }
         if ($consumptionScope -eq "BillingProfile")
         {
diff --git a/docs/deploy/optimization-engine/latest/runbooks/data-collection/Export-RBACAssignmentsToBlobStorage.ps1 b/docs/deploy/optimization-engine/latest/runbooks/data-collection/Export-RBACAssignmentsToBlobStorage.ps1
index e21b1b2c9..84edbcc18 100644
--- a/docs/deploy/optimization-engine/latest/runbooks/data-collection/Export-RBACAssignmentsToBlobStorage.ps1
+++ b/docs/deploy/optimization-engine/latest/runbooks/data-collection/Export-RBACAssignmentsToBlobStorage.ps1
@@ -55,12 +55,16 @@ if (-not([string]::IsNullOrEmpty($externalCredentialName)))
 
 "Logging in to Azure with $authenticationOption..."
 
-switch ($authenticationOption) {
-    "UserAssignedManagedIdentity" {
+switch ($authenticationOption)
+{
+    "UserAssignedManagedIdentity"
+    {
         Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment -AccountId $uamiClientID
         break
     }
-    Default { #ManagedIdentity
+    Default
+    {
+        #ManagedIdentity
         Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment
         break
     }
@@ -86,7 +90,7 @@ if (-not([string]::IsNullOrEmpty($externalCredentialName)))
 }
 
 $tenantId = (Get-AzContext).Tenant.Id
-$datetime = (get-date).ToUniversalTime()
+$datetime = (Get-Date).ToUniversalTime()
 $timestamp = $datetime.ToString("yyyy-MM-ddTHH:mm:00.000Z")
 
 $subscriptions = Get-AzSubscription | Where-Object { $_.State -eq "Enabled" }
@@ -95,44 +99,30 @@ $roleAssignments = @()
 
 "Iterating through all reachable subscriptions..."
 
-foreach ($subscription in $subscriptions) {
+foreach ($subscription in $subscriptions)
+{
 
     Select-AzSubscription -SubscriptionId $subscription.Id -TenantId $tenantId | Out-Null
 
-    $assignments = Get-AzRoleAssignment -IncludeClassicAdministrators -ErrorAction Continue
+    $assignments = Get-AzRoleAssignment -ErrorAction Continue
     "Found $($assignments.Count) assignments for $($subscription.Name) subscription..."
 
-    foreach ($assignment in $assignments) {
-        if ($null -eq $assignment.ObjectId -and $assignment.Scope.Contains($subscription.Id))
+    foreach ($assignment in $assignments)
+    {
+        $duplicateRoleAssignment = $roleAssignments | Where-Object { $_.PrincipalId -eq $assignment.ObjectId -and $_.Scope -eq $assignment.Scope -and $_.RoleDefinition -eq $assignment.RoleDefinitionName }
+        if (-not($duplicateRoleAssignment))
         {
             $assignmentEntry = New-Object PSObject -Property @{
-                Timestamp         = $timestamp
-                TenantGuid        = $tenantId
-                Cloud             = $cloudEnvironment
-                Model             = "AzureClassic"
-                PrincipalId       = $assignment.SignInName
-                Scope             = $assignment.Scope
-                RoleDefinition    = $assignment.RoleDefinitionName
+                Timestamp      = $timestamp
+                TenantGuid     = $tenantId
+                Cloud          = $cloudEnvironment
+                Model          = "AzureRM"
+                PrincipalId    = $assignment.ObjectId
+                Scope          = $assignment.Scope
+                RoleDefinition = $assignment.RoleDefinitionName
             }
             $roleAssignments += $assignmentEntry
         }
-        else
-        {
-            $duplicateRoleAssignment = $roleAssignments | Where-Object { $_.PrincipalId -eq $assignment.ObjectId -and $_.Scope -eq $assignment.Scope -and $_.RoleDefinition -eq $assignment.RoleDefinitionName}
-            if (-not($duplicateRoleAssignment))
-            {
-                $assignmentEntry = New-Object PSObject -Property @{
-                    Timestamp         = $timestamp
-                    TenantGuid        = $tenantId
-                    Cloud             = $cloudEnvironment
-                    Model             = "AzureRM"
-                    PrincipalId       = $assignment.ObjectId
-                    Scope             = $assignment.Scope
-                    RoleDefinition    = $assignment.RoleDefinitionName
-                }
-                $roleAssignments += $assignmentEntry
-            }
-        }
     }
 }
 
@@ -148,7 +138,7 @@ $rbacObjectsJson | Export-Csv -NoTypeInformation -Path $csvExportPath
 "Export to $csvExportPath"
 
 $csvBlobName = $csvExportPath
-$csvProperties = @{"ContentType" = "text/csv"};
+$csvProperties = @{"ContentType" = "text/csv" }
 
 Set-AzStorageBlobContent -File $csvExportPath -Container $storageAccountSinkContainer -Properties $csvProperties -Blob $csvBlobName -Context $saCtx -Force
 
@@ -171,27 +161,32 @@ $roleAssignments = @()
 
 #workaround for https://github.com/microsoftgraph/msgraph-sdk-powershell/issues/888
 $localPath = [System.Environment]::GetFolderPath([System.Environment+SpecialFolder]::UserProfile)
-if (-not(get-item "$localPath\.graph\" -ErrorAction SilentlyContinue))
+if (-not(Get-Item "$localPath\.graph\" -ErrorAction SilentlyContinue))
 {
     New-Item -Type Directory "$localPath\.graph"
 }
 
 Import-Module Microsoft.Graph.Identity.DirectoryManagement
 
-switch ($cloudEnvironment) {
-    "AzureUSGovernment" {
+switch ($cloudEnvironment)
+{
+    "AzureUSGovernment"
+    {
         $graphEnvironment = "USGov"
         break
     }
-    "AzureChinaCloud" {
+    "AzureChinaCloud"
+    {
         $graphEnvironment = "China"
         break
     }
-    "AzureGermanCloud" {
+    "AzureGermanCloud"
+    {
         $graphEnvironment = "Germany"
         break
     }
-    Default {
+    Default
+    {
         $graphEnvironment = "Global"
     }
 }
@@ -205,12 +200,16 @@ else
 {
     "Logging in to Microsoft Graph with $authenticationOption..."
 
-    switch ($authenticationOption) {
-        "UserAssignedManagedIdentity" {
+    switch ($authenticationOption)
+    {
+        "UserAssignedManagedIdentity"
+        {
             Connect-MgGraph -Identity -ClientId $uamiClientID -Environment $graphEnvironment -NoWelcome
             break
         }
-        Default { #ManagedIdentity
+        Default
+        {
+            #ManagedIdentity
             Connect-MgGraph -Identity -Environment $graphEnvironment -NoWelcome
             break
         }
@@ -219,20 +218,20 @@ else
 
 $domainName = (Get-MgDomain | Where-Object { $_.IsVerified -and $_.IsDefault } | Select-Object -First 1).Id
 
-$roles = Get-MgDirectoryRole -ExpandProperty Members -Property DisplayName,Members
+$roles = Get-MgDirectoryRole -ExpandProperty Members -Property DisplayName, Members
 foreach ($role in $roles)
 {
     $roleMembers = $role.Members | Where-Object { -not($_.DeletedDateTime) }
     foreach ($roleMember in $roleMembers)
     {
         $assignmentEntry = New-Object PSObject -Property @{
-            Timestamp         = $timestamp
-            TenantGuid        = $tenantId
-            Cloud             = $cloudEnvironment
-            Model             = "AzureAD"
-            PrincipalId       = $roleMember.Id
-            Scope             = $domainName
-            RoleDefinition    = $role.DisplayName
+            Timestamp      = $timestamp
+            TenantGuid     = $tenantId
+            Cloud          = $cloudEnvironment
+            Model          = "AzureAD"
+            PrincipalId    = $roleMember.Id
+            Scope          = $domainName
+            RoleDefinition = $role.DisplayName
         }
         $roleAssignments += $assignmentEntry
     }
@@ -250,7 +249,7 @@ $rbacObjectsJson | Export-Csv -NoTypeInformation -Path $csvExportPath
 "Export to $csvExportPath"
 
 $csvBlobName = $csvExportPath
-$csvProperties = @{"ContentType" = "text/csv"};
+$csvProperties = @{"ContentType" = "text/csv" }
 
 Set-AzStorageBlobContent -File $csvExportPath -Container $storageAccountSinkContainer -Properties $csvProperties -Blob $csvBlobName -Context $saCtx -Force
 
diff --git a/docs/deploy/optimization-engine/latest/runbooks/data-collection/Ingest-OptimizationCSVExportsToLogAnalytics.ps1 b/docs/deploy/optimization-engine/latest/runbooks/data-collection/Ingest-OptimizationCSVExportsToLogAnalytics.ps1
index 2fdcb1bdf..91dabfefb 100644
--- a/docs/deploy/optimization-engine/latest/runbooks/data-collection/Ingest-OptimizationCSVExportsToLogAnalytics.ps1
+++ b/docs/deploy/optimization-engine/latest/runbooks/data-collection/Ingest-OptimizationCSVExportsToLogAnalytics.ps1
@@ -26,8 +26,7 @@ if ([string]::IsNullOrEmpty($sqldatabase))
 {
     $sqldatabase = "azureoptimization"
 }
-$workspaceId = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceId"
-$sharedKey = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceKey"
+$dceEndpoint = Get-AutomationVariable -Name  "AzureOptimization_DCEIngestionEndpoint"
 $LogAnalyticsChunkSize = [int] (Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsChunkSize" -ErrorAction SilentlyContinue)
 if (-not($LogAnalyticsChunkSize -gt 0))
 {
@@ -70,80 +69,99 @@ switch ($authenticationOption)
 
 #region Functions
 
-# Function to create the authorization signature
-function Build-OMSSignature ($workspaceId, $sharedKey, $date, $contentLength, $method, $contentType, $resource)
+# Sends data to a Log Analytics custom table via the DCR-based Logs Ingestion API.
+# Uses the Automation account managed identity bearer token for authentication.
+function Send-LogIngestionData($accessToken, $dceEndpoint, $dcrImmutableId, $streamName, $body)
 {
-    $xHeaders = "x-ms-date:" + $date
-    $stringToHash = $method + "`n" + $contentLength + "`n" + $contentType + "`n" + $xHeaders + "`n" + $resource
-    $bytesToHash = [Text.Encoding]::UTF8.GetBytes($stringToHash)
-    $keyBytes = [Convert]::FromBase64String($sharedKey)
-    $sha256 = New-Object System.Security.Cryptography.HMACSHA256
-    $sha256.Key = $keyBytes
-    $calculatedHash = $sha256.ComputeHash($bytesToHash)
-    $encodedHash = [Convert]::ToBase64String($calculatedHash)
-    $authorization = 'SharedKey {0}:{1}' -f $workspaceId, $encodedHash
-    return $authorization
-}
-
-# Function to create and post the request
-function Post-OMSData($workspaceId, $sharedKey, $body, $logType, $TimeStampField, $AzureEnvironment)
-{
-    $method = "POST"
-    $contentType = "application/json"
-    $resource = "/api/logs"
-    $rfc1123date = [DateTime]::UtcNow.ToString("r")
-    $contentLength = $body.Length
-    $signature = Build-OMSSignature `
-        -workspaceId $workspaceId `
-        -sharedKey $sharedKey `
-        -date $rfc1123date `
-        -contentLength $contentLength `
-        -method $method `
-        -contentType $contentType `
-        -resource $resource
-
-    $uri = "https://" + $workspaceId + ".ods.opinsights.azure.com" + $resource + "?api-version=2016-04-01"
-    if ($AzureEnvironment -eq "AzureChinaCloud")
-    {
-        $uri = "https://" + $workspaceId + ".ods.opinsights.azure.cn" + $resource + "?api-version=2016-04-01"
-    }
-    if ($AzureEnvironment -eq "AzureUSGovernment")
-    {
-        $uri = "https://" + $workspaceId + ".ods.opinsights.azure.us" + $resource + "?api-version=2016-04-01"
-    }
-    if ($AzureEnvironment -eq "AzureGermanCloud")
-    {
-        throw "Azure Germany isn't supported for the Log Analytics Data Collector API"
-    }
-
-    $OMSheaders = @{
-        "Authorization"        = $signature
-        "Log-Type"             = $logType
-        "x-ms-date"            = $rfc1123date
-        "time-generated-field" = $TimeStampField
+    $uri = "$dceEndpoint/dataCollectionRules/$dcrImmutableId/streams/$streamName`?api-version=2023-01-01"
+    $headers = @{
+        "Authorization" = "Bearer $accessToken"
+        "Content-Type"  = "application/json"
     }
-
     try
     {
-
-        $response = Invoke-WebRequest -Uri $uri -Method POST  -ContentType $contentType -Headers $OMSheaders -Body $body -UseBasicParsing -TimeoutSec 1000
+        $response = Invoke-WebRequest -Uri $uri -Method POST -Headers $headers -Body $body -UseBasicParsing -TimeoutSec 1000 -ErrorAction Stop
+        return $response.StatusCode
     }
     catch
     {
-        if ($_.Exception.Response.StatusCode.Value__ -eq 401)
+        if ($_.Exception.Response -and $_.Exception.Response.StatusCode)
         {
-            "REAUTHENTICATING"
+            return [int]$_.Exception.Response.StatusCode
+        }
+        throw
+    }
+}
 
-            $response = Invoke-WebRequest -Uri $uri -Method POST  -ContentType $contentType -Headers $OMSheaders -Body $body -UseBasicParsing -TimeoutSec 1000
+# Converts CSV string values in a PSObject to the correct types expected by DCR typed columns.
+# Columns ending in _d are cast to [double]; all others remain as strings.
+function ConvertTo-TypedObject($obj)
+{
+    $typed = [ordered]@{}
+    foreach ($prop in $obj.PSObject.Properties)
+    {
+        $name = $prop.Name
+        $value = $prop.Value
+        if ($name -eq 'Timestamp')
+        {
+            # Rename to TimeGenerated as required by Log Analytics custom tables
+            $typed['TimeGenerated'] = $value
+        }
+        elseif ($name.EndsWith('_d'))
+        {
+            $d = 0.0
+            if ([double]::TryParse($value, [System.Globalization.NumberStyles]::Any, [System.Globalization.CultureInfo]::InvariantCulture, [ref]$d))
+            {
+                $typed[$name] = $d
+            }
+            else
+            {
+                $typed[$name] = $null
+            }
         }
         else
         {
-            return $_.Exception.Response.StatusCode.Value__
+            $typed[$name] = $value
         }
     }
+    return [PSCustomObject]$typed
+}
 
-    return $response.StatusCode
+function Close-SqlConnection()
+{
+    if ($null -ne $script:SqlConnection)
+    {
+        if ($script:SqlConnection.State -ne [System.Data.ConnectionState]::Closed)
+        {
+            $script:SqlConnection.Close()
+        }
+        $script:SqlConnection.Dispose()
+        $script:SqlConnection = $null
+        $script:SqlTokenExpiresOn = $null
+    }
+}
+
+function Get-SqlConnection()
+{
+    $refreshWindow = (Get-Date).ToUniversalTime().AddMinutes(5)
+    if ($null -ne $script:SqlConnection -and
+        $script:SqlConnection.State -eq [System.Data.ConnectionState]::Open -and
+        $script:SqlTokenExpiresOn -gt $refreshWindow)
+    {
+        return $script:SqlConnection
+    }
+
+    Close-SqlConnection
+
+    $dbToken = Get-AzAccessToken -ResourceUrl "https://$azureSqlDomain/"
+    $script:SqlTokenExpiresOn = $dbToken.ExpiresOn.UtcDateTime
+    $script:SqlConnection = New-Object System.Data.SqlClient.SqlConnection("Server=tcp:$sqlserver,1433;Database=$sqldatabase;Encrypt=True;Connection Timeout=$SqlTimeout;Pooling=False")
+    $script:SqlConnection.AccessToken = $dbToken.Token
+    $script:SqlConnection.Open()
+
+    return $script:SqlConnection
 }
+
 #endregion Functions
 
 $cloudDetails = Get-AzEnvironment -Name $CloudEnvironment
@@ -173,10 +191,7 @@ do
     $tries++
     try
     {
-        $dbToken = Get-AzAccessToken -ResourceUrl "https://$azureSqlDomain/"
-        $Conn = New-Object System.Data.SqlClient.SqlConnection("Server=tcp:$sqlserver,1433;Database=$sqldatabase;Encrypt=True;Connection Timeout=$SqlTimeout;")
-        $Conn.AccessToken = $dbToken.Token
-        $Conn.Open()
+        $Conn = Get-SqlConnection
         $Cmd = New-Object system.Data.SqlClient.SqlCommand
         $Cmd.Connection = $Conn
         $Cmd.CommandTimeout = $SqlTimeout
@@ -190,20 +205,31 @@ do
     }
     catch
     {
+        Close-SqlConnection
         Write-Output "Failed to contact SQL at try $tries."
         Write-Output $Error[0]
         Start-Sleep -Seconds ($tries * 20)
     }
+    finally
+    {
+        if ($null -ne $sqlAdapter)
+        {
+            $sqlAdapter.Dispose()
+        }
+        if ($null -ne $Cmd)
+        {
+            $Cmd.Dispose()
+        }
+    }
 } while (-not($connectionSuccess) -and $tries -lt 3)
 
+Close-SqlConnection
+
 if (-not($connectionSuccess))
 {
     throw "Could not establish connection to SQL."
 }
 
-$Conn.Close()
-$Conn.Dispose()
-
 if ($controlRows.Count -eq 0 -or -not($controlRows[0].LastProcessedDateTime))
 {
     throw "Could not find a valid ingestion control row for $storageAccountSinkContainer"
@@ -213,9 +239,25 @@ $controlRow = $controlRows[0]
 $lastProcessedLine = $controlRow.LastProcessedLine
 $lastProcessedDateTime = $controlRow.LastProcessedDateTime.ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
 $LogAnalyticsSuffix = $controlRow.LogAnalyticsSuffix
+$dcrImmutableId = $controlRow.DCRImmutableId
 $logname = $lognamePrefix + $LogAnalyticsSuffix
+$streamName = "Custom-$lognamePrefix$LogAnalyticsSuffix"
 
-Write-Output "Processing blobs modified after $lastProcessedDateTime (line $lastProcessedLine) and ingesting them into the $($logname)_CL table..."
+if ([string]::IsNullOrEmpty($dcrImmutableId))
+{
+    throw "DCRImmutableId is not set for container $storageAccountSinkContainer. Run Setup-LogAnalyticsTablesAndDCRs.ps1 first."
+}
+
+# Obtain a bearer token for the Logs Ingestion API using the Automation managed identity
+switch ($cloudEnvironment)
+{
+    "AzureChinaCloud" { $monitorAudience = "https://monitor.azure.cn/" }
+    "AzureUSGovernment" { $monitorAudience = "https://monitor.azure.us/" }
+    default { $monitorAudience = "https://monitor.azure.com/" }
+}
+$monitorToken = (Get-AzAccessToken -ResourceUrl $monitorAudience).Token
+
+Write-Output "Processing blobs modified after $lastProcessedDateTime (line $lastProcessedLine) and ingesting them into the $($logname)_CL table (stream $streamName)..."
 
 $newProcessedTime = $null
 
@@ -268,11 +310,16 @@ foreach ($blob in $unprocessedBlobs)
         if (($lineCounter -eq $LogAnalyticsChunkSize -or $r.Peek() -lt 0) -and $linesProcessed -gt 0)
         {
             $csvObject = $chunkLines | ConvertFrom-Csv
-            $jsonObject = ConvertTo-Json -InputObject $csvObject
+            $typedObjects = $csvObject | ForEach-Object { ConvertTo-TypedObject $_ }
+            $jsonObject = ConvertTo-Json -InputObject @($typedObjects) -Depth 3
 
             if ($null -ne $jsonObject)
             {
-                $res = Post-OMSData -workspaceId $workspaceId -sharedKey $sharedKey -body ([System.Text.Encoding]::UTF8.GetBytes($jsonObject)) -logType $logname -TimeStampField "Timestamp" -AzureEnvironment $cloudEnvironment
+                # Refresh token for long-running ingestion jobs
+                $monitorToken = (Get-AzAccessToken -ResourceUrl $monitorAudience).Token
+                $res = Send-LogIngestionData -accessToken $monitorToken -dceEndpoint $dceEndpoint `
+                    -dcrImmutableId $dcrImmutableId -streamName $streamName `
+                    -body ([System.Text.Encoding]::UTF8.GetBytes($jsonObject))
 
                 if ($res -ge 200 -and $res -lt 300)
                 {
@@ -309,17 +356,13 @@ foreach ($blob in $unprocessedBlobs)
             $lastProcessedDateTime = $updatedLastProcessedDateTime
             Write-Output "Updating last processed time / line to $($updatedLastProcessedDateTime) / $updatedLastProcessedLine"
             $sqlStatement = "UPDATE [$LogAnalyticsIngestControlTable] SET LastProcessedLine = $updatedLastProcessedLine, LastProcessedDateTime = '$updatedLastProcessedDateTime' WHERE StorageContainerName = '$storageAccountSinkContainer'"
-            $dbToken = Get-AzAccessToken -ResourceUrl "https://$azureSqlDomain/"
-            $Conn = New-Object System.Data.SqlClient.SqlConnection("Server=tcp:$sqlserver,1433;Database=$sqldatabase;Encrypt=True;Connection Timeout=$SqlTimeout;")
-            $Conn.AccessToken = $dbToken.Token
-            $Conn.Open()
+            $Conn = Get-SqlConnection
             $Cmd = New-Object system.Data.SqlClient.SqlCommand
             $Cmd.Connection = $Conn
             $Cmd.CommandText = $sqlStatement
             $Cmd.CommandTimeout = $SqlTimeout
-            $Cmd.ExecuteReader()
-            $Conn.Close()
-            $Conn.Dispose()
+            $Cmd.ExecuteNonQuery() | Out-Null
+            $Cmd.Dispose()
 
             $chunkLines = @()
             $chunkLines += $header
@@ -339,17 +382,13 @@ foreach ($blob in $unprocessedBlobs)
         $updatedLastProcessedDateTime = $newProcessedTime
         Write-Output "Updating last processed time / line to $($updatedLastProcessedDateTime) / $updatedLastProcessedLine"
         $sqlStatement = "UPDATE [$LogAnalyticsIngestControlTable] SET LastProcessedLine = $updatedLastProcessedLine, LastProcessedDateTime = '$updatedLastProcessedDateTime' WHERE StorageContainerName = '$storageAccountSinkContainer'"
-        $dbToken = Get-AzAccessToken -ResourceUrl "https://$azureSqlDomain/"
-        $Conn = New-Object System.Data.SqlClient.SqlConnection("Server=tcp:$sqlserver,1433;Database=$sqldatabase;Encrypt=True;Connection Timeout=$SqlTimeout;")
-        $Conn.AccessToken = $dbToken.Token
-        $Conn.Open()
+        $Conn = Get-SqlConnection
         $Cmd = New-Object system.Data.SqlClient.SqlCommand
         $Cmd.Connection = $Conn
         $Cmd.CommandText = $sqlStatement
         $Cmd.CommandTimeout = $SqlTimeout
-        $Cmd.ExecuteReader()
-        $Conn.Close()
-        $Conn.Dispose()
+        $Cmd.ExecuteNonQuery() | Out-Null
+        $Cmd.Dispose()
     }
     else
     {
@@ -359,4 +398,6 @@ foreach ($blob in $unprocessedBlobs)
     Remove-Item -Path $blobFilePath -Force
 }
 
+Close-SqlConnection
+
 Write-Output "DONE"
\ No newline at end of file
diff --git a/docs/deploy/optimization-engine/latest/runbooks/recommendations/Ingest-RecommendationsToLogAnalytics.ps1 b/docs/deploy/optimization-engine/latest/runbooks/recommendations/Ingest-RecommendationsToLogAnalytics.ps1
index a28957e0c..b6237515e 100644
--- a/docs/deploy/optimization-engine/latest/runbooks/recommendations/Ingest-RecommendationsToLogAnalytics.ps1
+++ b/docs/deploy/optimization-engine/latest/runbooks/recommendations/Ingest-RecommendationsToLogAnalytics.ps1
@@ -21,12 +21,11 @@ if ([string]::IsNullOrEmpty($sqldatabase))
 {
     $sqldatabase = "azureoptimization"
 }
-$workspaceId = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceId"
-$sharedKey = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceKey"
+$dceEndpoint = Get-AutomationVariable -Name  "AzureOptimization_DCEIngestionEndpoint"
 $LogAnalyticsChunkSize = [int] (Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsChunkSize" -ErrorAction SilentlyContinue)
 if (-not($LogAnalyticsChunkSize -gt 0))
 {
-    $LogAnalyticsChunkSize = 6000
+    $LogAnalyticsChunkSize = 150
 }
 $lognamePrefix = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsLogPrefix" -ErrorAction SilentlyContinue
 if ([string]::IsNullOrEmpty($lognamePrefix))
@@ -53,80 +52,64 @@ if (-not($StorageBlobsPageSize -gt 0))
 
 #region Functions
 
-# Function to create the authorization signature
-function Build-OMSSignature ($workspaceId, $sharedKey, $date, $contentLength, $method, $contentType, $resource)
+# Sends data to a Log Analytics custom table via the DCR-based Logs Ingestion API.
+function Send-LogIngestionData($accessToken, $dceEndpoint, $dcrImmutableId, $streamName, $body)
 {
-    $xHeaders = "x-ms-date:" + $date
-    $stringToHash = $method + "`n" + $contentLength + "`n" + $contentType + "`n" + $xHeaders + "`n" + $resource
-    $bytesToHash = [Text.Encoding]::UTF8.GetBytes($stringToHash)
-    $keyBytes = [Convert]::FromBase64String($sharedKey)
-    $sha256 = New-Object System.Security.Cryptography.HMACSHA256
-    $sha256.Key = $keyBytes
-    $calculatedHash = $sha256.ComputeHash($bytesToHash)
-    $encodedHash = [Convert]::ToBase64String($calculatedHash)
-    $authorization = 'SharedKey {0}:{1}' -f $workspaceId, $encodedHash
-    return $authorization
-}
-
-# Function to create and post the request
-function Post-OMSData($workspaceId, $sharedKey, $body, $logType, $TimeStampField, $AzureEnvironment)
-{
-    $method = "POST"
-    $contentType = "application/json"
-    $resource = "/api/logs"
-    $rfc1123date = [DateTime]::UtcNow.ToString("r")
-    $contentLength = $body.Length
-    $signature = Build-OMSSignature `
-        -workspaceId $workspaceId `
-        -sharedKey $sharedKey `
-        -date $rfc1123date `
-        -contentLength $contentLength `
-        -method $method `
-        -contentType $contentType `
-        -resource $resource
-
-    $uri = "https://" + $workspaceId + ".ods.opinsights.azure.com" + $resource + "?api-version=2016-04-01"
-    if ($AzureEnvironment -eq "AzureChinaCloud")
-    {
-        $uri = "https://" + $workspaceId + ".ods.opinsights.azure.cn" + $resource + "?api-version=2016-04-01"
-    }
-    if ($AzureEnvironment -eq "AzureUSGovernment")
-    {
-        $uri = "https://" + $workspaceId + ".ods.opinsights.azure.us" + $resource + "?api-version=2016-04-01"
+    $uri = "$dceEndpoint/dataCollectionRules/$dcrImmutableId/streams/$streamName`?api-version=2023-01-01"
+    $headers = @{
+        "Authorization" = "Bearer $accessToken"
+        "Content-Type"  = "application/json"
     }
-    if ($AzureEnvironment -eq "AzureGermanCloud")
-    {
-        throw "Azure Germany isn't supported for the Log Analytics Data Collector API"
-    }
-
-    $OMSheaders = @{
-        "Authorization"        = $signature
-        "Log-Type"             = $logType
-        "x-ms-date"            = $rfc1123date
-        "time-generated-field" = $TimeStampField
-    }
-
     try
     {
-
-        $response = Invoke-WebRequest -Uri $uri -Method POST  -ContentType $contentType -Headers $OMSheaders -Body $body -UseBasicParsing -TimeoutSec 1000
+        $response = Invoke-WebRequest -Uri $uri -Method POST -Headers $headers -Body $body -UseBasicParsing -TimeoutSec 1000 -ErrorAction Stop
+        return $response.StatusCode
     }
     catch
     {
-        if ($_.Exception.Response.StatusCode.Value__ -eq 401)
+        if ($_.Exception.Response -and $_.Exception.Response.StatusCode)
         {
-            "REAUTHENTICATING"
-
-            $response = Invoke-WebRequest -Uri $uri -Method POST  -ContentType $contentType -Headers $OMSheaders -Body $body -UseBasicParsing -TimeoutSec 1000
+            return [int]$_.Exception.Response.StatusCode
         }
-        else
+        throw
+    }
+}
+
+function Close-SqlConnection()
+{
+    if ($null -ne $script:SqlConnection)
+    {
+        if ($script:SqlConnection.State -ne [System.Data.ConnectionState]::Closed)
         {
-            return $_.Exception.Response.StatusCode.Value__
+            $script:SqlConnection.Close()
         }
+        $script:SqlConnection.Dispose()
+        $script:SqlConnection = $null
+        $script:SqlTokenExpiresOn = $null
     }
+}
 
-    return $response.StatusCode
+function Get-SqlConnection()
+{
+    $refreshWindow = (Get-Date).ToUniversalTime().AddMinutes(5)
+    if ($null -ne $script:SqlConnection -and
+        $script:SqlConnection.State -eq [System.Data.ConnectionState]::Open -and
+        $script:SqlTokenExpiresOn -gt $refreshWindow)
+    {
+        return $script:SqlConnection
+    }
+
+    Close-SqlConnection
+
+    $dbToken = Get-AzAccessToken -ResourceUrl "https://$azureSqlDomain/"
+    $script:SqlTokenExpiresOn = $dbToken.ExpiresOn.UtcDateTime
+    $script:SqlConnection = New-Object System.Data.SqlClient.SqlConnection("Server=tcp:$sqlserver,1433;Database=$sqldatabase;Encrypt=True;Connection Timeout=$SqlTimeout;Pooling=False")
+    $script:SqlConnection.AccessToken = $dbToken.Token
+    $script:SqlConnection.Open()
+
+    return $script:SqlConnection
 }
+
 #endregion Functions
 
 
@@ -175,10 +158,7 @@ do
     $tries++
     try
     {
-        $dbToken = Get-AzAccessToken -ResourceUrl "https://$azureSqlDomain/"
-        $Conn = New-Object System.Data.SqlClient.SqlConnection("Server=tcp:$sqlserver,1433;Database=$sqldatabase;Encrypt=True;Connection Timeout=$SqlTimeout;")
-        $Conn.AccessToken = $dbToken.Token
-        $Conn.Open()
+        $Conn = Get-SqlConnection
         $Cmd = New-Object system.Data.SqlClient.SqlCommand
         $Cmd.Connection = $Conn
         $Cmd.CommandTimeout = $SqlTimeout
@@ -192,20 +172,31 @@ do
     }
     catch
     {
+        Close-SqlConnection
         Write-Output "Failed to contact SQL at try $tries."
         Write-Output $Error[0]
         Start-Sleep -Seconds ($tries * 20)
     }
+    finally
+    {
+        if ($null -ne $sqlAdapter)
+        {
+            $sqlAdapter.Dispose()
+        }
+        if ($null -ne $Cmd)
+        {
+            $Cmd.Dispose()
+        }
+    }
 } while (-not($connectionSuccess) -and $tries -lt 3)
 
+Close-SqlConnection
+
 if (-not($connectionSuccess))
 {
     throw "Could not establish connection to SQL."
 }
 
-$Conn.Close()
-$Conn.Dispose()
-
 if ($controlRows.Count -eq 0 -or -not($controlRows[0].LastProcessedDateTime))
 {
     throw "Could not find a valid ingestion control row for $storageAccountSinkContainer"
@@ -215,9 +206,25 @@ $controlRow = $controlRows[0]
 $lastProcessedLine = $controlRow.LastProcessedLine
 $lastProcessedDateTime = $controlRow.LastProcessedDateTime.ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
 $LogAnalyticsSuffix = $controlRow.LogAnalyticsSuffix
+$dcrImmutableId = $controlRow.DCRImmutableId
 $logname = $lognamePrefix + $LogAnalyticsSuffix
+$streamName = "Custom-$lognamePrefix$LogAnalyticsSuffix"
+
+if ([string]::IsNullOrEmpty($dcrImmutableId))
+{
+    throw "DCRImmutableId is not set for container $storageAccountSinkContainer. Run Setup-LogAnalyticsTablesAndDCRs.ps1 first."
+}
 
-Write-Output "Processing blobs modified after $lastProcessedDateTime (line $lastProcessedLine) and ingesting them into the $($logname)_CL table..."
+# Obtain a bearer token for the Logs Ingestion API
+switch ($cloudEnvironment)
+{
+    "AzureChinaCloud" { $monitorAudience = "https://monitor.azure.cn/" }
+    "AzureUSGovernment" { $monitorAudience = "https://monitor.azure.us/" }
+    default { $monitorAudience = "https://monitor.azure.com/" }
+}
+$monitorToken = (Get-AzAccessToken -ResourceUrl $monitorAudience).Token
+
+Write-Output "Processing blobs modified after $lastProcessedDateTime (line $lastProcessedLine) and ingesting them into the $($logname)_CL table (stream $streamName)..."
 
 $newProcessedTime = $null
 
@@ -289,10 +296,16 @@ foreach ($blob in $unprocessedBlobs)
                     $jsonObjectSplitted[$j][$i].RecommendationAction = $jsonObjectSplitted[$j][$i].RecommendationAction.Replace("'", "")
                     $jsonObjectSplitted[$j][$i].AdditionalInfo = $jsonObjectSplitted[$j][$i].AdditionalInfo | ConvertTo-Json -Compress
                     $jsonObjectSplitted[$j][$i].Tags = $jsonObjectSplitted[$j][$i].Tags | ConvertTo-Json -Compress
+                    # Rename Timestamp to TimeGenerated as required by Log Analytics custom tables
+                    $jsonObjectSplitted[$j][$i] | Add-Member -MemberType NoteProperty -Name 'TimeGenerated' -Value $jsonObjectSplitted[$j][$i].Timestamp -Force
                 }
 
                 $jsonObject = ConvertTo-Json -InputObject $jsonObjectSplitted[$j]
-                $res = Post-OMSData -workspaceId $workspaceId -sharedKey $sharedKey -body ([System.Text.Encoding]::UTF8.GetBytes($jsonObject)) -logType $logname -TimeStampField "Timestamp" -AzureEnvironment $cloudEnvironment
+                # Refresh token before each chunk upload
+                $monitorToken = (Get-AzAccessToken -ResourceUrl $monitorAudience).Token
+                $res = Send-LogIngestionData -accessToken $monitorToken -dceEndpoint $dceEndpoint `
+                    -dcrImmutableId $dcrImmutableId -streamName $streamName `
+                    -body ([System.Text.Encoding]::UTF8.GetBytes($jsonObject))
                 if ($res -ge 200 -and $res -lt 300)
                 {
                     Write-Output "Successfully uploaded $currentObjectLines $LogAnalyticsSuffix rows to Log Analytics"
@@ -315,17 +328,13 @@ foreach ($blob in $unprocessedBlobs)
                     $lastProcessedDateTime = $updatedLastProcessedDateTime
                     Write-Output "Updating last processed time / line to $($updatedLastProcessedDateTime) / $updatedLastProcessedLine"
                     $sqlStatement = "UPDATE [$LogAnalyticsIngestControlTable] SET LastProcessedLine = $updatedLastProcessedLine, LastProcessedDateTime = '$updatedLastProcessedDateTime' WHERE StorageContainerName = '$storageAccountSinkContainer'"
-                    $dbToken = Get-AzAccessToken -ResourceUrl "https://$azureSqlDomain/"
-                    $Conn = New-Object System.Data.SqlClient.SqlConnection("Server=tcp:$sqlserver,1433;Database=$sqldatabase;Encrypt=True;Connection Timeout=$SqlTimeout;")
-                    $Conn.AccessToken = $dbToken.Token
-                    $Conn.Open()
+                    $Conn = Get-SqlConnection
                     $Cmd = New-Object system.Data.SqlClient.SqlCommand
                     $Cmd.Connection = $Conn
                     $Cmd.CommandText = $sqlStatement
                     $Cmd.CommandTimeout = $SqlTimeout
-                    $Cmd.ExecuteReader()
-                    $Conn.Close()
-                    $Conn.Dispose()
+                    $Cmd.ExecuteNonQuery() | Out-Null
+                    $Cmd.Dispose()
                 }
                 else
                 {
@@ -344,4 +353,6 @@ foreach ($blob in $unprocessedBlobs)
     Remove-Item -Path $blob.Name -Force
 }
 
+Close-SqlConnection
+
 Write-Output "DONE"
\ No newline at end of file
diff --git a/docs/deploy/optimization-engine/latest/runbooks/recommendations/Ingest-RecommendationsToSQLServer.ps1 b/docs/deploy/optimization-engine/latest/runbooks/recommendations/Ingest-RecommendationsToSQLServer.ps1
index eb9d9e963..3736f3d14 100644
--- a/docs/deploy/optimization-engine/latest/runbooks/recommendations/Ingest-RecommendationsToSQLServer.ps1
+++ b/docs/deploy/optimization-engine/latest/runbooks/recommendations/Ingest-RecommendationsToSQLServer.ps1
@@ -32,7 +32,8 @@ $storageAccountSink = Get-AutomationVariable -Name  "AzureOptimization_StorageSi
 
 
 $storageAccountSinkContainer = Get-AutomationVariable -Name  "AzureOptimization_RecommendationsContainer" -ErrorAction SilentlyContinue
-if ([string]::IsNullOrEmpty($storageAccountSinkContainer)) {
+if ([string]::IsNullOrEmpty($storageAccountSinkContainer))
+{
     $storageAccountSinkContainer = "recommendationsexports"
 }
 $StorageBlobsPageSize = [int] (Get-AutomationVariable -Name  "AzureOptimization_StorageBlobsPageSize" -ErrorAction SilentlyContinue)
@@ -41,14 +42,54 @@ if (-not($StorageBlobsPageSize -gt 0))
     $StorageBlobsPageSize = 1000
 }
 
+function Close-SqlConnection()
+{
+    if ($null -ne $script:SqlConnection)
+    {
+        if ($script:SqlConnection.State -ne [System.Data.ConnectionState]::Closed)
+        {
+            $script:SqlConnection.Close()
+        }
+        $script:SqlConnection.Dispose()
+        $script:SqlConnection = $null
+        $script:SqlTokenExpiresOn = $null
+    }
+}
+
+function Get-SqlConnection()
+{
+    $refreshWindow = (Get-Date).ToUniversalTime().AddMinutes(5)
+    if ($null -ne $script:SqlConnection -and
+        $script:SqlConnection.State -eq [System.Data.ConnectionState]::Open -and
+        $script:SqlTokenExpiresOn -gt $refreshWindow)
+    {
+        return $script:SqlConnection
+    }
+
+    Close-SqlConnection
+
+    $dbToken = Get-AzAccessToken -ResourceUrl "https://$azureSqlDomain/"
+    $script:SqlTokenExpiresOn = $dbToken.ExpiresOn.UtcDateTime
+    $script:SqlConnection = New-Object System.Data.SqlClient.SqlConnection("Server=tcp:$sqlserver,1433;Database=$sqldatabase;Encrypt=True;Connection Timeout=$SqlTimeout;Pooling=False")
+    $script:SqlConnection.AccessToken = $dbToken.Token
+    $script:SqlConnection.Open()
+
+    return $script:SqlConnection
+}
+
+
 "Logging in to Azure with $authenticationOption..."
 
-switch ($authenticationOption) {
-    "UserAssignedManagedIdentity" {
+switch ($authenticationOption)
+{
+    "UserAssignedManagedIdentity"
+    {
         Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment -AccountId $uamiClientID
         break
     }
-    Default { #ManagedIdentity
+    Default
+    {
+        #ManagedIdentity
         Connect-AzAccount -Identity -EnvironmentName $cloudEnvironment
         break
     }
@@ -71,7 +112,7 @@ do
     $blobs = Get-AzStorageBlob -Container $storageAccountSinkContainer -MaxCount $StorageBlobsPageSize -ContinuationToken $continuationToken -Context $saCtx | Sort-Object -Property LastModified
     if ($blobs.Count -le 0) { break }
     $allblobs += $blobs
-    $continuationToken = $blobs[$blobs.Count -1].ContinuationToken;
+    $continuationToken = $blobs[$blobs.Count - 1].ContinuationToken
 }
 While ($null -ne $continuationToken)
 
@@ -81,14 +122,13 @@ $recommendationsTable = "Recommendations"
 $tries = 0
 $connectionSuccess = $false
 
-do {
+do
+{
     $tries++
-    try {
-        $dbToken = Get-AzAccessToken -ResourceUrl "https://$azureSqlDomain/"
-        $Conn = New-Object System.Data.SqlClient.SqlConnection("Server=tcp:$sqlserver,1433;Database=$sqldatabase;Encrypt=True;Connection Timeout=$SqlTimeout;")
-        $Conn.AccessToken = $dbToken.Token
-        $Conn.Open()
-        $Cmd=new-object system.Data.SqlClient.SqlCommand
+    try
+    {
+        $Conn = Get-SqlConnection
+        $Cmd = New-Object system.Data.SqlClient.SqlCommand
         $Cmd.Connection = $Conn
         $Cmd.CommandTimeout = $SqlTimeout
         $Cmd.CommandText = "SELECT * FROM [dbo].[$SqlServerIngestControlTable] WHERE StorageContainerName = '$storageAccountSinkContainer' and SqlTableName = '$recommendationsTable'"
@@ -99,13 +139,17 @@ do {
         $sqlAdapter.Fill($controlRows) | Out-Null
         $connectionSuccess = $true
     }
-    catch {
+    catch
+    {
+        Close-SqlConnection
         Write-Output "Failed to contact SQL at try $tries."
         Write-Output $Error[0]
         Start-Sleep -Seconds ($tries * 20)
     }
 } while (-not($connectionSuccess) -and $tries -lt 3)
 
+Close-SqlConnection
+
 if (-not($connectionSuccess))
 {
     throw "Could not establish connection to SQL."
@@ -120,8 +164,6 @@ $controlRow = $controlRows[0]
 $lastProcessedLine = $controlRow.LastProcessedLine
 $lastProcessedDateTime = $controlRow.LastProcessedDateTime.ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
 
-$Conn.Close()
-$Conn.Dispose()
 
 Write-Output "Processing blobs modified after $lastProcessedDateTime (line $lastProcessedLine) and ingesting them into the Recommendations SQL table..."
 
@@ -129,10 +171,12 @@ $newProcessedTime = $null
 
 $unprocessedBlobs = @()
 
-foreach ($blob in $allblobs) {
+foreach ($blob in $allblobs)
+{
     $blobLastModified = $blob.LastModified.UtcDateTime.ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
     if ($lastProcessedDateTime -lt $blobLastModified -or `
-        ($lastProcessedDateTime -eq $blobLastModified -and $lastProcessedLine -gt 0)) {
+        ($lastProcessedDateTime -eq $blobLastModified -and $lastProcessedLine -gt 0))
+    {
         Write-Output "$($blob.Name) found (modified on $blobLastModified)"
         $unprocessedBlobs += $blob
     }
@@ -142,7 +186,8 @@ $unprocessedBlobs = $unprocessedBlobs | Sort-Object -Property LastModified
 
 Write-Output "Found $($unprocessedBlobs.Count) new blobs to process..."
 
-foreach ($blob in $unprocessedBlobs) {
+foreach ($blob in $unprocessedBlobs)
+{
     $newProcessedTime = $blob.LastModified.UtcDateTime.ToString("yyyy'-'MM'-'dd'T'HH':'mm':'ss'.'fff'Z'")
     Write-Output "About to process $($blob.Name)..."
     Get-AzStorageBlobContent -CloudBlob $blob.ICloudBlob -Context $saCtx -Force
@@ -167,8 +212,9 @@ foreach ($blob in $unprocessedBlobs) {
 
     if ($recCount -gt 1)
     {
-        for ($i = 0; $i -lt $recCount; $i += $ChunkSize) {
-            $jsonObjectSplitted += , @($jsonObject[$i..($i + ($ChunkSize - 1))]);
+        for ($i = 0; $i -lt $recCount; $i += $ChunkSize)
+        {
+            $jsonObjectSplitted += , @($jsonObject[$i..($i + ($ChunkSize - 1))])
         }
     }
     else
@@ -223,60 +269,58 @@ foreach ($blob in $unprocessedBlobs) {
                     $sqlStatement += ", '$($jsonObjectSplitted[$j][$i].InstanceId)', '$($jsonObjectSplitted[$j][$i].InstanceName)', '$additionalInfoString'"
                     $sqlStatement += ", $resourceGroup, $subscriptionGuid, $subscriptionName, '$($jsonObjectSplitted[$j][$i].TenantGuid)'"
                     $sqlStatement += ", $($jsonObjectSplitted[$j][$i].FitScore), '$tagsString', '$($jsonObjectSplitted[$j][$i].DetailsURL)')"
-                    if ($i -ne ($jsonObjectSplitted[$j].Count-1))
+                    if ($i -ne ($jsonObjectSplitted[$j].Count - 1))
                     {
                         $sqlStatement += ","
                     }
                 }
 
-                $dbToken = Get-AzAccessToken -ResourceUrl "https://$azureSqlDomain/"
-                $Conn2 = New-Object System.Data.SqlClient.SqlConnection("Server=tcp:$sqlserver,1433;Database=$sqldatabase;Encrypt=True;Connection Timeout=$SqlTimeout;")
-                $Conn2.AccessToken = $dbToken.Token
-                $Conn2.Open()
-
-                $Cmd=new-object system.Data.SqlClient.SqlCommand
-                $Cmd.Connection = $Conn2
+                $Conn = Get-SqlConnection
+                $Cmd = New-Object system.Data.SqlClient.SqlCommand
+                $Cmd.Connection = $Conn
                 $Cmd.CommandText = $sqlStatement
                 $Cmd.CommandTimeout = $SqlTimeout
                 try
                 {
-                    $Cmd.ExecuteReader()
+                    $Cmd.ExecuteNonQuery() | Out-Null
                 }
                 catch
                 {
                     Write-Output "Failed statement: $sqlStatement"
                     throw
                 }
-
-                $Conn2.Close()
+                finally
+                {
+                    $Cmd.Dispose()
+                }
 
                 $linesProcessed += $currentObjectLines
                 Write-Output "Processed $linesProcessed lines..."
-                if ($j -eq ($jsonObjectSplitted.Count - 1)) {
+                if ($j -eq ($jsonObjectSplitted.Count - 1))
+                {
                     $lastProcessedLine = -1
                 }
-                else {
+                else
+                {
                     $lastProcessedLine = $linesProcessed - 1
                 }
 
                 $updatedLastProcessedLine = $lastProcessedLine
                 $updatedLastProcessedDateTime = $lastProcessedDateTime
-                if ($j -eq ($jsonObjectSplitted.Count - 1)) {
+                if ($j -eq ($jsonObjectSplitted.Count - 1))
+                {
                     $updatedLastProcessedDateTime = $newProcessedTime
                 }
                 $lastProcessedDateTime = $updatedLastProcessedDateTime
                 Write-Output "Updating last processed time / line to $($updatedLastProcessedDateTime) / $updatedLastProcessedLine"
                 $sqlStatement = "UPDATE [$SqlServerIngestControlTable] SET LastProcessedLine = $updatedLastProcessedLine, LastProcessedDateTime = '$updatedLastProcessedDateTime' WHERE StorageContainerName = '$storageAccountSinkContainer'"
-                $dbToken = Get-AzAccessToken -ResourceUrl "https://$azureSqlDomain/"
-                $Conn = New-Object System.Data.SqlClient.SqlConnection("Server=tcp:$sqlserver,1433;Database=$sqldatabase;Encrypt=True;Connection Timeout=$SqlTimeout;")
-                $Conn.AccessToken = $dbToken.Token
-                $Conn.Open()
-                $Cmd=new-object system.Data.SqlClient.SqlCommand
+                $Conn = Get-SqlConnection
+                $Cmd = New-Object system.Data.SqlClient.SqlCommand
                 $Cmd.Connection = $Conn
                 $Cmd.CommandText = $sqlStatement
                 $Cmd.CommandTimeout = $SqlTimeout
-                $Cmd.ExecuteReader()
-                $Conn.Close()
+                $Cmd.ExecuteNonQuery() | Out-Null
+                $Cmd.Dispose()
             }
             else
             {
@@ -288,4 +332,6 @@ foreach ($blob in $unprocessedBlobs) {
     Remove-Item -Path $blob.Name -Force
 }
 
+Close-SqlConnection
+
 Write-Output "DONE"
\ No newline at end of file
diff --git a/docs/deploy/optimization-engine/latest/runbooks/recommendations/Ingest-SuppressionsToLogAnalytics.ps1 b/docs/deploy/optimization-engine/latest/runbooks/recommendations/Ingest-SuppressionsToLogAnalytics.ps1
index db867ee93..0d779d8d1 100644
--- a/docs/deploy/optimization-engine/latest/runbooks/recommendations/Ingest-SuppressionsToLogAnalytics.ps1
+++ b/docs/deploy/optimization-engine/latest/runbooks/recommendations/Ingest-SuppressionsToLogAnalytics.ps1
@@ -6,12 +6,11 @@ if ([string]::IsNullOrEmpty($cloudEnvironment))
     $cloudEnvironment = "AzureCloud"
 }
 
-$workspaceId = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceId"
-$sharedKey = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsWorkspaceKey"
+$dceEndpoint = Get-AutomationVariable -Name  "AzureOptimization_DCEIngestionEndpoint"
 $LogAnalyticsChunkSize = [int] (Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsChunkSize" -ErrorAction SilentlyContinue)
 if (-not($LogAnalyticsChunkSize -gt 0))
 {
-    $LogAnalyticsChunkSize = 6000
+    $LogAnalyticsChunkSize = 150
 }
 $lognamePrefix = Get-AutomationVariable -Name  "AzureOptimization_LogAnalyticsLogPrefix" -ErrorAction SilentlyContinue
 if ([string]::IsNullOrEmpty($lognamePrefix))
@@ -41,80 +40,29 @@ $FiltersTable = "Filters"
 
 #region Functions
 
-# Function to create the authorization signature
-function Build-OMSSignature ($workspaceId, $sharedKey, $date, $contentLength, $method, $contentType, $resource)
+# Sends data to a Log Analytics custom table via the DCR-based Logs Ingestion API.
+function Send-LogIngestionData($accessToken, $dceEndpoint, $dcrImmutableId, $streamName, $body)
 {
-    $xHeaders = "x-ms-date:" + $date
-    $stringToHash = $method + "`n" + $contentLength + "`n" + $contentType + "`n" + $xHeaders + "`n" + $resource
-    $bytesToHash = [Text.Encoding]::UTF8.GetBytes($stringToHash)
-    $keyBytes = [Convert]::FromBase64String($sharedKey)
-    $sha256 = New-Object System.Security.Cryptography.HMACSHA256
-    $sha256.Key = $keyBytes
-    $calculatedHash = $sha256.ComputeHash($bytesToHash)
-    $encodedHash = [Convert]::ToBase64String($calculatedHash)
-    $authorization = 'SharedKey {0}:{1}' -f $workspaceId, $encodedHash
-    return $authorization
-}
-
-# Function to create and post the request
-function Post-OMSData($workspaceId, $sharedKey, $body, $logType, $TimeStampField, $AzureEnvironment)
-{
-    $method = "POST"
-    $contentType = "application/json"
-    $resource = "/api/logs"
-    $rfc1123date = [DateTime]::UtcNow.ToString("r")
-    $contentLength = $body.Length
-    $signature = Build-OMSSignature `
-        -workspaceId $workspaceId `
-        -sharedKey $sharedKey `
-        -date $rfc1123date `
-        -contentLength $contentLength `
-        -method $method `
-        -contentType $contentType `
-        -resource $resource
-
-    $uri = "https://" + $workspaceId + ".ods.opinsights.azure.com" + $resource + "?api-version=2016-04-01"
-    if ($AzureEnvironment -eq "AzureChinaCloud")
-    {
-        $uri = "https://" + $workspaceId + ".ods.opinsights.azure.cn" + $resource + "?api-version=2016-04-01"
+    $uri = "$dceEndpoint/dataCollectionRules/$dcrImmutableId/streams/$streamName`?api-version=2023-01-01"
+    $headers = @{
+        "Authorization" = "Bearer $accessToken"
+        "Content-Type"  = "application/json"
     }
-    if ($AzureEnvironment -eq "AzureUSGovernment")
-    {
-        $uri = "https://" + $workspaceId + ".ods.opinsights.azure.us" + $resource + "?api-version=2016-04-01"
-    }
-    if ($AzureEnvironment -eq "AzureGermanCloud")
-    {
-        throw "Azure Germany isn't supported for the Log Analytics Data Collector API"
-    }
-
-    $OMSheaders = @{
-        "Authorization"        = $signature
-        "Log-Type"             = $logType
-        "x-ms-date"            = $rfc1123date
-        "time-generated-field" = $TimeStampField
-    }
-
     try
     {
-
-        $response = Invoke-WebRequest -Uri $uri -Method POST  -ContentType $contentType -Headers $OMSheaders -Body $body -UseBasicParsing -TimeoutSec 1000
+        $response = Invoke-WebRequest -Uri $uri -Method POST -Headers $headers -Body $body -UseBasicParsing -TimeoutSec 1000 -ErrorAction Stop
+        return $response.StatusCode
     }
     catch
     {
-        if ($_.Exception.Response.StatusCode.Value__ -eq 401)
+        if ($_.Exception.Response -and $_.Exception.Response.StatusCode)
         {
-            "REAUTHENTICATING"
-
-            $response = Invoke-WebRequest -Uri $uri -Method POST  -ContentType $contentType -Headers $OMSheaders -Body $body -UseBasicParsing -TimeoutSec 1000
-        }
-        else
-        {
-            return $_.Exception.Response.StatusCode.Value__
+            return [int]$_.Exception.Response.StatusCode
         }
+        throw
     }
-
-    return $response.StatusCode
 }
+
 #endregion Functions
 
 "Logging in to Azure with $authenticationOption..."
@@ -137,6 +85,14 @@ switch ($authenticationOption)
 $cloudDetails = Get-AzEnvironment -Name $CloudEnvironment
 $azureSqlDomain = $cloudDetails.SqlDatabaseDnsSuffix.Substring(1)
 
+# Determine the Logs Ingestion API audience URL for this cloud
+switch ($cloudEnvironment)
+{
+    "AzureChinaCloud" { $monitorAudience = "https://monitor.azure.cn/" }
+    "AzureUSGovernment" { $monitorAudience = "https://monitor.azure.us/" }
+    default { $monitorAudience = "https://monitor.azure.com/" }
+}
+
 Write-Output "Getting excluded recommendation sub-type IDs..."
 
 $tries = 0
@@ -246,12 +202,53 @@ foreach ($filter in $filters)
     $filterObjects += $filterObject
 }
 
-$filtersJson = $filterObjects | ConvertTo-Json
+$filtersJson = $filterObjects | ForEach-Object {
+    $_ | Add-Member -MemberType NoteProperty -Name 'TimeGenerated' -Value $_.Timestamp -Force -PassThru
+} | ConvertTo-Json
 
 $LogAnalyticsSuffix = "SuppressionsV1"
 $logname = $lognamePrefix + $LogAnalyticsSuffix
+$streamName = "Custom-$logname"
+
+# Retrieve DCR immutable ID from SQL control table
+$dcrImmutableId = $null
+$tries = 0
+$dcrQuerySuccess = $false
+do
+{
+    $tries++
+    try
+    {
+        $dbToken = Get-AzAccessToken -ResourceUrl "https://$azureSqlDomain/"
+        $dcrConn = New-Object System.Data.SqlClient.SqlConnection("Server=tcp:$sqlserver,1433;Database=$sqldatabase;Encrypt=True;Connection Timeout=$SqlTimeout;")
+        $dcrConn.AccessToken = $dbToken.Token
+        $dcrConn.Open()
+        $dcrCmd = New-Object system.Data.SqlClient.SqlCommand
+        $dcrCmd.Connection = $dcrConn
+        $dcrCmd.CommandTimeout = $SqlTimeout
+        $dcrCmd.CommandText = "SELECT DCRImmutableId FROM [dbo].[LogAnalyticsIngestControl] WHERE StorageContainerName = 'suppressions'"
+        $dcrImmutableId = $dcrCmd.ExecuteScalar()
+        $dcrConn.Close()
+        $dcrConn.Dispose()
+        $dcrQuerySuccess = $true
+    }
+    catch
+    {
+        Write-Output "Failed to retrieve DCR immutable ID from SQL at try $tries."
+        Write-Output $Error[0]
+        Start-Sleep -Seconds ($tries * 20)
+    }
+} while (-not($dcrQuerySuccess) -and $tries -lt 3)
+
+if ([string]::IsNullOrEmpty($dcrImmutableId))
+{
+    throw "DCRImmutableId is not set for suppressions. Run Setup-LogAnalyticsTablesAndDCRs.ps1 first."
+}
 
-$res = Post-OMSData -workspaceId $workspaceId -sharedKey $sharedKey -body ([System.Text.Encoding]::UTF8.GetBytes($filtersJson)) -logType $logname -TimeStampField "Timestamp" -AzureEnvironment $cloudEnvironment
+$monitorToken = (Get-AzAccessToken -ResourceUrl $monitorAudience).Token
+$res = Send-LogIngestionData -accessToken $monitorToken -dceEndpoint $dceEndpoint `
+    -dcrImmutableId $dcrImmutableId -streamName $streamName `
+    -body ([System.Text.Encoding]::UTF8.GetBytes($filtersJson))
 if ($res -ge 200 -and $res -lt 300)
 {
     Write-Output "Successfully uploaded $($filterObjects.Count) $LogAnalyticsSuffix rows to Log Analytics"
diff --git a/docs/deploy/optimization-engine/latest/runbooks/recommendations/Recommend-SqlDbOptimizationsToBlobStorage.ps1 b/docs/deploy/optimization-engine/latest/runbooks/recommendations/Recommend-SqlDbOptimizationsToBlobStorage.ps1
index dcb3aae36..a94466517 100644
--- a/docs/deploy/optimization-engine/latest/runbooks/recommendations/Recommend-SqlDbOptimizationsToBlobStorage.ps1
+++ b/docs/deploy/optimization-engine/latest/runbooks/recommendations/Recommend-SqlDbOptimizationsToBlobStorage.ps1
@@ -162,7 +162,7 @@ $baseQuery = @"
     | where ResourceId in (CandidateDatabaseIds) and MetricNames_s == 'dtu_consumption_percent' and AggregationType_s == 'Maximum'
     | summarize P99DTUPercentage = percentile(todouble(MetricValue_s), dtuPercentPercentile) by ResourceId
     | where P99DTUPercentage < DTUPercentageThreshold
-    | join (
+    | join kind=inner (
         $sqlDbsTableName
         | where TimeGenerated > ago(1d)
         | project ResourceId = InstanceId_s, DBName_s, ResourceGroupName_s, SubscriptionGuid_g, TenantGuid_g, SkuName_s, ServiceObjectiveName_s, Tags_s, Cloud_s
@@ -311,7 +311,7 @@ $baseQuery = @"
     | where ResourceId in (CandidateDatabaseIds) and MetricNames_s == 'dtu_consumption_percent' and AggregationType_s == 'Average' and AggregationOfType_s == 'Maximum'
     | summarize AvgDTUPercentage = avg(todouble(MetricValue_s)) by ResourceId
     | where AvgDTUPercentage > DTUPercentageThreshold
-    | join (
+    | join kind=inner (
         $sqlDbsTableName
         | where TimeGenerated > ago(1d)
         | project ResourceId = InstanceId_s, DBName_s, ResourceGroupName_s, SubscriptionGuid_g, TenantGuid_g, SkuName_s, ServiceObjectiveName_s, Tags_s, Cloud_s
diff --git a/docs/guide.md b/docs/guide.md
index abe565fdb..d29e15b0c 100644
--- a/docs/guide.md
+++ b/docs/guide.md
@@ -16,9 +16,9 @@ Your guide to implementing FinOps in the Microsoft Cloud.
 FinOps is an expansive area with branches that extend out into many cloud management and governance activities. Cost especially is a part of many cloud and business initiatives, like security, resiliency, and adopting cloud-native solutions like AI. And to streamline cloud adoption in a way that prioritizes business value, you need the right guidance to help you make the right data-driven decisions. The Implementing FinOps guide is a collection of resources that help you facilitate your FinOps goals.
 
 <div id="whats-new" class="ftk-new">
-    <h3>What's new in April 2026<span class="ftk-version">v14</span></h3>
+    <h3>What's new in October 2026<span class="ftk-version">v15</span></h3>
     <p>
-        In April, the Implementing FinOps guide updated the FinOps overview video and error handling documentation.
+        In October, the Implementing FinOps guide added a FinOps toolkit ecosystem page and aligned capability names and links to current FinOps Framework terminology.
     </p>
     <p><a target="_blank" href="https://learn.microsoft.com/cloud-computing/finops/toolkit/changelog">See all changes</a></p>
 </div>
diff --git a/docs/hubs.md b/docs/hubs.md
index c3ff69557..ea6ee653e 100644
--- a/docs/hubs.md
+++ b/docs/hubs.md
@@ -20,9 +20,9 @@ Open, extensible, and scalable cost governance for the enterprise.
 FinOps hubs are a reliable, trustworthy platform for cost analytics, insights, and optimization – virtual command centers for leaders throughout the organization to report on, monitor, and optimize cost based on their organizational needs.
 
 <div id="whats-new" class="ftk-new">
-    <h3>What's new in April 2026<span class="ftk-version">v14</span></h3>
+    <h3>What's new in October 2026<span class="ftk-version">v15</span></h3>
     <p>
-        In April, FinOps hubs added recommendations ingestion from Azure Advisor and custom ARG queries, a Copilot Studio agent template, simplified the deployment UI, and fixed deployment and ETL pipeline issues.
+        In October, FinOps hubs added VNet and private network modes with optional NAT Gateway support, a guide to run FinOps hubs using a local Kusto emulator, and fixed redeploys resetting data retention, missing reservation savings for Microsoft Customer Agreement accounts, and several KQL join, managed export permission, and dashboard savings issues.
     </p>
     <p><a target="_blank" href="https://learn.microsoft.com/cloud-computing/finops/toolkit/changelog">See all changes</a></p>
 </div>
diff --git a/docs/open-data.md b/docs/open-data.md
index 7dd883fbb..11ef6dbd8 100644
--- a/docs/open-data.md
+++ b/docs/open-data.md
@@ -20,9 +20,9 @@ Leverage open data to normalize and enhance your FinOps reporting.
 FinOps toolkit open data is used to transform Cost Management actual and amortized data into FOCUS. Use the same mappings to clean your FinOps datasets.
 
 <div id="whats-new" class="ftk-new">
-    <h3>What's new in April 2026<span class="ftk-version">v14</span></h3>
+    <h3>What's new in October 2026<span class="ftk-version">v15</span></h3>
     <p>
-        In April, open data added a new commitment discount eligibility dataset with pre-computed reservation and savings plan eligibility per meter, sourced from the Azure Retail Prices API.
+        In October, open data added a new Instance size flexibility dataset sourced from the Azure Reservations Catalogs API, replacing the deprecated ISF ratio files, fixed the commitment discount eligibility dataset refresh and its spend and usage columns, and corrected instance size flexibility ratios and region coverage.
     </p>
     <p><a target="_blank" href="https://learn.microsoft.com/cloud-computing/finops/toolkit/changelog">See all changes</a></p>
 </div>
diff --git a/docs/optimization-engine.md b/docs/optimization-engine.md
index 878b982d0..38013b494 100644
--- a/docs/optimization-engine.md
+++ b/docs/optimization-engine.md
@@ -20,9 +20,9 @@ Optimize your Azure environment.
 The Azure Optimization Engine (AOE) is an extensible solution designed to generate optimization recommendations for your Azure environment. See it like a fully customizable Azure Advisor.
 
 <div id="whats-new" class="ftk-new">
-    <h3>What's new in April 2026<span class="ftk-version">v14</span></h3>
+    <h3>What's new in October 2026<span class="ftk-version">v15</span></h3>
     <p>
-        In April, Azure Optimization Engine upgraded the EA/MCA pricesheet API version (the previous version is deprecated June 1, 2026) and improved retail prices export resilience with retry logic, streamed CSV writes, and progress logging.
+        In October, Azure Optimization Engine added a comprehensive reference for runbooks, schedules, variables, and tables, migrated Log Analytics ingestion to a Data Collection Rule-based solution, switched to the new Instance size flexibility open dataset, and removed a deprecated Azure Classic administrators API call.
     </p>
     <p class="mt-2 mb-0 ftk-externallink"><a target="_blank" href="https://learn.microsoft.com/cloud-computing/finops/toolkit/changelog">See all changes</a></p>
 </div>
diff --git a/docs/power-bi.md b/docs/power-bi.md
index b64c6fd4a..850474b78 100644
--- a/docs/power-bi.md
+++ b/docs/power-bi.md
@@ -20,9 +20,9 @@ Accelerate your analytics efforts with simple, targeted reports. Summarize and b
 FinOps toolkit Power BI reports provide a great starting point for FinOps reporting. Customize and augment reports with your own data to facilitate organizational requirements.
 
 <div id="whats-new" class="ftk-new">
-    <h3>What's new in April 2026<span class="ftk-version">v14</span></h3>
+    <h3>What's new in October 2026<span class="ftk-version">v15</span></h3>
     <p>
-        In April, Power BI reports fixed storage report refresh errors caused by unrecognized Term values like P10Y in pricesheet exports.
+        In October, Power BI reports switched to the new Instance size flexibility open dataset, fixed storage report refresh errors from FOCUS 1.2 exports and ISO 8601 duration values, removed a duplicate Region column that could stop reports from opening, and paginated Azure Resource Graph queries to avoid payload size errors.
     </p>
     <p><a target="_blank" href="https://learn.microsoft.com/cloud-computing/finops/toolkit/changelog">See all changes</a></p>
 </div>
diff --git a/docs/powershell.md b/docs/powershell.md
index 26cd4b910..0d3ed7e93 100644
--- a/docs/powershell.md
+++ b/docs/powershell.md
@@ -20,9 +20,9 @@ Automate and scale your FinOps efforts with PowerShell commands that streamline
 The FinOps toolkit PowerShell module helps you automate and scale common Cost Management and FinOps toolkit management operations and work with FinOps toolkit open data.
 
 <div id="whats-new" class="ftk-new">
-    <h3>What's new in April 2026<span class="ftk-version">v14</span></h3>
+    <h3>What's new in October 2026<span class="ftk-version">v15</span></h3>
     <p>
-        In April, the PowerShell module added WhatIf support for resource provider registration in New-FinOpsCostExport and fixed inverted verbose logging in Start-FinOpsCostExport.
+        In October, the PowerShell module added Initialize-FinOpsHubLocal for setting up a local FinOps hub with one command, plus commands to generate the commitment discount eligibility and instance size flexibility open data, updated test compatibility with Pester 6, and fixed Deploy-FinOpsHub version handling, Get-FinOpsCostExport -RunHistory, and Start-FinOpsCostExport date handling for UTC offsets.
     </p>
     <p><a target="_blank" href="https://learn.microsoft.com/cloud-computing/finops/toolkit/changelog">See all changes</a></p>
 </div>
diff --git a/docs/workbooks.md b/docs/workbooks.md
index 7559f8d03..58e795a87 100644
--- a/docs/workbooks.md
+++ b/docs/workbooks.md
@@ -20,9 +20,9 @@ Engineering hub to maximize cloud ROI through FinOps.
 FinOps workbooks are Azure workbooks that provide a series of tools to help engineers perform targeted FinOps tasks, modeled after the Well-Architected Framework guidance.
 
 <div id="whats-new" class="ftk-new">
-    <h3>What's new in April 2026<span class="ftk-version">v14</span></h3>
+    <h3>What's new in October 2026<span class="ftk-version">v15</span></h3>
     <p>
-        In April, FinOps workbooks fixed the broken feedback link in the Optimization workbook, excluded dev/test subscriptions from Azure Hybrid Benefit reports, and fixed AHB reports to include Windows VMs from all publishers.
+        In October, FinOps workbooks fixed savings plan and Azure Hybrid Benefit queries that were silently dropping or missing recommendations due to implicit join behavior.
     </p>
     <p><a target="_blank" href="https://learn.microsoft.com/cloud-computing/finops/toolkit/changelog">See all changes</a></p>
 </div>
diff --git a/package-lock.json b/package-lock.json
index d1993e489..2b84a1d70 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -1,12 +1,12 @@
 {
   "name": "ftk",
-  "version": "15.0.0-dev.0",
+  "version": "15.0.0",
   "lockfileVersion": 2,
   "requires": true,
   "packages": {
     "": {
       "name": "ftk",
-      "version": "15.0.0-dev.0",
+      "version": "15.0.0",
       "license": "MIT",
       "devDependencies": {
         "all-contributors-cli": "^6.26.1"
diff --git a/package.json b/package.json
index 898ab1baa..6c0a6b93b 100644
--- a/package.json
+++ b/package.json
@@ -1,6 +1,6 @@
 {
   "name": "ftk",
-  "version": "15.0.0-dev.0",
+  "version": "15.0.0",
   "description": "Starter kits, scripts, and advanced solutions to accelerate your FinOps journey in the Microsoft Cloud.",
   "main": "index.js",
   "directories": {
diff --git a/src/open-data/CommitmentDiscountEligibility.csv b/src/open-data/CommitmentDiscountEligibility.csv
index 9e8789974..51233f783 100644
--- a/src/open-data/CommitmentDiscountEligibility.csv
+++ b/src/open-data/CommitmentDiscountEligibility.csv
@@ -20230,7 +20230,7 @@
 "34494443-c2e8-5873-8fc9-5b9b7e1e1f45","Eligible","Eligible"
 "344994bc-2cb3-5996-b8d5-ecd3576aec92","Eligible","Eligible"
 "3449d9f6-34f2-5b94-b847-adb9ee16dc0c","Eligible","Not Eligible"
-"344a6b17-9c81-5156-a960-5a166b763ad7","Not Eligible","Eligible"
+"344a6b17-9c81-5156-a960-5a166b763ad7","Eligible","Eligible"
 "344ac20c-4236-51fe-9b9b-f06d046a4f98","Eligible","Eligible"
 "344b3786-e231-47f1-a652-e018d8e0c199","Not Eligible","Eligible"
 "344beb7b-fec8-5304-a251-3ee8d91f0969","Not Eligible","Eligible"
@@ -25630,6 +25630,7 @@
 "4249577c-c34d-57c7-8913-6a874f93a957","Eligible","Not Eligible"
 "42499581-d130-5b3b-b7d9-a7564b6b75dc","Eligible","Eligible"
 "424a5b94-144e-5e54-93ca-fcad2f1bd68d","Eligible","Eligible"
+"424aa64e-dc25-49c4-8565-b86222279260","Eligible","Not Eligible"
 "424af2a2-d082-5ccc-84a3-4e074599ce88","Eligible","Eligible"
 "424b403e-ed6b-544e-8faa-f2395e08e7e6","Eligible","Eligible"
 "424c1b4b-4f51-5bf0-9c12-34d5518094ff","Eligible","Eligible"
@@ -32931,7 +32932,7 @@
 "550ca05a-c129-5ada-80ac-e434f45a217e","Eligible","Eligible"
 "550ce507-4041-5d4d-bc52-109cd38cd970","Eligible","Not Eligible"
 "550ce5c5-bf9b-5baa-ac24-3b988df88fd3","Eligible","Eligible"
-"550e03b9-aac5-5ffc-be05-34f984609c64","Not Eligible","Eligible"
+"550e03b9-aac5-5ffc-be05-34f984609c64","Eligible","Eligible"
 "550e35de-036f-5c21-9fd1-cd8b9861f326","Eligible","Not Eligible"
 "550ee895-6638-5011-86ec-d284c303b8cf","Eligible","Not Eligible"
 "550fa625-6b9e-5fbf-b43a-b9a8fe84ddce","Eligible","Not Eligible"
@@ -33672,6 +33673,7 @@
 "56eedcd9-7fbd-57a7-be16-79880da1aff0","Eligible","Eligible"
 "56ef941f-95c4-5967-94a6-912e2fa4008a","Eligible","Eligible"
 "56efe07c-e549-4731-afe9-4edb4cd39081","Eligible","Not Eligible"
+"56f07b6a-c7d9-490f-a196-a7ee08e28712","Eligible","Not Eligible"
 "56f176bc-7bbb-41de-b043-148ba6fb07ad","Eligible","Not Eligible"
 "56f18ef1-49db-5480-b69f-f4a9ae063088","Eligible","Not Eligible"
 "56f2bb16-4dd8-58d7-bd3a-e8a7fa8d9b92","Eligible","Not Eligible"
@@ -34774,6 +34776,7 @@
 "59c6658a-f6af-57c8-8019-2bfcf734315e","Eligible","Eligible"
 "59c6bb46-4162-55da-ac6e-b76f60f900d8","Eligible","Eligible"
 "59c71803-6b97-52f5-941c-64f93b861e20","Eligible","Eligible"
+"59c78b09-08e2-466a-9f3b-57a94c9e2f31","Eligible","Not Eligible"
 "59c87297-551e-598a-893e-15306a297a92","Eligible","Eligible"
 "59c9b9be-b21f-4650-9329-902307863fc7","Eligible","Eligible"
 "59ca1d31-431c-53d6-80a4-f30284b09651","Eligible","Eligible"
@@ -36172,6 +36175,7 @@
 "5d620845-e313-5e37-a6a7-ca65229ddc14","Eligible","Eligible"
 "5d6226e3-b426-5579-aedf-0eaa8ae45828","Eligible","Not Eligible"
 "5d62bdec-b49b-5c92-a9e0-9076a2ee1369","Eligible","Eligible"
+"5d638a6f-e221-41cf-ae3f-0f81d368cef6","Eligible","Not Eligible"
 "5d64285f-68db-50b9-88f0-2207fcca88f0","Eligible","Eligible"
 "5d642daa-81a8-5aa6-9607-5f8de41199c2","Eligible","Eligible"
 "5d6434ce-996b-5bb8-99f4-17ee04ddfa94","Eligible","Not Eligible"
@@ -39400,7 +39404,7 @@
 "65d3950d-cb25-5491-9824-694fea5f23fd","Eligible","Eligible"
 "65d395e4-142f-4ab5-8868-a0484ac3f1fc","Eligible","Not Eligible"
 "65d3e0d5-c88d-462f-a3e2-f954e6c60361","Eligible","Not Eligible"
-"65d4ded2-41ae-43a8-bb68-3c200e1ba864","Not Eligible","Eligible"
+"65d4ded2-41ae-43a8-bb68-3c200e1ba864","Eligible","Eligible"
 "65d55fdc-09ef-5aec-9a93-b44f9964af27","Eligible","Eligible"
 "65d568a5-c461-5b01-bbd5-565b10a2723f","Eligible","Eligible"
 "65d6af6b-692d-57cb-977b-d3724def7a03","Eligible","Not Eligible"
@@ -58663,6 +58667,7 @@
 "97edfe84-c315-53ff-83ec-2151c3044d0c","Eligible","Eligible"
 "97efc00c-e719-5575-beca-2b024bb2d594","Eligible","Eligible"
 "97eff1b6-b029-5d4e-9cf7-eec44d62641c","Eligible","Eligible"
+"97f0c44f-9c62-49b6-b35d-261d4c5c8cc1","Eligible","Not Eligible"
 "97f1c88e-c0a5-5934-8d1d-f601e7c5d1f6","Eligible","Eligible"
 "97f1efc3-e349-5469-aa98-8dfd0c7c30f5","Eligible","Eligible"
 "97f2191b-bdb6-5163-a4d2-0c221773af3a","Eligible","Eligible"
@@ -63951,7 +63956,7 @@
 "a5aa3be8-f523-51da-a954-74c23688dc87","Eligible","Eligible"
 "a5aa980a-21ef-5f74-a820-d5e617262f24","Eligible","Eligible"
 "a5aad1df-5f0d-56e4-9844-2308844560fb","Eligible","Eligible"
-"a5ab196a-7535-5d34-b748-141b48da33f5","Not Eligible","Eligible"
+"a5ab196a-7535-5d34-b748-141b48da33f5","Eligible","Eligible"
 "a5ab9d5a-4398-524e-8c86-9533f63e2eba","Not Eligible","Eligible"
 "a5abbf85-32f0-5b8d-ac3a-dda7135a8a92","Eligible","Not Eligible"
 "a5ad9128-9ac7-5ae0-8c77-0f089e4bc91b","Eligible","Eligible"
@@ -72516,6 +72521,7 @@
 "bb88047d-179e-5752-af45-faf0325b1c3f","Eligible","Eligible"
 "bb88d046-91db-5eb7-a5b0-318ffcd2fd34","Not Eligible","Eligible"
 "bb89a866-4e0b-472f-91bf-66511c6f79e7","Eligible","Not Eligible"
+"bb8a035f-5ff5-44bf-aeb6-77b2fc1de144","Eligible","Not Eligible"
 "bb8a080a-7c38-5ffd-b98b-25560693c175","Eligible","Not Eligible"
 "bb8bd0d0-22ce-4738-b7ec-e9f75e929819","Eligible","Not Eligible"
 "bb8bf228-9f6a-43d5-be3d-ccbf422d5ae5","Eligible","Not Eligible"
@@ -81321,7 +81327,7 @@
 "d2007028-35d2-56bd-99e3-fd40087cf566","Eligible","Eligible"
 "d200d563-d534-57b7-88b0-9ba6dc846266","Eligible","Not Eligible"
 "d205af01-08bc-5f3f-ad20-02050b89ea14","Eligible","Not Eligible"
-"d205cfb6-affc-469b-8d59-aaf017a21011","Not Eligible","Eligible"
+"d205cfb6-affc-469b-8d59-aaf017a21011","Eligible","Eligible"
 "d207a802-9e63-562b-8c4f-283fb2d102e9","Eligible","Eligible"
 "d2080889-a02a-517b-9630-658a79cc119a","Eligible","Eligible"
 "d20a76a9-69fa-5c05-ad96-58b3537eb186","Eligible","Eligible"
@@ -89646,6 +89652,7 @@
 "e7a1f3d3-3c9d-4a89-84ca-be1427577525","Not Eligible","Eligible"
 "e7a22fd0-d690-50b5-9e3c-7b55368f1d15","Eligible","Eligible"
 "e7a379f0-c54b-577d-a9bb-f755ac9a8fe9","Eligible","Not Eligible"
+"e7a3800b-837b-46df-aa29-147ccf373cfb","Eligible","Not Eligible"
 "e7a42eb5-fa08-5fbf-b4af-3d73c1b1ca32","Eligible","Eligible"
 "e7a488f9-9489-51e9-95ec-272c2591bbc5","Eligible","Not Eligible"
 "e7a5056a-e17e-54c2-8e4b-dade19394f6f","Eligible","Eligible"
@@ -89820,6 +89827,7 @@
 "e80aebb5-1a64-5743-a11f-dd475189c688","Eligible","Eligible"
 "e80b4637-6230-5ed6-9f7d-cd251cf40d64","Eligible","Not Eligible"
 "e80b755a-c27e-53d5-8df3-b556c9e8daba","Eligible","Not Eligible"
+"e80bd6e2-731d-4e39-92cf-06482af38e4a","Eligible","Not Eligible"
 "e80ca836-020b-5e67-996b-1e81a615d00c","Eligible","Not Eligible"
 "e80cc07f-de92-5a70-b32b-d47d5bc9f9b1","Not Eligible","Eligible"
 "e80e0f28-8f50-5835-aa71-4cefb939e875","Eligible","Eligible"
@@ -95362,7 +95370,7 @@
 "f622d4a8-8deb-5973-ae8e-d69c63f7bcdd","Eligible","Eligible"
 "f622fafb-3856-5851-b2a9-c47fd345e293","Eligible","Eligible"
 "f6237d50-5771-5f30-8f02-e32620abaaad","Eligible","Eligible"
-"f6250c06-7f93-5ac6-9572-24672ba07bc1","Not Eligible","Eligible"
+"f6250c06-7f93-5ac6-9572-24672ba07bc1","Eligible","Eligible"
 "f625154e-e322-5145-a453-fff0ef3c02a7","Eligible","Eligible"
 "f626e2ed-16e3-5848-86fe-55fc7c1bf13a","Eligible","Not Eligible"
 "f6272089-3908-54b3-a732-81e0b39f176f","Eligible","Eligible"
@@ -95872,6 +95880,7 @@
 "f7628915-11aa-5608-a475-72ddb67b8a59","Eligible","Not Eligible"
 "f763b995-c455-5fe4-a9b8-7045043b6a27","Eligible","Not Eligible"
 "f7643bdf-d98b-5248-bcea-92fc7b9b1311","Not Eligible","Eligible"
+"f764c202-3a3d-5577-ba1e-25f3c26038c6","Eligible","Not Eligible"
 "f764e7f8-6513-5109-9096-53ec20c8af4f","Eligible","Eligible"
 "f765c04b-ec2f-54ec-b8cc-cb42948ae537","Eligible","Eligible"
 "f7660ca7-0221-5fe5-bfe7-aa9e4d65f936","Not Eligible","Eligible"
diff --git a/src/open-data/CommitmentDiscountEligibility.familycounts.json b/src/open-data/CommitmentDiscountEligibility.familycounts.json
index e1225da02..71dd56c03 100644
--- a/src/open-data/CommitmentDiscountEligibility.familycounts.json
+++ b/src/open-data/CommitmentDiscountEligibility.familycounts.json
@@ -21,7 +21,7 @@
     "Compute": 70224,
     "Containers": 210,
     "Data": 0,
-    "Databases": 18634,
+    "Databases": 18649,
     "Developer Tools": 0,
     "Gaming": 0,
     "Integration": 0,
diff --git a/src/optimization-engine/ftkver.txt b/src/optimization-engine/ftkver.txt
index e6e484c9f..3d3be3c32 100644
--- a/src/optimization-engine/ftkver.txt
+++ b/src/optimization-engine/ftkver.txt
@@ -1 +1 @@
-15.0-dev
\ No newline at end of file
+15.0
\ No newline at end of file
diff --git a/src/power-bi/kql/RateOptimization.Report/report.json b/src/power-bi/kql/RateOptimization.Report/report.json
index f5ca03c6b..15c8cb87a 100644
--- a/src/power-bi/kql/RateOptimization.Report/report.json
+++ b/src/power-bi/kql/RateOptimization.Report/report.json
@@ -4479,7 +4479,7 @@
           "z": 86000.0
         },
         {
-          "config": "{\"name\":\"84837d48720ae6705601\",\"layouts\":[{\"id\":0,\"position\":{\"x\":1232.002186090996,\"y\":-0.8809946714031502,\"z\":19000,\"width\":48,\"height\":48,\"tabOrder\":19000}}],\"singleVisual\":{\"visualType\":\"actionButton\",\"drillFilterOtherVisuals\":true,\"objects\":{\"icon\":[{\"properties\":{\"shapeType\":{\"expr\":{\"Literal\":{\"Value\":\"'information'\"}}},\"placement\":{\"expr\":{\"Literal\":{\"Value\":\"'right'\"}}},\"lineWeight\":{\"expr\":{\"Literal\":{\"Value\":\"2L\"}}},\"lineColor\":{\"solid\":{\"color\":{\"expr\":{\"ThemeDataColor\":{\"ColorId\":0,\"Percent\":0}}}}}},\"selector\":{\"id\":\"default\"}},{\"properties\":{\"show\":{\"expr\":{\"Literal\":{\"Value\":\"true\"}}}}}]},\"vcObjects\":{\"background\":[{\"properties\":{\"show\":{\"expr\":{\"Literal\":{\"Value\":\"false\"}}}}}],\"visualLink\":[{\"properties\":{\"show\":{\"expr\":{\"Literal\":{\"Value\":\"true\"}}},\"type\":{\"expr\":{\"Literal\":{\"Value\":\"'WebUrl'\"}}},\"webUrl\":{\"expr\":{\"Literal\":{\"Value\":\"'https://aka.ms/ftk/rateoptimization#dq'\"}}},\"tooltip\":{\"expr\":{\"Literal\":{\"Value\":\"'About this page'\"}}}}}]}}}",
+          "config": "{\"name\":\"84837d48720ae6705601\",\"layouts\":[{\"id\":0,\"position\":{\"x\":1232.002186090996,\"y\":-0.8809946714031502,\"z\":19000,\"width\":48,\"height\":48,\"tabOrder\":19000}}],\"singleVisual\":{\"visualType\":\"actionButton\",\"drillFilterOtherVisuals\":true,\"objects\":{\"icon\":[{\"properties\":{\"shapeType\":{\"expr\":{\"Literal\":{\"Value\":\"'information'\"}}},\"placement\":{\"expr\":{\"Literal\":{\"Value\":\"'right'\"}}},\"lineWeight\":{\"expr\":{\"Literal\":{\"Value\":\"2L\"}}},\"lineColor\":{\"solid\":{\"color\":{\"expr\":{\"ThemeDataColor\":{\"ColorId\":0,\"Percent\":0}}}}}},\"selector\":{\"id\":\"default\"}},{\"properties\":{\"show\":{\"expr\":{\"Literal\":{\"Value\":\"true\"}}}}}]},\"vcObjects\":{\"background\":[{\"properties\":{\"show\":{\"expr\":{\"Literal\":{\"Value\":\"false\"}}}}}],\"visualLink\":[{\"properties\":{\"show\":{\"expr\":{\"Literal\":{\"Value\":\"true\"}}},\"type\":{\"expr\":{\"Literal\":{\"Value\":\"'WebUrl'\"}}},\"webUrl\":{\"expr\":{\"Literal\":{\"Value\":\"'https://aka.ms/ftk/pbi/RateOptimization#data-quality'\"}}},\"tooltip\":{\"expr\":{\"Literal\":{\"Value\":\"'About this page'\"}}}}}]}}}",
           "filters": "[]",
           "height": 48.0,
           "width": 48.0,
diff --git a/src/power-bi/storage/RateOptimization.Report/report.json b/src/power-bi/storage/RateOptimization.Report/report.json
index ab1d4a9e0..ebfaee070 100644
--- a/src/power-bi/storage/RateOptimization.Report/report.json
+++ b/src/power-bi/storage/RateOptimization.Report/report.json
@@ -5957,7 +5957,7 @@
           "z": 44000.00
         },
         {
-          "config": "{\"name\":\"db83ba666b4a89133e11\",\"layouts\":[{\"id\":0,\"position\":{\"x\":1232,\"y\":-0.8809946714031502,\"z\":19000,\"width\":48,\"height\":48,\"tabOrder\":19000}}],\"singleVisual\":{\"visualType\":\"actionButton\",\"drillFilterOtherVisuals\":true,\"objects\":{\"icon\":[{\"properties\":{\"shapeType\":{\"expr\":{\"Literal\":{\"Value\":\"'information'\"}}},\"placement\":{\"expr\":{\"Literal\":{\"Value\":\"'right'\"}}},\"lineWeight\":{\"expr\":{\"Literal\":{\"Value\":\"2L\"}}},\"lineColor\":{\"solid\":{\"color\":{\"expr\":{\"ThemeDataColor\":{\"ColorId\":0,\"Percent\":0}}}}}},\"selector\":{\"id\":\"default\"}},{\"properties\":{\"show\":{\"expr\":{\"Literal\":{\"Value\":\"true\"}}}}}]},\"vcObjects\":{\"background\":[{\"properties\":{\"show\":{\"expr\":{\"Literal\":{\"Value\":\"false\"}}}}}],\"visualLink\":[{\"properties\":{\"show\":{\"expr\":{\"Literal\":{\"Value\":\"true\"}}},\"type\":{\"expr\":{\"Literal\":{\"Value\":\"'WebUrl'\"}}},\"webUrl\":{\"expr\":{\"Literal\":{\"Value\":\"'https://aka.ms/ftk/rateoptimization#dq'\"}}},\"tooltip\":{\"expr\":{\"Literal\":{\"Value\":\"'About this page'\"}}}}}]}}}",
+          "config": "{\"name\":\"db83ba666b4a89133e11\",\"layouts\":[{\"id\":0,\"position\":{\"x\":1232,\"y\":-0.8809946714031502,\"z\":19000,\"width\":48,\"height\":48,\"tabOrder\":19000}}],\"singleVisual\":{\"visualType\":\"actionButton\",\"drillFilterOtherVisuals\":true,\"objects\":{\"icon\":[{\"properties\":{\"shapeType\":{\"expr\":{\"Literal\":{\"Value\":\"'information'\"}}},\"placement\":{\"expr\":{\"Literal\":{\"Value\":\"'right'\"}}},\"lineWeight\":{\"expr\":{\"Literal\":{\"Value\":\"2L\"}}},\"lineColor\":{\"solid\":{\"color\":{\"expr\":{\"ThemeDataColor\":{\"ColorId\":0,\"Percent\":0}}}}}},\"selector\":{\"id\":\"default\"}},{\"properties\":{\"show\":{\"expr\":{\"Literal\":{\"Value\":\"true\"}}}}}]},\"vcObjects\":{\"background\":[{\"properties\":{\"show\":{\"expr\":{\"Literal\":{\"Value\":\"false\"}}}}}],\"visualLink\":[{\"properties\":{\"show\":{\"expr\":{\"Literal\":{\"Value\":\"true\"}}},\"type\":{\"expr\":{\"Literal\":{\"Value\":\"'WebUrl'\"}}},\"webUrl\":{\"expr\":{\"Literal\":{\"Value\":\"'https://aka.ms/ftk/pbi/RateOptimization#data-quality'\"}}},\"tooltip\":{\"expr\":{\"Literal\":{\"Value\":\"'About this page'\"}}}}}]}}}",
           "filters": "[]",
           "height": 48.00,
           "width": 48.00,
diff --git a/src/power-bi/storage/Shared.Dataset/definition/expressions.tmdl b/src/power-bi/storage/Shared.Dataset/definition/expressions.tmdl
index d254aa6a6..7febd7971 100644
--- a/src/power-bi/storage/Shared.Dataset/definition/expressions.tmdl
+++ b/src/power-bi/storage/Shared.Dataset/definition/expressions.tmdl
@@ -108,7 +108,7 @@ expression '▶️  START HERE' = ```
 	annotation PBI_NavigationStepName = Navigation
 
 /// Optional. Number of months to include in the report before the RangeEnd date. Ignored if RangeStart is specified. Default: (all available data).
-expression 'Number of Months' = 1 meta [IsParameterQuery=true, Type="Number", IsParameterQueryRequired=false]
+expression 'Number of Months' = 3 meta [IsParameterQuery=true, Type="Number", IsParameterQueryRequired=false]
 	lineageTag: 1d47668d-4de6-404c-8e53-f89a35081e8b
 	queryGroup: '🛠️ Setup'
 
diff --git a/src/powershell/Private/Get-OpenDataCommitmentDiscountEligibility.ps1 b/src/powershell/Private/Get-OpenDataCommitmentDiscountEligibility.ps1
index fa2f5a75f..6fc308c12 100644
--- a/src/powershell/Private/Get-OpenDataCommitmentDiscountEligibility.ps1
+++ b/src/powershell/Private/Get-OpenDataCommitmentDiscountEligibility.ps1
@@ -20236,7 +20236,7 @@ function Get-OpenDataCommitmentDiscountEligibility
         ,[PSCustomObject]@{ MeterId = '34494443-c2e8-5873-8fc9-5b9b7e1e1f45'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
         ,[PSCustomObject]@{ MeterId = '344994bc-2cb3-5996-b8d5-ecd3576aec92'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
         ,[PSCustomObject]@{ MeterId = '3449d9f6-34f2-5b94-b847-adb9ee16dc0c'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Not Eligible'; }
-        ,[PSCustomObject]@{ MeterId = '344a6b17-9c81-5156-a960-5a166b763ad7'; x_CommitmentDiscountSpendEligibility = 'Not Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
+        ,[PSCustomObject]@{ MeterId = '344a6b17-9c81-5156-a960-5a166b763ad7'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
         ,[PSCustomObject]@{ MeterId = '344ac20c-4236-51fe-9b9b-f06d046a4f98'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
         ,[PSCustomObject]@{ MeterId = '344b3786-e231-47f1-a652-e018d8e0c199'; x_CommitmentDiscountSpendEligibility = 'Not Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
         ,[PSCustomObject]@{ MeterId = '344beb7b-fec8-5304-a251-3ee8d91f0969'; x_CommitmentDiscountSpendEligibility = 'Not Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
@@ -25636,6 +25636,7 @@ function Get-OpenDataCommitmentDiscountEligibility
         ,[PSCustomObject]@{ MeterId = '4249577c-c34d-57c7-8913-6a874f93a957'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Not Eligible'; }
         ,[PSCustomObject]@{ MeterId = '42499581-d130-5b3b-b7d9-a7564b6b75dc'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
         ,[PSCustomObject]@{ MeterId = '424a5b94-144e-5e54-93ca-fcad2f1bd68d'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
+        ,[PSCustomObject]@{ MeterId = '424aa64e-dc25-49c4-8565-b86222279260'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Not Eligible'; }
         ,[PSCustomObject]@{ MeterId = '424af2a2-d082-5ccc-84a3-4e074599ce88'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
         ,[PSCustomObject]@{ MeterId = '424b403e-ed6b-544e-8faa-f2395e08e7e6'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
         ,[PSCustomObject]@{ MeterId = '424c1b4b-4f51-5bf0-9c12-34d5518094ff'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
@@ -32937,7 +32938,7 @@ function Get-OpenDataCommitmentDiscountEligibility
         ,[PSCustomObject]@{ MeterId = '550ca05a-c129-5ada-80ac-e434f45a217e'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
         ,[PSCustomObject]@{ MeterId = '550ce507-4041-5d4d-bc52-109cd38cd970'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Not Eligible'; }
         ,[PSCustomObject]@{ MeterId = '550ce5c5-bf9b-5baa-ac24-3b988df88fd3'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
-        ,[PSCustomObject]@{ MeterId = '550e03b9-aac5-5ffc-be05-34f984609c64'; x_CommitmentDiscountSpendEligibility = 'Not Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
+        ,[PSCustomObject]@{ MeterId = '550e03b9-aac5-5ffc-be05-34f984609c64'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
         ,[PSCustomObject]@{ MeterId = '550e35de-036f-5c21-9fd1-cd8b9861f326'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Not Eligible'; }
         ,[PSCustomObject]@{ MeterId = '550ee895-6638-5011-86ec-d284c303b8cf'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Not Eligible'; }
         ,[PSCustomObject]@{ MeterId = '550fa625-6b9e-5fbf-b43a-b9a8fe84ddce'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Not Eligible'; }
@@ -33678,6 +33679,7 @@ function Get-OpenDataCommitmentDiscountEligibility
         ,[PSCustomObject]@{ MeterId = '56eedcd9-7fbd-57a7-be16-79880da1aff0'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
         ,[PSCustomObject]@{ MeterId = '56ef941f-95c4-5967-94a6-912e2fa4008a'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
         ,[PSCustomObject]@{ MeterId = '56efe07c-e549-4731-afe9-4edb4cd39081'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Not Eligible'; }
+        ,[PSCustomObject]@{ MeterId = '56f07b6a-c7d9-490f-a196-a7ee08e28712'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Not Eligible'; }
         ,[PSCustomObject]@{ MeterId = '56f176bc-7bbb-41de-b043-148ba6fb07ad'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Not Eligible'; }
         ,[PSCustomObject]@{ MeterId = '56f18ef1-49db-5480-b69f-f4a9ae063088'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Not Eligible'; }
         ,[PSCustomObject]@{ MeterId = '56f2bb16-4dd8-58d7-bd3a-e8a7fa8d9b92'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Not Eligible'; }
@@ -34780,6 +34782,7 @@ function Get-OpenDataCommitmentDiscountEligibility
         ,[PSCustomObject]@{ MeterId = '59c6658a-f6af-57c8-8019-2bfcf734315e'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
         ,[PSCustomObject]@{ MeterId = '59c6bb46-4162-55da-ac6e-b76f60f900d8'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
         ,[PSCustomObject]@{ MeterId = '59c71803-6b97-52f5-941c-64f93b861e20'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
+        ,[PSCustomObject]@{ MeterId = '59c78b09-08e2-466a-9f3b-57a94c9e2f31'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Not Eligible'; }
         ,[PSCustomObject]@{ MeterId = '59c87297-551e-598a-893e-15306a297a92'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
         ,[PSCustomObject]@{ MeterId = '59c9b9be-b21f-4650-9329-902307863fc7'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
         ,[PSCustomObject]@{ MeterId = '59ca1d31-431c-53d6-80a4-f30284b09651'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
@@ -36178,6 +36181,7 @@ function Get-OpenDataCommitmentDiscountEligibility
         ,[PSCustomObject]@{ MeterId = '5d620845-e313-5e37-a6a7-ca65229ddc14'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
         ,[PSCustomObject]@{ MeterId = '5d6226e3-b426-5579-aedf-0eaa8ae45828'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Not Eligible'; }
         ,[PSCustomObject]@{ MeterId = '5d62bdec-b49b-5c92-a9e0-9076a2ee1369'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
+        ,[PSCustomObject]@{ MeterId = '5d638a6f-e221-41cf-ae3f-0f81d368cef6'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Not Eligible'; }
         ,[PSCustomObject]@{ MeterId = '5d64285f-68db-50b9-88f0-2207fcca88f0'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
         ,[PSCustomObject]@{ MeterId = '5d642daa-81a8-5aa6-9607-5f8de41199c2'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
         ,[PSCustomObject]@{ MeterId = '5d6434ce-996b-5bb8-99f4-17ee04ddfa94'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Not Eligible'; }
@@ -39406,7 +39410,7 @@ function Get-OpenDataCommitmentDiscountEligibility
         ,[PSCustomObject]@{ MeterId = '65d3950d-cb25-5491-9824-694fea5f23fd'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
         ,[PSCustomObject]@{ MeterId = '65d395e4-142f-4ab5-8868-a0484ac3f1fc'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Not Eligible'; }
         ,[PSCustomObject]@{ MeterId = '65d3e0d5-c88d-462f-a3e2-f954e6c60361'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Not Eligible'; }
-        ,[PSCustomObject]@{ MeterId = '65d4ded2-41ae-43a8-bb68-3c200e1ba864'; x_CommitmentDiscountSpendEligibility = 'Not Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
+        ,[PSCustomObject]@{ MeterId = '65d4ded2-41ae-43a8-bb68-3c200e1ba864'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
         ,[PSCustomObject]@{ MeterId = '65d55fdc-09ef-5aec-9a93-b44f9964af27'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
         ,[PSCustomObject]@{ MeterId = '65d568a5-c461-5b01-bbd5-565b10a2723f'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
         ,[PSCustomObject]@{ MeterId = '65d6af6b-692d-57cb-977b-d3724def7a03'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Not Eligible'; }
@@ -58669,6 +58673,7 @@ function Get-OpenDataCommitmentDiscountEligibility
         ,[PSCustomObject]@{ MeterId = '97edfe84-c315-53ff-83ec-2151c3044d0c'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
         ,[PSCustomObject]@{ MeterId = '97efc00c-e719-5575-beca-2b024bb2d594'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
         ,[PSCustomObject]@{ MeterId = '97eff1b6-b029-5d4e-9cf7-eec44d62641c'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
+        ,[PSCustomObject]@{ MeterId = '97f0c44f-9c62-49b6-b35d-261d4c5c8cc1'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Not Eligible'; }
         ,[PSCustomObject]@{ MeterId = '97f1c88e-c0a5-5934-8d1d-f601e7c5d1f6'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
         ,[PSCustomObject]@{ MeterId = '97f1efc3-e349-5469-aa98-8dfd0c7c30f5'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
         ,[PSCustomObject]@{ MeterId = '97f2191b-bdb6-5163-a4d2-0c221773af3a'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
@@ -63957,7 +63962,7 @@ function Get-OpenDataCommitmentDiscountEligibility
         ,[PSCustomObject]@{ MeterId = 'a5aa3be8-f523-51da-a954-74c23688dc87'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
         ,[PSCustomObject]@{ MeterId = 'a5aa980a-21ef-5f74-a820-d5e617262f24'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
         ,[PSCustomObject]@{ MeterId = 'a5aad1df-5f0d-56e4-9844-2308844560fb'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
-        ,[PSCustomObject]@{ MeterId = 'a5ab196a-7535-5d34-b748-141b48da33f5'; x_CommitmentDiscountSpendEligibility = 'Not Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
+        ,[PSCustomObject]@{ MeterId = 'a5ab196a-7535-5d34-b748-141b48da33f5'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
         ,[PSCustomObject]@{ MeterId = 'a5ab9d5a-4398-524e-8c86-9533f63e2eba'; x_CommitmentDiscountSpendEligibility = 'Not Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
         ,[PSCustomObject]@{ MeterId = 'a5abbf85-32f0-5b8d-ac3a-dda7135a8a92'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Not Eligible'; }
         ,[PSCustomObject]@{ MeterId = 'a5ad9128-9ac7-5ae0-8c77-0f089e4bc91b'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
@@ -72522,6 +72527,7 @@ function Get-OpenDataCommitmentDiscountEligibility
         ,[PSCustomObject]@{ MeterId = 'bb88047d-179e-5752-af45-faf0325b1c3f'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
         ,[PSCustomObject]@{ MeterId = 'bb88d046-91db-5eb7-a5b0-318ffcd2fd34'; x_CommitmentDiscountSpendEligibility = 'Not Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
         ,[PSCustomObject]@{ MeterId = 'bb89a866-4e0b-472f-91bf-66511c6f79e7'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Not Eligible'; }
+        ,[PSCustomObject]@{ MeterId = 'bb8a035f-5ff5-44bf-aeb6-77b2fc1de144'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Not Eligible'; }
         ,[PSCustomObject]@{ MeterId = 'bb8a080a-7c38-5ffd-b98b-25560693c175'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Not Eligible'; }
         ,[PSCustomObject]@{ MeterId = 'bb8bd0d0-22ce-4738-b7ec-e9f75e929819'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Not Eligible'; }
         ,[PSCustomObject]@{ MeterId = 'bb8bf228-9f6a-43d5-be3d-ccbf422d5ae5'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Not Eligible'; }
@@ -81327,7 +81333,7 @@ function Get-OpenDataCommitmentDiscountEligibility
         ,[PSCustomObject]@{ MeterId = 'd2007028-35d2-56bd-99e3-fd40087cf566'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
         ,[PSCustomObject]@{ MeterId = 'd200d563-d534-57b7-88b0-9ba6dc846266'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Not Eligible'; }
         ,[PSCustomObject]@{ MeterId = 'd205af01-08bc-5f3f-ad20-02050b89ea14'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Not Eligible'; }
-        ,[PSCustomObject]@{ MeterId = 'd205cfb6-affc-469b-8d59-aaf017a21011'; x_CommitmentDiscountSpendEligibility = 'Not Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
+        ,[PSCustomObject]@{ MeterId = 'd205cfb6-affc-469b-8d59-aaf017a21011'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
         ,[PSCustomObject]@{ MeterId = 'd207a802-9e63-562b-8c4f-283fb2d102e9'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
         ,[PSCustomObject]@{ MeterId = 'd2080889-a02a-517b-9630-658a79cc119a'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
         ,[PSCustomObject]@{ MeterId = 'd20a76a9-69fa-5c05-ad96-58b3537eb186'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
@@ -89652,6 +89658,7 @@ function Get-OpenDataCommitmentDiscountEligibility
         ,[PSCustomObject]@{ MeterId = 'e7a1f3d3-3c9d-4a89-84ca-be1427577525'; x_CommitmentDiscountSpendEligibility = 'Not Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
         ,[PSCustomObject]@{ MeterId = 'e7a22fd0-d690-50b5-9e3c-7b55368f1d15'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
         ,[PSCustomObject]@{ MeterId = 'e7a379f0-c54b-577d-a9bb-f755ac9a8fe9'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Not Eligible'; }
+        ,[PSCustomObject]@{ MeterId = 'e7a3800b-837b-46df-aa29-147ccf373cfb'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Not Eligible'; }
         ,[PSCustomObject]@{ MeterId = 'e7a42eb5-fa08-5fbf-b4af-3d73c1b1ca32'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
         ,[PSCustomObject]@{ MeterId = 'e7a488f9-9489-51e9-95ec-272c2591bbc5'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Not Eligible'; }
         ,[PSCustomObject]@{ MeterId = 'e7a5056a-e17e-54c2-8e4b-dade19394f6f'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
@@ -89826,6 +89833,7 @@ function Get-OpenDataCommitmentDiscountEligibility
         ,[PSCustomObject]@{ MeterId = 'e80aebb5-1a64-5743-a11f-dd475189c688'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
         ,[PSCustomObject]@{ MeterId = 'e80b4637-6230-5ed6-9f7d-cd251cf40d64'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Not Eligible'; }
         ,[PSCustomObject]@{ MeterId = 'e80b755a-c27e-53d5-8df3-b556c9e8daba'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Not Eligible'; }
+        ,[PSCustomObject]@{ MeterId = 'e80bd6e2-731d-4e39-92cf-06482af38e4a'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Not Eligible'; }
         ,[PSCustomObject]@{ MeterId = 'e80ca836-020b-5e67-996b-1e81a615d00c'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Not Eligible'; }
         ,[PSCustomObject]@{ MeterId = 'e80cc07f-de92-5a70-b32b-d47d5bc9f9b1'; x_CommitmentDiscountSpendEligibility = 'Not Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
         ,[PSCustomObject]@{ MeterId = 'e80e0f28-8f50-5835-aa71-4cefb939e875'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
@@ -95368,7 +95376,7 @@ function Get-OpenDataCommitmentDiscountEligibility
         ,[PSCustomObject]@{ MeterId = 'f622d4a8-8deb-5973-ae8e-d69c63f7bcdd'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
         ,[PSCustomObject]@{ MeterId = 'f622fafb-3856-5851-b2a9-c47fd345e293'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
         ,[PSCustomObject]@{ MeterId = 'f6237d50-5771-5f30-8f02-e32620abaaad'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
-        ,[PSCustomObject]@{ MeterId = 'f6250c06-7f93-5ac6-9572-24672ba07bc1'; x_CommitmentDiscountSpendEligibility = 'Not Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
+        ,[PSCustomObject]@{ MeterId = 'f6250c06-7f93-5ac6-9572-24672ba07bc1'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
         ,[PSCustomObject]@{ MeterId = 'f625154e-e322-5145-a453-fff0ef3c02a7'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
         ,[PSCustomObject]@{ MeterId = 'f626e2ed-16e3-5848-86fe-55fc7c1bf13a'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Not Eligible'; }
         ,[PSCustomObject]@{ MeterId = 'f6272089-3908-54b3-a732-81e0b39f176f'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
@@ -95878,6 +95886,7 @@ function Get-OpenDataCommitmentDiscountEligibility
         ,[PSCustomObject]@{ MeterId = 'f7628915-11aa-5608-a475-72ddb67b8a59'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Not Eligible'; }
         ,[PSCustomObject]@{ MeterId = 'f763b995-c455-5fe4-a9b8-7045043b6a27'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Not Eligible'; }
         ,[PSCustomObject]@{ MeterId = 'f7643bdf-d98b-5248-bcea-92fc7b9b1311'; x_CommitmentDiscountSpendEligibility = 'Not Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
+        ,[PSCustomObject]@{ MeterId = 'f764c202-3a3d-5577-ba1e-25f3c26038c6'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Not Eligible'; }
         ,[PSCustomObject]@{ MeterId = 'f764e7f8-6513-5109-9096-53ec20c8af4f'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
         ,[PSCustomObject]@{ MeterId = 'f765c04b-ec2f-54ec-b8cc-cb42948ae537'; x_CommitmentDiscountSpendEligibility = 'Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
         ,[PSCustomObject]@{ MeterId = 'f7660ca7-0221-5fe5-bfe7-aa9e4d65f936'; x_CommitmentDiscountSpendEligibility = 'Not Eligible'; x_CommitmentDiscountUsageEligibility = 'Eligible'; }
diff --git a/src/powershell/Private/Get-VersionNumber.ps1 b/src/powershell/Private/Get-VersionNumber.ps1
index 097964a44..c14edf29b 100644
--- a/src/powershell/Private/Get-VersionNumber.ps1
+++ b/src/powershell/Private/Get-VersionNumber.ps1
@@ -4,5 +4,5 @@
 function Get-VersionNumber
 {
     param()
-    return '15.0-dev'
+    return '15.0'
 }
diff --git a/src/scripts/Get-Version.ps1 b/src/scripts/Get-Version.ps1
index 90ad37c7f..452f681fc 100644
--- a/src/scripts/Get-Version.ps1
+++ b/src/scripts/Get-Version.ps1
@@ -16,6 +16,9 @@
     .PARAMETER AsTag
     Optional. Returns the version as a git tag (e.g., "v13" instead of "13.0"). Default = false.
 
+    .PARAMETER AsSemVer
+    Optional. Returns a full three-part semantic version (e.g., "13.0.0" instead of "13.0") for files that require it, like marketplace.json. Default = false.
+
     .PARAMETER AsDotNetVersion
     Optional. Indicates that the returned version should be in the format "x.x.x.x". Otherwise, semantic versioning is used. Default = false.
 
@@ -33,6 +36,9 @@ param(
     [switch]
     $AsTag,
 
+    [switch]
+    $AsSemVer,
+
     [switch]
     $AsDotNetVersion
 )
@@ -48,6 +54,14 @@ if ($AsTag)
     return 'v' + (($ver -replace '-.*$', '') -replace '\.0$', '')
 }
 
+if ($AsSemVer)
+{
+    # Pad major.minor to major.minor.patch and keep any prerelease label
+    $base = ($ver -replace '-.*$', '') -split '\.'
+    while ($base.Count -lt 3) { $base += '0' }
+    return ($base[0..2] -join '.') + ($ver -replace '^[^-]*', '')
+}
+
 if ($AsDotNetVersion -and $ver.Contains('-'))
 {
     $arr = (($ver -replace '-[^\.0-9]+', '') -split '\.') + @(0, 0)
diff --git a/src/scripts/Update-Version.ps1 b/src/scripts/Update-Version.ps1
index ee814b78e..732b8601c 100644
--- a/src/scripts/Update-Version.ps1
+++ b/src/scripts/Update-Version.ps1
@@ -126,15 +126,16 @@ if ($update -or $Version)
         }
     }
 
-    # Update version in plugin.json files
+    # Update version in plugin.json files (three-part semantic version)
     Write-Verbose "Updating plugin.json files..."
+    $semVer = & "$PSScriptRoot/Get-Version" -AsSemVer
     Get-RepositoryVersionFiles "plugin.json" `
     | ForEach-Object {
         $json = Get-Content $_ -Raw | ConvertFrom-Json
         if ($json.PSObject.Properties['name'] -and $json.PSObject.Properties['version'])
         {
             Write-Verbose "- $($_.FullName.Replace($repoRoot + [IO.Path]::DirectorySeparatorChar, ''))"
-            $json.version = $ver
+            $json.version = $semVer
             $json | ConvertTo-Json -Depth 10 | Out-File $_ -Encoding utf8 -NoNewline
         }
     }
@@ -149,13 +150,13 @@ if ($update -or $Version)
             Write-Verbose "- $($_.FullName.Replace($repoRoot + [IO.Path]::DirectorySeparatorChar, ''))"
             if ($json.PSObject.Properties['metadata'] -and $json.metadata.PSObject.Properties['version'])
             {
-                $json.metadata.version = $ver
+                $json.metadata.version = $semVer
             }
             foreach ($plugin in $json.plugins)
             {
                 if ($plugin.PSObject.Properties['version'])
                 {
-                    $plugin.version = $ver
+                    $plugin.version = $semVer
                 }
             }
             $json | ConvertTo-Json -Depth 10 | Out-File $_ -Encoding utf8 -NoNewline
diff --git a/src/templates/agent-plugin/.claude-plugin/plugin.json b/src/templates/agent-plugin/.claude-plugin/plugin.json
index 109c206d7..ce771a3b3 100644
--- a/src/templates/agent-plugin/.claude-plugin/plugin.json
+++ b/src/templates/agent-plugin/.claude-plugin/plugin.json
@@ -9,10 +9,19 @@
   "homepage": "https://aka.ms/finops/toolkit",
   "repository": "https://github.com/microsoft/finops-toolkit",
   "license": "MIT",
-  "keywords": ["finops", "cost-management", "reservations", "savings-plans", "cloud-optimization", "commitments", "credits", "macc"],
+  "keywords": [
+    "finops",
+    "cost-management",
+    "reservations",
+    "savings-plans",
+    "cloud-optimization",
+    "commitments",
+    "credits",
+    "macc"
+  ],
   "commands": "./commands/",
   "skills": [
     "./skills/"
   ],
   "outputStyles": "./output-styles/"
-}
+}
\ No newline at end of file
diff --git a/src/templates/agent-plugin/plugin.json b/src/templates/agent-plugin/plugin.json
index bc7d4da20..8c2a13717 100644
--- a/src/templates/agent-plugin/plugin.json
+++ b/src/templates/agent-plugin/plugin.json
@@ -9,11 +9,20 @@
   "homepage": "https://aka.ms/finops/toolkit",
   "repository": "https://github.com/microsoft/finops-toolkit",
   "license": "MIT",
-  "keywords": ["finops", "cost-management", "reservations", "savings-plans", "cloud-optimization", "commitments", "credits", "macc"],
+  "keywords": [
+    "finops",
+    "cost-management",
+    "reservations",
+    "savings-plans",
+    "cloud-optimization",
+    "commitments",
+    "credits",
+    "macc"
+  ],
   "commands": "./commands/",
   "agents": "./agents/",
   "skills": [
     "skills/"
   ],
   "mcpServers": ".mcp.json"
-}
+}
\ No newline at end of file
diff --git a/src/templates/finops-alerts/modules/ftkver.txt b/src/templates/finops-alerts/modules/ftkver.txt
index e6e484c9f..3d3be3c32 100644
--- a/src/templates/finops-alerts/modules/ftkver.txt
+++ b/src/templates/finops-alerts/modules/ftkver.txt
@@ -1 +1 @@
-15.0-dev
\ No newline at end of file
+15.0
\ No newline at end of file
diff --git a/src/templates/finops-hub/modules/Microsoft.CostManagement/Exports/app.bicep b/src/templates/finops-hub/modules/Microsoft.CostManagement/Exports/app.bicep
index b372acac7..015eef74a 100644
--- a/src/templates/finops-hub/modules/Microsoft.CostManagement/Exports/app.bicep
+++ b/src/templates/finops-hub/modules/Microsoft.CostManagement/Exports/app.bicep
@@ -1109,6 +1109,7 @@ resource dataFactory 'Microsoft.DataFactory/factories@2018-06-01' existing = {
               }
             }
             fieldList: [
+              'exists'
               'childItems'
             ]
             storeSettings: {
@@ -1128,14 +1129,14 @@ resource dataFactory 'Microsoft.DataFactory/factories@2018-06-01' existing = {
             {
               activity: 'Get Existing Parquet Files'
               dependencyConditions: [
-                'Completed'
+                'Succeeded'
               ]
             }
           ]
           userProperties: []
           typeProperties: {
             items: {
-              value: '@if(contains(activity(\'Get Existing Parquet Files\').output, \'childItems\'), activity(\'Get Existing Parquet Files\').output.childItems, json(\'[]\'))'
+              value: '@if(and(activity(\'Get Existing Parquet Files\').output.exists, contains(activity(\'Get Existing Parquet Files\').output, \'childItems\')), activity(\'Get Existing Parquet Files\').output.childItems, json(\'[]\'))'
               type: 'Expression'
             }
             condition: {
diff --git a/src/templates/finops-hub/modules/Microsoft.FinOpsHubs/Analytics/app.bicep b/src/templates/finops-hub/modules/Microsoft.FinOpsHubs/Analytics/app.bicep
index ebadb4d7f..2ff7ae0df 100644
--- a/src/templates/finops-hub/modules/Microsoft.FinOpsHubs/Analytics/app.bicep
+++ b/src/templates/finops-hub/modules/Microsoft.FinOpsHubs/Analytics/app.bicep
@@ -1701,6 +1701,7 @@ resource pipeline_ExecuteIngestionETL 'Microsoft.DataFactory/factories/pipelines
             }
           }
           fieldList: [
+            'exists'
             'childItems'
           ]
           storeSettings: {
@@ -1727,7 +1728,7 @@ resource pipeline_ExecuteIngestionETL 'Microsoft.DataFactory/factories/pipelines
         userProperties: []
         typeProperties: {
           items: {
-            value: '@if(contains(activity(\'Get Existing Parquet Files\').output, \'childItems\'), activity(\'Get Existing Parquet Files\').output.childItems, json(\'[]\'))'
+            value: '@if(and(activity(\'Get Existing Parquet Files\').output.exists, contains(activity(\'Get Existing Parquet Files\').output, \'childItems\')), activity(\'Get Existing Parquet Files\').output.childItems, json(\'[]\'))'
             type: 'Expression'
           }
           condition: {
diff --git a/src/templates/finops-hub/modules/fx/ftkver.txt b/src/templates/finops-hub/modules/fx/ftkver.txt
index e6e484c9f..3d3be3c32 100644
--- a/src/templates/finops-hub/modules/fx/ftkver.txt
+++ b/src/templates/finops-hub/modules/fx/ftkver.txt
@@ -1 +1 @@
-15.0-dev
\ No newline at end of file
+15.0
\ No newline at end of file
diff --git a/src/templates/finops-workbooks/ftkver.txt b/src/templates/finops-workbooks/ftkver.txt
index e6e484c9f..3d3be3c32 100644
--- a/src/templates/finops-workbooks/ftkver.txt
+++ b/src/templates/finops-workbooks/ftkver.txt
@@ -1 +1 @@
-15.0-dev
\ No newline at end of file
+15.0
\ No newline at end of file
diff --git a/src/workbooks/.scaffold/ftkver.txt b/src/workbooks/.scaffold/ftkver.txt
index e6e484c9f..3d3be3c32 100644
--- a/src/workbooks/.scaffold/ftkver.txt
+++ b/src/workbooks/.scaffold/ftkver.txt
@@ -1 +1 @@
-15.0-dev
\ No newline at end of file
+15.0
\ No newline at end of file